diff --git a/.bumpversion.toml b/.bumpversion.toml
index 7fc6165a5..e05a16962 100644
--- a/.bumpversion.toml
+++ b/.bumpversion.toml
@@ -1,5 +1,5 @@
 [tool.bumpversion]
-current_version = "0.27.0-beta.5"
+current_version = "0.27.2"
 parse = """(?x)
     (?P<major>0|[1-9]\\d*)\\.
     (?P<minor>0|[1-9]\\d*)\\.
diff --git a/.github/workflows/build_linux_wheel/action.yml b/.github/workflows/build_linux_wheel/action.yml
index f13dd7017..a2842cb1a 100644
--- a/.github/workflows/build_linux_wheel/action.yml
+++ b/.github/workflows/build_linux_wheel/action.yml
@@ -23,8 +23,10 @@ runs:
   steps:
     - name: CONFIRM ARM BUILD
       shell: bash
+      env:
+        ARM_BUILD: ${{ inputs.arm-build }}
       run: |
-        echo "ARM BUILD: ${{ inputs.arm-build }}"
+        echo "ARM BUILD: $ARM_BUILD"
     - name: Build x86_64 Manylinux wheel
       if: ${{ inputs.arm-build == 'false' }}
       uses: PyO3/maturin-action@v1
diff --git a/.github/workflows/rust.yml b/.github/workflows/rust.yml
index 19911d3f2..b988fedd3 100644
--- a/.github/workflows/rust.yml
+++ b/.github/workflows/rust.yml
@@ -207,14 +207,14 @@ jobs:
       - name: Downgrade  dependencies
         # These packages have newer requirements for MSRV
         run: |
-          cargo update -p aws-sdk-bedrockruntime --precise 1.64.0
-          cargo update -p aws-sdk-dynamodb --precise 1.55.0
-          cargo update -p aws-config --precise 1.5.10
-          cargo update -p aws-sdk-kms --precise 1.51.0
-          cargo update -p aws-sdk-s3 --precise 1.65.0
-          cargo update -p aws-sdk-sso --precise 1.50.0
-          cargo update -p aws-sdk-ssooidc --precise 1.51.0
-          cargo update -p aws-sdk-sts --precise 1.51.0
+          cargo update -p aws-sdk-bedrockruntime --precise 1.77.0
+          cargo update -p aws-sdk-dynamodb --precise 1.68.0
+          cargo update -p aws-config --precise 1.6.0
+          cargo update -p aws-sdk-kms --precise 1.63.0
+          cargo update -p aws-sdk-s3 --precise 1.79.0
+          cargo update -p aws-sdk-sso --precise 1.62.0
+          cargo update -p aws-sdk-ssooidc --precise 1.63.0
+          cargo update -p aws-sdk-sts --precise 1.63.0
           cargo update -p home --precise 0.5.9
       - name: cargo +${{ matrix.msrv }} check
         env:
diff --git a/Cargo.lock b/Cargo.lock
index 19619af51..2321227c4 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -27,7 +27,7 @@ checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
  "const-random",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "version_check",
  "zerocopy",
@@ -35,9 +35,9 @@ dependencies = [
 
 [[package]]
 name = "aho-corasick"
-version = "1.1.3"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+checksum = "ddd31a130427c27518df266943a5308ed92d4b226cc639f5a8f1002816174301"
 dependencies = [
  "memchr",
 ]
@@ -74,9 +74,9 @@ dependencies = [
 
 [[package]]
 name = "anstream"
-version = "0.6.21"
+version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "43d5b281e737544384e969a5ccad3f1cdd24b48086a0fc1b2a5262a26b8f4f4a"
+checksum = "824a212faf96e9acacdbd09febd34438f8f711fb84e09a8916013cd7815ca28d"
 dependencies = [
  "anstyle",
  "anstyle-parse",
@@ -89,59 +89,62 @@ dependencies = [
 
 [[package]]
 name = "anstyle"
-version = "1.0.13"
+version = "1.0.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5192cca8006f1fd4f7237516f40fa183bb07f8fbdfedaa0036de5ea9b0b45e78"
+checksum = "940b3a0ca603d1eade50a4846a2afffd5ef57a9feac2c0e2ec2e14f9ead76000"
 
 [[package]]
 name = "anstyle-parse"
-version = "0.2.7"
+version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4e7644824f0aa2c7b9384579234ef10eb7efb6a0deb83f9630a49594dd9c15c2"
+checksum = "52ce7f38b242319f7cabaa6813055467063ecdc9d355bbb4ce0c68908cd8130e"
 dependencies = [
  "utf8parse",
 ]
 
 [[package]]
 name = "anstyle-query"
-version = "1.1.4"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e231f6134f61b71076a3eab506c379d4f36122f2af15a9ff04415ea4c3339e2"
+checksum = "40c48f72fd53cd289104fc64099abca73db4166ad86ea0b4341abe65af83dadc"
 dependencies = [
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "anstyle-wincon"
-version = "3.0.10"
+version = "3.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3e0633414522a32ffaac8ac6cc8f748e090c5717661fddeea04219e2344f5f2a"
+checksum = "291e6a250ff86cd4a820112fb8898808a366d8f9f58ce16d1f538353ad55747d"
 dependencies = [
  "anstyle",
  "once_cell_polyfill",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "anyhow"
-version = "1.0.100"
+version = "1.0.102"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
+checksum = "7f202df86484c868dbad7eaa557ef785d5c66295e41b460ef922eca0723b842c"
 
 [[package]]
-name = "arbitrary"
-version = "1.4.2"
+name = "ar_archive_writer"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c3d036a3c4ab069c7b410a2ce876bd74808d2d0888a82667669f8e783a898bf1"
+checksum = "7eb93bbb63b9c227414f6eb3a0adfddca591a8ce1e9b60661bb08969b87e340b"
 dependencies = [
- "derive_arbitrary",
+ "object",
 ]
 
 [[package]]
 name = "arc-swap"
-version = "1.7.1"
+version = "1.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69f7f8c3906b62b754cd5326047894316021dcfe5a194c8ea52bdd94934a3457"
+checksum = "a07d1f37ff60921c83bdfc7407723bdefe89b44b98a9b772f225c8f9d67141a6"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "argminmax"
@@ -172,9 +175,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2a2b10dcb159faf30d3f81f6d56c1211a5bea2ca424eabe477648a44b993320e"
+checksum = "e4754a624e5ae42081f464514be454b39711daae0458906dacde5f4c632f33a8"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -194,9 +197,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "288015089e7931843c80ed4032c5274f02b37bcb720c4a42096d50b390e70372"
+checksum = "f7b3141e0ec5145a22d8694ea8b6d6f69305971c4fa1c1a13ef0195aef2d678b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -208,9 +211,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65ca404ea6191e06bf30956394173337fa9c35f445bd447fe6c21ab944e1a23c"
+checksum = "4c8955af33b25f3b175ee10af580577280b4bd01f7e823d94c7cdef7cf8c9aef"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -227,9 +230,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36356383099be0151dacc4245309895f16ba7917d79bdb71a7148659c9206c56"
+checksum = "c697ddca96183182f35b3a18e50b9110b11e916d7b7799cbfd4d34662f2c56c2"
 dependencies = [
  "bytes",
  "half",
@@ -239,9 +242,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9c8e372ed52bd4ee88cc1e6c3859aa7ecea204158ac640b10e187936e7e87074"
+checksum = "646bbb821e86fd57189c10b4fcdaa941deaf4181924917b0daa92735baa6ada5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -261,9 +264,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e4100b729fe656f2e4fb32bc5884f14acf9118d4ad532b7b33c1132e4dce896"
+checksum = "8da746f4180004e3ce7b83c977daf6394d768332349d3d913998b10a120b790a"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -276,9 +279,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bf87f4ff5fc13290aa47e499a8b669a82c5977c6a1fedce22c7f542c1fd5a597"
+checksum = "1fdd994a9d28e6365aa78e15da3f3950c0fdcea6b963a12fa1c391afb637b304"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -289,9 +292,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3ca63edd2073fcb42ba112f8ae165df1de935627ead6e203d07c99445f2081"
+checksum = "abf7df950701ab528bf7c0cf7eeadc0445d03ef5d6ffc151eaae6b38a58feff1"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -299,15 +302,15 @@ dependencies = [
  "arrow-schema",
  "arrow-select",
  "flatbuffers",
- "lz4_flex 0.12.0",
+ "lz4_flex 0.12.1",
  "zstd",
 ]
 
 [[package]]
 name = "arrow-json"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a36b2332559d3310ebe3e173f75b29989b4412df4029a26a30cc3f7da0869297"
+checksum = "0ff8357658bedc49792b13e2e862b80df908171275f8e6e075c460da5ee4bf86"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -329,9 +332,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c4e0530272ca755d6814218dffd04425c5b7854b87fa741d5ff848bf50aa39"
+checksum = "f7d8f1870e03d4cbed632959498bcc84083b5a24bded52905ae1695bd29da45b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -342,9 +345,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f45c7989cb70214b2f362eaa10266d15e1a433692f2ea1514018be3aace679f4"
+checksum = "d18c442b4c266aaf3d7f7dd40fd7ae058cef7f113b00ff0cd8256e1e218ec544"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -354,9 +357,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b07f52788744cc71c4628567ad834cadbaeb9f09026ff1d7a4120f69edf7abd3"
+checksum = "18228633bad92bff92a95746bbeb16e5fc318e8382b75619dec26db79e4de4c0"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -367,20 +370,20 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6bb63203e8e0e54b288d0d8043ca8fa1013820822a27692ef1b78a977d879f2c"
+checksum = "8c872d36b7bf2a6a6a2b40de9156265f0242910791db366a2c17476ba8330d68"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "serde_core",
  "serde_json",
 ]
 
 [[package]]
 name = "arrow-select"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c96d8a1c180b44ecf2e66c9a2f2bbcb8b1b6f14e165ce46ac8bde211a363411b"
+checksum = "68bf3e3efbd1278f770d67e5dc410257300b161b93baedb3aae836144edcaf4b"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -392,9 +395,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.2.0"
+version = "57.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8ad6a81add9d3ea30bf8374ee8329992c7fd246ffd8b7e2f48a3cea5aa0cc9a"
+checksum = "85e968097061b3c0e9fe3079cf2e703e487890700546b5b0647f60fca1b5a8d8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -421,13 +424,12 @@ dependencies = [
 
 [[package]]
 name = "async-compression"
-version = "0.4.19"
+version = "0.4.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "06575e6a9673580f52661c92107baabffbf41e2141373441cbcdc47cb733003c"
+checksum = "d0f9ee0f6e02ffd7ad5816e9464499fba7b3effd01123b515c41d1697c43dad1"
 dependencies = [
- "flate2",
- "futures-core",
- "memchr",
+ "compression-codecs",
+ "compression-core",
  "pin-project-lite",
  "tokio",
 ]
@@ -443,9 +445,9 @@ dependencies = [
 
 [[package]]
 name = "async-lock"
-version = "3.4.1"
+version = "3.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5fd03604047cee9b6ce9de9f70c6cd540a0520c813cbd49bae61f33ab80ed1dc"
+checksum = "290f7f2596bd5b78a9fec8088ccd89180d7f9f55b94b0576823bbbdc72ee8311"
 dependencies = [
  "event-listener",
  "event-listener-strategy",
@@ -485,7 +487,7 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -496,7 +498,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -556,7 +558,7 @@ dependencies = [
  "bytes",
  "fastrand",
  "hex",
- "http 1.3.1",
+ "http 1.4.0",
  "ring",
  "time",
  "tokio",
@@ -619,7 +621,7 @@ dependencies = [
  "bytes-utils",
  "fastrand",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "http-body 1.0.1",
  "percent-encoding",
@@ -721,7 +723,7 @@ dependencies = [
  "hex",
  "hmac",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "lru",
  "percent-encoding",
@@ -815,7 +817,7 @@ dependencies = [
  "hex",
  "hmac",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "p256",
  "percent-encoding",
  "ring",
@@ -839,9 +841,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-checksums"
-version = "0.63.9"
+version = "0.63.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "165d8583d8d906e2fb5511d29201d447cc710864f075debcdd9c31c265412806"
+checksum = "23374b9170cbbcc6f5df8dc5ebb9b6c5c28a3c8f599f0e8b8b10eb6f4a5c6e74"
 dependencies = [
  "aws-smithy-http 0.62.6",
  "aws-smithy-types",
@@ -882,7 +884,7 @@ dependencies = [
  "futures-core",
  "futures-util",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "percent-encoding",
  "pin-project-lite",
@@ -902,7 +904,7 @@ dependencies = [
  "bytes-utils",
  "futures-core",
  "futures-util",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
  "percent-encoding",
@@ -921,18 +923,18 @@ dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-types",
  "h2 0.3.27",
- "h2 0.4.12",
+ "h2 0.4.13",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "hyper 0.14.32",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-rustls 0.24.2",
  "hyper-rustls 0.27.7",
  "hyper-util",
  "pin-project-lite",
  "rustls 0.21.12",
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "rustls-native-certs",
  "rustls-pki-types",
  "tokio",
@@ -984,7 +986,7 @@ dependencies = [
  "bytes",
  "fastrand",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "http-body 1.0.1",
  "http-body-util",
@@ -1004,7 +1006,7 @@ dependencies = [
  "aws-smithy-types",
  "bytes",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "pin-project-lite",
  "tokio",
  "tracing",
@@ -1022,7 +1024,7 @@ dependencies = [
  "bytes-utils",
  "futures-core",
  "http 0.2.12",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 0.4.6",
  "http-body 1.0.1",
  "http-body-util",
@@ -1070,10 +1072,10 @@ dependencies = [
  "axum-core",
  "bytes",
  "futures-util",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-util",
  "itoa",
  "matchit",
@@ -1103,7 +1105,7 @@ dependencies = [
  "async-trait",
  "bytes",
  "futures-util",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
  "mime",
@@ -1122,7 +1124,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b62ddb9cb1ec0a098ad4bbf9344d0713fa193ae1a80af55febcff2627b6a00c1"
 dependencies = [
  "futures-core",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "instant",
  "pin-project-lite",
  "rand 0.8.5",
@@ -1176,15 +1178,15 @@ dependencies = [
 
 [[package]]
 name = "base64ct"
-version = "1.8.0"
+version = "1.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "55248b47b0caf0546f7988906588779981c43bb1bc9d0c44087278f80cdb44ba"
+checksum = "2af50177e190e07a26ab74f8b1efbfe2ef87da2116221318cb1c2e82baf7de06"
 
 [[package]]
 name = "bigdecimal"
-version = "0.4.8"
+version = "0.4.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a22f228ab7a1b23027ccc6c350b72868017af7ea8356fbdf19f8d991c690013"
+checksum = "4d6867f1565b3aad85681f1015055b087fcfd840d6aeee6eee7f2da317603695"
 dependencies = [
  "autocfg",
  "libm",
@@ -1195,36 +1197,30 @@ dependencies = [
 
 [[package]]
 name = "bit-set"
-version = "0.5.3"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0700ddab506f33b20a03b13996eccd309a48e5ff77d0d95926aa0210fb4e95f1"
+checksum = "08807e080ed7f9d5433fa9b275196cfc35414f66a0c79d864dc51a0d825231a3"
 dependencies = [
  "bit-vec",
 ]
 
 [[package]]
 name = "bit-vec"
-version = "0.6.3"
+version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "349f9b6a179ed607305526ca489b34ad0a41aed5f7980fa90eb03160b69598fb"
+checksum = "5e764a1d40d510daf35e07be9eb06e75770908c27d411ee6c92109c9840eaaf7"
 
 [[package]]
 name = "bitflags"
-version = "1.3.2"
+version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
-
-[[package]]
-name = "bitflags"
-version = "2.9.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2261d10cca569e4643e526d8dc2e62e433cc8aba21ab764233731f8d369bf394"
+checksum = "843867be96c8daad0d758b57df9392b6d8d271134fce549de6ce169ff98a92af"
 
 [[package]]
 name = "bitpacking"
-version = "0.9.2"
+version = "0.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c1d3e2bfd8d06048a179f7b17afc3188effa10385e7b00dc65af6aae732ea92"
+checksum = "96a7139abd3d9cebf8cd6f920a389cf3dc9576172e32f4563f188cae3c3eb019"
 dependencies = [
  "crunchy",
 ]
@@ -1252,15 +1248,16 @@ dependencies = [
 
 [[package]]
 name = "blake3"
-version = "1.8.2"
+version = "1.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3888aaa89e4b2a40fca9848e400f6a658a5a3978de7be858e209cafa8be9a4a0"
+checksum = "2468ef7d57b3fb7e16b576e8377cdbde2320c60e1491e961d11da40fc4f02a2d"
 dependencies = [
  "arrayref",
  "arrayvec",
  "cc",
  "cfg-if",
  "constant_time_eq",
+ "cpufeatures",
 ]
 
 [[package]]
@@ -1283,9 +1280,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.8.0"
+version = "3.9.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f44aa969f86ffb99e5c2d51f393ec9ed6e9fe2f47b609c917b0071f129854d29"
+checksum = "f47dbe92550676ee653353c310dfb9cf6ba17ee70396e1f7cf0a2020ad49b2fe"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -1293,17 +1290,17 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.8.0"
+version = "3.9.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1e78cd86b6a6515d87392332fd63c4950ed3e50eab54275259a5f59f3666f90"
+checksum = "519bd3116aeeb42d5372c29d982d16d0170d3d4a5ed85fc7dd91642ffff3c67c"
 dependencies = [
- "darling 0.21.3",
+ "darling 0.23.0",
  "ident_case",
  "prettyplease",
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1350,28 +1347,28 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.0"
+version = "3.20.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46c5e41b57b8bba42a04676d81cb89e9ee8e859a1a66f80a5a72e1cb76b34d43"
+checksum = "5d20789868f4b01b2f2caec9f5c4e0213b41e3e5702a50157d699ae31ced2fcb"
 
 [[package]]
 name = "bytemuck"
-version = "1.23.1"
+version = "1.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c76a5792e44e4abe34d3abf15636779261d45a7450612059293d1d2cfc63422"
+checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec"
 dependencies = [
  "bytemuck_derive",
 ]
 
 [[package]]
 name = "bytemuck_derive"
-version = "1.8.1"
+version = "1.10.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fa76293b4f7bb636ab88fd78228235b5248b4d05cc589aed610f954af5d7c7a"
+checksum = "f9abbd1bc6865053c427f7198e6af43bfdedc55ab791faed4fbd361d789575ff"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1398,46 +1395,48 @@ dependencies = [
 
 [[package]]
 name = "candle-core"
-version = "0.9.1"
+version = "0.9.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a9f51e2ecf6efe9737af8f993433c839f956d2b6ed4fd2dd4a7c6d8b0fa667ff"
+checksum = "c15b675b80d994b2eadb20a4bbe434eabeb454eac3ee5e2b4cf6f147ee9be091"
 dependencies = [
  "byteorder",
- "gemm 0.17.1",
+ "float8",
+ "gemm",
  "half",
- "memmap2 0.9.8",
+ "libm",
+ "memmap2 0.9.10",
  "num-traits",
  "num_cpus",
  "rand 0.9.2",
  "rand_distr 0.5.1",
  "rayon",
  "safetensors",
- "thiserror 1.0.69",
- "ug",
- "yoke 0.7.5",
+ "thiserror 2.0.18",
+ "yoke",
  "zip",
 ]
 
 [[package]]
 name = "candle-nn"
-version = "0.9.1"
+version = "0.9.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1980d53280c8f9e2c6cbe1785855d7ff8010208b46e21252b978badf13ad69d"
+checksum = "3045fa9e7aef8567d209a27d56b692f60b96f4d0569f4c3011f8ca6715c65e03"
 dependencies = [
  "candle-core",
  "half",
+ "libc",
  "num-traits",
  "rayon",
  "safetensors",
  "serde",
- "thiserror 1.0.69",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
 name = "candle-transformers"
-version = "0.9.1"
+version = "0.9.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "186cb80045dbe47e0b387ea6d3e906f02fb3056297080d9922984c90e90a72b0"
+checksum = "b538ec4aa807c416a2ddd3621044888f188827862e2a6fcacba4738e89795d01"
 dependencies = [
  "byteorder",
  "candle-core",
@@ -1463,9 +1462,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.40"
+version = "1.2.57"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1d05d92f4b1fd76aad469d46cdd858ca761576082cd37df81416691e50199fb"
+checksum = "7a0dd1ca384932ff3641c8718a02769f1698e7563dc6974ffd03346116310423"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1481,9 +1480,9 @@ checksum = "4f4c707c6a209cbe82d10abd08e1ea8995e9ea937d2550646e02798948992be0"
 
 [[package]]
 name = "cfg-if"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "cfg_aliases"
@@ -1493,16 +1492,16 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.42"
+version = "0.4.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "145052bdd345b87320e369255277e3fb5152762ad123a901ef5c262dd38fe8d2"
+checksum = "c673075a2e0e5f4a1dde27ce9dee1ea4558c7ffe648f576438a20ca1d2acc4b0"
 dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
  "serde",
  "wasm-bindgen",
- "windows-link 0.2.1",
+ "windows-link",
 ]
 
 [[package]]
@@ -1549,32 +1548,47 @@ dependencies = [
 
 [[package]]
 name = "cmake"
-version = "0.1.54"
+version = "0.1.57"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7caa3f9de89ddbe2c607f4101924c5abec803763ae9534e4f4d7d8f84aa81f0"
+checksum = "75443c44cd6b379beb8c5b45d85d0773baf31cce901fe7bb252f4eff3008ef7d"
 dependencies = [
  "cc",
 ]
 
 [[package]]
 name = "colorchoice"
-version = "1.0.4"
+version = "1.0.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b05b61dc5112cbb17e4b6cd61790d9845d13888356391624cbe7e41efeac1e75"
+checksum = "1d07550c9036bf2ae0c684c4297d503f838287c83c53686d05370d0e139ae570"
 
 [[package]]
 name = "comfy-table"
-version = "7.1.2"
+version = "7.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
+checksum = "958c5d6ecf1f214b4c2bbbbf6ab9523a864bd136dcf71a7e8904799acfe1ad47"
 dependencies = [
- "crossterm 0.27.0",
- "crossterm 0.28.1",
- "strum",
- "strum_macros 0.26.4",
+ "crossterm",
+ "unicode-segmentation",
  "unicode-width",
 ]
 
+[[package]]
+name = "compression-codecs"
+version = "0.4.37"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eb7b51a7d9c967fc26773061ba86150f19c50c0d65c887cb1fbe295fd16619b7"
+dependencies = [
+ "compression-core",
+ "flate2",
+ "memchr",
+]
+
+[[package]]
+name = "compression-core"
+version = "0.4.31"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "75984efb6ed102a0d42db99afb6c1948f0380d1d91808d5529916e6c08b49d8d"
+
 [[package]]
 name = "concurrent-queue"
 version = "2.5.0"
@@ -1618,16 +1632,16 @@ version = "0.1.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f9d839f2a20b0aee515dc581a6172f2321f96cab76c1a38a4c584a194955390e"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "once_cell",
  "tiny-keccak",
 ]
 
 [[package]]
 name = "constant_time_eq"
-version = "0.3.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
+checksum = "3d52eff69cd5e647efe296129160853a42795992097e8af39800e1060caeea9b"
 
 [[package]]
 name = "convert_case"
@@ -1690,15 +1704,14 @@ checksum = "19d374276b40fb8bbdee95aef7c7fa6b5316ec764510eb64b8dd0e2ed0d7e7f5"
 
 [[package]]
 name = "crc-fast"
-version = "1.3.0"
+version = "1.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6bf62af4cc77d8fe1c22dde4e721d87f2f54056139d8c412e1366b740305f56f"
+checksum = "2fd92aca2c6001b1bf5ba0ff84ee74ec8501b52bbef0cac80bf25a6c1d87a83d"
 dependencies = [
  "crc",
  "digest",
- "libc",
- "rand 0.9.2",
- "regex",
+ "rustversion",
+ "spin 0.10.0",
 ]
 
 [[package]]
@@ -1774,28 +1787,18 @@ checksum = "d0a5c400df2834b80a4c3327b3aad3a4c4cd4de0629063962b03235697506a28"
 
 [[package]]
 name = "crossterm"
-version = "0.27.0"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f476fe445d41c9e991fd07515a6f463074b782242ccf4a5b7b1d1012e70824df"
+checksum = "d8b9f2e4c67f833b660cdb0a3523065869fb35570177239812ed4c905aeff87b"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "crossterm_winapi",
- "libc",
+ "document-features",
  "parking_lot",
+ "rustix 1.1.4",
  "winapi",
 ]
 
-[[package]]
-name = "crossterm"
-version = "0.28.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "829d955a0bb380ef178a640b91779e3987da38c9aea133b20614cfed8cdea9c6"
-dependencies = [
- "bitflags 2.9.4",
- "parking_lot",
- "rustix 0.38.44",
-]
-
 [[package]]
 name = "crossterm_winapi"
 version = "0.9.1"
@@ -1835,9 +1838,9 @@ dependencies = [
 
 [[package]]
 name = "crypto-common"
-version = "0.1.6"
+version = "0.1.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
+checksum = "78c8292055d1c1df0cce5d180393dc8cce0abec0a7102adb6c7b1eef6016d60a"
 dependencies = [
  "generic-array",
  "typenum",
@@ -1845,21 +1848,21 @@ dependencies = [
 
 [[package]]
 name = "csv"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
+checksum = "52cd9d68cf7efc6ddfaaee42e7288d3a99d613d4b50f76ce9827ae0c6e14f938"
 dependencies = [
  "csv-core",
  "itoa",
  "ryu",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "csv-core"
-version = "0.1.12"
+version = "0.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d02f3b0da4c6504f86e9cd789d8dbafab48c2321be74e9987593de5a894d93d"
+checksum = "704a3c26996a80471189265814dbc2c257598b96b8a7feae2d31ace646bb9782"
 dependencies = [
  "memchr",
 ]
@@ -1892,12 +1895,12 @@ dependencies = [
 
 [[package]]
 name = "darling"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cdf337090841a411e2a7f3deb9187445851f91b309c0c0a29e05f74a00a48c0"
+checksum = "25ae13da2f202d56bd7f91c25fba009e7717a1e4a1cc98a76d844b65ae912e9d"
 dependencies = [
- "darling_core 0.21.3",
- "darling_macro 0.21.3",
+ "darling_core 0.23.0",
+ "darling_macro 0.23.0",
 ]
 
 [[package]]
@@ -1911,21 +1914,20 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "darling_core"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1247195ecd7e3c85f83c8d2a366e4210d588e802133e1e355180a9870b517ea4"
+checksum = "9865a50f7c335f53564bb694ef660825eb8610e0a53d3e11bf1b0d3df31e03b0"
 dependencies = [
- "fnv",
  "ident_case",
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1936,18 +1938,18 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "darling_macro"
-version = "0.21.3"
+version = "0.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
+checksum = "ac3984ec7bd6cfa798e62b4a642426a5be0e68f9401cfc2a01e3fa9ea2fcdb8d"
 dependencies = [
- "darling_core 0.21.3",
+ "darling_core 0.23.0",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -1966,9 +1968,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d12ee9fdc6cdb5898c7691bb994f0ba606c4acc93a2258d78bb9f26ff8158bb3"
+checksum = "43c18ba387f9c05ac1f3be32a73f8f3cc6c1cfc43e5d4b7a8e5b0d3a5eb48dc7"
 dependencies = [
  "arrow",
  "arrow-schema",
@@ -2015,9 +2017,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "462dc9ef45e5d688aeaae49a7e310587e81b6016b9d03bace5626ad0043e5a9e"
+checksum = "3c75a4ce672b27fb8423810efb92a3600027717a1664d06a2c307eeeabcec694"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2040,9 +2042,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b96dbf1d728fc321817b744eb5080cdd75312faa6980b338817f68f3caa4208"
+checksum = "2c8b9a3795ffb46bf4957a34c67d89a67558b311ae455c8d4295ff2115eeea50"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2063,9 +2065,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3237a6ff0d2149af4631290074289cae548c9863c885d821315d54c6673a074a"
+checksum = "205dc1e20441973f470e6b7ef87626a3b9187970e5106058fef1b713047f770c"
 dependencies = [
  "ahash",
  "arrow",
@@ -2085,9 +2087,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70b5e34026af55a1bfccb1ef0a763cf1f64e77c696ffcf5a128a278c31236528"
+checksum = "8cf5880c02ff6f5f11fb5bc19211789fb32fd3c53d79b7d6cb2b12e401312ba0"
 dependencies = [
  "futures",
  "log",
@@ -2096,9 +2098,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "52.1.0"
+version = "52.4.0"
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-checksum = "1b2a6be734cc3785e18bbf2a7f2b22537f6b9fb960d79617775a51568c281842"
+checksum = "bc614d6e709450e29b7b032a42c1bdb705f166a6b2edef7bed7c7897eb905499"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2125,9 +2127,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-arrow"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1739b9b07c9236389e09c74f770e88aff7055250774e9def7d3f4f56b3dcc7be"
+checksum = "6e497d5fc48dac7ce86f6b4fb09a3a494385774af301ff20ec91aebfae9b05b4"
 dependencies = [
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  "arrow-ipc",
@@ -2149,9 +2151,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c73bc54b518bbba7c7650299d07d58730293cfba4356f6f428cc94c20b7600"
+checksum = "0dfc250cad940d0327ca2e9109dc98830892d17a3d6b2ca11d68570e872cf379"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2172,9 +2174,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37812c8494c698c4d889374ecfabbff780f1f26d9ec095dd1bddfc2a8ca12559"
+checksum = "c91e9677ed62833b0e8129dec0d1a8f3c9bb7590bd6dd714a43e4c3b663e4aa0"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2194,15 +2196,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2c825f969126bc2ef6a6a02d94b3c07abff871acf4d6dd759ce1255edb7923ce"
+checksum = "3e13e5fe3447baa0584b61ee8644086e007e1ef6e58f4be48bc8a72417854729"
 
 [[package]]
 name = "datafusion-execution"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa03ef05a2c2f90dd6c743e3e111078e322f4b395d20d4b4d431a245d79521ae"
+checksum = "48a6cc03e34899a54546b229235f7b192634c8e832f78a267f0989b18216c56d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2221,9 +2223,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ef33934c1f98ee695cc51192cc5f9ed3a8febee84fdbcd9131bf9d3a9a78276f"
+checksum = "ee3315d87eca7a7df58e52a1fb43b4c4171b545fd30ffc3102945c162a9f6ddb"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2243,9 +2245,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "000c98206e3dd47d2939a94b6c67af4bfa6732dd668ac4fafdbde408fd9134ea"
+checksum = "98c6d83feae0753799f933a2c47dfd15980c6947960cb95ed60f5c1f885548b3"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2256,9 +2258,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "379b01418ab95ca947014066248c22139fe9af9289354de10b445bd000d5d276"
+checksum = "49b82962015cc3db4d7662459c9f7fcda0591b5edacb8af1cf3bc3031f274800"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -2287,9 +2289,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fd00d5454ba4c3f8ebbd04bd6a6a9dc7ced7c56d883f70f2076c188be8459e4c"
+checksum = "4e42c227d9e55a6c8041785d4a8a117e4de531033d480aae10984247ac62e27e"
 dependencies = [
  "ahash",
  "arrow",
@@ -2308,9 +2310,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aec06b380729a87210a4e11f555ec2d729a328142253f8d557b87593622ecc9f"
+checksum = "cead3cfed825b0b688700f4338d281cd7857e4907775a5b9554c083edd5f3f95"
 dependencies = [
  "ahash",
  "arrow",
@@ -2321,9 +2323,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "904f48d45e0f1eb7d0eb5c0f80f2b5c6046a85454364a6b16a2e0b46f62e7dff"
+checksum = "62ea99612970aebab8cf864d02eb3d296bbab7f4881e1023d282b57fe431b201"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -2344,9 +2346,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9a0d20e2b887e11bee24f7734d780a2588b925796ac741c3118dd06d5aa77f0"
+checksum = "d83dbf3ab8b9af6f209b068825a7adbd3b88bf276f2a1ec14ba09567b97f5674"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2360,9 +2362,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3414b0a07e39b6979fe3a69c7aa79a9f1369f1d5c8e52146e66058be1b285ee"
+checksum = "732edabe07496e2fc5a1e57a284d7a36edcea445a2821119770a0dea624b472c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2378,9 +2380,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5bf2feae63cd4754e31add64ce75cae07d015bce4bb41cd09872f93add32523a"
+checksum = "e0c6e30e09700799bd52adce8c377ab03dda96e73a623e4803a31ad94fe7ce14"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -2388,20 +2390,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4fe888aeb6a095c4bcbe8ac1874c4b9a4c7ffa2ba849db7922683ba20875aaf"
+checksum = "402f2a8ed70fb99a18f71580a1fe338604222a3d32ddeac6e72c5b34feea2d4d"
 dependencies = [
  "datafusion-doc",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a6527c063ae305c11be397a86d8193936f4b84d137fe40bd706dfc178cf733c"
+checksum = "99f32edb8ba12f08138f86c09b80fae3d4a320551262fa06b91d8a8cb3065a5b"
 dependencies = [
  "arrow",
  "chrono",
@@ -2418,9 +2420,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0bb028323dd4efd049dd8a78d78fe81b2b969447b39c51424167f973ac5811d9"
+checksum = "987c5e29e96186589301b42e25aa7d11bbe319a73eb02ef8d755edc55b5b89fc"
 dependencies = [
  "ahash",
  "arrow",
@@ -2441,9 +2443,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-adapter"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78fe0826aef7eab6b4b61533d811234a7a9e5e458331ebbf94152a51fc8ab433"
+checksum = "1de89d0afa08b6686697bd8a6bac4ba2cd44c7003356e1bce6114d5a93f94b5c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2456,9 +2458,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfccd388620734c661bd8b7ca93c44cdd59fecc9b550eea416a78ffcbb29475f"
+checksum = "602d1970c0fe87f1c3a36665d131fbfe1c4379d35f8fc5ec43a362229ad2954d"
 dependencies = [
  "ahash",
  "arrow",
@@ -2473,9 +2475,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bde5fa10e73259a03b705d5fddc136516814ab5f441b939525618a4070f5a059"
+checksum = "b24d704b6385ebe27c756a12e5ba15684576d3b47aeca79cc9fb09480236dc32"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2491,9 +2493,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0e1098760fb29127c24cc9ade3277051dc73c9ed0ac0131bd7bcd742e0ad7470"
+checksum = "c21d94141ea5043e98793f170798e9c1887095813b8291c5260599341e383a38"
 dependencies = [
  "ahash",
  "arrow",
@@ -2522,9 +2524,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-pruning"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "64d0fef4201777b52951edec086c21a5b246f3c82621569ddb4a26f488bc38a9"
+checksum = "1a68cce43d18c0dfac95cacd74e70565f7e2fb12b9ed41e2d312f0fa837626b1"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2539,9 +2541,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-session"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f71f1e39e8f2acbf1c63b0e93756c2e970a64729dab70ac789587d6237c4fde0"
+checksum = "6b4e1c40a0b1896aed4a4504145c2eb7fa9b9da13c2d04b40a4767a09f076199"
 dependencies = [
  "async-trait",
  "datafusion-common",
@@ -2553,9 +2555,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "52.1.0"
+version = "52.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f44693cfcaeb7a9f12d71d1c576c3a6dc025a12cef209375fa2d16fb3b5670ee"
+checksum = "2f1891e5b106d1d73c7fe403bd8a265d19c3977edc17f60808daf26c2fe65ffb"
 dependencies = [
  "arrow",
  "bigdecimal",
@@ -2611,25 +2613,14 @@ dependencies = [
 
 [[package]]
 name = "deranged"
-version = "0.5.4"
+version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a41953f86f8a05768a6cda24def994fd2f424b04ec5c719cf89989779f199071"
+checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c"
 dependencies = [
  "powerfmt",
  "serde_core",
 ]
 
-[[package]]
-name = "derive_arbitrary"
-version = "1.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e567bd82dcff979e4b03460c307b3cdc9e96fde3d73bed1496d2bc75d9dd62a"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.114",
-]
-
 [[package]]
 name = "derive_builder"
 version = "0.20.2"
@@ -2648,7 +2639,7 @@ dependencies = [
  "darling 0.20.11",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2658,7 +2649,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2702,7 +2693,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2714,6 +2705,15 @@ dependencies = [
  "const-random",
 ]
 
+[[package]]
+name = "document-features"
+version = "0.2.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4b8a88685455ed29a21542a33abd9cb6510b6b129abadabdcef0f4c55bc8f61"
+dependencies = [
+ "litrs",
+]
+
 [[package]]
 name = "downcast-rs"
 version = "2.0.2"
@@ -2747,16 +2747,6 @@ version = "1.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d0881ea181b1df73ff77ffaaf9c7544ecc11e82fba9b5f27b262a3c73a332555"
 
-[[package]]
-name = "dyn-stack"
-version = "0.10.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e53799688f5632f364f8fb387488dd05db9fe45db7011be066fc20e7027f8b"
-dependencies = [
- "bytemuck",
- "reborrow",
-]
-
 [[package]]
 name = "dyn-stack"
 version = "0.13.2"
@@ -2769,9 +2759,9 @@ dependencies = [
 
 [[package]]
 name = "dyn-stack-macros"
-version = "0.1.0"
+version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05dbec7076f432bb132db738df90d87a4f5789e99f59e7b1219a6b8ef61eaa68"
+checksum = "e1d926b4d407d372f141f93bb444696142c29d32962ccbd3531117cf3aa0bfa9"
 
 [[package]]
 name = "ecdsa"
@@ -2835,7 +2825,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -2847,14 +2837,14 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "env_filter"
-version = "0.1.3"
+version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "186e05a59d4c50738528153b83b0b0194d3a29507dfec16eccd4b342903397d0"
+checksum = "32e90c2accc4b07a8456ea0debdc2e7587bdd890680d71173a15d4ae604f6eef"
 dependencies = [
  "log",
  "regex",
@@ -2862,9 +2852,9 @@ dependencies = [
 
 [[package]]
 name = "env_logger"
-version = "0.11.8"
+version = "0.11.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13c863f0904021b108aa8b2f55046443e6b1ebde8fd4a15c399893aae4fa069f"
+checksum = "0621c04f2196ac3f488dd583365b9c09be011a4ab8b9f37248ffcc8f6198b56a"
 dependencies = [
  "anstream",
  "anstyle",
@@ -2944,9 +2934,9 @@ checksum = "7360491ce676a36bf9bb3c56c1aa791658183a54d2744120f27285738d90465a"
 
 [[package]]
 name = "fancy-regex"
-version = "0.13.0"
+version = "0.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "531e46835a22af56d1e3b66f04844bed63158bc094a628bec1d321d9b4c44bf2"
+checksum = "72cf461f865c862bb7dc573f643dd6a2b6842f7c30b07882b56bd148cc2761b8"
 dependencies = [
  "bit-set",
  "regex-automata",
@@ -2989,9 +2979,9 @@ dependencies = [
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.3"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0399f9d26e5191ce32c498bebd31e7a3ceabc2745f0ac54af3f335126c3f24b3"
+checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
 [[package]]
 name = "fixedbitset"
@@ -3001,24 +2991,36 @@ checksum = "1d674e81391d1e1ab681a28d99df07927c6d4aa5b027d7da16ba32d1d21ecd99"
 
 [[package]]
 name = "flatbuffers"
-version = "25.9.23"
+version = "25.12.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09b6620799e7340ebd9968d2e0708eb82cf1971e9a16821e2091b6d6e475eed5"
+checksum = "35f6839d7b3b98adde531effaf34f0c2badc6f4735d26fe74709d8e513a96ef3"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "rustc_version",
 ]
 
 [[package]]
 name = "flate2"
-version = "1.1.4"
+version = "1.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc5a4e564e38c699f2880d3fda590bedc2e69f3f84cd48b457bd892ce61d0aa9"
+checksum = "843fba2746e448b37e26a819579957415c8cef339bf08564fe8b7ddbd959573c"
 dependencies = [
  "crc32fast",
  "miniz_oxide",
 ]
 
+[[package]]
+name = "float8"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "719a903cc23e4a89e87962c2a80fdb45cdaad0983a89bd150bb57b4c8571a7d5"
+dependencies = [
+ "half",
+ "num-traits",
+ "rand 0.9.2",
+ "rand_distr 0.5.1",
+]
+
 [[package]]
 name = "fnv"
 version = "1.0.7"
@@ -3070,8 +3072,9 @@ checksum = "42703706b716c37f96a77aea830392ad231f44c9e9a67872fa5548707e11b11c"
 
 [[package]]
 name = "fsst"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2195cc7f87e84bd695586137de99605e7e9579b26ec5e01b82960ddb4d0922f2"
 dependencies = [
  "arrow-array",
  "rand 0.9.2",
@@ -3094,9 +3097,9 @@ checksum = "e6d5a32815ae3f33302d95fdcb2ce17862f8c65363dcfd29360480ba1001fc9c"
 
 [[package]]
 name = "futures"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65bc07b1a8bc7c85c5f2e110c476c7389b4554ba72af57d8445ea63a576b0876"
+checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -3109,9 +3112,9 @@ dependencies = [
 
 [[package]]
 name = "futures-channel"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2dff15bf788c671c1934e366d07e30c1814a8ef514e1af724a602e8a2fbe1b10"
+checksum = "07bbe89c50d7a535e539b8c17bc0b49bdb77747034daa8087407d655f3f7cc1d"
 dependencies = [
  "futures-core",
  "futures-sink",
@@ -3119,15 +3122,15 @@ dependencies = [
 
 [[package]]
 name = "futures-core"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f29059c0c2090612e8d742178b0580d2dc940c837851ad723096f87af6663e"
+checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
 [[package]]
 name = "futures-executor"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e28d1d997f585e54aebc3f97d39e72338912123a67330d723fdbb564d646c9f"
+checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
 dependencies = [
  "futures-core",
  "futures-task",
@@ -3136,32 +3139,32 @@ dependencies = [
 
 [[package]]
 name = "futures-io"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9e5c1b78ca4aae1ac06c48a526a655760685149f0d465d21f37abfe57ce075c6"
+checksum = "cecba35d7ad927e23624b22ad55235f2239cfa44fd10428eecbeba6d6a717718"
 
 [[package]]
 name = "futures-macro"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
+checksum = "e835b70203e41293343137df5c0664546da5745f82ec9b84d40be8336958447b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "futures-sink"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e575fab7d1e0dcb8d0c7bcf9a63ee213816ab51902e6d244a95819acacf1d4f7"
+checksum = "c39754e157331b013978ec91992bde1ac089843443c49cbc7f46150b0fad0893"
 
 [[package]]
 name = "futures-task"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f90f7dce0722e95104fcb095585910c0977252f286e354b5e3bd38902cd99988"
+checksum = "037711b3d59c33004d3856fbdc83b99d4ff37a24768fa1be9ce3538a1cde4393"
 
 [[package]]
 name = "futures-timer"
@@ -3171,9 +3174,9 @@ checksum = "f288b0a4f20f9a56b5d1da57e2227c661b7b16168e2f72365f57b63326e29b24"
 
 [[package]]
 name = "futures-util"
-version = "0.3.31"
+version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9fa08315bb612088cc391249efdc3bc77536f16c91f6cf495e6fbe85b20a4a81"
+checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
  "futures-channel",
  "futures-core",
@@ -3183,259 +3186,141 @@ dependencies = [
  "futures-task",
  "memchr",
  "pin-project-lite",
- "pin-utils",
  "slab",
 ]
 
 [[package]]
 name = "gemm"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6ab24cc62135b40090e31a76a9b2766a501979f3070fa27f689c27ec04377d32"
+checksum = "aa0673db364b12263d103b68337a68fbecc541d6f6b61ba72fe438654709eacb"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-c32 0.17.1",
- "gemm-c64 0.17.1",
- "gemm-common 0.17.1",
- "gemm-f16 0.17.1",
- "gemm-f32 0.17.1",
- "gemm-f64 0.17.1",
+ "dyn-stack",
+ "gemm-c32",
+ "gemm-c64",
+ "gemm-common",
+ "gemm-f16",
+ "gemm-f32",
+ "gemm-f64",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ab96b703d31950f1aeddded248bc95543c9efc7ac9c4a21fda8703a83ee35451"
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- "gemm-c64 0.18.2",
- "gemm-common 0.18.2",
- "gemm-f16 0.18.2",
- "gemm-f32 0.18.2",
- "gemm-f64 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "seq-macro",
 ]
 
 [[package]]
 name = "gemm-c32"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9c030d0b983d1e34a546b86e08f600c11696fde16199f971cd46c12e67512c0"
+checksum = "086936dbdcb99e37aad81d320f98f670e53c1e55a98bee70573e83f95beb128c"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-common 0.17.1",
+ "dyn-stack",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-c32"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6db9fd9f40421d00eea9dd0770045a5603b8d684654816637732463f4073847"
-dependencies = [
- "dyn-stack 0.13.2",
- "gemm-common 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "seq-macro",
 ]
 
 [[package]]
 name = "gemm-c64"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbb5f2e79fefb9693d18e1066a557b4546cd334b226beadc68b11a8f9431852a"
+checksum = "20c8aeeeec425959bda4d9827664029ba1501a90a0d1e6228e48bef741db3a3f"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-common 0.17.1",
+ "dyn-stack",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-c64"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfcad8a3d35a43758330b635d02edad980c1e143dc2f21e6fd25f9e4eada8edf"
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- "dyn-stack 0.13.2",
- "gemm-common 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "seq-macro",
 ]
 
 [[package]]
 name = "gemm-common"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2e7ea062c987abcd8db95db917b4ffb4ecdfd0668471d8dc54734fdff2354e8"
+checksum = "88027625910cc9b1085aaaa1c4bc46bb3a36aad323452b33c25b5e4e7c8e2a3e"
 dependencies = [
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- "dyn-stack 0.10.0",
- "half",
- "num-complex",
- "num-traits",
- "once_cell",
- "paste",
- "pulp 0.18.22",
- "raw-cpuid 10.7.0",
- "rayon",
- "seq-macro",
- "sysctl 0.5.5",
-]
-
-[[package]]
-name = "gemm-common"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a352d4a69cbe938b9e2a9cb7a3a63b7e72f9349174a2752a558a8a563510d0f3"
-dependencies = [
- "bytemuck",
- "dyn-stack 0.13.2",
+ "dyn-stack",
  "half",
  "libm",
  "num-complex",
  "num-traits",
  "once_cell",
  "paste",
- "pulp 0.21.5",
- "raw-cpuid 11.6.0",
+ "pulp",
+ "raw-cpuid",
  "rayon",
  "seq-macro",
- "sysctl 0.6.0",
+ "sysctl",
 ]
 
 [[package]]
 name = "gemm-f16"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ca4c06b9b11952071d317604acb332e924e817bd891bec8dfb494168c7cedd4"
+checksum = "e3df7a55202e6cd6739d82ae3399c8e0c7e1402859b30e4cb780e61525d9486e"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-common 0.17.1",
- "gemm-f32 0.17.1",
+ "dyn-stack",
+ "gemm-common",
+ "gemm-f32",
  "half",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "rayon",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-f16"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cff95ae3259432f3c3410eaa919033cd03791d81cebd18018393dc147952e109"
-dependencies = [
- "dyn-stack 0.13.2",
- "gemm-common 0.18.2",
- "gemm-f32 0.18.2",
- "half",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "rayon",
  "seq-macro",
 ]
 
 [[package]]
 name = "gemm-f32"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9a69f51aaefbd9cf12d18faf273d3e982d9d711f60775645ed5c8047b4ae113"
+checksum = "02e0b8c9da1fbec6e3e3ab2ce6bc259ef18eb5f6f0d3e4edf54b75f9fd41a81c"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-common 0.17.1",
+ "dyn-stack",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-f32"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc8d3d4385393304f407392f754cd2dc4b315d05063f62cf09f47b58de276864"
-dependencies = [
- "dyn-stack 0.13.2",
- "gemm-common 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "seq-macro",
 ]
 
 [[package]]
 name = "gemm-f64"
-version = "0.17.1"
+version = "0.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aa397a48544fadf0b81ec8741e5c0fba0043008113f71f2034def1935645d2b0"
+checksum = "056131e8f2a521bfab322f804ccd652520c79700d81209e9d9275bbdecaadc6a"
 dependencies = [
- "dyn-stack 0.10.0",
- "gemm-common 0.17.1",
+ "dyn-stack",
+ "gemm-common",
  "num-complex",
  "num-traits",
  "paste",
- "raw-cpuid 10.7.0",
- "seq-macro",
-]
-
-[[package]]
-name = "gemm-f64"
-version = "0.18.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35b2a4f76ce4b8b16eadc11ccf2e083252d8237c1b589558a49b0183545015bd"
-dependencies = [
- "dyn-stack 0.13.2",
- "gemm-common 0.18.2",
- "num-complex",
- "num-traits",
- "paste",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "seq-macro",
 ]
 
 [[package]]
 name = "generator"
-version = "0.8.7"
+version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "605183a538e3e2a9c1038635cc5c2d194e2ee8fd0d1b66b8349fad7dbacce5a2"
+checksum = "52f04ae4152da20c76fe800fa48659201d5cf627c5149ca0b707b69d7eef6cf9"
 dependencies = [
  "cc",
  "cfg-if",
  "libc",
  "log",
  "rustversion",
- "windows 0.61.3",
+ "windows-link",
+ "windows-result",
 ]
 
 [[package]]
@@ -3450,40 +3335,40 @@ dependencies = [
 
 [[package]]
 name = "getrandom"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
+checksum = "ff2abc00be7fca6ebc474524697ae276ad847ad0a6b3faa4bcb027e9a4614ad0"
 dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
+ "wasi",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.3.3"
+version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26145e563e54f2cadc477553f1ec5ee650b00862f0a58bcd12cbdc5f0ea2d2f4"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "r-efi",
- "wasi 0.14.7+wasi-0.2.4",
+ "r-efi 5.3.0",
+ "wasip2",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.4.1"
+version = "0.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "139ef39800118c7683f2fd3c98c1b23c09ae076556b435f8e9064ae108aaeeec"
+checksum = "0de51e6874e94e7bf76d726fc5d13ba782deca734ff60d5bb2fb2607c7406555"
 dependencies = [
  "cfg-if",
  "libc",
- "r-efi",
+ "r-efi 6.0.0",
  "wasip2",
  "wasip3",
 ]
@@ -3538,16 +3423,16 @@ dependencies = [
 
 [[package]]
 name = "h2"
-version = "0.4.12"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3c0b69cfcb4e1b9f1bf2f53f95f766e4661169728ec61cd3fe5a0166f2d1386"
+checksum = "2f44da3a8150a6703ed5d34e164b875fd14c2cdab9af1252a9a1020bde2bdc54"
 dependencies = [
  "atomic-waker",
  "bytes",
  "fnv",
  "futures-core",
  "futures-sink",
- "http 1.3.1",
+ "http 1.4.0",
  "indexmap 2.13.0",
  "slab",
  "tokio",
@@ -3607,6 +3492,8 @@ dependencies = [
  "allocator-api2",
  "equivalent",
  "foldhash 0.2.0",
+ "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -3641,7 +3528,7 @@ checksum = "629d8f3bbeda9d148036d6b0de0a3ab947abd08ce90626327fc3547a49d59d97"
 dependencies = [
  "dirs",
  "futures",
- "http 1.3.1",
+ "http 1.4.0",
  "indicatif",
  "libc",
  "log",
@@ -3650,7 +3537,7 @@ dependencies = [
  "reqwest",
  "serde",
  "serde_json",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "ureq",
  "windows-sys 0.60.2",
@@ -3667,11 +3554,11 @@ dependencies = [
 
 [[package]]
 name = "home"
-version = "0.5.11"
+version = "0.5.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "589533453244b0995c858700322199b2becb13b627df2851f64a2775d024abcf"
+checksum = "cc627f471c528ff0c4a49e1d5e60450c8f6461dd6d10ba9dcd3a61d3dff7728d"
 dependencies = [
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -3693,12 +3580,11 @@ dependencies = [
 
 [[package]]
 name = "http"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4a85d31aea989eead29a3aaf9e1115a180df8282431156e533de47660892565"
+checksum = "e3ba2a386d7f85a81f119ad7498ebe444d2e22c2af0b86b069416ace48b3311a"
 dependencies = [
  "bytes",
- "fnv",
  "itoa",
 ]
 
@@ -3720,7 +3606,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184"
 dependencies = [
  "bytes",
- "http 1.3.1",
+ "http 1.4.0",
 ]
 
 [[package]]
@@ -3731,7 +3617,7 @@ checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a"
 dependencies = [
  "bytes",
  "futures-core",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "pin-project-lite",
 ]
@@ -3780,16 +3666,16 @@ dependencies = [
 
 [[package]]
 name = "hyper"
-version = "1.7.0"
+version = "1.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eb3aa54a13a0dfe7fbe3a59e0c76093041720fdc77b110cc0fc260fafb4dc51e"
+checksum = "2ab2d4f250c3d7b1c9fcdff1cece94ea4e2dfbec68614f7b87cb205f24ca9d11"
 dependencies = [
  "atomic-waker",
  "bytes",
  "futures-channel",
  "futures-core",
- "h2 0.4.12",
- "http 1.3.1",
+ "h2 0.4.13",
+ "http 1.4.0",
  "http-body 1.0.1",
  "httparse",
  "httpdate",
@@ -3822,37 +3708,36 @@ version = "0.27.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e3c93eb611681b207e1fe55d5a71ecf91572ec8a6705cdb6857f7d8d5242cf58"
 dependencies = [
- "http 1.3.1",
- "hyper 1.7.0",
+ "http 1.4.0",
+ "hyper 1.8.1",
  "hyper-util",
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "rustls-native-certs",
  "rustls-pki-types",
  "tokio",
  "tokio-rustls 0.26.4",
  "tower-service",
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.6",
 ]
 
 [[package]]
 name = "hyper-util"
-version = "0.1.17"
+version = "0.1.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
+checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
 dependencies = [
  "base64 0.22.1",
  "bytes",
  "futures-channel",
- "futures-core",
  "futures-util",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "ipnet",
  "libc",
  "percent-encoding",
  "pin-project-lite",
- "socket2 0.6.0",
+ "socket2 0.6.3",
  "system-configuration",
  "tokio",
  "tower-service",
@@ -3871,9 +3756,9 @@ dependencies = [
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.64"
+version = "0.1.65"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
+checksum = "e31bc9ad994ba00e440a8aa5c9ef0ec67d5cb5e5cb0cc7f8b744a35b389cc470"
 dependencies = [
  "android_system_properties",
  "core-foundation-sys",
@@ -3881,7 +3766,7 @@ dependencies = [
  "js-sys",
  "log",
  "wasm-bindgen",
- "windows-core 0.61.2",
+ "windows-core 0.62.2",
 ]
 
 [[package]]
@@ -3895,22 +3780,22 @@ dependencies = [
 
 [[package]]
 name = "icu_collections"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
+checksum = "4c6b649701667bbe825c3b7e6388cb521c23d88644678e83c0c4d0a621a34b43"
 dependencies = [
  "displaydoc",
  "potential_utf",
- "yoke 0.8.0",
+ "yoke",
  "zerofrom",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_locale_core"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cde2700ccaed3872079a65fb1a78f6c0a36c91570f28755dda67bc8f7d9f00a"
+checksum = "edba7861004dd3714265b4db54a3c390e880ab658fec5f7db895fae2046b5bb6"
 dependencies = [
  "displaydoc",
  "litemap",
@@ -3921,11 +3806,10 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "436880e8e18df4d7bbc06d58432329d6458cc84531f7ac5f024e93deadb37979"
+checksum = "5f6c8828b67bf8908d82127b2054ea1b4427ff0230ee9141c54251934ab1b599"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_normalizer_data",
  "icu_properties",
@@ -3936,44 +3820,40 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer_data"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00210d6893afc98edb752b664b8890f0ef174c8adbb8d0be9710fa66fbbf72d3"
+checksum = "7aedcccd01fc5fe81e6b489c15b247b8b0690feb23304303a9e560f37efc560a"
 
 [[package]]
 name = "icu_properties"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "016c619c1eeb94efb86809b015c58f479963de65bdb6253345c1a1276f22e32b"
+checksum = "020bfc02fe870ec3a66d93e677ccca0562506e5872c650f893269e08615d74ec"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_locale_core",
  "icu_properties_data",
  "icu_provider",
- "potential_utf",
  "zerotrie",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_properties_data"
-version = "2.0.1"
+version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "298459143998310acd25ffe6810ed544932242d3f07083eee1084d83a71bd632"
+checksum = "616c294cf8d725c6afcd8f55abc17c56464ef6211f9ed59cccffe534129c77af"
 
 [[package]]
 name = "icu_provider"
-version = "2.0.0"
+version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03c80da27b5f4187909049ee2d72f276f0d9f99a42c306bd0131ecfe04d8e5af"
+checksum = "85962cf0ce02e1e0a629cc34e7ca3e373ce20dda4c4d7294bbd0bf1fdb59e614"
 dependencies = [
  "displaydoc",
  "icu_locale_core",
- "stable_deref_trait",
- "tinystr",
  "writeable",
- "yoke 0.8.0",
+ "yoke",
  "zerofrom",
  "zerotrie",
  "zerovec",
@@ -4050,9 +3930,12 @@ dependencies = [
 
 [[package]]
 name = "indoc"
-version = "2.0.6"
+version = "2.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4c7245a08504955605670dbf141fceab975f15ca21570696aebe9d2e71576bd"
+checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "inout"
@@ -4075,15 +3958,15 @@ dependencies = [
 
 [[package]]
 name = "ipnet"
-version = "2.11.0"
+version = "2.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "469fb0b9cefa57e3ef31275ee7cacb78f2fdca44e4765491884a2b119d4eb130"
+checksum = "d98f6fed1fde3f8c21bc40a1abb88dd75e67924f9cffc3ef95607bad8017f8e2"
 
 [[package]]
 name = "iri-string"
-version = "0.7.8"
+version = "0.7.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dbc5ebe9c3a1a7a5127f920a418f7585e9e758e911d0466ed004f393b0e380b2"
+checksum = "d8e7418f59cc01c88316161279a7f665217ae316b388e58a0d10e29f54f1e5eb"
 dependencies = [
  "memchr",
  "serde",
@@ -4091,9 +3974,9 @@ dependencies = [
 
 [[package]]
 name = "is_terminal_polyfill"
-version = "1.70.1"
+version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7943c866cc5cd64cbc25b2e01621d07fa8eb2a1a23160ee81ce38704e97b8ecf"
+checksum = "a6cb138bb79a146c1bd460005623e142ef0181e3d0219cb493e02f7d08a35695"
 
 [[package]]
 name = "itertools"
@@ -4133,9 +4016,9 @@ dependencies = [
 
 [[package]]
 name = "itoa"
-version = "1.0.15"
+version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
+checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
 
 [[package]]
 name = "itoap"
@@ -4145,35 +4028,35 @@ checksum = "9028f49264629065d057f340a86acb84867925865f73bbf8d47b4d149a7e88b8"
 
 [[package]]
 name = "jiff"
-version = "0.2.15"
+version = "0.2.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be1f93b8b1eb69c77f24bbb0afdf66f54b632ee39af40ca21c4365a1d7347e49"
+checksum = "1a3546dc96b6d42c5f24902af9e2538e82e39ad350b0c766eb3fbf2d8f3d8359"
 dependencies = [
  "jiff-static",
  "jiff-tzdb-platform",
  "log",
  "portable-atomic",
  "portable-atomic-util",
- "serde",
- "windows-sys 0.59.0",
+ "serde_core",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "jiff-static"
-version = "0.2.15"
+version = "0.2.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03343451ff899767262ec32146f6d559dd759fdadf42ff0e227c7c48f72594b4"
+checksum = "2a8c8b344124222efd714b73bb41f8b5120b27a7cc1c75593a6ff768d9d05aa4"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "jiff-tzdb"
-version = "0.1.4"
+version = "0.1.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1283705eb0a21404d2bfd6eef2a7593d240bc42a0bdb39db0ad6fa2ec026524"
+checksum = "c900ef84826f1338a557697dc8fc601df9ca9af4ac137c7fb61d4c6f2dfd3076"
 
 [[package]]
 name = "jiff-tzdb-platform"
@@ -4190,15 +4073,15 @@ version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "libc",
 ]
 
 [[package]]
 name = "js-sys"
-version = "0.3.81"
+version = "0.3.91"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec48937a97411dcb524a265206ccd4c90bb711fca92b2792c407f268825b9305"
+checksum = "b49715b7073f385ba4bc528e5747d02e66cb39c6146efb66b781f131f0fb399c"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -4206,9 +4089,9 @@ dependencies = [
 
 [[package]]
 name = "jsonb"
-version = "0.5.4"
+version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a452366d21e8d3cbca680c41388e01d6a88739afef7877961946a6da409f9ccd"
+checksum = "2a901f06163d352fbe41c3c2ff5e08b75330a003cc941e988fb501022f5421e6"
 dependencies = [
  "byteorder",
  "ethnum",
@@ -4241,8 +4124,9 @@ dependencies = [
 
 [[package]]
 name = "lance"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "efe6c3ddd79cdfd2b7e1c23cafae52806906bc40fbd97de9e8cf2f8c7a75fc04"
 dependencies = [
  "arrow",
  "arrow-arith",
@@ -4308,8 +4192,9 @@ dependencies = [
 
 [[package]]
 name = "lance-arrow"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5d9f5d95bdda2a2b790f1fb8028b5b6dcf661abeb3133a8bca0f3d24b054af87"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -4320,7 +4205,7 @@ dependencies = [
  "arrow-select",
  "bytes",
  "futures",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "half",
  "jsonb",
  "num-traits",
@@ -4329,8 +4214,9 @@ dependencies = [
 
 [[package]]
 name = "lance-bitpacking"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f827d6ab9f8f337a9509d5ad66a12f3314db8713868260521c344ef6135eb4e4"
 dependencies = [
  "arrayref",
  "paste",
@@ -4339,8 +4225,9 @@ dependencies = [
 
 [[package]]
 name = "lance-core"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0f1e25df6a79bf72ee6bcde0851f19b1cd36c5848c1b7db83340882d3c9fdecb"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -4377,8 +4264,9 @@ dependencies = [
 
 [[package]]
 name = "lance-datafusion"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93146de8ae720cb90edef81c2f2d0a1b065fc2f23ecff2419546f389b0fa70a4"
 dependencies = [
  "arrow",
  "arrow-array",
@@ -4408,8 +4296,9 @@ dependencies = [
 
 [[package]]
 name = "lance-datagen"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ccec8ce4d8e0a87a99c431dab2364398029f2ffb649c1a693c60c79e05ed30dd"
 dependencies = [
  "arrow",
  "arrow-array",
@@ -4427,8 +4316,9 @@ dependencies = [
 
 [[package]]
 name = "lance-encoding"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c1aec0bbbac6bce829bc10f1ba066258126100596c375fb71908ecf11c2c2a5"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -4465,8 +4355,9 @@ dependencies = [
 
 [[package]]
 name = "lance-file"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "14a8c548804f5b17486dc2d3282356ed1957095a852780283bc401fdd69e9075"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -4498,8 +4389,9 @@ dependencies = [
 
 [[package]]
 name = "lance-index"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2da212f0090ea59f79ac3686660f596520c167fe1cb5f408900cf71d215f0e03"
 dependencies = [
  "arrow",
  "arrow-arith",
@@ -4513,6 +4405,7 @@ dependencies = [
  "bitpacking",
  "bitvec",
  "bytes",
+ "chrono",
  "crossbeam-queue",
  "datafusion",
  "datafusion-common",
@@ -4562,8 +4455,9 @@ dependencies = [
 
 [[package]]
 name = "lance-io"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "41d958eb4b56f03bbe0f5f85eb2b4e9657882812297b6f711f201ffc995f259f"
 dependencies = [
  "arrow",
  "arrow-arith",
@@ -4582,7 +4476,7 @@ dependencies = [
  "chrono",
  "deepsize",
  "futures",
- "http 1.3.1",
+ "http 1.4.0",
  "lance-arrow",
  "lance-core",
  "lance-namespace",
@@ -4604,8 +4498,9 @@ dependencies = [
 
 [[package]]
 name = "lance-linalg"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0285b70da35def7ed95e150fae1d5308089554e1290470403ed3c50cb235bc5e"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -4621,21 +4516,24 @@ dependencies = [
 
 [[package]]
 name = "lance-namespace"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5f78e2a828b654e062a495462c6e3eb4fcf0e7e907d761b8f217fc09ccd3ceac"
 dependencies = [
  "arrow",
  "async-trait",
  "bytes",
  "lance-core",
  "lance-namespace-reqwest-client",
+ "serde",
  "snafu 0.9.0",
 ]
 
 [[package]]
 name = "lance-namespace-impls"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a2392314f3da38f00d166295e44244208a65ccfc256e274fa8631849fc3f4d94"
 dependencies = [
  "arrow",
  "arrow-ipc",
@@ -4666,9 +4564,9 @@ dependencies = [
 
 [[package]]
 name = "lance-namespace-reqwest-client"
-version = "0.5.2"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ad4c947349acd6e37e984eba0254588bd894e6128434338b9e6904e56fb4633"
+checksum = "ee2e48de899e2931afb67fcddd0a08e439bf5d8b6ea2a2ed9cb8f4df669bd5cc"
 dependencies = [
  "reqwest",
  "serde",
@@ -4679,8 +4577,9 @@ dependencies = [
 
 [[package]]
 name = "lance-table"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3df9c4adca3eb2074b3850432a9fb34248a3d90c3d6427d158b13ff9355664ee"
 dependencies = [
  "arrow",
  "arrow-array",
@@ -4719,8 +4618,9 @@ dependencies = [
 
 [[package]]
 name = "lance-testing"
-version = "3.0.0-rc.3"
-source = "git+https://github.com/lance-format/lance.git?tag=v3.0.0-rc.3#de393a26a068dd297929ca7d798e43dc31c57337"
+version = "4.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7ed7119bdd6983718387b4ac44af873a165262ca94f181b104cd6f97912eb3bf"
 dependencies = [
  "arrow-array",
  "arrow-schema",
@@ -4731,7 +4631,7 @@ dependencies = [
 
 [[package]]
 name = "lancedb"
-version = "0.27.0-beta.5"
+version = "0.27.2"
 dependencies = [
  "ahash",
  "anyhow",
@@ -4768,7 +4668,7 @@ dependencies = [
  "futures",
  "half",
  "hf-hub",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "lance",
  "lance-arrow",
@@ -4813,9 +4713,10 @@ dependencies = [
 
 [[package]]
 name = "lancedb-nodejs"
-version = "0.27.0-beta.5"
+version = "0.27.2"
 dependencies = [
  "arrow-array",
+ "arrow-buffer",
  "arrow-ipc",
  "arrow-schema",
  "async-trait",
@@ -4823,6 +4724,7 @@ dependencies = [
  "aws-lc-sys",
  "env_logger",
  "futures",
+ "half",
  "lancedb",
  "log",
  "lzma-sys",
@@ -4833,7 +4735,7 @@ dependencies = [
 
 [[package]]
 name = "lancedb-python"
-version = "0.30.0-beta.5"
+version = "0.30.2"
 dependencies = [
  "arrow",
  "async-trait",
@@ -4845,6 +4747,7 @@ dependencies = [
  "lance-namespace",
  "lance-namespace-impls",
  "lancedb",
+ "log",
  "pin-project",
  "pyo3",
  "pyo3-async-runtimes",
@@ -4861,7 +4764,7 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
 dependencies = [
- "spin",
+ "spin 0.9.8",
 ]
 
 [[package]]
@@ -4935,19 +4838,9 @@ dependencies = [
 
 [[package]]
 name = "libc"
-version = "0.2.180"
+version = "0.2.183"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcc35a38544a891a5f7c865aca548a982ccb3b8650a5b06d0fd33a10283c56fc"
-
-[[package]]
-name = "libloading"
-version = "0.8.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7c4b02199fee7c5d21a5ae7d8cfa79a6ef5bb2fc834d6e9058e89c825efdc55"
-dependencies = [
- "cfg-if",
- "windows-link 0.2.1",
-]
+checksum = "b5b646652bf6661599e1da8901b3b9522896f01e736bad5f723fe7a3a27f899d"
 
 [[package]]
 name = "libloading"
@@ -4956,22 +4849,21 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "754ca22de805bb5744484a5b151a9e1a8e837d5dc232c2d7d8c2e3492edc8b60"
 dependencies = [
  "cfg-if",
- "windows-link 0.2.1",
+ "windows-link",
 ]
 
 [[package]]
 name = "libm"
-version = "0.2.15"
+version = "0.2.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
+checksum = "b6d2cec3eae94f9f509c767b45932f1ada8350c4bdb85af2fcab4a3c14807981"
 
 [[package]]
 name = "libredox"
-version = "0.1.10"
+version = "0.1.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "416f7e718bdb06000964960ffa43b4335ad4012ae8b99060261aa4a8088d5ccb"
+checksum = "7ddbf48fd451246b1f8c2610bd3b4ac0cc6e149d89832867093ab69a17194f08"
 dependencies = [
- "bitflags 2.9.4",
  "libc",
 ]
 
@@ -4983,15 +4875,21 @@ checksum = "d26c52dbd32dccf2d10cac7725f8eae5296885fb5703b261f7d0a0739ec807ab"
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.11.0"
+version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
+checksum = "32a66949e030da00e8c7d4434b251670a91556f4144941d37452769c25d58a53"
 
 [[package]]
 name = "litemap"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
+checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
+
+[[package]]
+name = "litrs"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "11d3d7f243d5c5a8b9bb5d6dd2b1602c0cb0b9db1621bafc7ed66e35ff9fe092"
 
 [[package]]
 name = "lock_api"
@@ -5004,9 +4902,9 @@ dependencies = [
 
 [[package]]
 name = "log"
-version = "0.4.28"
+version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "34080505efa8e45a4b816c349525ebe327ceaa8559756f0356cba97ef3bf7432"
+checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
 [[package]]
 name = "loom"
@@ -5057,15 +4955,15 @@ dependencies = [
 
 [[package]]
 name = "lz4_flex"
-version = "0.11.5"
+version = "0.11.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08ab2867e3eeeca90e844d1940eab391c9dc5228783db2ed999acbc0a9ed375a"
+checksum = "373f5eceeeab7925e0c1098212f2fbc4d416adec9d35051a6ab251e824c1854a"
 
 [[package]]
 name = "lz4_flex"
-version = "0.12.0"
+version = "0.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ab6473172471198271ff72e9379150e9dfd70d8e533e0752a27e515b48dd375e"
+checksum = "98c23545df7ecf1b16c303910a69b079e8e251d60f7dd2cc9b4177f2afaf1746"
 dependencies = [
  "twox-hash",
 ]
@@ -5146,9 +5044,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.6"
+version = "2.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
+checksum = "f8ca58f447f06ed17d5fc4043ce1b10dd205e060fb3ce5b979b8ed8e59ff3f79"
 
 [[package]]
 name = "memmap2"
@@ -5161,9 +5059,9 @@ dependencies = [
 
 [[package]]
 name = "memmap2"
-version = "0.9.8"
+version = "0.9.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "843a98750cd611cc2965a8213b53b43e715f13c37a9e096c6408e69990961db7"
+checksum = "714098028fe011992e1c3962653c96b2d578c4b4bce9036e15ff220319b1e0e3"
 dependencies = [
  "libc",
  "stable_deref_trait",
@@ -5212,13 +5110,13 @@ dependencies = [
 
 [[package]]
 name = "mio"
-version = "1.0.4"
+version = "1.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
+checksum = "a69bcab0ad47271a0234d9422b131806bf3968021e5dc9328caf2d4cd58557fc"
 dependencies = [
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
- "windows-sys 0.59.0",
+ "wasi",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -5229,9 +5127,9 @@ checksum = "dce6dd36094cac388f119d2e9dc82dc730ef91c32a6222170d630e5414b956e6"
 
 [[package]]
 name = "moka"
-version = "0.12.11"
+version = "0.12.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8261cd88c312e0004c1d51baad2980c66528dfdb2bee62003e643a4d8f86b077"
+checksum = "957228ad12042ee839f93c8f257b62b4c0ab5eaae1d4fa60de53b27c9d7c5046"
 dependencies = [
  "async-lock",
  "crossbeam-channel",
@@ -5242,7 +5140,6 @@ dependencies = [
  "futures-util",
  "parking_lot",
  "portable-atomic",
- "rustc_version",
  "smallvec",
  "tagptr",
  "uuid",
@@ -5267,7 +5164,7 @@ checksum = "e4db6d5580af57bf992f59068d4ea26fd518574ff48d7639b255a36f9de6e7e9"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5310,7 +5207,7 @@ version = "3.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6944d0bf100571cd6e1a98a316cdca262deb6fccf8d93f5ae1502ca3fc88bd3"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "ctor",
  "futures",
  "napi-build",
@@ -5337,7 +5234,7 @@ dependencies = [
  "napi-derive-backend",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5350,7 +5247,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "semver",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -5359,7 +5256,7 @@ version = "3.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8eb602b84d7c1edae45e50bbf1374696548f36ae179dfa667f577e384bb90c2b"
 dependencies = [
- "libloading 0.9.0",
+ "libloading",
 ]
 
 [[package]]
@@ -5413,34 +5310,20 @@ dependencies = [
 
 [[package]]
 name = "ntapi"
-version = "0.4.1"
+version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e8a3895c6391c39d7fe7ebc444a87eb2991b2a0bc718fdabd071eec617fc68e4"
+checksum = "c3b335231dfd352ffb0f8017f3b6027a4917f7df785ea2143d8af2adc66980ae"
 dependencies = [
  "winapi",
 ]
 
 [[package]]
 name = "nu-ansi-term"
-version = "0.50.1"
+version = "0.50.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4a28e057d01f97e61255210fcff094d74ed0466038633e95017f5beb68e4399"
+checksum = "7957b9740744892f114936ab4a57b3f487491bbeafaf8083688b16841a4240e5"
 dependencies = [
- "windows-sys 0.52.0",
-]
-
-[[package]]
-name = "num"
-version = "0.4.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
-dependencies = [
- "num-bigint",
- "num-complex",
- "num-integer",
- "num-iter",
- "num-rational",
- "num-traits",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -5481,9 +5364,9 @@ dependencies = [
 
 [[package]]
 name = "num-conv"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf97ec579c3c42f953ef76dbf8d55ac91fb219dde70e49aa4a6b7d74e9919050"
+checksum = "c6673768db2d862beb9b39a78fdcb1a69439615d5794a1be50caa9bc92c81967"
 
 [[package]]
 name = "num-integer"
@@ -5505,17 +5388,6 @@ dependencies = [
  "num-traits",
 ]
 
-[[package]]
-name = "num-rational"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
-dependencies = [
- "num-bigint",
- "num-integer",
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -5536,28 +5408,6 @@ dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "num_enum"
-version = "0.7.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a973b4e44ce6cad84ce69d797acf9a044532e4184c4f267913d1b546a0727b7a"
-dependencies = [
- "num_enum_derive",
- "rustversion",
-]
-
-[[package]]
-name = "num_enum_derive"
-version = "0.7.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e878c846a8abae00dd069496dbe8751b16ac1c3d6bd2a7283a938e8228f90d"
-dependencies = [
- "proc-macro-crate",
- "proc-macro2",
- "quote",
- "syn 2.0.114",
-]
-
 [[package]]
 name = "number_prefix"
 version = "0.4.0"
@@ -5565,10 +5415,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "830b246a0e5f20af87141b25c173cd1b609bd7779a4617d6ec582abaf90870f3"
 
 [[package]]
-name = "object_store"
-version = "0.12.4"
+name = "object"
+version = "0.37.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
+checksum = "ff76201f031d8863c38aa7f905eca4f53abbfa15f609db4277d44cd8938f33fe"
+dependencies = [
+ "memchr",
+]
+
+[[package]]
+name = "object_store"
+version = "0.12.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fbfbfff40aeccab00ec8a910b57ca8ecf4319b335c542f2edcd19dd25a1e2a00"
 dependencies = [
  "async-trait",
  "base64 0.22.1",
@@ -5576,16 +5435,16 @@ dependencies = [
  "chrono",
  "form_urlencoded",
  "futures",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body-util",
  "httparse",
  "humantime",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "itertools 0.14.0",
  "md-5",
  "parking_lot",
  "percent-encoding",
- "quick-xml 0.38.3",
+ "quick-xml 0.38.4",
  "rand 0.9.2",
  "reqwest",
  "ring",
@@ -5593,7 +5452,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_urlencoded",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "url",
@@ -5620,15 +5479,15 @@ dependencies = [
 
 [[package]]
 name = "once_cell"
-version = "1.21.3"
+version = "1.21.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
+checksum = "9f7c3e4beb33f85d45ae3e3a1792185706c8e16d043238c593331cc7cd313b50"
 
 [[package]]
 name = "once_cell_polyfill"
-version = "1.70.1"
+version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4895175b425cb1f87721b59f0f286c2092bd4af812243672510e1ac53e2e0ad"
+checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
 
 [[package]]
 name = "oneshot"
@@ -5642,7 +5501,7 @@ version = "6.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "336b9c63443aceef14bea841b899035ae3abe89b7c486aaf4c5bd8aafedac3f0"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "libc",
  "once_cell",
  "onig_sys",
@@ -5670,14 +5529,14 @@ dependencies = [
  "bytes",
  "crc32c",
  "futures",
- "getrandom 0.2.16",
- "http 1.3.1",
+ "getrandom 0.2.17",
+ "http 1.4.0",
  "http-body 1.0.1",
  "jiff",
  "log",
  "md-5",
  "percent-encoding",
- "quick-xml 0.38.3",
+ "quick-xml 0.38.4",
  "reqsign",
  "reqwest",
  "serde",
@@ -5690,9 +5549,9 @@ dependencies = [
 
 [[package]]
 name = "openssl-probe"
-version = "0.1.6"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d05e27ee213611ffe7d6348b942e8f942b37114c00cc03cec254295a4a17852e"
+checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
 
 [[package]]
 name = "option-ext"
@@ -5771,7 +5630,7 @@ dependencies = [
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-link 0.2.1",
+ "windows-link",
 ]
 
 [[package]]
@@ -5819,12 +5678,12 @@ dependencies = [
 
 [[package]]
 name = "pem"
-version = "3.0.5"
+version = "3.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38af38e8470ac9dee3ce1bae1af9c1671fffc44ddfd8bd1d0a3445bf349a8ef3"
+checksum = "1d30c53c26bc5b31a98cd02d20f25a7c8567146caf63ed593a9d87b2775291be"
 dependencies = [
  "base64 0.22.1",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -5918,29 +5777,29 @@ dependencies = [
 
 [[package]]
 name = "pin-project"
-version = "1.1.10"
+version = "1.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "677f1add503faace112b9f1373e43e9e054bfdd22ff1a63c1bc485eaec6a6a8a"
+checksum = "f1749c7ed4bcaf4c3d0a3efc28538844fb29bcdd7d2b67b2be7e20ba861ff517"
 dependencies = [
  "pin-project-internal",
 ]
 
 [[package]]
 name = "pin-project-internal"
-version = "1.1.10"
+version = "1.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e918e4ff8c4549eb882f14b3a4bc8c8bc93de829416eacf579f1207a8fbf861"
+checksum = "d9b20ed30f105399776b9c883e68e536ef602a16ae6f596d2c473591d6ad64c6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "pin-project-lite"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3b3cff922bd51709b605d9ead9aa71031d81447142d828eb4a6eba76fe619f9b"
+checksum = "a89322df9ebe1c1578d689c92318e070967d1042b512afbe49518723f4e6d5cd"
 
 [[package]]
 name = "pin-utils"
@@ -6017,7 +5876,7 @@ version = "0.39.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0ea21b858b16b9c0e17a12db2800d11aa5b4bd182be6b3022eb537bbfc1f2db5"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "polars-arrow",
  "polars-core",
  "polars-error",
@@ -6048,7 +5907,7 @@ dependencies = [
  "ethnum",
  "fast-float",
  "foreign_vec",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "hashbrown 0.14.5",
  "itoa",
  "itoap",
@@ -6099,7 +5958,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "465f70d3e96b6d0b1a43c358ba451286b8c8bd56696feff020d65702aa33e35c"
 dependencies = [
  "ahash",
- "bitflags 2.9.4",
+ "bitflags",
  "bytemuck",
  "chrono",
  "chrono-tz 0.8.6",
@@ -6173,7 +6032,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "89b2632b1af668e2058d5f8f916d8fbde3cac63d03ae29a705f598e41dcfeb7f"
 dependencies = [
  "ahash",
- "bitflags 2.9.4",
+ "bitflags",
  "glob",
  "once_cell",
  "polars-arrow",
@@ -6352,7 +6211,7 @@ dependencies = [
  "num-traits",
  "once_cell",
  "polars-error",
- "raw-cpuid 11.6.0",
+ "raw-cpuid",
  "rayon",
  "smartstring",
  "stacker",
@@ -6362,24 +6221,24 @@ dependencies = [
 
 [[package]]
 name = "portable-atomic"
-version = "1.11.1"
+version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f84267b20a16ea918e43c6a88433c2d54fa145c92a811b5b047ccbe153674483"
+checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
 [[package]]
 name = "portable-atomic-util"
-version = "0.2.4"
+version = "0.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d8a2f0d8d040d7848a709caf78912debcc3f33ee4b3cac47d73d1e1069e83507"
+checksum = "091397be61a01d4be58e7841595bd4bfedb15f1cd54977d79b8271e94ed799a3"
 dependencies = [
  "portable-atomic",
 ]
 
 [[package]]
 name = "potential_utf"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84df19adbe5b5a0782edcab45899906947ab039ccf4573713735ee7de1e6b08a"
+checksum = "b73949432f5e2a09657003c25bca5e19a0e9c84f8058ca374f49e0ebe605af77"
 dependencies = [
  "zerovec",
 ]
@@ -6406,23 +6265,23 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "proc-macro-crate"
-version = "3.4.0"
+version = "3.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
+checksum = "e67ba7e9b2b56446f1d419b1d807906278ffa1a658a8a5d8a39dcb1f5a78614f"
 dependencies = [
  "toml_edit",
 ]
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.101"
+version = "1.0.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ae43fd86e4158d6db51ad8e2b80f313af9cc74f5c0e03ccb87de09998732de"
+checksum = "8fd00f0bb2e90d81d1044c2b32617f68fcb9fa3bb7640c23e9c748e53fb30934"
 dependencies = [
  "unicode-ident",
 ]
@@ -6452,7 +6311,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.114",
+ "syn 2.0.117",
  "tempfile",
 ]
 
@@ -6466,7 +6325,7 @@ dependencies = [
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6480,39 +6339,37 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.27"
+version = "0.1.30"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e66fcd288453b748497d8fb18bccc83a16b0518e3906d4b8df0a8d42d93dbb1c"
+checksum = "3852766467df634d74f0b2d7819bf8dc483a0eb2e3b0f50f756f9cfe8b0d18d8"
 dependencies = [
+ "ar_archive_writer",
  "cc",
 ]
 
 [[package]]
 name = "pulp"
-version = "0.18.22"
+version = "0.22.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a0a01a0dc67cf4558d279f0c25b0962bd08fc6dec0137699eae304103e882fe6"
-dependencies = [
- "bytemuck",
- "libm",
- "num-complex",
- "reborrow",
-]
-
-[[package]]
-name = "pulp"
-version = "0.21.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96b86df24f0a7ddd5e4b95c94fc9ed8a98f1ca94d3b01bdce2824097e7835907"
+checksum = "2e205bb30d5b916c55e584c22201771bcf2bad9aabd5d4127f38387140c38632"
 dependencies = [
  "bytemuck",
  "cfg-if",
  "libm",
  "num-complex",
+ "paste",
+ "pulp-wasm-simd-flag",
+ "raw-cpuid",
  "reborrow",
  "version_check",
 ]
 
+[[package]]
+name = "pulp-wasm-simd-flag"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40e24eee682d89fb193496edf918a7f407d30175b2e785fe057e4392dfd182e0"
+
 [[package]]
 name = "pyo3"
 version = "0.26.0"
@@ -6552,7 +6409,7 @@ checksum = "c29bc5c673e36a8102d0b9179149c1bb59990d8db4f3ae58bd7dceccab90b951"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6583,7 +6440,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6596,7 +6453,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6611,9 +6468,9 @@ dependencies = [
 
 [[package]]
 name = "quick-xml"
-version = "0.38.3"
+version = "0.38.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42a232e7487fc2ef313d96dde7948e7a3c05101870d8985e4fd8d26aedd27b89"
+checksum = "b66c2058c55a409d601666cffe35f04333cf1013010882cec174a7467cd4e21c"
 dependencies = [
  "memchr",
  "serde",
@@ -6631,9 +6488,9 @@ dependencies = [
  "quinn-proto",
  "quinn-udp",
  "rustc-hash",
- "rustls 0.23.31",
- "socket2 0.6.0",
- "thiserror 2.0.17",
+ "rustls 0.23.37",
+ "socket2 0.6.3",
+ "thiserror 2.0.18",
  "tokio",
  "tracing",
  "web-time",
@@ -6641,20 +6498,20 @@ dependencies = [
 
 [[package]]
 name = "quinn-proto"
-version = "0.11.13"
+version = "0.11.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
+checksum = "434b42fec591c96ef50e21e886936e66d3cc3f737104fdb9b737c40ffb94c098"
 dependencies = [
  "bytes",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "lru-slab",
  "rand 0.9.2",
  "ring",
  "rustc-hash",
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "rustls-pki-types",
  "slab",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "tinyvec",
  "tracing",
  "web-time",
@@ -6669,16 +6526,16 @@ dependencies = [
  "cfg_aliases",
  "libc",
  "once_cell",
- "socket2 0.6.0",
+ "socket2 0.6.3",
  "tracing",
  "windows-sys 0.60.2",
 ]
 
 [[package]]
 name = "quote"
-version = "1.0.41"
+version = "1.0.45"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce25767e7b499d1b604768e7cde645d14cc8584231ea6b295e9c9eb22c02e1d1"
+checksum = "41f2619966050689382d2b44f664f4bc593e129785a36d6ee376ddf37259b924"
 dependencies = [
  "proc-macro2",
 ]
@@ -6689,6 +6546,12 @@ version = "5.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
 
+[[package]]
+name = "r-efi"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
+
 [[package]]
 name = "radium"
 version = "0.7.0"
@@ -6713,7 +6576,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6db2770f06117d490610c7488547d543617b21bfa07796d7a12f6f1bd53850d1"
 dependencies = [
  "rand_chacha 0.9.0",
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -6733,7 +6596,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d3022b5f1df60f26e1ffddd6c66e8aa15de382ae63b3a0c1bfc0e4d3e3f325cb"
 dependencies = [
  "ppv-lite86",
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -6742,16 +6605,16 @@ version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
 ]
 
 [[package]]
 name = "rand_core"
-version = "0.9.3"
+version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
+checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
 ]
 
 [[package]]
@@ -6780,7 +6643,7 @@ version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f703f4665700daf5512dcca5f43afa6af89f09db47fb56be587f80636bda2d41"
 dependencies = [
- "rand_core 0.9.3",
+ "rand_core 0.9.5",
 ]
 
 [[package]]
@@ -6812,18 +6675,9 @@ dependencies = [
 
 [[package]]
 name = "rangemap"
-version = "1.6.0"
+version = "1.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f93e7e49bb0bf967717f7bd674458b3d6b0c5f48ec7e3038166026a69fc22223"
-
-[[package]]
-name = "raw-cpuid"
-version = "10.7.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c297679cb867470fa8c9f67dbba74a78d78e3e98d7cf2b08d6d71540f797332"
-dependencies = [
- "bitflags 1.3.2",
-]
+checksum = "973443cf09a9c8656b574a866ab68dfa19f0867d0340648c7d2f6a71b8a8ea68"
 
 [[package]]
 name = "raw-cpuid"
@@ -6831,7 +6685,7 @@ version = "11.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "498cd0dc59d73224351ee52a95fee0f1a617a2eae0e7d9d720cc622c73a54186"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
 ]
 
 [[package]]
@@ -6894,7 +6748,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -6903,7 +6757,7 @@ version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
 ]
 
 [[package]]
@@ -6912,9 +6766,9 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a4e608c6638b9c18977b00b475ac1f28d14e84b27d8d42f70e0bf1e3dec127ac"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libredox",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
 ]
 
 [[package]]
@@ -6934,14 +6788,14 @@ checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "regex"
-version = "1.12.2"
+version = "1.12.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
+checksum = "e10754a14b9137dd7b1e3e5b0493cc9171fdd105e0ab477f51b72e7f3ac0e276"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -6951,9 +6805,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
+checksum = "6e1dd4122fc1595e8162618945476892eefca7b88c52820e74af6262213cae8f"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -6962,15 +6816,15 @@ dependencies = [
 
 [[package]]
 name = "regex-lite"
-version = "0.1.7"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "943f41321c63ef1c92fd763bfe054d2668f7f225a5c29f0105903dc2fc04ba30"
+checksum = "cab834c73d247e67f4fae452806d17d3c7501756d98c8808d7c9c7aa7d18f973"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.6"
+version = "0.8.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
+checksum = "dc897dd8d9e8bd1ed8cdad82b5966c3e0ecae09fb1907d58efaa013543185d0a"
 
 [[package]]
 name = "relative-path"
@@ -6989,11 +6843,11 @@ dependencies = [
  "base64 0.22.1",
  "chrono",
  "form_urlencoded",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "hex",
  "hmac",
  "home",
- "http 1.3.1",
+ "http 1.4.0",
  "jsonwebtoken",
  "log",
  "once_cell",
@@ -7012,21 +6866,20 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.24"
+version = "0.12.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d0946410b9f7b082a427e4ef5c8ff541a88b357bc6c637c40db3a68ac70a36f"
+checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
- "async-compression",
  "base64 0.22.1",
  "bytes",
  "encoding_rs",
  "futures-core",
  "futures-util",
- "h2 0.4.12",
- "http 1.3.1",
+ "h2 0.4.13",
+ "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
- "hyper 1.7.0",
+ "hyper 1.8.1",
  "hyper-rustls 0.27.7",
  "hyper-util",
  "js-sys",
@@ -7036,7 +6889,7 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "quinn",
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "rustls-native-certs",
  "rustls-pki-types",
  "serde",
@@ -7047,14 +6900,14 @@ dependencies = [
  "tokio-rustls 0.26.4",
  "tokio-util",
  "tower",
- "tower-http 0.6.6",
+ "tower-http 0.6.8",
  "tower-service",
  "url",
  "wasm-bindgen",
  "wasm-bindgen-futures",
  "wasm-streams",
  "web-sys",
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.6",
 ]
 
 [[package]]
@@ -7092,7 +6945,7 @@ checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
 dependencies = [
  "cc",
  "cfg-if",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libc",
  "untrusted 0.9.0",
  "windows-sys 0.52.0",
@@ -7155,7 +7008,7 @@ dependencies = [
  "regex",
  "relative-path",
  "rustc_version",
- "syn 2.0.114",
+ "syn 2.0.117",
  "unicode-ident",
 ]
 
@@ -7200,7 +7053,7 @@ version = "0.38.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fdb5bc1ae2baa591800df16c9ca78619bf65c0488b41b96ccec5d11220d8c154"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "errno",
  "libc",
  "linux-raw-sys 0.4.15",
@@ -7209,14 +7062,14 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "1.1.2"
+version = "1.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd15f8a2c5551a84d56efdc1cd049089e409ac19a3072d5037a17fd70719ff3e"
+checksum = "b6fe4565b9518b83ef4f91bb47ce29620ca828bd32cb7e408f0062e9930ba190"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "errno",
  "libc",
- "linux-raw-sys 0.11.0",
+ "linux-raw-sys 0.12.1",
  "windows-sys 0.61.2",
 ]
 
@@ -7234,25 +7087,25 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.31"
+version = "0.23.37"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0ebcbd2f03de0fc1122ad9bb24b127a5a6cd51d72604a3f3c50ac459762b6cc"
+checksum = "758025cb5fccfd3bc2fd74708fd4682be41d99e5dff73c377c0646c6012c73a4"
 dependencies = [
  "aws-lc-rs",
  "log",
  "once_cell",
  "ring",
  "rustls-pki-types",
- "rustls-webpki 0.103.4",
+ "rustls-webpki 0.103.10",
  "subtle",
  "zeroize",
 ]
 
 [[package]]
 name = "rustls-native-certs"
-version = "0.8.1"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fcff2dd52b58a8d98a70243663a0d234c4e2b79235637849d15913394a247d3"
+checksum = "612460d5f7bea540c490b2b6395d8e34a953e52b491accd6c86c8164c5932a63"
 dependencies = [
  "openssl-probe",
  "rustls-pki-types",
@@ -7271,9 +7124,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.12.0"
+version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "229a4a4c221013e7e1f1a043678c5cc39fe5171437c88fb47151a21e6f5b5c79"
+checksum = "be040f8b0a225e40375822a563fa9524378b9d63112f53e19ffff34df5d33fdd"
 dependencies = [
  "web-time",
  "zeroize",
@@ -7291,9 +7144,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.4"
+version = "0.103.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a17884ae0c1b773f1ccd2bd4a8c72f16da897310a98b0e84bf349ad5ead92fc"
+checksum = "df33b2b81ac578cabaf06b89b0631153a3f416b0a886e8a7a1707fb51abbd1ef"
 dependencies = [
  "aws-lc-rs",
  "ring",
@@ -7309,16 +7162,17 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "ryu"
-version = "1.0.20"
+version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
+checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
 [[package]]
 name = "safetensors"
-version = "0.4.5"
+version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44560c11236a6130a46ce36c836a62936dc81ebf8c36a37947423571be0e55b6"
+checksum = "675656c1eabb620b921efea4f9199f97fc86e36dd6ffd1fbbe48d0f59a4987f5"
 dependencies = [
+ "hashbrown 0.16.1",
  "serde",
  "serde_json",
 ]
@@ -7343,9 +7197,9 @@ dependencies = [
 
 [[package]]
 name = "schannel"
-version = "0.1.28"
+version = "0.1.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "891d81b926048e76efe18581bf793546b4c0eaf8448d72be8de2bbee5fd166e1"
+checksum = "91c1b7e4904c873ef0710c1f407dde2e6287de2bebc1bbbf7d430bb7cbffd939"
 dependencies = [
  "windows-sys 0.61.2",
 ]
@@ -7364,9 +7218,9 @@ dependencies = [
 
 [[package]]
 name = "schemars"
-version = "1.0.4"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "82d20c4491bc164fa2f6c5d44565947a52ad80b9505d8e36f8d54c27c739fcd0"
+checksum = "a2b42f36aa1cd011945615b92222f6bf73c599a102a300334cd7f8dbeec726cc"
 dependencies = [
  "dyn-clone",
  "ref-cast",
@@ -7433,11 +7287,11 @@ dependencies = [
 
 [[package]]
 name = "security-framework"
-version = "3.5.1"
+version = "3.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b3297343eaf830f66ede390ea39da1d462b6b0c1b000f420d0a83f898bbbe6ef"
+checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "core-foundation 0.10.1",
  "core-foundation-sys",
  "libc",
@@ -7446,9 +7300,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework-sys"
-version = "2.15.0"
+version = "2.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc1f0cbffaac4852523ce30d8bd3c5cdc873501d96ff467ca09b6767bb8cd5c0"
+checksum = "6ce2691df843ecc5d231c0b14ece2acc3efb62c0a398c7e1d875f3983ce020e3"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -7493,20 +7347,20 @@ checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.145"
+version = "1.0.149"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "402a6f66d8c709116cf22f558eab210f5a50187f702eb4d7e5ef38d9a7f1c79c"
+checksum = "83fc039473c5595ace860d8c4fafa220ff474b3fc6bfdb4293327f1a37e94d86"
 dependencies = [
  "itoa",
  "memchr",
- "ryu",
  "serde",
  "serde_core",
+ "zmij",
 ]
 
 [[package]]
@@ -7537,7 +7391,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7554,9 +7408,9 @@ dependencies = [
 
 [[package]]
 name = "serde_with"
-version = "3.15.0"
+version = "3.18.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6093cd8c01b25262b84927e0f7151692158fab02d961e04c979d3903eba7ecc5"
+checksum = "dd5414fad8e6907dbdd5bc441a50ae8d6e26151a03b1de04d89a5576de61d01f"
 dependencies = [
  "base64 0.22.1",
  "chrono",
@@ -7564,7 +7418,7 @@ dependencies = [
  "indexmap 1.9.3",
  "indexmap 2.13.0",
  "schemars 0.9.0",
- "schemars 1.0.4",
+ "schemars 1.2.1",
  "serde_core",
  "serde_json",
  "serde_with_macros",
@@ -7573,14 +7427,14 @@ dependencies = [
 
 [[package]]
 name = "serde_with_macros"
-version = "3.15.0"
+version = "3.18.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a7e6c180db0816026a61afa1cff5344fb7ebded7e4d3062772179f2501481c27"
+checksum = "d3db8978e608f1fe7357e211969fd9abdcae80bac1ba7a3369bb7eb6b404eb65"
 dependencies = [
- "darling 0.21.3",
+ "darling 0.23.0",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7622,10 +7476,11 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook-registry"
-version = "1.4.6"
+version = "1.4.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2a4719bff48cee6b39d12c020eeb490953ad2443b7055bd0b21fca26bd8c28b"
+checksum = "c4db69cba1110affc0e9f7bcd48bbf87b3f4fc7c61fc9155afd4c469eb3d6c1b"
 dependencies = [
+ "errno",
  "libc",
 ]
 
@@ -7651,9 +7506,9 @@ dependencies = [
 
 [[package]]
 name = "simd-adler32"
-version = "0.3.7"
+version = "0.3.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+checksum = "e320a6c5ad31d271ad523dcf3ad13e2767ad8b1cb8f047f75a8aeaf8da139da2"
 
 [[package]]
 name = "simdutf8"
@@ -7663,36 +7518,36 @@ checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
 
 [[package]]
 name = "simple_asn1"
-version = "0.6.3"
+version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "297f631f50729c8c99b84667867963997ec0b50f32b2a7dbcab828ef0541e8bb"
+checksum = "0d585997b0ac10be3c5ee635f1bab02d512760d14b7c468801ac8a01d9ae5f1d"
 dependencies = [
  "num-bigint",
  "num-traits",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "time",
 ]
 
 [[package]]
 name = "siphasher"
-version = "1.0.1"
+version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56199f7ddabf13fe5074ce809e7d3f42b42ae711800501b5b16ea82ad029c39d"
+checksum = "b2aa850e253778c88a04c3d7323b043aeda9d3e30d5971937c1855769763678e"
 
 [[package]]
 name = "sketches-ddsketch"
-version = "0.3.0"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1e9a774a6c28142ac54bb25d25562e6bcf957493a184f15ad4eebccb23e410a"
+checksum = "0c6f73aeb92d671e0cc4dca167e59b2deb6387c375391bc99ee743f326994a2b"
 dependencies = [
  "serde",
 ]
 
 [[package]]
 name = "slab"
-version = "0.4.11"
+version = "0.4.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a2ae44ef20feb57a68b23d846850f861394c2e02dc425a50098ae8c90267589"
+checksum = "0c790de23124f9ab44544d7ac05d60440adc586479ce501c1d6d7da3cd8c9cf5"
 
 [[package]]
 name = "smallvec"
@@ -7738,7 +7593,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7750,7 +7605,7 @@ dependencies = [
  "heck 0.5.0",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7765,12 +7620,12 @@ dependencies = [
 
 [[package]]
 name = "socket2"
-version = "0.6.0"
+version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "233504af464074f9d066d7b5416c5f9b894a5862a6506e306f7b816cdd6f1807"
+checksum = "3a766e1110788c36f4fa1c2b71b387a7815aa65f88ce0229841826633d93723e"
 dependencies = [
  "libc",
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -7790,6 +7645,12 @@ version = "0.9.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6980e8d7511241f8acf4aebddbb1ff938df5eebe98691418c4468d0b72a96a67"
 
+[[package]]
+name = "spin"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d5fe4ccb98d9c292d56fec89a5e07da7fc4cf0dc11e156b41793132775d3e591"
+
 [[package]]
 name = "spki"
 version = "0.6.0"
@@ -7849,20 +7710,20 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "stable_deref_trait"
-version = "1.2.0"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "stacker"
-version = "0.1.22"
+version = "0.1.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1f8b29fb42aafcea4edeeb6b2f2d7ecd0d969c48b4cf0d2e64aafc471dd6e59"
+checksum = "08d74a23609d509411d10e2176dc2a4346e3b4aea2e7b1869f19fdedbc71c013"
 dependencies = [
  "cc",
  "cfg-if",
@@ -7935,7 +7796,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7948,7 +7809,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -7970,9 +7831,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.114"
+version = "2.0.117"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4d107df263a3013ef9b1879b0df87d706ff80f65a86ea879bd9c31f9b307c2a"
+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -7996,21 +7857,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
-]
-
-[[package]]
-name = "sysctl"
-version = "0.5.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ec7dddc5f0fee506baf8b9fdb989e242f17e4b11c61dfbb0635b705217199eea"
-dependencies = [
- "bitflags 2.9.4",
- "byteorder",
- "enum-as-inner",
- "libc",
- "thiserror 1.0.69",
- "walkdir",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -8019,7 +7866,7 @@ version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "01198a2debb237c62b6826ec7081082d951f46dbb64b0e8c7649a452230d1dfc"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "byteorder",
  "enum-as-inner",
  "libc",
@@ -8038,16 +7885,16 @@ dependencies = [
  "libc",
  "ntapi",
  "once_cell",
- "windows 0.52.0",
+ "windows",
 ]
 
 [[package]]
 name = "system-configuration"
-version = "0.6.1"
+version = "0.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3c879d448e9d986b661742763247d3693ed13609438cf3d006f51f5368a5ba6b"
+checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "core-foundation 0.9.4",
  "system-configuration-sys",
 ]
@@ -8093,9 +7940,9 @@ dependencies = [
  "levenshtein_automata",
  "log",
  "lru",
- "lz4_flex 0.11.5",
+ "lz4_flex 0.11.6",
  "measure_time",
- "memmap2 0.9.8",
+ "memmap2 0.9.10",
  "once_cell",
  "oneshot",
  "rayon",
@@ -8114,7 +7961,7 @@ dependencies = [
  "tantivy-stacker",
  "tantivy-tokenizer-api",
  "tempfile",
- "thiserror 2.0.17",
+ "thiserror 2.0.18",
  "time",
  "uuid",
  "winapi",
@@ -8228,28 +8075,28 @@ checksum = "c1bbb9f3c5c463a01705937a24fdabc5047929ac764b2d5b9cf681c1f5041ed5"
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.3"
+version = "0.13.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df7f62577c25e07834649fc3b39fafdc597c0a3527dc1c60129201ccfcbaa50c"
+checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca"
 
 [[package]]
 name = "tempfile"
-version = "3.23.0"
+version = "3.27.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2d31c77bdf42a745371d260a26ca7163f1e0924b64afa0b688e61b5a9fa02f16"
+checksum = "32497e9a4c7b38532efcdebeef879707aa9f794296a4f0244f6f69e9bc8574bd"
 dependencies = [
  "fastrand",
- "getrandom 0.3.3",
+ "getrandom 0.4.2",
  "once_cell",
- "rustix 1.1.2",
+ "rustix 1.1.4",
  "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "test-log"
-version = "0.2.18"
+version = "0.2.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e33b98a582ea0be1168eba097538ee8dd4bbe0f2b01b22ac92ea30054e5be7b"
+checksum = "37d53ac171c92a39e4769491c4b4dde7022c60042254b5fc044ae409d34a24d4"
 dependencies = [
  "env_logger",
  "test-log-macros",
@@ -8258,13 +8105,13 @@ dependencies = [
 
 [[package]]
 name = "test-log-macros"
-version = "0.2.18"
+version = "0.2.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "451b374529930d7601b1eef8d32bc79ae870b6079b069401709c2a8bf9e75f36"
+checksum = "be35209fd0781c5401458ab66e4f98accf63553e8fae7425503e92fdd319783b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -8278,11 +8125,11 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
+checksum = "4288b5bcbc7920c07a1149a35cf9590a2aa808e0bc1eafaade0b80947865fbc4"
 dependencies = [
- "thiserror-impl 2.0.17",
+ "thiserror-impl 2.0.18",
 ]
 
 [[package]]
@@ -8293,18 +8140,18 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.17"
+version = "2.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
+checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -8367,9 +8214,9 @@ dependencies = [
 
 [[package]]
 name = "tinystr"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5d4f6d1145dcb577acf783d4e601bc1d76a13337bb54e6233add580b07344c8b"
+checksum = "42d3e9c45c09de15d06dd8acf5f4e0e399e85927b7f00711024eb7ae10fa4869"
 dependencies = [
  "displaydoc",
  "zerovec",
@@ -8377,9 +8224,9 @@ dependencies = [
 
 [[package]]
 name = "tinyvec"
-version = "1.10.0"
+version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bfa5fdc3bce6191a1dbc8c02d5c8bffcf557bafa17c124c5264a458f1b0613fa"
+checksum = "3e61e67053d25a4e82c844e8424039d9745781b3fc4f32b8d55ed50f5f667ef3"
 dependencies = [
  "tinyvec_macros",
 ]
@@ -8399,7 +8246,7 @@ dependencies = [
  "aho-corasick",
  "derive_builder",
  "esaxx-rs",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "indicatif",
  "itertools 0.12.1",
  "lazy_static",
@@ -8424,9 +8271,9 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.48.0"
+version = "1.50.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
+checksum = "27ad5e34374e03cfffefc301becb44e9dc3c17584f414349ebe29ed26661822d"
 dependencies = [
  "bytes",
  "libc",
@@ -8434,20 +8281,20 @@ dependencies = [
  "parking_lot",
  "pin-project-lite",
  "signal-hook-registry",
- "socket2 0.6.0",
+ "socket2 0.6.3",
  "tokio-macros",
  "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "tokio-macros"
-version = "2.6.0"
+version = "2.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
+checksum = "5c55a2eff8b69ce66c84f85e1da1c233edc36ceb85a2058d11b0d6a3c7e7569c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -8466,15 +8313,15 @@ version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "tokio",
 ]
 
 [[package]]
 name = "tokio-stream"
-version = "0.1.17"
+version = "0.1.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eca58d7bba4a75707817a2c44174253f9236b2d5fbd055602e9d5c07c139a047"
+checksum = "32da49809aab5c3bc678af03902d4ccddea2a87d028d86392a4b1560c6906c70"
 dependencies = [
  "futures-core",
  "pin-project-lite",
@@ -8483,9 +8330,9 @@ dependencies = [
 
 [[package]]
 name = "tokio-util"
-version = "0.7.16"
+version = "0.7.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "14307c986784f72ef81c89db7d9e28d6ac26d16213b109ea501696195e6e3ce5"
+checksum = "9ae9cec805b01e8fc3fd2fe289f89149a9b66dd16786abd8b19cfa7b48cb0098"
 dependencies = [
  "bytes",
  "futures-core",
@@ -8496,18 +8343,18 @@ dependencies = [
 
 [[package]]
 name = "toml_datetime"
-version = "0.7.2"
+version = "1.1.0+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32f1085dec27c2b6632b04c80b3bb1b4300d6495d1e129693bdda7d91e72eec1"
+checksum = "97251a7c317e03ad83774a8752a7e81fb6067740609f75ea2b585b569a59198f"
 dependencies = [
  "serde_core",
 ]
 
 [[package]]
 name = "toml_edit"
-version = "0.23.6"
+version = "0.25.8+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3effe7c0e86fdff4f69cdd2ccc1b96f933e24811c5441d44904e8683e27184b"
+checksum = "16bff38f1d86c47f9ff0647e6838d7bb362522bdf44006c7068c2b1e606f1f3c"
 dependencies = [
  "indexmap 2.13.0",
  "toml_datetime",
@@ -8517,18 +8364,18 @@ dependencies = [
 
 [[package]]
 name = "toml_parser"
-version = "1.0.3"
+version = "1.1.0+spec-1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4cf893c33be71572e0e9aa6dd15e6677937abd686b066eac3f8cd3531688a627"
+checksum = "2334f11ee363607eb04df9b8fc8a13ca1715a72ba8662a26ac285c98aabb4011"
 dependencies = [
  "winnow",
 ]
 
 [[package]]
 name = "tower"
-version = "0.5.2"
+version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d039ad9159c98b70ecfd540b2573b97f7f52c3e8d9f8ad57a24b916a536975f9"
+checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
 dependencies = [
  "futures-core",
  "futures-util",
@@ -8546,9 +8393,9 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1e9cd434a998747dd2c4276bc96ee2e0c7a2eadf3cae88e52be55a05fa9053f5"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "bytes",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
  "http-body-util",
  "pin-project-lite",
@@ -8559,17 +8406,22 @@ dependencies = [
 
 [[package]]
 name = "tower-http"
-version = "0.6.6"
+version = "0.6.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "adc82fd73de2a9722ac5da747f12383d2bfdb93591ee6c58486e0097890f05f2"
+checksum = "d4e6559d53cc268e5031cd8429d05415bc4cb4aefc4aa5d6cc35fbf5b924a1f8"
 dependencies = [
- "bitflags 2.9.4",
+ "async-compression",
+ "bitflags",
  "bytes",
+ "futures-core",
  "futures-util",
- "http 1.3.1",
+ "http 1.4.0",
  "http-body 1.0.1",
+ "http-body-util",
  "iri-string",
  "pin-project-lite",
+ "tokio",
+ "tokio-util",
  "tower",
  "tower-layer",
  "tower-service",
@@ -8589,9 +8441,9 @@ checksum = "8df9b6e13f2d32c91b9bd719c00d1958837bc7dec474d94952798cc8e69eeec3"
 
 [[package]]
 name = "tracing"
-version = "0.1.41"
+version = "0.1.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "784e0ac535deb450455cbfa28a6f0df145ea1bb7ae51b821cf5e7927fdcfbdd0"
+checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100"
 dependencies = [
  "log",
  "pin-project-lite",
@@ -8601,20 +8453,20 @@ dependencies = [
 
 [[package]]
 name = "tracing-attributes"
-version = "0.1.30"
+version = "0.1.31"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
+checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "tracing-core"
-version = "0.1.34"
+version = "0.1.36"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
+checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
  "valuable",
@@ -8633,9 +8485,9 @@ dependencies = [
 
 [[package]]
 name = "tracing-subscriber"
-version = "0.3.20"
+version = "0.3.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2054a14f5307d601f88daf0553e1cbf472acc4f2c51afab632431cdcd72124d5"
+checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
 dependencies = [
  "matchers",
  "nu-ansi-term",
@@ -8664,44 +8516,29 @@ dependencies = [
  "rand 0.9.2",
 ]
 
+[[package]]
+name = "typed-path"
+version = "0.12.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e28f89b80c87b8fb0cf04ab448d5dd0dd0ade2f8891bae878de66a75a28600e"
+
 [[package]]
 name = "typenum"
 version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
 
-[[package]]
-name = "ug"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90b70b37e9074642bc5f60bb23247fd072a84314ca9e71cdf8527593406a0dd3"
-dependencies = [
- "gemm 0.18.2",
- "half",
- "libloading 0.8.9",
- "memmap2 0.9.8",
- "num",
- "num-traits",
- "num_cpus",
- "rayon",
- "safetensors",
- "serde",
- "thiserror 1.0.69",
- "tracing",
- "yoke 0.7.5",
-]
-
 [[package]]
 name = "unicase"
-version = "2.8.1"
+version = "2.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "75b844d17643ee918803943289730bec8aac480150456169e647ed0b576ba539"
+checksum = "dbc4bc3a9f746d862c45cb89d705aa10f187bb96c76001afab07a0d35ce60142"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.19"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f63a545481291138910575129486daeaf8ac54aee4387fe7906919f7830c7d9d"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-normalization-alignments"
@@ -8723,9 +8560,9 @@ dependencies = [
 
 [[package]]
 name = "unicode-segmentation"
-version = "1.12.0"
+version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
+checksum = "da36089a805484bcccfffe0739803392c8298778a2d2f09febf76fac5ad9025b"
 
 [[package]]
 name = "unicode-width"
@@ -8773,7 +8610,7 @@ dependencies = [
  "flate2",
  "log",
  "once_cell",
- "rustls 0.23.31",
+ "rustls 0.23.37",
  "rustls-pki-types",
  "serde",
  "serde_json",
@@ -8784,9 +8621,9 @@ dependencies = [
 
 [[package]]
 name = "url"
-version = "2.5.7"
+version = "2.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08bc136a29a3d1758e07a9cca267be308aeebf5cfd5a10f3f67ab2097683ef5b"
+checksum = "ff67a8a4397373c3ef660812acab3268222035010ab8680ec4215f38ba3d0eed"
 dependencies = [
  "form_urlencoded",
  "idna",
@@ -8820,11 +8657,11 @@ checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
 
 [[package]]
 name = "uuid"
-version = "1.21.0"
+version = "1.22.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b672338555252d43fd2240c714dc444b8c6fb0a5c5335e65a07bba7742735ddb"
+checksum = "a68d3c8f01c0cfa54a75291d83601161799e4a89a39e0929f4b0354d88757a37"
 dependencies = [
- "getrandom 0.4.1",
+ "getrandom 0.4.2",
  "js-sys",
  "serde_core",
  "wasm-bindgen",
@@ -8873,22 +8710,13 @@ version = "0.11.1+wasi-snapshot-preview1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
-[[package]]
-name = "wasi"
-version = "0.14.7+wasi-0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "883478de20367e224c0090af9cf5f9fa85bed63a95c1abf3afc5c083ebc06e8c"
-dependencies = [
- "wasip2",
-]
-
 [[package]]
 name = "wasip2"
-version = "1.0.1+wasi-0.2.4"
+version = "1.0.2+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
+checksum = "9517f9239f02c069db75e65f174b3da828fe5f5b945c4dd26bd25d89c03ebcf5"
 dependencies = [
- "wit-bindgen 0.46.0",
+ "wit-bindgen",
 ]
 
 [[package]]
@@ -8897,14 +8725,14 @@ version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
 dependencies = [
- "wit-bindgen 0.51.0",
+ "wit-bindgen",
 ]
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.104"
+version = "0.2.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1da10c01ae9f1ae40cbfac0bac3b1e724b320abfcf52229f80b547c0d250e2d"
+checksum = "6532f9a5c1ece3798cb1c2cfdba640b9b3ba884f5db45973a6f442510a87d38e"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -8913,27 +8741,14 @@ dependencies = [
  "wasm-bindgen-shared",
 ]
 
-[[package]]
-name = "wasm-bindgen-backend"
-version = "0.2.104"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "671c9a5a66f49d8a47345ab942e2cb93c7d1d0339065d4f8139c486121b43b19"
-dependencies = [
- "bumpalo",
- "log",
- "proc-macro2",
- "quote",
- "syn 2.0.114",
- "wasm-bindgen-shared",
-]
-
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.54"
+version = "0.4.64"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e038d41e478cc73bae0ff9b36c60cff1c98b8f38f8d7e8061e79ee63608ac5c"
+checksum = "e9c5522b3a28661442748e09d40924dfb9ca614b21c00d3fd135720e48b67db8"
 dependencies = [
  "cfg-if",
+ "futures-util",
  "js-sys",
  "once_cell",
  "wasm-bindgen",
@@ -8942,9 +8757,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.104"
+version = "0.2.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ca60477e4c59f5f2986c50191cd972e3a50d8a95603bc9434501cf156a9a119"
+checksum = "18a2d50fcf105fb33bb15f00e7a77b772945a2ee45dcf454961fd843e74c18e6"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -8952,22 +8767,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.104"
+version = "0.2.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f07d2f20d4da7b26400c9f4a0511e6e0345b040694e8a75bd41d578fa4421d7"
+checksum = "03ce4caeaac547cdf713d280eda22a730824dd11e6b8c3ca9e42247b25c631e3"
 dependencies = [
+ "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
- "wasm-bindgen-backend",
+ "syn 2.0.117",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.104"
+version = "0.2.114"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bad67dc8b2a1a6e5448428adec4c3e84c43e561d8c9ee8a9e5aabeb193ec41d1"
+checksum = "75a326b8c223ee17883a4251907455a2431acc2791c98c26279376490c378c16"
 dependencies = [
  "unicode-ident",
 ]
@@ -9013,7 +8828,7 @@ version = "0.244.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
 dependencies = [
- "bitflags 2.9.4",
+ "bitflags",
  "hashbrown 0.15.5",
  "indexmap 2.13.0",
  "semver",
@@ -9021,9 +8836,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.81"
+version = "0.3.91"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9367c417a924a74cae129e6a2ae3b47fabb1f8995595ab474029da749a8be120"
+checksum = "854ba17bb104abfb26ba36da9729addc7ce7f06f5c0f90f3c391f8461cca21f9"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -9045,14 +8860,14 @@ version = "0.26.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "521bc38abb08001b01866da9f51eb7c5d647a19260e00054a8c7fd5f9e57f7a9"
 dependencies = [
- "webpki-roots 1.0.3",
+ "webpki-roots 1.0.6",
 ]
 
 [[package]]
 name = "webpki-roots"
-version = "1.0.3"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32b130c0d2d49f8b6889abc456e795e82525204f27c42cf767cf0d7734e089b8"
+checksum = "22cfaf3c063993ff62e73cb4311efde4db1efb31ab78a3e5c457939ad5cc0bed"
 dependencies = [
  "rustls-pki-types",
 ]
@@ -9098,28 +8913,6 @@ dependencies = [
  "windows-targets 0.52.6",
 ]
 
-[[package]]
-name = "windows"
-version = "0.61.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9babd3a767a4c1aef6900409f85f5d53ce2544ccdfaa86dad48c91782c6d6893"
-dependencies = [
- "windows-collections",
- "windows-core 0.61.2",
- "windows-future",
- "windows-link 0.1.3",
- "windows-numerics",
-]
-
-[[package]]
-name = "windows-collections"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3beeceb5e5cfd9eb1d76b381630e82c4241ccd0d27f1a39ed41b2760b255c5e8"
-dependencies = [
- "windows-core 0.61.2",
-]
-
 [[package]]
 name = "windows-core"
 version = "0.52.0"
@@ -9131,28 +8924,17 @@ dependencies = [
 
 [[package]]
 name = "windows-core"
-version = "0.61.2"
+version = "0.62.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0fdd3ddb90610c7638aa2b3a3ab2904fb9e5cdbecc643ddb3647212781c4ae3"
+checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link 0.1.3",
+ "windows-link",
  "windows-result",
  "windows-strings",
 ]
 
-[[package]]
-name = "windows-future"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc6a41e98427b19fe4b73c550f060b59fa592d7d686537eebf9385621bfbad8e"
-dependencies = [
- "windows-core 0.61.2",
- "windows-link 0.1.3",
- "windows-threading",
-]
-
 [[package]]
 name = "windows-implement"
 version = "0.60.2"
@@ -9161,7 +8943,7 @@ checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -9172,58 +8954,42 @@ checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
-[[package]]
-name = "windows-link"
-version = "0.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
-
 [[package]]
 name = "windows-link"
 version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
-[[package]]
-name = "windows-numerics"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9150af68066c4c5c07ddc0ce30421554771e528bde427614c61038bc2c92c2b1"
-dependencies = [
- "windows-core 0.61.2",
- "windows-link 0.1.3",
-]
-
 [[package]]
 name = "windows-registry"
-version = "0.5.3"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b8a9ed28765efc97bbc954883f4e6796c33a06546ebafacbabee9696967499e"
+checksum = "02752bf7fbdcce7f2a27a742f798510f3e5ad88dbe84871e5168e2120c3d5720"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
  "windows-result",
  "windows-strings",
 ]
 
 [[package]]
 name = "windows-result"
-version = "0.3.4"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f42bd332cc6c8eac5af113fc0c1fd6a8fd2aa08a0119358686e5160d0586c6"
+checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
 name = "windows-strings"
-version = "0.4.2"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6c93f3a0c3b36176cb1327a4958a0353d5d166c2a35cb268ace15e91d3b57"
+checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
@@ -9259,7 +9025,7 @@ version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
 dependencies = [
- "windows-link 0.2.1",
+ "windows-link",
 ]
 
 [[package]]
@@ -9284,7 +9050,7 @@ version = "0.53.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
 dependencies = [
- "windows-link 0.2.1",
+ "windows-link",
  "windows_aarch64_gnullvm 0.53.1",
  "windows_aarch64_msvc 0.53.1",
  "windows_i686_gnu 0.53.1",
@@ -9295,15 +9061,6 @@ dependencies = [
  "windows_x86_64_msvc 0.53.1",
 ]
 
-[[package]]
-name = "windows-threading"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b66463ad2e0ea3bbf808b7f1d371311c80e115c0b71d60efc142cafbcfb057a6"
-dependencies = [
- "windows-link 0.1.3",
-]
-
 [[package]]
 name = "windows_aarch64_gnullvm"
 version = "0.52.6"
@@ -9402,19 +9159,13 @@ checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
-version = "0.7.13"
+version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21a0236b59786fed61e2a80582dd500fe61f18b5dca67a4a067d0bc9039339cf"
+checksum = "a90e88e4667264a994d34e6d1ab2d26d398dcdca8b7f52bec8668957517fc7d8"
 dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "wit-bindgen"
-version = "0.46.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
-
 [[package]]
 name = "wit-bindgen"
 version = "0.51.0"
@@ -9445,7 +9196,7 @@ dependencies = [
  "heck 0.5.0",
  "indexmap 2.13.0",
  "prettyplease",
- "syn 2.0.114",
+ "syn 2.0.117",
  "wasm-metadata",
  "wit-bindgen-core",
  "wit-component",
@@ -9461,7 +9212,7 @@ dependencies = [
  "prettyplease",
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
  "wit-bindgen-core",
  "wit-bindgen-rust",
 ]
@@ -9473,7 +9224,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
 dependencies = [
  "anyhow",
- "bitflags 2.9.4",
+ "bitflags",
  "indexmap 2.13.0",
  "log",
  "serde",
@@ -9505,9 +9256,9 @@ dependencies = [
 
 [[package]]
 name = "writeable"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea2f10b9bb0928dfb1b42b65e1f9e36f7f54dbdf08457afefb38afcdec4fa2bb"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
 [[package]]
 name = "wyz"
@@ -9532,70 +9283,45 @@ checksum = "fdd20c5420375476fbd4394763288da7eb0cc0b8c11deed431a91562af7335d3"
 
 [[package]]
 name = "yoke"
-version = "0.7.5"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
 dependencies = [
- "serde",
  "stable_deref_trait",
- "yoke-derive 0.7.5",
- "zerofrom",
-]
-
-[[package]]
-name = "yoke"
-version = "0.8.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
-dependencies = [
- "serde",
- "stable_deref_trait",
- "yoke-derive 0.8.0",
+ "yoke-derive",
  "zerofrom",
 ]
 
 [[package]]
 name = "yoke-derive"
-version = "0.7.5"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
+checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
- "synstructure",
-]
-
-[[package]]
-name = "yoke-derive"
-version = "0.8.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
  "synstructure",
 ]
 
 [[package]]
 name = "zerocopy"
-version = "0.8.27"
+version = "0.8.47"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0894878a5fa3edfd6da3f88c4805f4c8558e2b996227a3d864f47fe11e38282c"
+checksum = "efbb2a062be311f2ba113ce66f697a4dc589f85e78a4aea276200804cea0ed87"
 dependencies = [
  "zerocopy-derive",
 ]
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.27"
+version = "0.8.47"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
+checksum = "0e8bc7269b54418e7aeeef514aa68f8690b8c0489a06b0136e5f57c4c5ccab89"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
@@ -9615,7 +9341,7 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
  "synstructure",
 ]
 
@@ -9627,52 +9353,55 @@ checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
 
 [[package]]
 name = "zerotrie"
-version = "0.2.2"
+version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
 dependencies = [
  "displaydoc",
- "yoke 0.8.0",
+ "yoke",
  "zerofrom",
 ]
 
 [[package]]
 name = "zerovec"
-version = "0.11.4"
+version = "0.11.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
 dependencies = [
- "yoke 0.8.0",
+ "yoke",
  "zerofrom",
  "zerovec-derive",
 ]
 
 [[package]]
 name = "zerovec-derive"
-version = "0.11.1"
+version = "0.11.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.114",
+ "syn 2.0.117",
 ]
 
 [[package]]
 name = "zip"
-version = "1.1.4"
+version = "7.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9cc23c04387f4da0374be4533ad1208cbb091d5c11d070dfef13676ad6497164"
+checksum = "c42e33efc22a0650c311c2ef19115ce232583abbe80850bc8b66509ebef02de0"
 dependencies = [
- "arbitrary",
  "crc32fast",
- "crossbeam-utils",
- "displaydoc",
  "indexmap 2.13.0",
- "num_enum",
- "thiserror 1.0.69",
+ "memchr",
+ "typed-path",
 ]
 
+[[package]]
+name = "zmij"
+version = "1.0.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
+
 [[package]]
 name = "zstd"
 version = "0.13.3"
diff --git a/Cargo.toml b/Cargo.toml
index ce0d03de1..be7726dfd 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -15,20 +15,20 @@ categories = ["database-implementations"]
 rust-version = "1.91.0"
 
 [workspace.dependencies]
-lance = { "version" = "=3.0.0-rc.3", default-features = false, "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-core = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-datagen = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-file = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-io = { "version" = "=3.0.0-rc.3", default-features = false, "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-index = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-linalg = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-namespace = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-namespace-impls = { "version" = "=3.0.0-rc.3", default-features = false, "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-table = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-testing = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-datafusion = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-encoding = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
-lance-arrow = { "version" = "=3.0.0-rc.3", "tag" = "v3.0.0-rc.3", "git" = "https://github.com/lance-format/lance.git" }
+lance = { version = "=4.0.0", default-features = false }
+lance-core = { version = "=4.0.0" }
+lance-datagen = { version = "=4.0.0" }
+lance-file = { version = "=4.0.0" }
+lance-io = { version = "=4.0.0", default-features = false }
+lance-index = { version = "=4.0.0" }
+lance-linalg = { version = "=4.0.0" }
+lance-namespace = { version = "=4.0.0" }
+lance-namespace-impls = { version = "=4.0.0", default-features = false }
+lance-table = { version = "=4.0.0" }
+lance-testing = { version = "=4.0.0" }
+lance-datafusion = { version = "=4.0.0" }
+lance-encoding = { version = "=4.0.0" }
+lance-arrow = { version = "=4.0.0" }
 ahash = "0.8"
 # Note that this one does not include pyarrow
 arrow = { version = "57.2", optional = false }
diff --git a/ci/check_lance_release.py b/ci/check_lance_release.py
index d1629425e..e906dd489 100755
--- a/ci/check_lance_release.py
+++ b/ci/check_lance_release.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import argparse
+import functools
 import json
 import os
 import re
@@ -26,6 +27,7 @@ SEMVER_RE = re.compile(
 )
 
 
+@functools.total_ordering
 @dataclass(frozen=True)
 class SemVer:
     major: int
@@ -156,7 +158,9 @@ def read_current_version(repo_root: Path) -> str:
 
 
 def determine_latest_tag(tags: Iterable[TagInfo]) -> TagInfo:
-    return max(tags, key=lambda tag: tag.semver)
+    # Stable releases (no prerelease) are always preferred over pre-releases.
+    # Within each group, standard semver ordering applies.
+    return max(tags, key=lambda tag: (not tag.semver.prerelease, tag.semver))
 
 
 def write_outputs(args: argparse.Namespace, payload: dict) -> None:
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 60d3b5e3e..e5f3867cb 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,8 +1,8 @@
-mkdocs==1.5.3
+mkdocs==1.6.1
 mkdocs-jupyter==0.24.1
-mkdocs-material==9.5.3
+mkdocs-material==9.6.23
 mkdocs-autorefs>=0.5,<=1.0
-mkdocstrings[python]==0.25.2
+mkdocstrings[python]>=0.24,<1.0
 griffe>=0.40,<1.0
 mkdocs-render-swagger-plugin>=0.1.0
 pydantic>=2.0,<3.0
diff --git a/docs/src/java/java.md b/docs/src/java/java.md
index 31b22cdcf..48a574187 100644
--- a/docs/src/java/java.md
+++ b/docs/src/java/java.md
@@ -14,7 +14,7 @@ Add the following dependency to your `pom.xml`:
 <dependency>
     <groupId>com.lancedb</groupId>
     <artifactId>lancedb-core</artifactId>
-    <version>0.27.0-beta.5</version>
+    <version>0.27.2</version>
 </dependency>
 ```
 
diff --git a/docs/src/js/namespaces/embedding/classes/EmbeddingFunction.md b/docs/src/js/namespaces/embedding/classes/EmbeddingFunction.md
index 66d6ee162..574a0d71f 100644
--- a/docs/src/js/namespaces/embedding/classes/EmbeddingFunction.md
+++ b/docs/src/js/namespaces/embedding/classes/EmbeddingFunction.md
@@ -52,7 +52,7 @@ new EmbeddingFunction<T, M>(): EmbeddingFunction<T, M>
 ### computeQueryEmbeddings()
 
 ```ts
-computeQueryEmbeddings(data): Promise<number[] | Float32Array | Float64Array>
+computeQueryEmbeddings(data): Promise<number[] | Uint8Array | Float32Array | Float64Array>
 ```
 
 Compute the embeddings for a single query
@@ -63,7 +63,7 @@ Compute the embeddings for a single query
 
 #### Returns
 
-`Promise`&lt;`number`[] \| `Float32Array` \| `Float64Array`&gt;
+`Promise`&lt;`number`[] \| `Uint8Array` \| `Float32Array` \| `Float64Array`&gt;
 
 ***
 
diff --git a/docs/src/js/namespaces/embedding/classes/TextEmbeddingFunction.md b/docs/src/js/namespaces/embedding/classes/TextEmbeddingFunction.md
index 8aee4f44c..444c4c3f0 100644
--- a/docs/src/js/namespaces/embedding/classes/TextEmbeddingFunction.md
+++ b/docs/src/js/namespaces/embedding/classes/TextEmbeddingFunction.md
@@ -37,7 +37,7 @@ new TextEmbeddingFunction<M>(): TextEmbeddingFunction<M>
 ### computeQueryEmbeddings()
 
 ```ts
-computeQueryEmbeddings(data): Promise<number[] | Float32Array | Float64Array>
+computeQueryEmbeddings(data): Promise<number[] | Uint8Array | Float32Array | Float64Array>
 ```
 
 Compute the embeddings for a single query
@@ -48,7 +48,7 @@ Compute the embeddings for a single query
 
 #### Returns
 
-`Promise`&lt;`number`[] \| `Float32Array` \| `Float64Array`&gt;
+`Promise`&lt;`number`[] \| `Uint8Array` \| `Float32Array` \| `Float64Array`&gt;
 
 #### Overrides
 
diff --git a/docs/src/js/type-aliases/IntoVector.md b/docs/src/js/type-aliases/IntoVector.md
index 813d3cdc8..bfab8a0d3 100644
--- a/docs/src/js/type-aliases/IntoVector.md
+++ b/docs/src/js/type-aliases/IntoVector.md
@@ -7,5 +7,10 @@
 # Type Alias: IntoVector
 
 ```ts
-type IntoVector: Float32Array | Float64Array | number[] | Promise<Float32Array | Float64Array | number[]>;
+type IntoVector:
+  | Float32Array
+  | Float64Array
+  | Uint8Array
+  | number[]
+  | Promise<Float32Array | Float64Array | Uint8Array | number[]>;
 ```
diff --git a/docs/src/python/python.md b/docs/src/python/python.md
index 103099d8c..5f4236c83 100644
--- a/docs/src/python/python.md
+++ b/docs/src/python/python.md
@@ -36,6 +36,20 @@ is also an [asynchronous API client](#connections-asynchronous).
 
 ::: lancedb.table.Tags
 
+## Expressions
+
+Type-safe expression builder for filters and projections. Use these instead
+of raw SQL strings with [where][lancedb.query.LanceQueryBuilder.where] and
+[select][lancedb.query.LanceQueryBuilder.select].
+
+::: lancedb.expr.Expr
+
+::: lancedb.expr.col
+
+::: lancedb.expr.lit
+
+::: lancedb.expr.func
+
 ## Querying (Synchronous)
 
 ::: lancedb.query.Query
diff --git a/java/lancedb-core/pom.xml b/java/lancedb-core/pom.xml
index 3269256aa..d37e67c30 100644
--- a/java/lancedb-core/pom.xml
+++ b/java/lancedb-core/pom.xml
@@ -8,7 +8,7 @@
     <parent>
       <groupId>com.lancedb</groupId>
       <artifactId>lancedb-parent</artifactId>
-      <version>0.27.0-beta.5</version>
+      <version>0.27.2-final.0</version>
       <relativePath>../pom.xml</relativePath>
     </parent>
 
diff --git a/java/pom.xml b/java/pom.xml
index cf5ab4142..15d491979 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -6,7 +6,7 @@
 
     <groupId>com.lancedb</groupId>
     <artifactId>lancedb-parent</artifactId>
-    <version>0.27.0-beta.5</version>
+    <version>0.27.2-final.0</version>
     <packaging>pom</packaging>
     <name>${project.artifactId}</name>
     <description>LanceDB Java SDK Parent POM</description>
@@ -28,7 +28,7 @@
     <properties>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
         <arrow.version>15.0.0</arrow.version>
-        <lance-core.version>3.1.0-beta.2</lance-core.version>
+        <lance-core.version>3.0.1</lance-core.version>
         <spotless.skip>false</spotless.skip>
         <spotless.version>2.30.0</spotless.version>
         <spotless.java.googlejavaformat.version>1.7</spotless.java.googlejavaformat.version>
diff --git a/nodejs/Cargo.toml b/nodejs/Cargo.toml
index 9e9ab4e7d..2909c0fc4 100644
--- a/nodejs/Cargo.toml
+++ b/nodejs/Cargo.toml
@@ -1,7 +1,7 @@
 [package]
 name = "lancedb-nodejs"
 edition.workspace = true
-version = "0.27.0-beta.5"
+version = "0.27.2"
 license.workspace = true
 description.workspace = true
 repository.workspace = true
@@ -15,6 +15,8 @@ crate-type = ["cdylib"]
 async-trait.workspace = true
 arrow-ipc.workspace = true
 arrow-array.workspace = true
+arrow-buffer = "57.2"
+half.workspace = true
 arrow-schema.workspace = true
 env_logger.workspace = true
 futures.workspace = true
diff --git a/nodejs/__test__/vector_types.test.ts b/nodejs/__test__/vector_types.test.ts
new file mode 100644
index 000000000..4ac524cc6
--- /dev/null
+++ b/nodejs/__test__/vector_types.test.ts
@@ -0,0 +1,110 @@
+// SPDX-License-Identifier: Apache-2.0
+// SPDX-FileCopyrightText: Copyright The LanceDB Authors
+
+import * as tmp from "tmp";
+
+import { type Table, connect } from "../lancedb";
+import {
+  Field,
+  FixedSizeList,
+  Float32,
+  Int64,
+  Schema,
+  makeArrowTable,
+} from "../lancedb/arrow";
+
+describe("Vector query with different typed arrays", () => {
+  let tmpDir: tmp.DirResult;
+
+  afterEach(() => {
+    tmpDir?.removeCallback();
+  });
+
+  async function createFloat32Table(): Promise<Table> {
+    tmpDir = tmp.dirSync({ unsafeCleanup: true });
+    const db = await connect(tmpDir.name);
+    const schema = new Schema([
+      new Field("id", new Int64(), true),
+      new Field(
+        "vec",
+        new FixedSizeList(2, new Field("item", new Float32())),
+        true,
+      ),
+    ]);
+    const data = makeArrowTable(
+      [
+        { id: 1n, vec: [1.0, 0.0] },
+        { id: 2n, vec: [0.0, 1.0] },
+        { id: 3n, vec: [1.0, 1.0] },
+      ],
+      { schema },
+    );
+    return db.createTable("test_f32", data);
+  }
+
+  it("should search with Float32Array (baseline)", async () => {
+    const table = await createFloat32Table();
+    const results = await table
+      .query()
+      .nearestTo(new Float32Array([1.0, 0.0]))
+      .limit(1)
+      .toArray();
+
+    expect(results.length).toBe(1);
+    expect(Number(results[0].id)).toBe(1);
+  });
+
+  it("should search with number[] (backward compat)", async () => {
+    const table = await createFloat32Table();
+    const results = await table
+      .query()
+      .nearestTo([1.0, 0.0])
+      .limit(1)
+      .toArray();
+
+    expect(results.length).toBe(1);
+    expect(Number(results[0].id)).toBe(1);
+  });
+
+  it("should search with Float64Array via raw path", async () => {
+    const table = await createFloat32Table();
+    const results = await table
+      .query()
+      .nearestTo(new Float64Array([1.0, 0.0]))
+      .limit(1)
+      .toArray();
+
+    expect(results.length).toBe(1);
+    expect(Number(results[0].id)).toBe(1);
+  });
+
+  it("should add multiple query vectors with Float64Array", async () => {
+    const table = await createFloat32Table();
+    const results = await table
+      .query()
+      .nearestTo(new Float64Array([1.0, 0.0]))
+      .addQueryVector(new Float64Array([0.0, 1.0]))
+      .limit(2)
+      .toArray();
+
+    expect(results.length).toBeGreaterThanOrEqual(2);
+  });
+
+  // Float16Array is only available in Node 22+; not in TypeScript's standard lib yet
+  const float16ArrayCtor = (globalThis as unknown as Record<string, unknown>)
+    .Float16Array as (new (values: number[]) => unknown) | undefined;
+  const hasFloat16 = float16ArrayCtor !== undefined;
+  const f16it = hasFloat16 ? it : it.skip;
+
+  f16it("should search with Float16Array via raw path", async () => {
+    const table = await createFloat32Table();
+    const results = await table
+      .query()
+      .nearestTo(new float16ArrayCtor!([1.0, 0.0]) as Float32Array)
+      .limit(1)
+      .toArray();
+
+    expect(results.length).toBe(1);
+    expect(Number(results[0].id)).toBe(1);
+  });
+});
diff --git a/nodejs/lancedb/arrow.ts b/nodejs/lancedb/arrow.ts
index 7fff42f47..84f5ddf7b 100644
--- a/nodejs/lancedb/arrow.ts
+++ b/nodejs/lancedb/arrow.ts
@@ -117,8 +117,9 @@ export type TableLike =
 export type IntoVector =
   | Float32Array
   | Float64Array
+  | Uint8Array
   | number[]
-  | Promise<Float32Array | Float64Array | number[]>;
+  | Promise<Float32Array | Float64Array | Uint8Array | number[]>;
 
 export type MultiVector = IntoVector[];
 
@@ -126,14 +127,48 @@ export function isMultiVector(value: unknown): value is MultiVector {
   return Array.isArray(value) && isIntoVector(value[0]);
 }
 
+// Float16Array is not in TypeScript's standard lib yet; access dynamically
+type Float16ArrayCtor = new (
+  ...args: unknown[]
+) => { buffer: ArrayBuffer; byteOffset: number; byteLength: number };
+const float16ArrayCtor = (globalThis as unknown as Record<string, unknown>)
+  .Float16Array as Float16ArrayCtor | undefined;
+
 export function isIntoVector(value: unknown): value is IntoVector {
   return (
     value instanceof Float32Array ||
     value instanceof Float64Array ||
+    value instanceof Uint8Array ||
+    (float16ArrayCtor !== undefined && value instanceof float16ArrayCtor) ||
     (Array.isArray(value) && !Array.isArray(value[0]))
   );
 }
 
+/**
+ * Extract the underlying byte buffer and data type from a typed array
+ * for passing to the Rust NAPI layer without precision loss.
+ */
+export function extractVectorBuffer(
+  vector: Float32Array | Float64Array | Uint8Array,
+): { data: Uint8Array; dtype: string } | null {
+  if (float16ArrayCtor !== undefined && vector instanceof float16ArrayCtor) {
+    return {
+      data: new Uint8Array(vector.buffer, vector.byteOffset, vector.byteLength),
+      dtype: "float16",
+    };
+  }
+  if (vector instanceof Float64Array) {
+    return {
+      data: new Uint8Array(vector.buffer, vector.byteOffset, vector.byteLength),
+      dtype: "float64",
+    };
+  }
+  if (vector instanceof Uint8Array && !(vector instanceof Float32Array)) {
+    return { data: vector, dtype: "uint8" };
+  }
+  return null;
+}
+
 export function isArrowTable(value: object): value is TableLike {
   if (value instanceof ArrowTable) return true;
   return "schema" in value && "batches" in value;
diff --git a/nodejs/lancedb/query.ts b/nodejs/lancedb/query.ts
index a10191ed2..c077234ec 100644
--- a/nodejs/lancedb/query.ts
+++ b/nodejs/lancedb/query.ts
@@ -5,6 +5,7 @@ import {
   Table as ArrowTable,
   type IntoVector,
   RecordBatch,
+  extractVectorBuffer,
   fromBufferToRecordBatch,
   fromRecordBatchToBuffer,
   tableFromIPC,
@@ -661,10 +662,8 @@ export class VectorQuery extends StandardQueryBase<NativeVectorQuery> {
       const res = (async () => {
         try {
           const v = await vector;
-          const arr = Float32Array.from(v);
-          //
           // biome-ignore lint/suspicious/noExplicitAny: we need to get the `inner`, but js has no package scoping
-          const value: any = this.addQueryVector(arr);
+          const value: any = this.addQueryVector(v);
           const inner = value.inner as
             | NativeVectorQuery
             | Promise<NativeVectorQuery>;
@@ -676,7 +675,12 @@ export class VectorQuery extends StandardQueryBase<NativeVectorQuery> {
       return new VectorQuery(res);
     } else {
       super.doCall((inner) => {
-        inner.addQueryVector(Float32Array.from(vector));
+        const raw = Array.isArray(vector) ? null : extractVectorBuffer(vector);
+        if (raw) {
+          inner.addQueryVectorRaw(raw.data, raw.dtype);
+        } else {
+          inner.addQueryVector(Float32Array.from(vector as number[]));
+        }
       });
       return this;
     }
@@ -765,14 +769,23 @@ export class Query extends StandardQueryBase<NativeQuery> {
    * a default `limit` of 10 will be used.  @see {@link Query#limit}
    */
   nearestTo(vector: IntoVector): VectorQuery {
+    const callNearestTo = (
+      inner: NativeQuery,
+      resolved: Float32Array | Float64Array | Uint8Array | number[],
+    ): NativeVectorQuery => {
+      const raw = Array.isArray(resolved)
+        ? null
+        : extractVectorBuffer(resolved);
+      if (raw) {
+        return inner.nearestToRaw(raw.data, raw.dtype);
+      }
+      return inner.nearestTo(Float32Array.from(resolved as number[]));
+    };
+
     if (this.inner instanceof Promise) {
       const nativeQuery = this.inner.then(async (inner) => {
-        if (vector instanceof Promise) {
-          const arr = await vector.then((v) => Float32Array.from(v));
-          return inner.nearestTo(arr);
-        } else {
-          return inner.nearestTo(Float32Array.from(vector));
-        }
+        const resolved = vector instanceof Promise ? await vector : vector;
+        return callNearestTo(inner, resolved);
       });
       return new VectorQuery(nativeQuery);
     }
@@ -780,10 +793,8 @@ export class Query extends StandardQueryBase<NativeQuery> {
       const res = (async () => {
         try {
           const v = await vector;
-          const arr = Float32Array.from(v);
-          //
           // biome-ignore lint/suspicious/noExplicitAny: we need to get the `inner`, but js has no package scoping
-          const value: any = this.nearestTo(arr);
+          const value: any = this.nearestTo(v);
           const inner = value.inner as
             | NativeVectorQuery
             | Promise<NativeVectorQuery>;
@@ -794,7 +805,7 @@ export class Query extends StandardQueryBase<NativeQuery> {
       })();
       return new VectorQuery(res);
     } else {
-      const vectorQuery = this.inner.nearestTo(Float32Array.from(vector));
+      const vectorQuery = callNearestTo(this.inner, vector);
       return new VectorQuery(vectorQuery);
     }
   }
diff --git a/nodejs/npm/darwin-arm64/package.json b/nodejs/npm/darwin-arm64/package.json
index aebbf92bc..f75ddf8e9 100644
--- a/nodejs/npm/darwin-arm64/package.json
+++ b/nodejs/npm/darwin-arm64/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-darwin-arm64",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["darwin"],
 	"cpu": ["arm64"],
 	"main": "lancedb.darwin-arm64.node",
diff --git a/nodejs/npm/linux-arm64-gnu/package.json b/nodejs/npm/linux-arm64-gnu/package.json
index ebdab4894..34bd217ef 100644
--- a/nodejs/npm/linux-arm64-gnu/package.json
+++ b/nodejs/npm/linux-arm64-gnu/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-linux-arm64-gnu",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["linux"],
 	"cpu": ["arm64"],
 	"main": "lancedb.linux-arm64-gnu.node",
diff --git a/nodejs/npm/linux-arm64-musl/package.json b/nodejs/npm/linux-arm64-musl/package.json
index 92308e129..7ee00572d 100644
--- a/nodejs/npm/linux-arm64-musl/package.json
+++ b/nodejs/npm/linux-arm64-musl/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-linux-arm64-musl",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["linux"],
 	"cpu": ["arm64"],
 	"main": "lancedb.linux-arm64-musl.node",
diff --git a/nodejs/npm/linux-x64-gnu/package.json b/nodejs/npm/linux-x64-gnu/package.json
index 40bc70f5e..aa80ee8b1 100644
--- a/nodejs/npm/linux-x64-gnu/package.json
+++ b/nodejs/npm/linux-x64-gnu/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-linux-x64-gnu",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["linux"],
 	"cpu": ["x64"],
 	"main": "lancedb.linux-x64-gnu.node",
diff --git a/nodejs/npm/linux-x64-musl/package.json b/nodejs/npm/linux-x64-musl/package.json
index 8f4d391cc..344e0cb5c 100644
--- a/nodejs/npm/linux-x64-musl/package.json
+++ b/nodejs/npm/linux-x64-musl/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-linux-x64-musl",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["linux"],
 	"cpu": ["x64"],
 	"main": "lancedb.linux-x64-musl.node",
diff --git a/nodejs/npm/win32-arm64-msvc/package.json b/nodejs/npm/win32-arm64-msvc/package.json
index 925dfc7be..e5c188d13 100644
--- a/nodejs/npm/win32-arm64-msvc/package.json
+++ b/nodejs/npm/win32-arm64-msvc/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@lancedb/lancedb-win32-arm64-msvc",
-  "version": "0.27.0-beta.5",
+  "version": "0.27.2",
   "os": [
     "win32"
   ],
diff --git a/nodejs/npm/win32-x64-msvc/package.json b/nodejs/npm/win32-x64-msvc/package.json
index bef2f107f..381e98b7b 100644
--- a/nodejs/npm/win32-x64-msvc/package.json
+++ b/nodejs/npm/win32-x64-msvc/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "@lancedb/lancedb-win32-x64-msvc",
-	"version": "0.27.0-beta.5",
+	"version": "0.27.2",
 	"os": ["win32"],
 	"cpu": ["x64"],
 	"main": "lancedb.win32-x64-msvc.node",
diff --git a/nodejs/package-lock.json b/nodejs/package-lock.json
index 874093e14..81fd12717 100644
--- a/nodejs/package-lock.json
+++ b/nodejs/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "@lancedb/lancedb",
-  "version": "0.27.0-beta.5",
+  "version": "0.27.2",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "@lancedb/lancedb",
-      "version": "0.27.0-beta.5",
+      "version": "0.27.2",
       "cpu": [
         "x64",
         "arm64"
diff --git a/nodejs/package.json b/nodejs/package.json
index 07e143612..3551f0473 100644
--- a/nodejs/package.json
+++ b/nodejs/package.json
@@ -11,7 +11,7 @@
     "ann"
   ],
   "private": false,
-  "version": "0.27.0-beta.5",
+  "version": "0.27.2",
   "main": "dist/index.js",
   "exports": {
     ".": "./dist/index.js",
diff --git a/nodejs/src/query.rs b/nodejs/src/query.rs
index 4ad42f32f..4516385d5 100644
--- a/nodejs/src/query.rs
+++ b/nodejs/src/query.rs
@@ -3,6 +3,12 @@
 
 use std::sync::Arc;
 
+use arrow_array::{
+    Array, Float16Array as ArrowFloat16Array, Float32Array as ArrowFloat32Array,
+    Float64Array as ArrowFloat64Array, UInt8Array as ArrowUInt8Array,
+};
+use arrow_buffer::ScalarBuffer;
+use half::f16;
 use lancedb::index::scalar::{
     BooleanQuery, BoostQuery, FtsQuery, FullTextSearchQuery, MatchQuery, MultiMatchQuery, Occur,
     Operator, PhraseQuery,
@@ -24,6 +30,33 @@ use crate::rerankers::RerankHybridCallbackArgs;
 use crate::rerankers::Reranker;
 use crate::util::{parse_distance_type, schema_to_buffer};
 
+fn bytes_to_arrow_array(data: Uint8Array, dtype: String) -> napi::Result<Arc<dyn Array>> {
+    let buf = arrow_buffer::Buffer::from(data.to_vec());
+    let num_bytes = buf.len();
+    match dtype.as_str() {
+        "float16" => {
+            let scalar_buf = ScalarBuffer::<f16>::new(buf, 0, num_bytes / 2);
+            Ok(Arc::new(ArrowFloat16Array::new(scalar_buf, None)))
+        }
+        "float32" => {
+            let scalar_buf = ScalarBuffer::<f32>::new(buf, 0, num_bytes / 4);
+            Ok(Arc::new(ArrowFloat32Array::new(scalar_buf, None)))
+        }
+        "float64" => {
+            let scalar_buf = ScalarBuffer::<f64>::new(buf, 0, num_bytes / 8);
+            Ok(Arc::new(ArrowFloat64Array::new(scalar_buf, None)))
+        }
+        "uint8" => {
+            let scalar_buf = ScalarBuffer::<u8>::new(buf, 0, num_bytes);
+            Ok(Arc::new(ArrowUInt8Array::new(scalar_buf, None)))
+        }
+        _ => Err(napi::Error::from_reason(format!(
+            "Unsupported vector dtype: {}. Expected one of: float16, float32, float64, uint8",
+            dtype
+        ))),
+    }
+}
+
 #[napi]
 pub struct Query {
     inner: LanceDbQuery,
@@ -78,6 +111,13 @@ impl Query {
         Ok(VectorQuery { inner })
     }
 
+    #[napi]
+    pub fn nearest_to_raw(&mut self, data: Uint8Array, dtype: String) -> Result<VectorQuery> {
+        let array = bytes_to_arrow_array(data, dtype)?;
+        let inner = self.inner.clone().nearest_to(array).default_error()?;
+        Ok(VectorQuery { inner })
+    }
+
     #[napi]
     pub fn fast_search(&mut self) {
         self.inner = self.inner.clone().fast_search();
@@ -163,6 +203,13 @@ impl VectorQuery {
         Ok(())
     }
 
+    #[napi]
+    pub fn add_query_vector_raw(&mut self, data: Uint8Array, dtype: String) -> Result<()> {
+        let array = bytes_to_arrow_array(data, dtype)?;
+        self.inner = self.inner.clone().add_query_vector(array).default_error()?;
+        Ok(())
+    }
+
     #[napi]
     pub fn distance_type(&mut self, distance_type: String) -> napi::Result<()> {
         let distance_type = parse_distance_type(distance_type)?;
diff --git a/python/.bumpversion.toml b/python/.bumpversion.toml
index 6a3d3c6dc..27986b5c4 100644
--- a/python/.bumpversion.toml
+++ b/python/.bumpversion.toml
@@ -1,5 +1,5 @@
 [tool.bumpversion]
-current_version = "0.30.0-beta.5"
+current_version = "0.30.2"
 parse = """(?x)
     (?P<major>0|[1-9]\\d*)\\.
     (?P<minor>0|[1-9]\\d*)\\.
diff --git a/python/.gitignore b/python/.gitignore
index cd6b09fa4..93fc0935f 100644
--- a/python/.gitignore
+++ b/python/.gitignore
@@ -1,3 +1,5 @@
 # Test data created by some example tests
 data/
 _lancedb.pyd
+# macOS debug symbols bundle generated during build
+*.dSYM/
diff --git a/python/Cargo.toml b/python/Cargo.toml
index a0903700f..02968c6d4 100644
--- a/python/Cargo.toml
+++ b/python/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "lancedb-python"
-version = "0.30.0-beta.5"
+version = "0.30.2"
 edition.workspace = true
 description = "Python bindings for LanceDB"
 license.workspace = true
@@ -23,6 +23,7 @@ lance-namespace.workspace = true
 lance-namespace-impls.workspace = true
 lance-io.workspace = true
 env_logger.workspace = true
+log.workspace = true
 pyo3 = { version = "0.26", features = ["extension-module", "abi3-py39"] }
 pyo3-async-runtimes = { version = "0.26", features = [
     "attributes",
diff --git a/python/python/lancedb/__init__.py b/python/python/lancedb/__init__.py
index 2fee6bb8b..c705abb19 100644
--- a/python/python/lancedb/__init__.py
+++ b/python/python/lancedb/__init__.py
@@ -18,6 +18,7 @@ from .db import AsyncConnection, DBConnection, LanceDBConnection
 from .io import StorageOptionsProvider
 from .remote import ClientConfig
 from .remote.db import RemoteDBConnection
+from .expr import Expr, col, lit, func
 from .schema import vector
 from .table import AsyncTable, Table
 from ._lancedb import Session
@@ -271,6 +272,10 @@ __all__ = [
     "AsyncConnection",
     "AsyncLanceNamespaceDBConnection",
     "AsyncTable",
+    "col",
+    "Expr",
+    "func",
+    "lit",
     "URI",
     "sanitize_uri",
     "vector",
diff --git a/python/python/lancedb/_lancedb.pyi b/python/python/lancedb/_lancedb.pyi
index c5b35c945..47422e8c6 100644
--- a/python/python/lancedb/_lancedb.pyi
+++ b/python/python/lancedb/_lancedb.pyi
@@ -27,6 +27,32 @@ from .remote import ClientConfig
 IvfHnswPq: type[HnswPq] = HnswPq
 IvfHnswSq: type[HnswSq] = HnswSq
 
+class PyExpr:
+    """A type-safe DataFusion expression node (Rust-side handle)."""
+
+    def eq(self, other: "PyExpr") -> "PyExpr": ...
+    def ne(self, other: "PyExpr") -> "PyExpr": ...
+    def lt(self, other: "PyExpr") -> "PyExpr": ...
+    def lte(self, other: "PyExpr") -> "PyExpr": ...
+    def gt(self, other: "PyExpr") -> "PyExpr": ...
+    def gte(self, other: "PyExpr") -> "PyExpr": ...
+    def and_(self, other: "PyExpr") -> "PyExpr": ...
+    def or_(self, other: "PyExpr") -> "PyExpr": ...
+    def not_(self) -> "PyExpr": ...
+    def add(self, other: "PyExpr") -> "PyExpr": ...
+    def sub(self, other: "PyExpr") -> "PyExpr": ...
+    def mul(self, other: "PyExpr") -> "PyExpr": ...
+    def div(self, other: "PyExpr") -> "PyExpr": ...
+    def lower(self) -> "PyExpr": ...
+    def upper(self) -> "PyExpr": ...
+    def contains(self, substr: "PyExpr") -> "PyExpr": ...
+    def cast(self, data_type: pa.DataType) -> "PyExpr": ...
+    def to_sql(self) -> str: ...
+
+def expr_col(name: str) -> PyExpr: ...
+def expr_lit(value: Union[bool, int, float, str]) -> PyExpr: ...
+def expr_func(name: str, args: List[PyExpr]) -> PyExpr: ...
+
 class Session:
     def __init__(
         self,
@@ -135,7 +161,10 @@ class Table:
     def close(self) -> None: ...
     async def schema(self) -> pa.Schema: ...
     async def add(
-        self, data: pa.RecordBatchReader, mode: Literal["append", "overwrite"]
+        self,
+        data: pa.RecordBatchReader,
+        mode: Literal["append", "overwrite"],
+        progress: Optional[Any] = None,
     ) -> AddResult: ...
     async def update(
         self, updates: Dict[str, str], where: Optional[str]
@@ -222,7 +251,9 @@ class RecordBatchStream:
 
 class Query:
     def where(self, filter: str): ...
-    def select(self, columns: Tuple[str, str]): ...
+    def where_expr(self, expr: PyExpr): ...
+    def select(self, columns: List[Tuple[str, str]]): ...
+    def select_expr(self, columns: List[Tuple[str, PyExpr]]): ...
     def select_columns(self, columns: List[str]): ...
     def limit(self, limit: int): ...
     def offset(self, offset: int): ...
@@ -248,7 +279,9 @@ class TakeQuery:
 
 class FTSQuery:
     def where(self, filter: str): ...
-    def select(self, columns: List[str]): ...
+    def where_expr(self, expr: PyExpr): ...
+    def select(self, columns: List[Tuple[str, str]]): ...
+    def select_expr(self, columns: List[Tuple[str, PyExpr]]): ...
     def limit(self, limit: int): ...
     def offset(self, offset: int): ...
     def fast_search(self): ...
@@ -267,7 +300,9 @@ class VectorQuery:
     async def output_schema(self) -> pa.Schema: ...
     async def execute(self) -> RecordBatchStream: ...
     def where(self, filter: str): ...
-    def select(self, columns: List[str]): ...
+    def where_expr(self, expr: PyExpr): ...
+    def select(self, columns: List[Tuple[str, str]]): ...
+    def select_expr(self, columns: List[Tuple[str, PyExpr]]): ...
     def select_with_projection(self, columns: Tuple[str, str]): ...
     def limit(self, limit: int): ...
     def offset(self, offset: int): ...
@@ -284,7 +319,9 @@ class VectorQuery:
 
 class HybridQuery:
     def where(self, filter: str): ...
-    def select(self, columns: List[str]): ...
+    def where_expr(self, expr: PyExpr): ...
+    def select(self, columns: List[Tuple[str, str]]): ...
+    def select_expr(self, columns: List[Tuple[str, PyExpr]]): ...
     def limit(self, limit: int): ...
     def offset(self, offset: int): ...
     def fast_search(self): ...
diff --git a/python/python/lancedb/embeddings/utils.py b/python/python/lancedb/embeddings/utils.py
index 1fefc78bf..189bbe53c 100644
--- a/python/python/lancedb/embeddings/utils.py
+++ b/python/python/lancedb/embeddings/utils.py
@@ -10,6 +10,7 @@ import sys
 import threading
 import time
 import urllib.error
+import urllib.request
 import weakref
 import logging
 from functools import wraps
diff --git a/python/python/lancedb/expr.py b/python/python/lancedb/expr.py
new file mode 100644
index 000000000..5a568d66a
--- /dev/null
+++ b/python/python/lancedb/expr.py
@@ -0,0 +1,298 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright The LanceDB Authors
+
+"""Type-safe expression builder for filters and projections.
+
+Instead of writing raw SQL strings you can build expressions with Python
+operators::
+
+    from lancedb.expr import col, lit
+
+    # filter: age > 18 AND status = 'active'
+    filt = (col("age") > lit(18)) & (col("status") == lit("active"))
+
+    # projection: compute a derived column
+    proj = {"score": col("raw_score") * lit(1.5)}
+
+    table.search().where(filt).select(proj).to_list()
+"""
+
+from __future__ import annotations
+
+from typing import Union
+
+import pyarrow as pa
+
+from lancedb._lancedb import PyExpr, expr_col, expr_lit, expr_func
+
+__all__ = ["Expr", "col", "lit", "func"]
+
+_STR_TO_PA_TYPE: dict = {
+    "bool": pa.bool_(),
+    "boolean": pa.bool_(),
+    "int8": pa.int8(),
+    "int16": pa.int16(),
+    "int32": pa.int32(),
+    "int64": pa.int64(),
+    "uint8": pa.uint8(),
+    "uint16": pa.uint16(),
+    "uint32": pa.uint32(),
+    "uint64": pa.uint64(),
+    "float16": pa.float16(),
+    "float32": pa.float32(),
+    "float": pa.float32(),
+    "float64": pa.float64(),
+    "double": pa.float64(),
+    "string": pa.string(),
+    "utf8": pa.string(),
+    "str": pa.string(),
+    "large_string": pa.large_utf8(),
+    "large_utf8": pa.large_utf8(),
+    "date32": pa.date32(),
+    "date": pa.date32(),
+    "date64": pa.date64(),
+}
+
+
+def _coerce(value: "ExprLike") -> "Expr":
+    """Return *value* as an :class:`Expr`, wrapping plain Python values via
+    :func:`lit` if needed."""
+    if isinstance(value, Expr):
+        return value
+    return lit(value)
+
+
+# Type alias used in annotations.
+ExprLike = Union["Expr", bool, int, float, str]
+
+
+class Expr:
+    """A type-safe expression node.
+
+    Construct instances with :func:`col` and :func:`lit`, then combine them
+    using Python operators or the named methods below.
+
+    Examples
+    --------
+    >>> from lancedb.expr import col, lit
+    >>> filt = (col("age") > lit(18)) & (col("name").lower() == lit("alice"))
+    >>> proj = {"double": col("x") * lit(2)}
+    """
+
+    # Make Expr unhashable so that == returns an Expr rather than being used
+    # for dict keys / set membership.
+    __hash__ = None  # type: ignore[assignment]
+
+    def __init__(self, inner: PyExpr) -> None:
+        self._inner = inner
+
+    # ── comparisons ──────────────────────────────────────────────────────────
+
+    def __eq__(self, other: ExprLike) -> "Expr":  # type: ignore[override]
+        """Equal to (``col("x") == 1``)."""
+        return Expr(self._inner.eq(_coerce(other)._inner))
+
+    def __ne__(self, other: ExprLike) -> "Expr":  # type: ignore[override]
+        """Not equal to (``col("x") != 1``)."""
+        return Expr(self._inner.ne(_coerce(other)._inner))
+
+    def __lt__(self, other: ExprLike) -> "Expr":
+        """Less than (``col("x") < 1``)."""
+        return Expr(self._inner.lt(_coerce(other)._inner))
+
+    def __le__(self, other: ExprLike) -> "Expr":
+        """Less than or equal to (``col("x") <= 1``)."""
+        return Expr(self._inner.lte(_coerce(other)._inner))
+
+    def __gt__(self, other: ExprLike) -> "Expr":
+        """Greater than (``col("x") > 1``)."""
+        return Expr(self._inner.gt(_coerce(other)._inner))
+
+    def __ge__(self, other: ExprLike) -> "Expr":
+        """Greater than or equal to (``col("x") >= 1``)."""
+        return Expr(self._inner.gte(_coerce(other)._inner))
+
+    # ── logical ──────────────────────────────────────────────────────────────
+
+    def __and__(self, other: "Expr") -> "Expr":
+        """Logical AND (``expr_a & expr_b``)."""
+        return Expr(self._inner.and_(_coerce(other)._inner))
+
+    def __or__(self, other: "Expr") -> "Expr":
+        """Logical OR (``expr_a | expr_b``)."""
+        return Expr(self._inner.or_(_coerce(other)._inner))
+
+    def __invert__(self) -> "Expr":
+        """Logical NOT (``~expr``)."""
+        return Expr(self._inner.not_())
+
+    # ── arithmetic ───────────────────────────────────────────────────────────
+
+    def __add__(self, other: ExprLike) -> "Expr":
+        """Add (``col("x") + 1``)."""
+        return Expr(self._inner.add(_coerce(other)._inner))
+
+    def __radd__(self, other: ExprLike) -> "Expr":
+        """Right-hand add (``1 + col("x")``)."""
+        return Expr(_coerce(other)._inner.add(self._inner))
+
+    def __sub__(self, other: ExprLike) -> "Expr":
+        """Subtract (``col("x") - 1``)."""
+        return Expr(self._inner.sub(_coerce(other)._inner))
+
+    def __rsub__(self, other: ExprLike) -> "Expr":
+        """Right-hand subtract (``1 - col("x")``)."""
+        return Expr(_coerce(other)._inner.sub(self._inner))
+
+    def __mul__(self, other: ExprLike) -> "Expr":
+        """Multiply (``col("x") * 2``)."""
+        return Expr(self._inner.mul(_coerce(other)._inner))
+
+    def __rmul__(self, other: ExprLike) -> "Expr":
+        """Right-hand multiply (``2 * col("x")``)."""
+        return Expr(_coerce(other)._inner.mul(self._inner))
+
+    def __truediv__(self, other: ExprLike) -> "Expr":
+        """Divide (``col("x") / 2``)."""
+        return Expr(self._inner.div(_coerce(other)._inner))
+
+    def __rtruediv__(self, other: ExprLike) -> "Expr":
+        """Right-hand divide (``1 / col("x")``)."""
+        return Expr(_coerce(other)._inner.div(self._inner))
+
+    # ── string methods ───────────────────────────────────────────────────────
+
+    def lower(self) -> "Expr":
+        """Convert string column values to lowercase."""
+        return Expr(self._inner.lower())
+
+    def upper(self) -> "Expr":
+        """Convert string column values to uppercase."""
+        return Expr(self._inner.upper())
+
+    def contains(self, substr: "ExprLike") -> "Expr":
+        """Return True where the string contains *substr*."""
+        return Expr(self._inner.contains(_coerce(substr)._inner))
+
+    # ── type cast ────────────────────────────────────────────────────────────
+
+    def cast(self, data_type: Union[str, "pa.DataType"]) -> "Expr":
+        """Cast values to *data_type*.
+
+        Parameters
+        ----------
+        data_type:
+            A PyArrow ``DataType`` (e.g. ``pa.int32()``) or one of the type
+            name strings: ``"bool"``, ``"int8"``, ``"int16"``, ``"int32"``,
+            ``"int64"``, ``"uint8"``–``"uint64"``, ``"float32"``,
+            ``"float64"``, ``"string"``, ``"date32"``, ``"date64"``.
+        """
+        if isinstance(data_type, str):
+            try:
+                data_type = _STR_TO_PA_TYPE[data_type]
+            except KeyError:
+                raise ValueError(
+                    f"unsupported data type: '{data_type}'. Supported: "
+                    f"{', '.join(_STR_TO_PA_TYPE)}"
+                )
+        return Expr(self._inner.cast(data_type))
+
+    # ── named comparison helpers (alternative to operators) ──────────────────
+
+    def eq(self, other: ExprLike) -> "Expr":
+        """Equal to."""
+        return self.__eq__(other)
+
+    def ne(self, other: ExprLike) -> "Expr":
+        """Not equal to."""
+        return self.__ne__(other)
+
+    def lt(self, other: ExprLike) -> "Expr":
+        """Less than."""
+        return self.__lt__(other)
+
+    def lte(self, other: ExprLike) -> "Expr":
+        """Less than or equal to."""
+        return self.__le__(other)
+
+    def gt(self, other: ExprLike) -> "Expr":
+        """Greater than."""
+        return self.__gt__(other)
+
+    def gte(self, other: ExprLike) -> "Expr":
+        """Greater than or equal to."""
+        return self.__ge__(other)
+
+    def and_(self, other: "Expr") -> "Expr":
+        """Logical AND."""
+        return self.__and__(other)
+
+    def or_(self, other: "Expr") -> "Expr":
+        """Logical OR."""
+        return self.__or__(other)
+
+    # ── utilities ────────────────────────────────────────────────────────────
+
+    def to_sql(self) -> str:
+        """Render the expression as a SQL string (useful for debugging)."""
+        return self._inner.to_sql()
+
+    def __repr__(self) -> str:
+        return f"Expr({self._inner.to_sql()})"
+
+
+# ── free functions ────────────────────────────────────────────────────────────
+
+
+def col(name: str) -> Expr:
+    """Reference a table column by name.
+
+    Parameters
+    ----------
+    name:
+        The column name.
+
+    Examples
+    --------
+    >>> from lancedb.expr import col, lit
+    >>> col("age") > lit(18)
+    Expr((age > 18))
+    """
+    return Expr(expr_col(name))
+
+
+def lit(value: Union[bool, int, float, str]) -> Expr:
+    """Create a literal (constant) value expression.
+
+    Parameters
+    ----------
+    value:
+        A Python ``bool``, ``int``, ``float``, or ``str``.
+
+    Examples
+    --------
+    >>> from lancedb.expr import col, lit
+    >>> col("price") * lit(1.1)
+    Expr((price * 1.1))
+    """
+    return Expr(expr_lit(value))
+
+
+def func(name: str, *args: ExprLike) -> Expr:
+    """Call an arbitrary SQL function by name.
+
+    Parameters
+    ----------
+    name:
+        The SQL function name (e.g. ``"lower"``, ``"upper"``).
+    *args:
+        The function arguments as :class:`Expr` or plain Python literals.
+
+    Examples
+    --------
+    >>> from lancedb.expr import col, func
+    >>> func("lower", col("name"))
+    Expr(lower(name))
+    """
+    inner_args = [_coerce(a)._inner for a in args]
+    return Expr(expr_func(name, inner_args))
diff --git a/python/python/lancedb/query.py b/python/python/lancedb/query.py
index 8d256e9a4..b5298505c 100644
--- a/python/python/lancedb/query.py
+++ b/python/python/lancedb/query.py
@@ -38,6 +38,7 @@ from .rerankers.base import Reranker
 from .rerankers.rrf import RRFReranker
 from .rerankers.util import check_reranker_result
 from .util import flatten_columns
+from .expr import Expr
 from lancedb._lancedb import fts_query_to_json
 from typing_extensions import Annotated
 
@@ -70,7 +71,7 @@ def ensure_vector_query(
 ) -> Union[List[float], List[List[float]], pa.Array, List[pa.Array]]:
     if isinstance(val, list):
         if len(val) == 0:
-            return ValueError("Vector query must be a non-empty list")
+            raise ValueError("Vector query must be a non-empty list")
         sample = val[0]
     else:
         if isinstance(val, float):
@@ -83,7 +84,7 @@ def ensure_vector_query(
         return val
     if isinstance(sample, list):
         if len(sample) == 0:
-            return ValueError("Vector query must be a non-empty list")
+            raise ValueError("Vector query must be a non-empty list")
         if isinstance(sample[0], float):
             # val is list of list of floats
             return val
@@ -449,8 +450,8 @@ class Query(pydantic.BaseModel):
         ensure_vector_query,
     ] = None
 
-    # sql filter to refine the query with
-    filter: Optional[str] = None
+    # sql filter or type-safe Expr to refine the query with
+    filter: Optional[Union[str, Expr]] = None
 
     # if True then apply the filter after vector search
     postfilter: Optional[bool] = None
@@ -464,8 +465,8 @@ class Query(pydantic.BaseModel):
     # distance type to use for vector search
     distance_type: Optional[str] = None
 
-    # which columns to return in the results
-    columns: Optional[Union[List[str], Dict[str, str]]] = None
+    # which columns to return in the results (dict values may be str or Expr)
+    columns: Optional[Union[List[str], Dict[str, Union[str, Expr]]]] = None
 
     # minimum number of IVF partitions to search
     #
@@ -856,14 +857,15 @@ class LanceQueryBuilder(ABC):
             self._offset = offset
         return self
 
-    def select(self, columns: Union[list[str], dict[str, str]]) -> Self:
+    def select(self, columns: Union[list[str], dict[str, Union[str, Expr]]]) -> Self:
         """Set the columns to return.
 
         Parameters
         ----------
-        columns: list of str, or dict of str to str default None
+        columns: list of str, or dict of str to str or Expr
             List of column names to be fetched.
-            Or a dictionary of column names to SQL expressions.
+            Or a dictionary of column names to SQL expressions or
+            :class:`~lancedb.expr.Expr` objects.
             All columns are fetched if None or unspecified.
 
         Returns
@@ -877,15 +879,15 @@ class LanceQueryBuilder(ABC):
             raise ValueError("columns must be a list or a dictionary")
         return self
 
-    def where(self, where: str, prefilter: bool = True) -> Self:
+    def where(self, where: Union[str, Expr], prefilter: bool = True) -> Self:
         """Set the where clause.
 
         Parameters
         ----------
-        where: str
-            The where clause which is a valid SQL where clause. See
-            `Lance filter pushdown <https://lance.org/guide/read_and_write#filter-push-down>`_
-            for valid SQL expressions.
+        where: str or :class:`~lancedb.expr.Expr`
+            The filter condition.  Can be a SQL string or a type-safe
+            :class:`~lancedb.expr.Expr` built with :func:`~lancedb.expr.col`
+            and :func:`~lancedb.expr.lit`.
         prefilter: bool, default True
             If True, apply the filter before vector search, otherwise the
             filter is applied on the result of vector search.
@@ -1355,15 +1357,17 @@ class LanceVectorQueryBuilder(LanceQueryBuilder):
 
         return result_set
 
-    def where(self, where: str, prefilter: bool = None) -> LanceVectorQueryBuilder:
+    def where(
+        self, where: Union[str, Expr], prefilter: bool = None
+    ) -> LanceVectorQueryBuilder:
         """Set the where clause.
 
         Parameters
         ----------
-        where: str
-            The where clause which is a valid SQL where clause. See
-            `Lance filter pushdown <https://lance.org/guide/read_and_write#filter-push-down>`_
-            for valid SQL expressions.
+        where: str or :class:`~lancedb.expr.Expr`
+            The filter condition.  Can be a SQL string or a type-safe
+            :class:`~lancedb.expr.Expr` built with :func:`~lancedb.expr.col`
+            and :func:`~lancedb.expr.lit`.
         prefilter: bool, default True
             If True, apply the filter before vector search, otherwise the
             filter is applied on the result of vector search.
@@ -2205,8 +2209,8 @@ class LanceHybridQueryBuilder(LanceQueryBuilder):
             self._vector_query.select(self._columns)
             self._fts_query.select(self._columns)
         if self._where:
-            self._vector_query.where(self._where, self._postfilter)
-            self._fts_query.where(self._where, self._postfilter)
+            self._vector_query.where(self._where, not self._postfilter)
+            self._fts_query.where(self._where, not self._postfilter)
         if self._with_row_id:
             self._vector_query.with_row_id(True)
             self._fts_query.with_row_id(True)
@@ -2286,10 +2290,20 @@ class AsyncQueryBase(object):
         """
         if isinstance(columns, list) and all(isinstance(c, str) for c in columns):
             self._inner.select_columns(columns)
-        elif isinstance(columns, dict) and all(
-            isinstance(k, str) and isinstance(v, str) for k, v in columns.items()
-        ):
-            self._inner.select(list(columns.items()))
+        elif isinstance(columns, dict) and all(isinstance(k, str) for k in columns):
+            if any(isinstance(v, Expr) for v in columns.values()):
+                # At least one value is an Expr — use the type-safe path.
+                from .expr import _coerce
+
+                pairs = [(k, _coerce(v)._inner) for k, v in columns.items()]
+                self._inner.select_expr(pairs)
+            elif all(isinstance(v, str) for v in columns.values()):
+                self._inner.select(list(columns.items()))
+            else:
+                raise TypeError(
+                    "dict values must be str or Expr, got "
+                    + str({k: type(v) for k, v in columns.items()})
+                )
         else:
             raise TypeError("columns must be a list of column names or a dict")
         return self
@@ -2529,11 +2543,13 @@ class AsyncStandardQuery(AsyncQueryBase):
         """
         super().__init__(inner)
 
-    def where(self, predicate: str) -> Self:
+    def where(self, predicate: Union[str, Expr]) -> Self:
         """
         Only return rows matching the given predicate
 
-        The predicate should be supplied as an SQL query string.
+        The predicate can be a SQL string or a type-safe
+        :class:`~lancedb.expr.Expr` built with :func:`~lancedb.expr.col`
+        and :func:`~lancedb.expr.lit`.
 
         Examples
         --------
@@ -2545,7 +2561,10 @@ class AsyncStandardQuery(AsyncQueryBase):
         Filtering performance can often be improved by creating a scalar index
         on the filter column(s).
         """
-        self._inner.where(predicate)
+        if isinstance(predicate, Expr):
+            self._inner.where_expr(predicate._inner)
+        else:
+            self._inner.where(predicate)
         return self
 
     def limit(self, limit: int) -> Self:
diff --git a/python/python/lancedb/remote/db.py b/python/python/lancedb/remote/db.py
index 41ec1ba3c..decea4778 100644
--- a/python/python/lancedb/remote/db.py
+++ b/python/python/lancedb/remote/db.py
@@ -568,4 +568,4 @@ class RemoteDBConnection(DBConnection):
 
     async def close(self):
         """Close the connection to the database."""
-        self._client.close()
+        self._conn.close()
diff --git a/python/python/lancedb/remote/table.py b/python/python/lancedb/remote/table.py
index 4dd5b428f..905e1481a 100644
--- a/python/python/lancedb/remote/table.py
+++ b/python/python/lancedb/remote/table.py
@@ -4,7 +4,7 @@
 from datetime import timedelta
 import logging
 from functools import cached_property
-from typing import Dict, Iterable, List, Optional, Union, Literal
+from typing import Any, Callable, Dict, Iterable, List, Optional, Union, Literal
 import warnings
 
 from lancedb._lancedb import (
@@ -35,6 +35,7 @@ import pyarrow as pa
 from lancedb.common import DATA, VEC, VECTOR_COLUMN_NAME
 from lancedb.merge import LanceMergeInsertBuilder
 from lancedb.embeddings import EmbeddingFunctionRegistry
+from lancedb.table import _normalize_progress
 
 from ..query import LanceVectorQueryBuilder, LanceQueryBuilder, LanceTakeQueryBuilder
 from ..table import AsyncTable, IndexStatistics, Query, Table, Tags
@@ -308,6 +309,7 @@ class RemoteTable(Table):
         mode: str = "append",
         on_bad_vectors: str = "error",
         fill_value: float = 0.0,
+        progress: Optional[Union[bool, Callable, Any]] = None,
     ) -> AddResult:
         """Add more data to the [Table](Table). It has the same API signature as
         the OSS version.
@@ -330,17 +332,29 @@ class RemoteTable(Table):
             One of "error", "drop", "fill".
         fill_value: float, default 0.
             The value to use when filling vectors. Only used if on_bad_vectors="fill".
+        progress: bool, callable, or tqdm-like, optional
+            A callback or tqdm-compatible progress bar. See
+            :meth:`Table.add` for details.
 
         Returns
         -------
         AddResult
             An object containing the new version number of the table after adding data.
         """
-        return LOOP.run(
-            self._table.add(
-                data, mode=mode, on_bad_vectors=on_bad_vectors, fill_value=fill_value
+        progress, owns = _normalize_progress(progress)
+        try:
+            return LOOP.run(
+                self._table.add(
+                    data,
+                    mode=mode,
+                    on_bad_vectors=on_bad_vectors,
+                    fill_value=fill_value,
+                    progress=progress,
+                )
             )
-        )
+        finally:
+            if owns:
+                progress.close()
 
     def search(
         self,
diff --git a/python/python/lancedb/table.py b/python/python/lancedb/table.py
index 0f0acaea0..c1754adfa 100644
--- a/python/python/lancedb/table.py
+++ b/python/python/lancedb/table.py
@@ -14,6 +14,7 @@ from functools import cached_property
 from typing import (
     TYPE_CHECKING,
     Any,
+    Callable,
     Dict,
     Iterable,
     List,
@@ -277,7 +278,7 @@ def _sanitize_data(
 
     if metadata:
         new_metadata = target_schema.metadata or {}
-        new_metadata = new_metadata.update(metadata)
+        new_metadata.update(metadata)
         target_schema = target_schema.with_metadata(new_metadata)
 
     _validate_schema(target_schema)
@@ -556,6 +557,21 @@ def _table_uri(base: str, table_name: str) -> str:
     return join_uri(base, f"{table_name}.lance")
 
 
+def _normalize_progress(progress):
+    """Normalize a ``progress`` parameter for :meth:`Table.add`.
+
+    Returns ``(progress_obj, owns)`` where *owns* is True when we created a
+    tqdm bar that the caller must close.
+    """
+    if progress is True:
+        from tqdm.auto import tqdm
+
+        return tqdm(unit=" rows"), True
+    if progress is False or progress is None:
+        return None, False
+    return progress, False
+
+
 class Table(ABC):
     """
     A Table is a collection of Records in a LanceDB Database.
@@ -974,6 +990,7 @@ class Table(ABC):
         mode: AddMode = "append",
         on_bad_vectors: OnBadVectorsType = "error",
         fill_value: float = 0.0,
+        progress: Optional[Union[bool, Callable, Any]] = None,
     ) -> AddResult:
         """Add more data to the [Table](Table).
 
@@ -995,6 +1012,29 @@ class Table(ABC):
             One of "error", "drop", "fill".
         fill_value: float, default 0.
             The value to use when filling vectors. Only used if on_bad_vectors="fill".
+        progress: bool, callable, or tqdm-like, optional
+            Progress reporting during the add operation. Can be:
+
+            - ``True`` to automatically create and display a tqdm progress
+              bar (requires ``tqdm`` to be installed)::
+
+                table.add(data, progress=True)
+
+            - A **callable** that receives a dict with keys ``output_rows``,
+              ``output_bytes``, ``total_rows``, ``elapsed_seconds``,
+              ``active_tasks``, ``total_tasks``, and ``done``::
+
+                def on_progress(p):
+                    print(f"{p['output_rows']}/{p['total_rows']} rows, "
+                          f"{p['active_tasks']}/{p['total_tasks']} workers")
+                table.add(data, progress=on_progress)
+
+            - A **tqdm-compatible** progress bar whose ``total`` and
+              ``update()`` will be called automatically. The postfix shows
+              write throughput (MB/s) and active worker count::
+
+                with tqdm() as pbar:
+                    table.add(data, progress=pbar)
 
         Returns
         -------
@@ -2492,6 +2532,7 @@ class LanceTable(Table):
         mode: AddMode = "append",
         on_bad_vectors: OnBadVectorsType = "error",
         fill_value: float = 0.0,
+        progress: Optional[Union[bool, Callable, Any]] = None,
     ) -> AddResult:
         """Add data to the table.
         If vector columns are missing and the table
@@ -2510,17 +2551,29 @@ class LanceTable(Table):
             One of "error", "drop", "fill", "null".
         fill_value: float, default 0.
             The value to use when filling vectors. Only used if on_bad_vectors="fill".
+        progress: bool, callable, or tqdm-like, optional
+            A callback or tqdm-compatible progress bar. See
+            :meth:`Table.add` for details.
 
         Returns
         -------
         int
             The number of vectors in the table.
         """
-        return LOOP.run(
-            self._table.add(
-                data, mode=mode, on_bad_vectors=on_bad_vectors, fill_value=fill_value
+        progress, owns = _normalize_progress(progress)
+        try:
+            return LOOP.run(
+                self._table.add(
+                    data,
+                    mode=mode,
+                    on_bad_vectors=on_bad_vectors,
+                    fill_value=fill_value,
+                    progress=progress,
+                )
             )
-        )
+        finally:
+            if owns:
+                progress.close()
 
     def merge(
         self,
@@ -3769,6 +3822,7 @@ class AsyncTable:
         mode: Optional[Literal["append", "overwrite"]] = "append",
         on_bad_vectors: Optional[OnBadVectorsType] = None,
         fill_value: Optional[float] = None,
+        progress: Optional[Union[bool, Callable, Any]] = None,
     ) -> AddResult:
         """Add more data to the [Table](Table).
 
@@ -3790,6 +3844,9 @@ class AsyncTable:
             One of "error", "drop", "fill", "null".
         fill_value: float, default 0.
             The value to use when filling vectors. Only used if on_bad_vectors="fill".
+        progress: callable or tqdm-like, optional
+            A callback or tqdm-compatible progress bar. See
+            :meth:`Table.add` for details.
 
         """
         schema = await self.schema()
@@ -3800,7 +3857,13 @@ class AsyncTable:
 
         # _santitize_data is an old code path, but we will use it until the
         # new code path is ready.
-        if on_bad_vectors != "error" or (
+        if mode == "overwrite":
+            # For overwrite, apply the same preprocessing as create_table
+            # so vector columns are inferred as FixedSizeList.
+            data, _ = sanitize_create_table(
+                data, None, on_bad_vectors=on_bad_vectors, fill_value=fill_value
+            )
+        elif on_bad_vectors != "error" or (
             schema.metadata is not None and b"embedding_functions" in schema.metadata
         ):
             data = _sanitize_data(
@@ -3813,8 +3876,9 @@ class AsyncTable:
             )
         _register_optional_converters()
         data = to_scannable(data)
+        progress, owns = _normalize_progress(progress)
         try:
-            return await self._inner.add(data, mode or "append")
+            return await self._inner.add(data, mode or "append", progress=progress)
         except RuntimeError as e:
             if "Cast error" in str(e):
                 raise ValueError(e)
@@ -3822,6 +3886,9 @@ class AsyncTable:
                 raise ValueError(e)
             else:
                 raise
+        finally:
+            if owns:
+                progress.close()
 
     def merge_insert(self, on: Union[str, Iterable[str]]) -> LanceMergeInsertBuilder:
         """
@@ -4144,7 +4211,7 @@ class AsyncTable:
             async_query = async_query.offset(query.offset)
         if query.columns:
             async_query = async_query.select(query.columns)
-        if query.filter:
+        if query.filter is not None:
             async_query = async_query.where(query.filter)
         if query.fast_search:
             async_query = async_query.fast_search()
@@ -4751,7 +4818,16 @@ class IndexStatistics:
     num_indexed_rows: int
     num_unindexed_rows: int
     index_type: Literal[
-        "IVF_PQ", "IVF_HNSW_PQ", "IVF_HNSW_SQ", "FTS", "BTREE", "BITMAP", "LABEL_LIST"
+        "IVF_FLAT",
+        "IVF_SQ",
+        "IVF_PQ",
+        "IVF_RQ",
+        "IVF_HNSW_SQ",
+        "IVF_HNSW_PQ",
+        "FTS",
+        "BTREE",
+        "BITMAP",
+        "LABEL_LIST",
     ]
     distance_type: Optional[Literal["l2", "cosine", "dot"]] = None
     num_indices: Optional[int] = None
diff --git a/python/python/tests/test_embeddings.py b/python/python/tests/test_embeddings.py
index c78b822f1..43f7b44ac 100644
--- a/python/python/tests/test_embeddings.py
+++ b/python/python/tests/test_embeddings.py
@@ -546,3 +546,24 @@ def test_openai_no_retry_on_401(mock_sleep):
     assert mock_func.call_count == 1
     # Verify that sleep was never called (no retries)
     assert mock_sleep.call_count == 0
+
+
+def test_url_retrieve_downloads_image():
+    """
+    Embedding functions like open-clip, siglip, and jinaai use url_retrieve()
+    to download images from HTTP URLs. For example, open_clip._to_pil() calls:
+
+        PIL_Image.open(io.BytesIO(url_retrieve(image)))
+
+    Verify that url_retrieve() can download an image and open it as PIL Image,
+    matching the real usage pattern in embedding functions.
+    """
+    import io
+
+    Image = pytest.importorskip("PIL.Image")
+    from lancedb.embeddings.utils import url_retrieve
+
+    image_url = "http://farm1.staticflickr.com/53/167798175_7c7845bbbd_z.jpg"
+    image_bytes = url_retrieve(image_url)
+    img = Image.open(io.BytesIO(image_bytes))
+    assert img.size[0] > 0 and img.size[1] > 0
diff --git a/python/python/tests/test_hybrid_query.py b/python/python/tests/test_hybrid_query.py
index bb6f2befc..a9d89c0f0 100644
--- a/python/python/tests/test_hybrid_query.py
+++ b/python/python/tests/test_hybrid_query.py
@@ -177,6 +177,60 @@ async def test_analyze_plan(table: AsyncTable):
     assert "metrics=" in res
 
 
+@pytest.fixture
+def table_with_id(tmpdir_factory) -> Table:
+    tmp_path = str(tmpdir_factory.mktemp("data"))
+    db = lancedb.connect(tmp_path)
+    data = pa.table(
+        {
+            "id": pa.array([1, 2, 3, 4], type=pa.int64()),
+            "text": pa.array(["a", "b", "cat", "dog"]),
+            "vector": pa.array(
+                [[0.1, 0.1], [2, 2], [-0.1, -0.1], [0.5, -0.5]],
+                type=pa.list_(pa.float32(), list_size=2),
+            ),
+        }
+    )
+    table = db.create_table("test_with_id", data)
+    table.create_fts_index("text", with_position=False, use_tantivy=False)
+    return table
+
+
+def test_hybrid_prefilter_explain_plan(table_with_id: Table):
+    """
+    Verify that the prefilter logic is not inverted in LanceHybridQueryBuilder.
+    """
+    plan_prefilter = (
+        table_with_id.search(query_type="hybrid")
+        .vector([0.0, 0.0])
+        .text("dog")
+        .where("id = 1", prefilter=True)
+        .limit(2)
+        .explain_plan(verbose=True)
+    )
+
+    plan_postfilter = (
+        table_with_id.search(query_type="hybrid")
+        .vector([0.0, 0.0])
+        .text("dog")
+        .where("id = 1", prefilter=False)
+        .limit(2)
+        .explain_plan(verbose=True)
+    )
+
+    # prefilter=True: filter is pushed into the LanceRead scan.
+    # The FTS sub-plan exposes this as "full_filter=id = Int64(1)" inside LanceRead.
+    assert "full_filter=id = Int64(1)" in plan_prefilter, (
+        f"Should push the filter into the scan.\nPlan:\n{plan_prefilter}"
+    )
+
+    # prefilter=False: filter is applied as a separate FilterExec after the search.
+    # The filter must NOT be embedded in the scan.
+    assert "full_filter=id = Int64(1)" not in plan_postfilter, (
+        f"Should NOT push the filter into the scan.\nPlan:\n{plan_postfilter}"
+    )
+
+
 def test_normalize_scores():
     cases = [
         (pa.array([0.1, 0.4]), pa.array([0.0, 1.0])),
diff --git a/python/python/tests/test_index.py b/python/python/tests/test_index.py
index b4097a8f0..8dfa55a77 100644
--- a/python/python/tests/test_index.py
+++ b/python/python/tests/test_index.py
@@ -3,6 +3,7 @@
 
 from datetime import timedelta
 import random
+from typing import get_args, get_type_hints
 
 import pyarrow as pa
 import pytest
@@ -22,6 +23,7 @@ from lancedb.index import (
     HnswSq,
     FTS,
 )
+from lancedb.table import IndexStatistics
 
 
 @pytest_asyncio.fixture
@@ -283,3 +285,23 @@ async def test_create_index_with_binary_vectors(binary_table: AsyncTable):
     for v in range(256):
         res = await binary_table.query().nearest_to([v] * 128).to_arrow()
         assert res["id"][0].as_py() == v
+
+
+def test_index_statistics_index_type_lists_all_supported_values():
+    expected_index_types = {
+        "IVF_FLAT",
+        "IVF_SQ",
+        "IVF_PQ",
+        "IVF_RQ",
+        "IVF_HNSW_SQ",
+        "IVF_HNSW_PQ",
+        "FTS",
+        "BTREE",
+        "BITMAP",
+        "LABEL_LIST",
+    }
+
+    assert (
+        set(get_args(get_type_hints(IndexStatistics)["index_type"]))
+        == expected_index_types
+    )
diff --git a/python/python/tests/test_namespace.py b/python/python/tests/test_namespace.py
index 70bc046ba..4bd0a5dd5 100644
--- a/python/python/tests/test_namespace.py
+++ b/python/python/tests/test_namespace.py
@@ -8,6 +8,7 @@ import shutil
 import pytest
 import pyarrow as pa
 import lancedb
+from lance_namespace.errors import NamespaceNotEmptyError, TableNotFoundError
 
 
 class TestNamespaceConnection:
@@ -130,7 +131,7 @@ class TestNamespaceConnection:
         assert len(list(db.table_names(namespace=["test_ns"]))) == 0
 
         # Should not be able to open dropped table
-        with pytest.raises(RuntimeError):
+        with pytest.raises(TableNotFoundError):
             db.open_table("table1", namespace=["test_ns"])
 
     def test_create_table_with_schema(self):
@@ -340,7 +341,7 @@ class TestNamespaceConnection:
         db.create_table("test_table", schema=schema, namespace=["test_namespace"])
 
         # Try to drop namespace with tables - should fail
-        with pytest.raises(RuntimeError, match="is not empty"):
+        with pytest.raises(NamespaceNotEmptyError):
             db.drop_namespace(["test_namespace"])
 
         # Drop table first
diff --git a/python/python/tests/test_query.py b/python/python/tests/test_query.py
index 2105a4dfa..a7153b010 100644
--- a/python/python/tests/test_query.py
+++ b/python/python/tests/test_query.py
@@ -30,6 +30,7 @@ from lancedb.query import (
     PhraseQuery,
     Query,
     FullTextSearchQuery,
+    ensure_vector_query,
 )
 from lancedb.rerankers.cross_encoder import CrossEncoderReranker
 from lancedb.table import AsyncTable, LanceTable
@@ -1501,6 +1502,18 @@ def test_search_empty_table(mem_db):
     assert results == []
 
 
+def test_ensure_vector_query_empty_list():
+    """Regression: ensure_vector_query used to return instead of raise ValueError."""
+    with pytest.raises(ValueError, match="non-empty"):
+        ensure_vector_query([])
+
+
+def test_ensure_vector_query_nested_empty_list():
+    """Regression: ensure_vector_query used to return instead of raise ValueError."""
+    with pytest.raises(ValueError, match="non-empty"):
+        ensure_vector_query([[]])
+
+
 def test_fast_search(tmp_path):
     db = lancedb.connect(tmp_path)
 
diff --git a/python/python/tests/test_remote_db.py b/python/python/tests/test_remote_db.py
index 628a21e1b..0dd880cc0 100644
--- a/python/python/tests/test_remote_db.py
+++ b/python/python/tests/test_remote_db.py
@@ -1201,6 +1201,18 @@ async def test_header_provider_overrides_static_headers():
         await db.table_names()
 
 
+def test_close():
+    """Test that close() works without AttributeError."""
+    import asyncio
+
+    def handler(req):
+        req.send_response(200)
+        req.end_headers()
+
+    with mock_lancedb_connection(handler) as db:
+        asyncio.run(db.close())
+
+
 @pytest.mark.parametrize("exception", [KeyboardInterrupt, SystemExit, GeneratorExit])
 def test_background_loop_cancellation(exception):
     """Test that BackgroundEventLoop.run() cancels the future on interrupt."""
diff --git a/python/python/tests/test_table.py b/python/python/tests/test_table.py
index eaa1eb7af..7303fd827 100644
--- a/python/python/tests/test_table.py
+++ b/python/python/tests/test_table.py
@@ -527,6 +527,132 @@ async def test_add_async(mem_db_async: AsyncConnection):
     assert await table.count_rows() == 3
 
 
+def test_add_overwrite_infers_vector_schema(mem_db: DBConnection):
+    """Overwrite should infer vector columns the same way create_table does.
+
+    Regression test for https://github.com/lancedb/lancedb/issues/3183
+    """
+    table = mem_db.create_table(
+        "test_overwrite_vec",
+        data=[
+            {"vector": [1.0, 2.0, 3.0, 4.0], "item": "foo"},
+            {"vector": [5.0, 6.0, 7.0, 8.0], "item": "bar"},
+        ],
+    )
+    # create_table infers vector as fixed_size_list<float32, 4>
+    original_type = table.schema.field("vector").type
+    assert pa.types.is_fixed_size_list(original_type)
+
+    # overwrite with plain Python lists (PyArrow infers list<double>)
+    table.add(
+        [
+            {"vector": [10.0, 20.0, 30.0, 40.0], "item": "baz"},
+        ],
+        mode="overwrite",
+    )
+    # overwrite should infer vector column the same way as create_table
+    new_type = table.schema.field("vector").type
+    assert pa.types.is_fixed_size_list(new_type), (
+        f"Expected fixed_size_list after overwrite, got {new_type}"
+    )
+
+
+def test_add_progress_callback(mem_db: DBConnection):
+    table = mem_db.create_table(
+        "test",
+        data=[{"id": 1}, {"id": 2}],
+    )
+
+    updates = []
+    table.add([{"id": 3}, {"id": 4}], progress=lambda p: updates.append(dict(p)))
+
+    assert len(table) == 4
+    # The done callback always fires, so we should always get at least one.
+    assert len(updates) >= 1, "expected at least one progress callback"
+    for p in updates:
+        assert "output_rows" in p
+        assert "output_bytes" in p
+        assert "total_rows" in p
+        assert "elapsed_seconds" in p
+        assert "active_tasks" in p
+        assert "total_tasks" in p
+        assert "done" in p
+    # The last callback should have done=True.
+    assert updates[-1]["done"] is True
+
+
+def test_add_progress_tqdm_like(mem_db: DBConnection):
+    """Test that a tqdm-like object gets total set and update() called."""
+
+    class FakeBar:
+        def __init__(self):
+            self.total = None
+            self.n = 0
+            self.postfix = None
+
+        def update(self, n):
+            self.n += n
+
+        def set_postfix_str(self, s):
+            self.postfix = s
+
+        def refresh(self):
+            pass
+
+    table = mem_db.create_table(
+        "test",
+        data=[{"id": 1}, {"id": 2}],
+    )
+
+    bar = FakeBar()
+    table.add([{"id": 3}, {"id": 4}], progress=bar)
+
+    assert len(table) == 4
+    # Postfix should contain throughput and worker count
+    if bar.postfix is not None:
+        assert "MB/s" in bar.postfix
+        assert "workers" in bar.postfix
+
+
+def test_add_progress_bool(mem_db: DBConnection):
+    """Test that progress=True creates and closes a tqdm bar automatically."""
+    table = mem_db.create_table(
+        "test",
+        data=[{"id": 1}, {"id": 2}],
+    )
+
+    table.add([{"id": 3}, {"id": 4}], progress=True)
+    assert len(table) == 4
+
+    # progress=False should be the same as None
+    table.add([{"id": 5}], progress=False)
+    assert len(table) == 5
+
+
+@pytest.mark.asyncio
+async def test_add_progress_callback_async(mem_db_async: AsyncConnection):
+    """Progress callbacks work through the async path too."""
+    table = await mem_db_async.create_table("test", data=[{"id": 1}, {"id": 2}])
+
+    updates = []
+    await table.add([{"id": 3}, {"id": 4}], progress=lambda p: updates.append(dict(p)))
+
+    assert await table.count_rows() == 4
+    assert len(updates) >= 1
+    assert updates[-1]["done"] is True
+
+
+def test_add_progress_callback_error(mem_db: DBConnection):
+    """A failing callback must not prevent the write from succeeding."""
+    table = mem_db.create_table("test", data=[{"id": 1}, {"id": 2}])
+
+    def bad_callback(p):
+        raise RuntimeError("boom")
+
+    table.add([{"id": 3}, {"id": 4}], progress=bad_callback)
+    assert len(table) == 4
+
+
 def test_polars(mem_db: DBConnection):
     data = {
         "vector": [[3.1, 4.1], [5.9, 26.5]],
@@ -2047,3 +2173,33 @@ def test_table_uri(tmp_path):
     db = lancedb.connect(tmp_path)
     table = db.create_table("my_table", data=[{"x": 0}])
     assert table.uri == str(tmp_path / "my_table.lance")
+
+
+def test_sanitize_data_metadata_not_stripped():
+    """Regression test: dict.update() returns None, so assigning its result
+    would silently replace metadata with None, causing with_metadata(None)
+    to strip all schema metadata from the target schema."""
+    from lancedb.table import _sanitize_data
+
+    schema = pa.schema(
+        [pa.field("x", pa.int64())],
+        metadata={b"existing_key": b"existing_value"},
+    )
+    batch = pa.record_batch([pa.array([1, 2, 3])], schema=schema)
+
+    # Use a different field type so the reader and target schemas differ,
+    # forcing _cast_to_target_schema to rebuild the schema with the
+    # target's metadata (instead of taking the fast-path).
+    target_schema = pa.schema(
+        [pa.field("x", pa.int32())],
+        metadata={b"existing_key": b"existing_value"},
+    )
+
+    reader = pa.RecordBatchReader.from_batches(schema, [batch])
+    metadata = {b"new_key": b"new_value"}
+    result = _sanitize_data(reader, target_schema=target_schema, metadata=metadata)
+
+    result_schema = result.schema
+    assert result_schema.metadata is not None
+    assert result_schema.metadata[b"existing_key"] == b"existing_value"
+    assert result_schema.metadata[b"new_key"] == b"new_value"
diff --git a/python/src/expr.rs b/python/src/expr.rs
new file mode 100644
index 000000000..e12c7d0a8
--- /dev/null
+++ b/python/src/expr.rs
@@ -0,0 +1,175 @@
+// SPDX-License-Identifier: Apache-2.0
+// SPDX-FileCopyrightText: Copyright The LanceDB Authors
+
+//! PyO3 bindings for the LanceDB expression builder API.
+//!
+//! This module exposes [`PyExpr`] and helper free functions so Python can
+//! build type-safe filter / projection expressions that map directly to
+//! DataFusion [`Expr`] nodes, bypassing SQL string parsing.
+
+use arrow::{datatypes::DataType, pyarrow::PyArrowType};
+use lancedb::expr::{DfExpr, col as ldb_col, contains, expr_cast, lit as df_lit, lower, upper};
+use pyo3::{Bound, PyAny, PyResult, exceptions::PyValueError, prelude::*, pyfunction};
+
+/// A type-safe DataFusion expression.
+///
+/// Instances are constructed via the free functions [`expr_col`] and
+/// [`expr_lit`] and combined with the methods on this struct.  On the Python
+/// side a thin wrapper class (`lancedb.expr.Expr`) delegates to these methods
+/// and adds Python operator overloads.
+#[pyclass(name = "PyExpr")]
+#[derive(Clone)]
+pub struct PyExpr(pub DfExpr);
+
+#[pymethods]
+impl PyExpr {
+    // ── comparisons ──────────────────────────────────────────────────────────
+
+    fn eq(&self, other: &Self) -> Self {
+        Self(self.0.clone().eq(other.0.clone()))
+    }
+
+    fn ne(&self, other: &Self) -> Self {
+        Self(self.0.clone().not_eq(other.0.clone()))
+    }
+
+    fn lt(&self, other: &Self) -> Self {
+        Self(self.0.clone().lt(other.0.clone()))
+    }
+
+    fn lte(&self, other: &Self) -> Self {
+        Self(self.0.clone().lt_eq(other.0.clone()))
+    }
+
+    fn gt(&self, other: &Self) -> Self {
+        Self(self.0.clone().gt(other.0.clone()))
+    }
+
+    fn gte(&self, other: &Self) -> Self {
+        Self(self.0.clone().gt_eq(other.0.clone()))
+    }
+
+    // ── logical ──────────────────────────────────────────────────────────────
+
+    fn and_(&self, other: &Self) -> Self {
+        Self(self.0.clone().and(other.0.clone()))
+    }
+
+    fn or_(&self, other: &Self) -> Self {
+        Self(self.0.clone().or(other.0.clone()))
+    }
+
+    fn not_(&self) -> Self {
+        use std::ops::Not;
+        Self(self.0.clone().not())
+    }
+
+    // ── arithmetic ───────────────────────────────────────────────────────────
+
+    fn add(&self, other: &Self) -> Self {
+        use std::ops::Add;
+        Self(self.0.clone().add(other.0.clone()))
+    }
+
+    fn sub(&self, other: &Self) -> Self {
+        use std::ops::Sub;
+        Self(self.0.clone().sub(other.0.clone()))
+    }
+
+    fn mul(&self, other: &Self) -> Self {
+        use std::ops::Mul;
+        Self(self.0.clone().mul(other.0.clone()))
+    }
+
+    fn div(&self, other: &Self) -> Self {
+        use std::ops::Div;
+        Self(self.0.clone().div(other.0.clone()))
+    }
+
+    // ── string functions ─────────────────────────────────────────────────────
+
+    /// Convert string column to lowercase.
+    fn lower(&self) -> Self {
+        Self(lower(self.0.clone()))
+    }
+
+    /// Convert string column to uppercase.
+    fn upper(&self) -> Self {
+        Self(upper(self.0.clone()))
+    }
+
+    /// Test whether the string contains `substr`.
+    fn contains(&self, substr: &Self) -> Self {
+        Self(contains(self.0.clone(), substr.0.clone()))
+    }
+
+    // ── type cast ────────────────────────────────────────────────────────────
+
+    /// Cast the expression to `data_type`.
+    ///
+    /// `data_type` must be a PyArrow `DataType` (e.g. `pa.int32()`).
+    /// On the Python side, `lancedb.expr.Expr.cast` also accepts type name
+    /// strings via `pa.lib.ensure_type` before forwarding here.
+    fn cast(&self, data_type: PyArrowType<DataType>) -> Self {
+        Self(expr_cast(self.0.clone(), data_type.0))
+    }
+
+    // ── utilities ────────────────────────────────────────────────────────────
+
+    /// Render the expression as a SQL string (useful for debugging).
+    fn to_sql(&self) -> PyResult<String> {
+        lancedb::expr::expr_to_sql_string(&self.0).map_err(|e| PyValueError::new_err(e.to_string()))
+    }
+
+    fn __repr__(&self) -> PyResult<String> {
+        let sql =
+            lancedb::expr::expr_to_sql_string(&self.0).unwrap_or_else(|_| "<expr>".to_string());
+        Ok(format!("PyExpr({})", sql))
+    }
+}
+
+// ── free functions ────────────────────────────────────────────────────────────
+
+/// Create a column reference expression.
+///
+/// The column name is preserved exactly as given (case-sensitive), so
+/// `col("firstName")` correctly references a field named `firstName`.
+#[pyfunction]
+pub fn expr_col(name: &str) -> PyExpr {
+    PyExpr(ldb_col(name))
+}
+
+/// Create a literal value expression.
+///
+/// Supported Python types: `bool`, `int`, `float`, `str`.
+#[pyfunction]
+pub fn expr_lit(value: Bound<'_, PyAny>) -> PyResult<PyExpr> {
+    // bool must be checked before int because bool is a subclass of int in Python
+    if let Ok(b) = value.extract::<bool>() {
+        return Ok(PyExpr(df_lit(b)));
+    }
+    if let Ok(i) = value.extract::<i64>() {
+        return Ok(PyExpr(df_lit(i)));
+    }
+    if let Ok(f) = value.extract::<f64>() {
+        return Ok(PyExpr(df_lit(f)));
+    }
+    if let Ok(s) = value.extract::<String>() {
+        return Ok(PyExpr(df_lit(s)));
+    }
+    Err(PyValueError::new_err(format!(
+        "unsupported literal type: {}. Supported: bool, int, float, str",
+        value.get_type().name()?
+    )))
+}
+
+/// Call an arbitrary registered SQL function by name.
+///
+/// See `lancedb::expr::func` for the list of supported function names.
+#[pyfunction]
+pub fn expr_func(name: &str, args: Vec<PyExpr>) -> PyResult<PyExpr> {
+    let df_args: Vec<DfExpr> = args.into_iter().map(|e| e.0).collect();
+    lancedb::expr::func(name, df_args)
+        .map(PyExpr)
+        .map_err(|e| PyValueError::new_err(e.to_string()))
+}
diff --git a/python/src/lib.rs b/python/src/lib.rs
index a6ef13f12..d773c06c6 100644
--- a/python/src/lib.rs
+++ b/python/src/lib.rs
@@ -4,6 +4,7 @@
 use arrow::RecordBatchStream;
 use connection::{Connection, connect};
 use env_logger::Env;
+use expr::{PyExpr, expr_col, expr_func, expr_lit};
 use index::IndexConfig;
 use permutation::{PyAsyncPermutationBuilder, PyPermutationReader};
 use pyo3::{
@@ -21,6 +22,7 @@ use table::{
 pub mod arrow;
 pub mod connection;
 pub mod error;
+pub mod expr;
 pub mod header;
 pub mod index;
 pub mod namespace;
@@ -55,10 +57,14 @@ pub fn _lancedb(_py: Python, m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_class::<UpdateResult>()?;
     m.add_class::<PyAsyncPermutationBuilder>()?;
     m.add_class::<PyPermutationReader>()?;
+    m.add_class::<PyExpr>()?;
     m.add_function(wrap_pyfunction!(connect, m)?)?;
     m.add_function(wrap_pyfunction!(permutation::async_permutation_builder, m)?)?;
     m.add_function(wrap_pyfunction!(util::validate_table_name, m)?)?;
     m.add_function(wrap_pyfunction!(query::fts_query_to_json, m)?)?;
+    m.add_function(wrap_pyfunction!(expr_col, m)?)?;
+    m.add_function(wrap_pyfunction!(expr_lit, m)?)?;
+    m.add_function(wrap_pyfunction!(expr_func, m)?)?;
     m.add("__version__", env!("CARGO_PKG_VERSION"))?;
     Ok(())
 }
diff --git a/python/src/query.rs b/python/src/query.rs
index 6a22f53a9..98876739b 100644
--- a/python/src/query.rs
+++ b/python/src/query.rs
@@ -35,12 +35,10 @@ use pyo3::types::PyList;
 use pyo3::types::{PyDict, PyString};
 use pyo3::{FromPyObject, exceptions::PyRuntimeError};
 use pyo3::{PyErr, pyclass};
-use pyo3::{
-    exceptions::{PyNotImplementedError, PyValueError},
-    intern,
-};
+use pyo3::{exceptions::PyValueError, intern};
 use pyo3_async_runtimes::tokio::future_into_py;
 
+use crate::expr::PyExpr;
 use crate::util::parse_distance_type;
 use crate::{arrow::RecordBatchStream, util::PyLanceDB};
 use crate::{error::PythonErrorExt, index::class_name};
@@ -344,9 +342,13 @@ impl<'py> IntoPyObject<'py> for PyQueryFilter {
 
     fn into_pyobject(self, py: pyo3::Python<'py>) -> PyResult<Self::Output> {
         match self.0 {
-            QueryFilter::Datafusion(_) => Err(PyNotImplementedError::new_err(
-                "Datafusion filter has no conversion to Python",
-            )),
+            QueryFilter::Datafusion(expr) => {
+                // Serialize the DataFusion expression to a SQL string so that
+                // callers (e.g. remote tables) see the same format as Sql.
+                let sql = lancedb::expr::expr_to_sql_string(&expr)
+                    .map_err(|e| PyRuntimeError::new_err(e.to_string()))?;
+                Ok(sql.into_pyobject(py)?.into_any())
+            }
             QueryFilter::Sql(sql) => Ok(sql.into_pyobject(py)?.into_any()),
             QueryFilter::Substrait(substrait) => Ok(substrait.into_pyobject(py)?.into_any()),
         }
@@ -370,10 +372,20 @@ impl Query {
         self.inner = self.inner.clone().only_if(predicate);
     }
 
+    pub fn where_expr(&mut self, expr: PyExpr) {
+        self.inner = self.inner.clone().only_if_expr(expr.0);
+    }
+
     pub fn select(&mut self, columns: Vec<(String, String)>) {
         self.inner = self.inner.clone().select(Select::dynamic(&columns));
     }
 
+    pub fn select_expr(&mut self, columns: Vec<(String, PyExpr)>) {
+        let pairs: Vec<(String, lancedb::expr::DfExpr)> =
+            columns.into_iter().map(|(name, e)| (name, e.0)).collect();
+        self.inner = self.inner.clone().select(Select::Expr(pairs));
+    }
+
     pub fn select_columns(&mut self, columns: Vec<String>) {
         self.inner = self.inner.clone().select(Select::columns(&columns));
     }
@@ -607,10 +619,20 @@ impl FTSQuery {
         self.inner = self.inner.clone().only_if(predicate);
     }
 
+    pub fn where_expr(&mut self, expr: PyExpr) {
+        self.inner = self.inner.clone().only_if_expr(expr.0);
+    }
+
     pub fn select(&mut self, columns: Vec<(String, String)>) {
         self.inner = self.inner.clone().select(Select::dynamic(&columns));
     }
 
+    pub fn select_expr(&mut self, columns: Vec<(String, PyExpr)>) {
+        let pairs: Vec<(String, lancedb::expr::DfExpr)> =
+            columns.into_iter().map(|(name, e)| (name, e.0)).collect();
+        self.inner = self.inner.clone().select(Select::Expr(pairs));
+    }
+
     pub fn select_columns(&mut self, columns: Vec<String>) {
         self.inner = self.inner.clone().select(Select::columns(&columns));
     }
@@ -725,6 +747,10 @@ impl VectorQuery {
         self.inner = self.inner.clone().only_if(predicate);
     }
 
+    pub fn where_expr(&mut self, expr: PyExpr) {
+        self.inner = self.inner.clone().only_if_expr(expr.0);
+    }
+
     pub fn add_query_vector(&mut self, vector: Bound<'_, PyAny>) -> PyResult<()> {
         let data: ArrayData = ArrayData::from_pyarrow_bound(&vector)?;
         let array = make_array(data);
@@ -736,6 +762,12 @@ impl VectorQuery {
         self.inner = self.inner.clone().select(Select::dynamic(&columns));
     }
 
+    pub fn select_expr(&mut self, columns: Vec<(String, PyExpr)>) {
+        let pairs: Vec<(String, lancedb::expr::DfExpr)> =
+            columns.into_iter().map(|(name, e)| (name, e.0)).collect();
+        self.inner = self.inner.clone().select(Select::Expr(pairs));
+    }
+
     pub fn select_columns(&mut self, columns: Vec<String>) {
         self.inner = self.inner.clone().select(Select::columns(&columns));
     }
@@ -890,11 +922,21 @@ impl HybridQuery {
         self.inner_fts.r#where(predicate);
     }
 
+    pub fn where_expr(&mut self, expr: PyExpr) {
+        self.inner_vec.where_expr(expr.clone());
+        self.inner_fts.where_expr(expr);
+    }
+
     pub fn select(&mut self, columns: Vec<(String, String)>) {
         self.inner_vec.select(columns.clone());
         self.inner_fts.select(columns);
     }
 
+    pub fn select_expr(&mut self, columns: Vec<(String, PyExpr)>) {
+        self.inner_vec.select_expr(columns.clone());
+        self.inner_fts.select_expr(columns);
+    }
+
     pub fn select_columns(&mut self, columns: Vec<String>) {
         self.inner_vec.select_columns(columns.clone());
         self.inner_fts.select_columns(columns);
diff --git a/python/src/table.rs b/python/src/table.rs
index 00015bba8..d44b6c1fd 100644
--- a/python/src/table.rs
+++ b/python/src/table.rs
@@ -19,7 +19,7 @@ use lancedb::table::{
     Table as LanceDbTable,
 };
 use pyo3::{
-    Bound, FromPyObject, PyAny, PyRef, PyResult, Python,
+    Bound, FromPyObject, Py, PyAny, PyRef, PyResult, Python,
     exceptions::{PyKeyError, PyRuntimeError, PyValueError},
     pyclass, pymethods,
     types::{IntoPyDict, PyAnyMethods, PyDict, PyDictMethods},
@@ -299,10 +299,12 @@ impl Table {
         })
     }
 
+    #[pyo3(signature = (data, mode, progress=None))]
     pub fn add<'a>(
         self_: PyRef<'a, Self>,
         data: PyScannable,
         mode: String,
+        progress: Option<Py<PyAny>>,
     ) -> PyResult<Bound<'a, PyAny>> {
         let mut op = self_.inner_ref()?.add(data);
         if mode == "append" {
@@ -312,6 +314,81 @@ impl Table {
         } else {
             return Err(PyValueError::new_err(format!("Invalid mode: {}", mode)));
         }
+        if let Some(progress_obj) = progress {
+            let is_callable = Python::attach(|py| progress_obj.bind(py).is_callable());
+            if is_callable {
+                // Callback: call with a dict of progress info.
+                op = op.progress(move |p| {
+                    Python::attach(|py| {
+                        let dict = PyDict::new(py);
+                        if let Err(e) = dict
+                            .set_item("output_rows", p.output_rows())
+                            .and_then(|_| dict.set_item("output_bytes", p.output_bytes()))
+                            .and_then(|_| dict.set_item("total_rows", p.total_rows()))
+                            .and_then(|_| {
+                                dict.set_item("elapsed_seconds", p.elapsed().as_secs_f64())
+                            })
+                            .and_then(|_| dict.set_item("active_tasks", p.active_tasks()))
+                            .and_then(|_| dict.set_item("total_tasks", p.total_tasks()))
+                            .and_then(|_| dict.set_item("done", p.done()))
+                        {
+                            log::warn!("progress dict error: {e}");
+                            return;
+                        }
+                        if let Err(e) = progress_obj.call1(py, (dict,)) {
+                            log::warn!("progress callback error: {e}");
+                        }
+                    });
+                });
+            } else {
+                // tqdm-like: has update() method.
+                let mut last_rows: usize = 0;
+                let mut total_set = false;
+                op = op.progress(move |p| {
+                    let current = p.output_rows();
+                    let prev = last_rows;
+                    last_rows = current;
+                    Python::attach(|py| {
+                        if let Some(total) = p.total_rows()
+                            && !total_set
+                        {
+                            if let Err(e) = progress_obj.setattr(py, "total", total) {
+                                log::warn!("progress setattr error: {e}");
+                            }
+                            total_set = true;
+                        }
+                        let delta = current.saturating_sub(prev);
+                        if delta > 0 {
+                            if let Err(e) = progress_obj.call_method1(py, "update", (delta,)) {
+                                log::warn!("progress update error: {e}");
+                            }
+                            // Show throughput and active workers in tqdm postfix.
+                            let elapsed = p.elapsed().as_secs_f64();
+                            if elapsed > 0.0 {
+                                let mb_per_sec = p.output_bytes() as f64 / elapsed / 1_000_000.0;
+                                let postfix = format!(
+                                    "{:.1} MB/s | {}/{} workers",
+                                    mb_per_sec,
+                                    p.active_tasks(),
+                                    p.total_tasks()
+                                );
+                                if let Err(e) =
+                                    progress_obj.call_method1(py, "set_postfix_str", (postfix,))
+                                {
+                                    log::warn!("progress set_postfix_str error: {e}");
+                                }
+                            }
+                        }
+                        if p.done() {
+                            // Force a final refresh so the bar shows completion.
+                            if let Err(e) = progress_obj.call_method0(py, "refresh") {
+                                log::warn!("progress refresh error: {e}");
+                            }
+                        }
+                    });
+                });
+            }
+        }
 
         future_into_py(self_.py(), async move {
             let result = op.execute().await.infer_error()?;
diff --git a/python/tests/test_expr.py b/python/tests/test_expr.py
new file mode 100644
index 000000000..339aca323
--- /dev/null
+++ b/python/tests/test_expr.py
@@ -0,0 +1,387 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright The LanceDB Authors
+
+"""Tests for the type-safe expression builder API."""
+
+import pytest
+import pyarrow as pa
+import lancedb
+from lancedb.expr import Expr, col, lit, func
+
+
+# ── unit tests for Expr construction ─────────────────────────────────────────
+
+
+class TestExprConstruction:
+    def test_col_returns_expr(self):
+        e = col("age")
+        assert isinstance(e, Expr)
+
+    def test_lit_int(self):
+        e = lit(42)
+        assert isinstance(e, Expr)
+
+    def test_lit_float(self):
+        e = lit(3.14)
+        assert isinstance(e, Expr)
+
+    def test_lit_str(self):
+        e = lit("hello")
+        assert isinstance(e, Expr)
+
+    def test_lit_bool(self):
+        e = lit(True)
+        assert isinstance(e, Expr)
+
+    def test_lit_unsupported_type_raises(self):
+        with pytest.raises(Exception):
+            lit([1, 2, 3])
+
+    def test_func(self):
+        e = func("lower", col("name"))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "lower(name)"
+
+    def test_func_unknown_raises(self):
+        with pytest.raises(Exception):
+            func("not_a_real_function", col("x"))
+
+
+class TestExprOperators:
+    def test_eq_operator(self):
+        e = col("x") == lit(1)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x = 1)"
+
+    def test_ne_operator(self):
+        e = col("x") != lit(1)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x <> 1)"
+
+    def test_lt_operator(self):
+        e = col("age") < lit(18)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(age < 18)"
+
+    def test_le_operator(self):
+        e = col("age") <= lit(18)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(age <= 18)"
+
+    def test_gt_operator(self):
+        e = col("age") > lit(18)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(age > 18)"
+
+    def test_ge_operator(self):
+        e = col("age") >= lit(18)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(age >= 18)"
+
+    def test_and_operator(self):
+        e = (col("age") > lit(18)) & (col("status") == lit("active"))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "((age > 18) AND (status = 'active'))"
+
+    def test_or_operator(self):
+        e = (col("a") == lit(1)) | (col("b") == lit(2))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "((a = 1) OR (b = 2))"
+
+    def test_invert_operator(self):
+        e = ~(col("active") == lit(True))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "NOT (active = true)"
+
+    def test_add_operator(self):
+        e = col("x") + lit(1)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x + 1)"
+
+    def test_sub_operator(self):
+        e = col("x") - lit(1)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x - 1)"
+
+    def test_mul_operator(self):
+        e = col("price") * lit(1.1)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(price * 1.1)"
+
+    def test_div_operator(self):
+        e = col("total") / lit(2)
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(total / 2)"
+
+    def test_radd(self):
+        e = lit(1) + col("x")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(1 + x)"
+
+    def test_rmul(self):
+        e = lit(2) * col("x")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(2 * x)"
+
+    def test_coerce_plain_int(self):
+        # Operators should auto-wrap plain Python values via lit()
+        e = col("age") > 18
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(age > 18)"
+
+    def test_coerce_plain_str(self):
+        e = col("name") == "alice"
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(name = 'alice')"
+
+
+class TestExprStringMethods:
+    def test_lower(self):
+        e = col("name").lower()
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "lower(name)"
+
+    def test_upper(self):
+        e = col("name").upper()
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "upper(name)"
+
+    def test_contains(self):
+        e = col("text").contains(lit("hello"))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "contains(text, 'hello')"
+
+    def test_contains_with_str_coerce(self):
+        e = col("text").contains("hello")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "contains(text, 'hello')"
+
+    def test_chained_lower_eq(self):
+        e = col("name").lower() == lit("alice")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(lower(name) = 'alice')"
+
+
+class TestExprCast:
+    def test_cast_string(self):
+        e = col("id").cast("string")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(id AS VARCHAR)"
+
+    def test_cast_int32(self):
+        e = col("score").cast("int32")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(score AS INTEGER)"
+
+    def test_cast_float64(self):
+        e = col("val").cast("float64")
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(val AS DOUBLE)"
+
+    def test_cast_pyarrow_type(self):
+        e = col("score").cast(pa.int32())
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(score AS INTEGER)"
+
+    def test_cast_pyarrow_float64(self):
+        e = col("val").cast(pa.float64())
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(val AS DOUBLE)"
+
+    def test_cast_pyarrow_string(self):
+        e = col("id").cast(pa.string())
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "CAST(id AS VARCHAR)"
+
+    def test_cast_pyarrow_and_string_equivalent(self):
+        # pa.int32() and "int32" should produce equivalent SQL
+        sql_str = col("x").cast("int32").to_sql()
+        sql_pa = col("x").cast(pa.int32()).to_sql()
+        assert sql_str == sql_pa
+
+
+class TestExprNamedMethods:
+    def test_eq_method(self):
+        e = col("x").eq(lit(1))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x = 1)"
+
+    def test_gt_method(self):
+        e = col("x").gt(lit(0))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "(x > 0)"
+
+    def test_and_method(self):
+        e = col("x").gt(lit(0)).and_(col("y").lt(lit(10)))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "((x > 0) AND (y < 10))"
+
+    def test_or_method(self):
+        e = col("x").eq(lit(1)).or_(col("x").eq(lit(2)))
+        assert isinstance(e, Expr)
+        assert e.to_sql() == "((x = 1) OR (x = 2))"
+
+
+class TestExprRepr:
+    def test_repr(self):
+        e = col("age") > lit(18)
+        assert repr(e) == "Expr((age > 18))"
+
+    def test_to_sql(self):
+        e = col("age") > 18
+        assert e.to_sql() == "(age > 18)"
+
+    def test_unhashable(self):
+        e = col("x")
+        with pytest.raises(TypeError):
+            {e: 1}
+
+
+# ── integration tests: end-to-end query against a real table ─────────────────
+
+
+@pytest.fixture
+def simple_table(tmp_path):
+    db = lancedb.connect(str(tmp_path))
+    data = pa.table(
+        {
+            "id": [1, 2, 3, 4, 5],
+            "name": ["Alice", "Bob", "Charlie", "alice", "BOB"],
+            "age": [25, 17, 30, 22, 15],
+            "score": [1.5, 2.0, 3.5, 4.0, 0.5],
+        }
+    )
+    return db.create_table("test", data)
+
+
+class TestExprFilter:
+    def test_simple_gt_filter(self, simple_table):
+        result = simple_table.search().where(col("age") > lit(20)).to_arrow()
+        assert result.num_rows == 3  # ages 25, 30, 22
+
+    def test_compound_and_filter(self, simple_table):
+        result = (
+            simple_table.search()
+            .where((col("age") > lit(18)) & (col("score") > lit(2.0)))
+            .to_arrow()
+        )
+        assert result.num_rows == 2  # (30, 3.5) and (22, 4.0)
+
+    def test_string_equality_filter(self, simple_table):
+        result = simple_table.search().where(col("name") == lit("Bob")).to_arrow()
+        assert result.num_rows == 1
+
+    def test_or_filter(self, simple_table):
+        result = (
+            simple_table.search()
+            .where((col("age") < lit(18)) | (col("age") > lit(28)))
+            .to_arrow()
+        )
+        assert result.num_rows == 3  # ages 17, 30, 15
+
+    def test_coercion_no_lit(self, simple_table):
+        # Python values should be auto-coerced
+        result = simple_table.search().where(col("age") > 20).to_arrow()
+        assert result.num_rows == 3
+
+    def test_string_sql_still_works(self, simple_table):
+        # Backwards compatibility: plain strings still accepted
+        result = simple_table.search().where("age > 20").to_arrow()
+        assert result.num_rows == 3
+
+
+class TestExprProjection:
+    def test_select_with_expr(self, simple_table):
+        result = (
+            simple_table.search()
+            .select({"double_score": col("score") * lit(2)})
+            .to_arrow()
+        )
+        assert "double_score" in result.schema.names
+
+    def test_select_mixed_str_and_expr(self, simple_table):
+        result = (
+            simple_table.search()
+            .select({"id": "id", "double_score": col("score") * lit(2)})
+            .to_arrow()
+        )
+        assert "id" in result.schema.names
+        assert "double_score" in result.schema.names
+
+    def test_select_list_of_columns(self, simple_table):
+        # Plain list of str still works
+        result = simple_table.search().select(["id", "name"]).to_arrow()
+        assert result.schema.names == ["id", "name"]
+
+
+# ── column name edge cases ────────────────────────────────────────────────────
+
+
+class TestColNaming:
+    """Unit tests verifying that col() preserves identifiers exactly.
+
+    Identifiers that need quoting (camelCase, spaces, leading digits, unicode)
+    are wrapped in backticks to match the lance SQL parser's dialect.
+    """
+
+    def test_camel_case_preserved_in_sql(self):
+        # camelCase is quoted with backticks so the case round-trips correctly.
+        assert col("firstName").to_sql() == "`firstName`"
+
+    def test_camel_case_in_expression(self):
+        assert (col("firstName") > lit(18)).to_sql() == "(`firstName` > 18)"
+
+    def test_space_in_name_quoted(self):
+        assert col("first name").to_sql() == "`first name`"
+
+    def test_space_in_expression(self):
+        assert (col("first name") == lit("A")).to_sql() == "(`first name` = 'A')"
+
+    def test_leading_digit_quoted(self):
+        assert col("2fast").to_sql() == "`2fast`"
+
+    def test_unicode_quoted(self):
+        assert col("名前").to_sql() == "`名前`"
+
+    def test_snake_case_unquoted(self):
+        # Plain snake_case needs no quoting.
+        assert col("first_name").to_sql() == "first_name"
+
+
+@pytest.fixture
+def special_col_table(tmp_path):
+    db = lancedb.connect(str(tmp_path))
+    data = pa.table(
+        {
+            "firstName": ["Alice", "Bob", "Charlie"],
+            "first name": ["A", "B", "C"],
+            "score": [10, 20, 30],
+        }
+    )
+    return db.create_table("special", data)
+
+
+class TestColNamingIntegration:
+    def test_camel_case_filter(self, special_col_table):
+        result = (
+            special_col_table.search()
+            .where(col("firstName") == lit("Alice"))
+            .to_arrow()
+        )
+        assert result.num_rows == 1
+        assert result["firstName"][0].as_py() == "Alice"
+
+    def test_space_in_col_filter(self, special_col_table):
+        result = (
+            special_col_table.search().where(col("first name") == lit("B")).to_arrow()
+        )
+        assert result.num_rows == 1
+
+    def test_camel_case_projection(self, special_col_table):
+        result = (
+            special_col_table.search()
+            .select({"upper_name": col("firstName").upper()})
+            .to_arrow()
+        )
+        assert "upper_name" in result.schema.names
+        assert sorted(result["upper_name"].to_pylist()) == ["ALICE", "BOB", "CHARLIE"]
diff --git a/rust/lancedb/Cargo.toml b/rust/lancedb/Cargo.toml
index f8791c6ed..b2a93b226 100644
--- a/rust/lancedb/Cargo.toml
+++ b/rust/lancedb/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "lancedb"
-version = "0.27.0-beta.5"
+version = "0.27.2"
 edition.workspace = true
 description = "LanceDB: A serverless, low-latency vector database for AI applications"
 license.workspace = true
diff --git a/rust/lancedb/src/connection.rs b/rust/lancedb/src/connection.rs
index dc0d00919..df47972c6 100644
--- a/rust/lancedb/src/connection.rs
+++ b/rust/lancedb/src/connection.rs
@@ -599,11 +599,8 @@ pub struct ConnectBuilder {
 }
 
 #[cfg(feature = "remote")]
-const ENV_VARS_TO_STORAGE_OPTS: [(&str, &str); 3] = [
-    ("AZURE_STORAGE_ACCOUNT_NAME", "azure_storage_account_name"),
-    ("AZURE_CLIENT_ID", "azure_client_id"),
-    ("AZURE_TENANT_ID", "azure_tenant_id"),
-];
+const ENV_VARS_TO_STORAGE_OPTS: [(&str, &str); 1] =
+    [("AZURE_STORAGE_ACCOUNT_NAME", "azure_storage_account_name")];
 
 impl ConnectBuilder {
     /// Create a new [`ConnectOptions`] with the given database URI.
diff --git a/rust/lancedb/src/dataloader/permutation/shuffle.rs b/rust/lancedb/src/dataloader/permutation/shuffle.rs
index 05f98eb5a..7cd27e342 100644
--- a/rust/lancedb/src/dataloader/permutation/shuffle.rs
+++ b/rust/lancedb/src/dataloader/permutation/shuffle.rs
@@ -240,7 +240,7 @@ impl Shuffler {
                     .await?;
                     // Need to read the entire file in a single batch for in-memory shuffling
                     let batch = reader.read_record_batch(0, reader.num_rows()).await?;
-                    let mut rng = rng.lock().unwrap();
+                    let mut rng = rng.lock().unwrap_or_else(|e| e.into_inner());
                     Self::shuffle_batch(&batch, &mut rng, clump_size)
                 }
             })
diff --git a/rust/lancedb/src/expr.rs b/rust/lancedb/src/expr.rs
index e256724a0..4d700497f 100644
--- a/rust/lancedb/src/expr.rs
+++ b/rust/lancedb/src/expr.rs
@@ -27,7 +27,17 @@ use arrow_schema::DataType;
 use datafusion_expr::{Expr, ScalarUDF, expr_fn::cast};
 use datafusion_functions::string::expr_fn as string_expr_fn;
 
-pub use datafusion_expr::{col, lit};
+pub use datafusion_expr::lit;
+
+/// Create a column reference expression, preserving the name exactly as given.
+///
+/// Unlike DataFusion's built-in [`col`][datafusion_expr::col], this function
+/// does **not** normalise the identifier to lower-case, so
+/// `col("firstName")` correctly references a field named `firstName`.
+pub fn col(name: impl Into<String>) -> DfExpr {
+    use datafusion_common::Column;
+    DfExpr::Column(Column::new_unqualified(name))
+}
 
 pub use datafusion_expr::Expr as DfExpr;
 
diff --git a/rust/lancedb/src/expr/sql.rs b/rust/lancedb/src/expr/sql.rs
index 21cd3ab41..f9cd81b50 100644
--- a/rust/lancedb/src/expr/sql.rs
+++ b/rust/lancedb/src/expr/sql.rs
@@ -2,11 +2,37 @@
 // SPDX-FileCopyrightText: Copyright The LanceDB Authors
 
 use datafusion_expr::Expr;
-use datafusion_sql::unparser;
+use datafusion_sql::unparser::{self, dialect::Dialect};
+
+/// Unparser dialect that matches the quoting style expected by the Lance SQL
+/// parser.  Lance uses backtick (`` ` ``) as the only delimited-identifier
+/// quote character, so we must produce `` `firstName` `` rather than
+/// `"firstName"` for identifiers that require quoting.
+///
+/// We quote an identifier when it:
+/// * is a SQL reserved word, OR
+/// * contains characters outside `[a-zA-Z0-9_]`, OR
+/// * starts with a digit, OR
+/// * contains upper-case letters (unquoted identifiers are normalised to
+///   lower-case by the SQL parser, which would break case-sensitive schemas).
+struct LanceSqlDialect;
+
+impl Dialect for LanceSqlDialect {
+    fn identifier_quote_style(&self, identifier: &str) -> Option<char> {
+        let needs_quote = identifier.chars().any(|c| c.is_ascii_uppercase())
+            || !identifier
+                .chars()
+                .enumerate()
+                .all(|(i, c)| c == '_' || c.is_ascii_alphabetic() || (i > 0 && c.is_ascii_digit()));
+        if needs_quote { Some('`') } else { None }
+    }
+}
 
 pub fn expr_to_sql_string(expr: &Expr) -> crate::Result<String> {
-    let ast = unparser::expr_to_sql(expr).map_err(|e| crate::Error::InvalidInput {
-        message: format!("failed to serialize expression to SQL: {}", e),
-    })?;
+    let ast = unparser::Unparser::new(&LanceSqlDialect)
+        .expr_to_sql(expr)
+        .map_err(|e| crate::Error::InvalidInput {
+            message: format!("failed to serialize expression to SQL: {}", e),
+        })?;
     Ok(ast.to_string())
 }
diff --git a/rust/lancedb/src/io/object_store/io_tracking.rs b/rust/lancedb/src/io/object_store/io_tracking.rs
index 882ef51fa..20f0a020a 100644
--- a/rust/lancedb/src/io/object_store/io_tracking.rs
+++ b/rust/lancedb/src/io/object_store/io_tracking.rs
@@ -66,13 +66,13 @@ impl IoTrackingStore {
     }
 
     fn record_read(&self, num_bytes: u64) {
-        let mut stats = self.stats.lock().unwrap();
+        let mut stats = self.stats.lock().unwrap_or_else(|e| e.into_inner());
         stats.read_iops += 1;
         stats.read_bytes += num_bytes;
     }
 
     fn record_write(&self, num_bytes: u64) {
-        let mut stats = self.stats.lock().unwrap();
+        let mut stats = self.stats.lock().unwrap_or_else(|e| e.into_inner());
         stats.write_iops += 1;
         stats.write_bytes += num_bytes;
     }
@@ -229,10 +229,63 @@ impl MultipartUpload for IoTrackingMultipartUpload {
 
     fn put_part(&mut self, payload: PutPayload) -> UploadPart {
         {
-            let mut stats = self.stats.lock().unwrap();
+            let mut stats = self.stats.lock().unwrap_or_else(|e| e.into_inner());
             stats.write_iops += 1;
             stats.write_bytes += payload.content_length() as u64;
         }
         self.target.put_part(payload)
     }
 }
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    /// Helper: poison a Mutex<IoStats> by panicking while holding the lock.
+    fn poison_stats(stats: &Arc<Mutex<IoStats>>) {
+        let stats_clone = stats.clone();
+        let handle = std::thread::spawn(move || {
+            let _guard = stats_clone.lock().unwrap();
+            panic!("intentional panic to poison stats mutex");
+        });
+        let _ = handle.join();
+        assert!(stats.lock().is_err(), "mutex should be poisoned");
+    }
+
+    #[test]
+    fn test_record_read_recovers_from_poisoned_lock() {
+        let stats = Arc::new(Mutex::new(IoStats::default()));
+        let store = IoTrackingStore {
+            target: Arc::new(object_store::memory::InMemory::new()),
+            stats: stats.clone(),
+        };
+
+        poison_stats(&stats);
+
+        // record_read should not panic
+        store.record_read(1024);
+
+        // Verify the stats were updated despite poisoning
+        let s = stats.lock().unwrap_or_else(|e| e.into_inner());
+        assert_eq!(s.read_iops, 1);
+        assert_eq!(s.read_bytes, 1024);
+    }
+
+    #[test]
+    fn test_record_write_recovers_from_poisoned_lock() {
+        let stats = Arc::new(Mutex::new(IoStats::default()));
+        let store = IoTrackingStore {
+            target: Arc::new(object_store::memory::InMemory::new()),
+            stats: stats.clone(),
+        };
+
+        poison_stats(&stats);
+
+        // record_write should not panic
+        store.record_write(2048);
+
+        let s = stats.lock().unwrap_or_else(|e| e.into_inner());
+        assert_eq!(s.write_iops, 1);
+        assert_eq!(s.write_bytes, 2048);
+    }
+}
diff --git a/rust/lancedb/src/query.rs b/rust/lancedb/src/query.rs
index a1804a79c..8f60230b0 100644
--- a/rust/lancedb/src/query.rs
+++ b/rust/lancedb/src/query.rs
@@ -5,7 +5,7 @@ use std::sync::Arc;
 use std::{future::Future, time::Duration};
 
 use arrow::compute::concat_batches;
-use arrow_array::{Array, Float16Array, Float32Array, Float64Array, make_array};
+use arrow_array::{Array, Float16Array, Float32Array, Float64Array, RecordBatch, make_array};
 use arrow_schema::{DataType, SchemaRef};
 use datafusion_expr::Expr;
 use datafusion_physical_plan::ExecutionPlan;
@@ -17,15 +17,17 @@ use lance_datafusion::exec::execute_plan;
 use lance_index::scalar::FullTextSearchQuery;
 use lance_index::scalar::inverted::SCORE_COL;
 use lance_index::vector::DIST_COL;
-use lance_io::stream::RecordBatchStreamAdapter;
 
 use crate::DistanceType;
 use crate::error::{Error, Result};
 use crate::rerankers::rrf::RRFReranker;
 use crate::rerankers::{NormalizeMethod, Reranker, check_reranker_result};
 use crate::table::BaseTable;
-use crate::utils::TimeoutStream;
-use crate::{arrow::SendableRecordBatchStream, table::AnyQuery};
+use crate::utils::{MaxBatchLengthStream, TimeoutStream};
+use crate::{
+    arrow::{SendableRecordBatchStream, SimpleRecordBatchStream},
+    table::AnyQuery,
+};
 
 mod hybrid;
 
@@ -604,6 +606,14 @@ impl Default for QueryExecutionOptions {
     }
 }
 
+impl QueryExecutionOptions {
+    fn without_output_batch_length_limit(&self) -> Self {
+        let mut options = self.clone();
+        options.max_batch_length = 0;
+        options
+    }
+}
+
 /// A trait for a query object that can be executed to get results
 ///
 /// There are various kinds of queries but they all return results
@@ -1180,6 +1190,8 @@ impl VectorQuery {
         &self,
         options: QueryExecutionOptions,
     ) -> Result<SendableRecordBatchStream> {
+        let max_batch_length = options.max_batch_length as usize;
+        let internal_options = options.without_output_batch_length_limit();
         // clone query and specify we want to include row IDs, which can be needed for reranking
         let mut fts_query = Query::new(self.parent.clone());
         fts_query.request = self.request.base.clone();
@@ -1189,8 +1201,8 @@ impl VectorQuery {
 
         vector_query.request.base.full_text_search = None;
         let (fts_results, vec_results) = try_join!(
-            fts_query.execute_with_options(options.clone()),
-            vector_query.inner_execute_with_options(options)
+            fts_query.execute_with_options(internal_options.clone()),
+            vector_query.inner_execute_with_options(internal_options)
         )?;
 
         let (fts_results, vec_results) = try_join!(
@@ -1245,9 +1257,7 @@ impl VectorQuery {
             results = results.drop_column(ROW_ID)?;
         }
 
-        Ok(SendableRecordBatchStream::from(
-            RecordBatchStreamAdapter::new(results.schema(), stream::iter([Ok(results)])),
-        ))
+        Ok(single_batch_stream(results, max_batch_length))
     }
 
     async fn inner_execute_with_options(
@@ -1256,6 +1266,7 @@ impl VectorQuery {
     ) -> Result<SendableRecordBatchStream> {
         let plan = self.create_plan(options.clone()).await?;
         let inner = execute_plan(plan, Default::default())?;
+        let inner = MaxBatchLengthStream::new_boxed(inner, options.max_batch_length as usize);
         let inner = if let Some(timeout) = options.timeout {
             TimeoutStream::new_boxed(inner, timeout)
         } else {
@@ -1265,6 +1276,25 @@ impl VectorQuery {
     }
 }
 
+fn single_batch_stream(batch: RecordBatch, max_batch_length: usize) -> SendableRecordBatchStream {
+    let schema = batch.schema();
+    if max_batch_length == 0 || batch.num_rows() <= max_batch_length {
+        return Box::pin(SimpleRecordBatchStream::new(
+            stream::iter([Ok(batch)]),
+            schema,
+        ));
+    }
+
+    let mut batches = Vec::with_capacity(batch.num_rows().div_ceil(max_batch_length));
+    let mut offset = 0;
+    while offset < batch.num_rows() {
+        let length = (batch.num_rows() - offset).min(max_batch_length);
+        batches.push(Ok(batch.slice(offset, length)));
+        offset += length;
+    }
+    Box::pin(SimpleRecordBatchStream::new(stream::iter(batches), schema))
+}
+
 impl ExecutableQuery for VectorQuery {
     async fn create_plan(&self, options: QueryExecutionOptions) -> Result<Arc<dyn ExecutionPlan>> {
         let query = AnyQuery::VectorQuery(self.request.clone());
@@ -1753,6 +1783,50 @@ mod tests {
             .unwrap()
     }
 
+    async fn make_large_vector_table(tmp_dir: &tempfile::TempDir, rows: usize) -> Table {
+        let dataset_path = tmp_dir.path().join("large_test.lance");
+        let uri = dataset_path.to_str().unwrap();
+
+        let schema = Arc::new(ArrowSchema::new(vec![
+            ArrowField::new("id", DataType::Utf8, false),
+            ArrowField::new(
+                "vector",
+                DataType::FixedSizeList(
+                    Arc::new(ArrowField::new("item", DataType::Float32, true)),
+                    4,
+                ),
+                false,
+            ),
+        ]));
+
+        let ids = StringArray::from_iter_values((0..rows).map(|i| format!("row-{i}")));
+        let vectors = FixedSizeListArray::from_iter_primitive::<Float32Type, _, _>(
+            (0..rows).map(|i| Some(vec![Some(i as f32), Some(1.0), Some(2.0), Some(3.0)])),
+            4,
+        );
+        let batch =
+            RecordBatch::try_new(schema.clone(), vec![Arc::new(ids), Arc::new(vectors)]).unwrap();
+
+        let conn = connect(uri).execute().await.unwrap();
+        conn.create_table("my_table", vec![batch])
+            .execute()
+            .await
+            .unwrap()
+    }
+
+    async fn assert_stream_batches_at_most(
+        mut results: SendableRecordBatchStream,
+        max_batch_length: usize,
+    ) {
+        let mut saw_batch = false;
+        while let Some(batch) = results.next().await {
+            let batch = batch.unwrap();
+            saw_batch = true;
+            assert!(batch.num_rows() <= max_batch_length);
+        }
+        assert!(saw_batch);
+    }
+
     #[tokio::test]
     async fn test_execute_with_options() {
         let tmp_dir = tempdir().unwrap();
@@ -1772,6 +1846,83 @@ mod tests {
         }
     }
 
+    #[tokio::test]
+    async fn test_vector_query_execute_with_options_respects_max_batch_length() {
+        let tmp_dir = tempdir().unwrap();
+        let table = make_large_vector_table(&tmp_dir, 10_000).await;
+
+        let results = table
+            .query()
+            .nearest_to(vec![0.0, 1.0, 2.0, 3.0])
+            .unwrap()
+            .limit(10_000)
+            .execute_with_options(QueryExecutionOptions {
+                max_batch_length: 100,
+                ..Default::default()
+            })
+            .await
+            .unwrap();
+        assert_stream_batches_at_most(results, 100).await;
+    }
+
+    #[tokio::test]
+    async fn test_hybrid_query_execute_with_options_respects_max_batch_length() {
+        let tmp_dir = tempdir().unwrap();
+        let dataset_path = tmp_dir.path();
+        let conn = connect(dataset_path.to_str().unwrap())
+            .execute()
+            .await
+            .unwrap();
+
+        let dims = 2;
+        let rows = 512;
+        let schema = Arc::new(ArrowSchema::new(vec![
+            ArrowField::new("text", DataType::Utf8, false),
+            ArrowField::new(
+                "vector",
+                DataType::FixedSizeList(
+                    Arc::new(ArrowField::new("item", DataType::Float32, true)),
+                    dims,
+                ),
+                false,
+            ),
+        ]));
+
+        let text = StringArray::from_iter_values((0..rows).map(|_| "match"));
+        let vectors = FixedSizeListArray::from_iter_primitive::<Float32Type, _, _>(
+            (0..rows).map(|i| Some(vec![Some(i as f32), Some(0.0)])),
+            dims,
+        );
+        let record_batch =
+            RecordBatch::try_new(schema.clone(), vec![Arc::new(text), Arc::new(vectors)]).unwrap();
+        let table = conn
+            .create_table("my_table", record_batch)
+            .execute()
+            .await
+            .unwrap();
+
+        table
+            .create_index(&["text"], crate::index::Index::FTS(Default::default()))
+            .replace(true)
+            .execute()
+            .await
+            .unwrap();
+
+        let results = table
+            .query()
+            .full_text_search(FullTextSearchQuery::new("match".to_string()))
+            .limit(rows)
+            .nearest_to(&[0.0, 0.0])
+            .unwrap()
+            .execute_with_options(QueryExecutionOptions {
+                max_batch_length: 100,
+                ..Default::default()
+            })
+            .await
+            .unwrap();
+        assert_stream_batches_at_most(results, 100).await;
+    }
+
     #[tokio::test]
     async fn test_analyze_plan() {
         let tmp_dir = tempdir().unwrap();
diff --git a/rust/lancedb/src/remote/client.rs b/rust/lancedb/src/remote/client.rs
index 11a73c72f..2b101f280 100644
--- a/rust/lancedb/src/remote/client.rs
+++ b/rust/lancedb/src/remote/client.rs
@@ -451,23 +451,13 @@ impl<S: HttpSend> RestfulLanceDbClient<S> {
                 })?,
             );
         }
-        // Map azure storage options to x-azure-* headers.
-        // The option key uses underscores (e.g. "azure_client_id") while the
-        // header uses hyphens (e.g. "x-azure-client-id").
-        let azure_opts: [(&str, &str); 3] = [
-            ("azure_storage_account_name", "x-azure-storage-account-name"),
-            ("azure_client_id", "x-azure-client-id"),
-            ("azure_tenant_id", "x-azure-tenant-id"),
-        ];
-        for (opt_key, header_name) in azure_opts {
-            if let Some(v) = options.0.get(opt_key) {
-                headers.insert(
-                    HeaderName::from_static(header_name),
-                    HeaderValue::from_str(v).map_err(|_| Error::InvalidInput {
-                        message: format!("non-ascii value '{}' for option '{}'", v, opt_key),
-                    })?,
-                );
-            }
+        if let Some(v) = options.0.get("azure_storage_account_name") {
+            headers.insert(
+                HeaderName::from_static("x-azure-storage-account-name"),
+                HeaderValue::from_str(v).map_err(|_| Error::InvalidInput {
+                    message: format!("non-ascii storage account name '{}' provided", db_name),
+                })?,
+            );
         }
 
         for (key, value) in &config.extra_headers {
@@ -1101,34 +1091,4 @@ mod tests {
             _ => panic!("Expected Runtime error"),
         }
     }
-
-    #[test]
-    fn test_default_headers_azure_opts() {
-        let mut opts = HashMap::new();
-        opts.insert(
-            "azure_storage_account_name".to_string(),
-            "myaccount".to_string(),
-        );
-        opts.insert("azure_client_id".to_string(), "my-client-id".to_string());
-        opts.insert("azure_tenant_id".to_string(), "my-tenant-id".to_string());
-        let remote_opts = RemoteOptions::new(opts);
-
-        let headers = RestfulLanceDbClient::<Sender>::default_headers(
-            "test-key",
-            "us-east-1",
-            "testdb",
-            false,
-            &remote_opts,
-            None,
-            &ClientConfig::default(),
-        )
-        .unwrap();
-
-        assert_eq!(
-            headers.get("x-azure-storage-account-name").unwrap(),
-            "myaccount"
-        );
-        assert_eq!(headers.get("x-azure-client-id").unwrap(), "my-client-id");
-        assert_eq!(headers.get("x-azure-tenant-id").unwrap(), "my-tenant-id");
-    }
 }
diff --git a/rust/lancedb/src/remote/db.rs b/rust/lancedb/src/remote/db.rs
index 7f88e56ab..84f556b4a 100644
--- a/rust/lancedb/src/remote/db.rs
+++ b/rust/lancedb/src/remote/db.rs
@@ -72,6 +72,10 @@ impl ServerVersion {
     pub fn support_structural_fts(&self) -> bool {
         self.0 >= semver::Version::new(0, 3, 0)
     }
+
+    pub fn support_multipart_write(&self) -> bool {
+        self.0 >= semver::Version::new(0, 4, 0)
+    }
 }
 
 pub const OPT_REMOTE_PREFIX: &str = "remote_database_";
@@ -807,12 +811,7 @@ impl RemoteOptions {
 
 impl From<StorageOptions> for RemoteOptions {
     fn from(options: StorageOptions) -> Self {
-        let supported_opts = vec![
-            "account_name",
-            "azure_storage_account_name",
-            "azure_client_id",
-            "azure_tenant_id",
-        ];
+        let supported_opts = vec!["account_name", "azure_storage_account_name"];
         let mut filtered = HashMap::new();
         for opt in supported_opts {
             if let Some(v) = options.0.get(opt) {
diff --git a/rust/lancedb/src/remote/table.rs b/rust/lancedb/src/remote/table.rs
index 6d094d71f..315c71463 100644
--- a/rust/lancedb/src/remote/table.rs
+++ b/rust/lancedb/src/remote/table.rs
@@ -5,11 +5,13 @@ pub mod insert;
 
 use self::insert::RemoteInsertExec;
 use crate::expr::expr_to_sql_string;
+use crate::table::write_progress::FinishOnDrop;
 
 use super::ARROW_STREAM_CONTENT_TYPE;
 use super::client::RequestResultExt;
 use super::client::{HttpSend, RestfulLanceDbClient, Sender};
 use super::db::ServerVersion;
+use crate::data::scannable::{PeekedScannable, Scannable, estimate_write_partitions};
 use crate::index::Index;
 use crate::index::IndexStatistics;
 use crate::index::waiter::wait_for_index;
@@ -23,7 +25,7 @@ use crate::table::MergeResult;
 use crate::table::Tags;
 use crate::table::UpdateResult;
 use crate::table::query::create_multi_vector_plan;
-use crate::table::{AnyQuery, Filter, TableStatistics};
+use crate::table::{AnyQuery, Filter, PreprocessingOutput, TableStatistics};
 use crate::utils::background_cache::BackgroundCache;
 use crate::utils::{supported_btree_data_type, supported_vector_data_type};
 use crate::{DistanceType, Error};
@@ -43,7 +45,7 @@ use async_trait::async_trait;
 use datafusion_common::DataFusionError;
 use datafusion_physical_plan::stream::RecordBatchStreamAdapter;
 use datafusion_physical_plan::{ExecutionPlan, RecordBatchStream, SendableRecordBatchStream};
-use futures::TryStreamExt;
+use futures::{StreamExt, TryStreamExt};
 use http::header::CONTENT_TYPE;
 use http::{HeaderName, StatusCode};
 use lance::arrow::json::{JsonDataType, JsonSchema};
@@ -614,6 +616,66 @@ impl<S: HttpSend> RemoteTable<S> {
         Ok(bodies)
     }
 
+    async fn create_multipart_write(&self) -> Result<String> {
+        let request = self.client.post(&format!(
+            "/v1/table/{}/multipart_write/create",
+            self.identifier
+        ));
+        let (request_id, response) = self.send(request, true).await?;
+        let response = self.check_table_response(&request_id, response).await?;
+        let body = response.text().await.err_to_http(request_id.clone())?;
+        let parsed: serde_json::Value = serde_json::from_str(&body).map_err(|e| Error::Http {
+            source: format!("Failed to parse multipart create response: {}", e).into(),
+            request_id,
+            status_code: None,
+        })?;
+        parsed["upload_id"]
+            .as_str()
+            .map(|s| s.to_string())
+            .ok_or_else(|| Error::Http {
+                source: "Missing upload_id in multipart create response".into(),
+                request_id: String::new(),
+                status_code: None,
+            })
+    }
+
+    async fn complete_multipart_write(&self, upload_id: &str) -> Result<AddResult> {
+        let request = self
+            .client
+            .post(&format!(
+                "/v1/table/{}/multipart_write/complete",
+                self.identifier
+            ))
+            .query(&[("upload_id", upload_id)]);
+        let (request_id, response) = self.send(request, true).await?;
+        let response = self.check_table_response(&request_id, response).await?;
+        let body = response.text().await.err_to_http(request_id.clone())?;
+        let parsed: serde_json::Value = serde_json::from_str(&body).map_err(|e| Error::Http {
+            source: format!("Failed to parse multipart complete response: {}", e).into(),
+            request_id,
+            status_code: None,
+        })?;
+        let version = parsed["version"].as_u64().ok_or_else(|| Error::Http {
+            source: "Missing version in multipart complete response".into(),
+            request_id: String::new(),
+            status_code: None,
+        })?;
+        Ok(AddResult { version })
+    }
+
+    async fn abort_multipart_write(&self, upload_id: &str) -> Result<()> {
+        let request = self
+            .client
+            .post(&format!(
+                "/v1/table/{}/multipart_write/abort",
+                self.identifier
+            ))
+            .query(&[("upload_id", upload_id)]);
+        let (request_id, response) = self.send(request, true).await?;
+        self.check_table_response(&request_id, response).await?;
+        Ok(())
+    }
+
     async fn check_mutable(&self) -> Result<()> {
         let read_guard = self.version.read().await;
         match *read_guard {
@@ -817,6 +879,19 @@ mod test_utils {
         }
 
         pub fn new_mock_with_config<F, T>(name: String, handler: F, config: ClientConfig) -> Self
+        where
+            F: Fn(reqwest::Request) -> http::Response<T> + Send + Sync + 'static,
+            T: Into<reqwest::Body>,
+        {
+            Self::new_mock_with_version_and_config(name, handler, None, config)
+        }
+
+        pub fn new_mock_with_version_and_config<F, T>(
+            name: String,
+            handler: F,
+            version: Option<semver::Version>,
+            config: ClientConfig,
+        ) -> Self
         where
             F: Fn(reqwest::Request) -> http::Response<T> + Send + Sync + 'static,
             T: Into<reqwest::Body>,
@@ -827,7 +902,7 @@ mod test_utils {
                 name: name.clone(),
                 namespace: vec![],
                 identifier: name,
-                server_version: ServerVersion::default(),
+                server_version: version.map(ServerVersion).unwrap_or_default(),
                 version: RwLock::new(None),
                 location: RwLock::new(None),
                 schema_cache: BackgroundCache::new(SCHEMA_CACHE_TTL, SCHEMA_CACHE_REFRESH_WINDOW),
@@ -836,6 +911,197 @@ mod test_utils {
     }
 }
 
+impl<S: HttpSend + 'static> RemoteTable<S> {
+    fn is_retryable_write_error(&self, err: &Error) -> bool {
+        match err {
+            Error::Http {
+                source,
+                status_code,
+                ..
+            } => {
+                // Don't retry read errors (is_body/is_decode): the
+                // server may have committed the write already, and
+                // without an idempotency key we'd duplicate data.
+                source
+                    .downcast_ref::<reqwest::Error>()
+                    .is_some_and(|e| e.is_connect())
+                    || status_code.is_some_and(|s| self.client.retry_config.statuses.contains(&s))
+            }
+            // send_with_retry exhausted its internal retries on a retryable
+            // status. The outer loop can still retry the whole operation with
+            // a fresh session.
+            Error::Retry { status_code, .. } => {
+                status_code.is_some_and(|s| self.client.retry_config.statuses.contains(&s))
+            }
+            _ => false,
+        }
+    }
+
+    async fn add_single_partition(&self, output: PreprocessingOutput) -> Result<AddResult> {
+        use crate::remote::retry::RetryCounter;
+
+        let _guard = output.tracker.as_ref().map(|t| t.track_task());
+
+        let mut insert: Arc<dyn ExecutionPlan> = Arc::new(RemoteInsertExec::new(
+            self.name.clone(),
+            self.identifier.clone(),
+            self.client.clone(),
+            output.plan,
+            output.overwrite,
+            output.tracker.clone(),
+        ));
+
+        let mut retry_counter =
+            RetryCounter::new(&self.client.retry_config, uuid::Uuid::new_v4().to_string());
+
+        loop {
+            let stream = execute_plan(insert.clone(), Default::default())?;
+            let result: Result<Vec<_>> = stream.try_collect().await.map_err(Error::from);
+
+            match result {
+                Ok(_) => {
+                    let add_result = insert
+                        .as_any()
+                        .downcast_ref::<RemoteInsertExec<S>>()
+                        .and_then(|i| i.add_result())
+                        .unwrap_or(AddResult { version: 0 });
+
+                    if output.overwrite {
+                        self.invalidate_schema_cache();
+                    }
+
+                    return Ok(add_result);
+                }
+                Err(err) if output.rescannable && self.is_retryable_write_error(&err) => {
+                    retry_counter.increment_from_error(err)?;
+                    tokio::time::sleep(retry_counter.next_sleep_time()).await;
+                    insert = insert.reset_state()?;
+                    continue;
+                }
+                Err(err) => return Err(err),
+            }
+        }
+    }
+
+    async fn add_multipart(
+        &self,
+        output: PreprocessingOutput,
+        num_partitions: usize,
+    ) -> Result<AddResult> {
+        use crate::remote::retry::RetryCounter;
+
+        let mut retry_counter =
+            RetryCounter::new(&self.client.retry_config, uuid::Uuid::new_v4().to_string());
+
+        loop {
+            let upload_id = self.create_multipart_write().await?;
+
+            let result = self
+                .execute_multipart_inserts(&upload_id, &output, num_partitions)
+                .await;
+
+            match result {
+                Ok(()) => match self.complete_multipart_write(&upload_id).await {
+                    Ok(result) => {
+                        if output.overwrite {
+                            self.invalidate_schema_cache();
+                        }
+                        return Ok(result);
+                    }
+                    Err(e) => {
+                        if let Err(abort_err) = self.abort_multipart_write(&upload_id).await {
+                            log::warn!(
+                                "Failed to abort multipart write {}: {}",
+                                upload_id,
+                                abort_err
+                            );
+                        }
+                        if output.rescannable && self.is_retryable_write_error(&e) {
+                            retry_counter.increment_from_error(e)?;
+                            tokio::time::sleep(retry_counter.next_sleep_time()).await;
+                            continue;
+                        }
+                        return Err(e);
+                    }
+                },
+                Err(e) => {
+                    if let Err(abort_err) = self.abort_multipart_write(&upload_id).await {
+                        log::warn!(
+                            "Failed to abort multipart write {}: {}",
+                            upload_id,
+                            abort_err
+                        );
+                    }
+                    if output.rescannable && self.is_retryable_write_error(&e) {
+                        retry_counter.increment_from_error(e)?;
+                        tokio::time::sleep(retry_counter.next_sleep_time()).await;
+                        continue;
+                    }
+                    return Err(e);
+                }
+            }
+        }
+    }
+
+    async fn execute_multipart_inserts(
+        &self,
+        upload_id: &str,
+        output: &PreprocessingOutput,
+        num_partitions: usize,
+    ) -> Result<()> {
+        debug_assert!(
+            output.rescannable,
+            "multipart inserts require rescannable input for retry support"
+        );
+
+        let plan = Arc::new(
+            datafusion_physical_plan::repartition::RepartitionExec::try_new(
+                output.plan.clone(),
+                datafusion_physical_plan::Partitioning::RoundRobinBatch(num_partitions),
+            )?,
+        ) as Arc<dyn ExecutionPlan>;
+
+        let insert = Arc::new(RemoteInsertExec::new_multipart(
+            self.name.clone(),
+            self.identifier.clone(),
+            self.client.clone(),
+            plan,
+            output.overwrite,
+            upload_id.to_string(),
+            output.tracker.clone(),
+        ));
+
+        let task_ctx = Arc::new(datafusion_execution::TaskContext::default());
+        let tracker = output.tracker.clone();
+        let mut join_set = tokio::task::JoinSet::new();
+        for partition in 0..num_partitions {
+            let exec = insert.clone();
+            let ctx = task_ctx.clone();
+            let tracker = tracker.clone();
+            join_set.spawn(async move {
+                let _guard = tracker.as_ref().map(|t| t.track_task());
+                let mut stream = exec
+                    .execute(partition, ctx)
+                    .map_err(|e| -> Error { e.into() })?;
+                while let Some(batch) = stream.next().await {
+                    batch.map_err(|e| -> Error { e.into() })?;
+                }
+                Ok::<_, Error>(())
+            });
+        }
+
+        // JoinSet aborts all remaining tasks when dropped, so if we return
+        // early on error the orphaned tasks are automatically cancelled.
+        while let Some(result) = join_set.join_next().await {
+            result.map_err(|e| Error::Runtime {
+                message: format!("Insert task panicked: {}", e),
+            })??;
+        }
+
+        Ok(())
+    }
+}
+
 #[async_trait]
 impl<S: HttpSend> BaseTable for RemoteTable<S> {
     fn as_any(&self) -> &dyn std::any::Any {
@@ -986,74 +1252,49 @@ impl<S: HttpSend> BaseTable for RemoteTable<S> {
             status_code: None,
         })
     }
-    async fn add(&self, add: AddDataBuilder) -> Result<AddResult> {
-        use crate::remote::retry::RetryCounter;
-
+    async fn add(&self, mut add: AddDataBuilder) -> Result<AddResult> {
         self.check_mutable().await?;
 
         let table_schema = self.schema().await?;
         let table_def = TableDefinition::try_from_rich_schema(table_schema.clone())?;
+
+        let num_partitions = if let Some(parallelism) = add.write_parallelism {
+            if parallelism > 1 && self.server_version.support_multipart_write() {
+                parallelism
+            } else {
+                1
+            }
+        } else if self.server_version.support_multipart_write() {
+            // Peek at the first batch to estimate write partitions, same as NativeTable.
+            let mut peeked = PeekedScannable::new(add.data);
+            let n = if let Some(first_batch) = peeked.peek().await {
+                let max_partitions = lance_core::utils::tokio::get_num_compute_intensive_cpus();
+                estimate_write_partitions(
+                    first_batch.get_array_memory_size(),
+                    first_batch.num_rows(),
+                    peeked.num_rows(),
+                    max_partitions,
+                )
+            } else {
+                1
+            };
+            add.data = Box::new(peeked);
+            n
+        } else {
+            1
+        };
+
         let output = add.into_plan(&table_schema, &table_def)?;
 
-        let mut insert: Arc<dyn ExecutionPlan> = Arc::new(RemoteInsertExec::new(
-            self.name.clone(),
-            self.identifier.clone(),
-            self.client.clone(),
-            output.plan,
-            output.overwrite,
-        ));
+        if let Some(ref t) = output.tracker {
+            t.set_total_tasks(num_partitions);
+        }
+        let _finish = FinishOnDrop(output.tracker.clone());
 
-        let mut retry_counter =
-            RetryCounter::new(&self.client.retry_config, uuid::Uuid::new_v4().to_string());
-
-        loop {
-            let stream = execute_plan(insert.clone(), Default::default())?;
-            let result: Result<Vec<_>> = stream.try_collect().await.map_err(Error::from);
-
-            match result {
-                Ok(_) => {
-                    let add_result = insert
-                        .as_any()
-                        .downcast_ref::<RemoteInsertExec<S>>()
-                        .and_then(|i| i.add_result())
-                        .unwrap_or(AddResult { version: 0 });
-
-                    if output.overwrite {
-                        self.invalidate_schema_cache();
-                    }
-
-                    return Ok(add_result);
-                }
-                Err(err) if output.rescannable => {
-                    let retryable = match &err {
-                        Error::Http {
-                            source,
-                            status_code,
-                            ..
-                        } => {
-                            // Don't retry read errors (is_body/is_decode): the
-                            // server may have committed the write already, and
-                            // without an idempotency key we'd duplicate data.
-                            source
-                                .downcast_ref::<reqwest::Error>()
-                                .is_some_and(|e| e.is_connect())
-                                || status_code
-                                    .is_some_and(|s| self.client.retry_config.statuses.contains(&s))
-                        }
-                        _ => false,
-                    };
-
-                    if retryable {
-                        retry_counter.increment_from_error(err)?;
-                        tokio::time::sleep(retry_counter.next_sleep_time()).await;
-                        insert = insert.reset_state()?;
-                        continue;
-                    }
-
-                    return Err(err);
-                }
-                Err(err) => return Err(err),
-            }
+        if num_partitions > 1 {
+            self.add_multipart(output, num_partitions).await
+        } else {
+            self.add_single_partition(output).await
         }
     }
 
@@ -1756,6 +1997,7 @@ impl<S: HttpSend> BaseTable for RemoteTable<S> {
             self.client.clone(),
             input,
             overwrite,
+            None,
         )))
     }
 }
@@ -1815,6 +2057,7 @@ mod tests {
 
     use super::*;
 
+    use crate::remote::client::{ClientConfig, RetryConfig};
     use crate::table::AddDataMode;
 
     use arrow::{array::AsArray, compute::concat_batches, datatypes::Int32Type};
@@ -4872,4 +5115,587 @@ mod tests {
         assert_eq!(data.len(), 1);
         assert_eq!(data[0].as_ref().unwrap(), &expected_data);
     }
+
+    fn schema_json() -> &'static str {
+        r#"{"fields": [{"name": "id", "type": {"type": "int32"}, "nullable": true}]}"#
+    }
+
+    fn simple_describe_response() -> http::Response<String> {
+        http::Response::builder()
+            .status(200)
+            .body(format!(r#"{{"version": 1, "schema": {}}}"#, schema_json()))
+            .unwrap()
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_happy_path() {
+        use std::sync::Mutex;
+
+        let create_count = Arc::new(AtomicUsize::new(0));
+        let insert_count = Arc::new(AtomicUsize::new(0));
+        let complete_count = Arc::new(AtomicUsize::new(0));
+        let abort_count = Arc::new(AtomicUsize::new(0));
+        let upload_ids = Arc::new(Mutex::new(Vec::<String>::new()));
+
+        let create_count_c = create_count.clone();
+        let insert_count_c = insert_count.clone();
+        let complete_count_c = complete_count.clone();
+        let abort_count_c = abort_count.clone();
+        let upload_ids_c = upload_ids.clone();
+
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+                let query = request.url().query().unwrap_or("");
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    create_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"upload_id": "test-upload-123"}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    insert_count_c.fetch_add(1, Ordering::SeqCst);
+                    let uid = url::form_urlencoded::parse(query.as_bytes())
+                        .find(|(k, _)| k == "upload_id")
+                        .map(|(_, v)| v.to_string());
+                    upload_ids_c
+                        .lock()
+                        .unwrap()
+                        .push(uid.expect("missing upload_id on insert"));
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    complete_count_c.fetch_add(1, Ordering::SeqCst);
+                    let uid = url::form_urlencoded::parse(query.as_bytes())
+                        .find(|(k, _)| k == "upload_id")
+                        .map(|(_, v)| v.to_string());
+                    upload_ids_c
+                        .lock()
+                        .unwrap()
+                        .push(uid.expect("missing upload_id on complete"));
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 5}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/abort" {
+                    abort_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(String::new())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table
+            .add(vec![batch])
+            .write_parallelism(2)
+            .execute()
+            .await
+            .unwrap();
+
+        assert_eq!(result.version, 5);
+        assert_eq!(create_count.load(Ordering::SeqCst), 1);
+        assert!(
+            insert_count.load(Ordering::SeqCst) > 1,
+            "Expected multiple insert calls, got {}",
+            insert_count.load(Ordering::SeqCst)
+        );
+        assert_eq!(complete_count.load(Ordering::SeqCst), 1);
+        assert_eq!(abort_count.load(Ordering::SeqCst), 0);
+
+        let ids = upload_ids.lock().unwrap();
+        assert!(
+            ids.iter().all(|id| id == "test-upload-123"),
+            "All requests should use the same upload_id, got: {:?}",
+            *ids
+        );
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_progress() {
+        let callback_count = Arc::new(AtomicUsize::new(0));
+        let max_active = Arc::new(AtomicUsize::new(0));
+        let last_total_tasks = Arc::new(AtomicUsize::new(0));
+        let seen_done = Arc::new(std::sync::Mutex::new(false));
+
+        let cb_count = callback_count.clone();
+        let cb_active = max_active.clone();
+        let cb_total = last_total_tasks.clone();
+        let cb_done = seen_done.clone();
+
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"upload_id": "prog-upload"}"#.to_string())
+                        .unwrap();
+                }
+                if path == "/v1/table/my_table/insert/" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 3}"#.to_string())
+                        .unwrap();
+                }
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        table
+            .add(vec![batch])
+            .write_parallelism(2)
+            .progress(move |p| {
+                cb_count.fetch_add(1, Ordering::SeqCst);
+                cb_active.fetch_max(p.active_tasks(), Ordering::SeqCst);
+                cb_total.store(p.total_tasks(), Ordering::SeqCst);
+                if p.done() {
+                    *cb_done.lock().unwrap() = true;
+                }
+            })
+            .execute()
+            .await
+            .unwrap();
+
+        assert!(
+            callback_count.load(Ordering::SeqCst) >= 1,
+            "expected at least one progress callback"
+        );
+        assert!(*seen_done.lock().unwrap(), "must see done=true");
+        assert_eq!(last_total_tasks.load(Ordering::SeqCst), 2);
+        assert!(
+            max_active.load(Ordering::SeqCst) >= 1,
+            "expected at least one active task"
+        );
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_fallback_old_server() {
+        let insert_count = Arc::new(AtomicUsize::new(0));
+        let create_count = Arc::new(AtomicUsize::new(0));
+
+        let insert_count_c = insert_count.clone();
+        let create_count_c = create_count.clone();
+
+        // Server version 0.3.0 does not support multipart writes
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 3, 0),
+            move |request| {
+                let path = request.url().path();
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path.contains("multipart_write") {
+                    create_count_c.fetch_add(1, Ordering::SeqCst);
+                    panic!("Should not call multipart write endpoints on old server");
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    let query = request.url().query().unwrap_or("");
+                    assert!(
+                        !query.contains("upload_id"),
+                        "Should not have upload_id for old server"
+                    );
+                    insert_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 2}"#.to_string())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table
+            .add(vec![batch])
+            .write_parallelism(2)
+            .execute()
+            .await
+            .unwrap();
+
+        assert_eq!(result.version, 2);
+        assert_eq!(create_count.load(Ordering::SeqCst), 0);
+        assert_eq!(insert_count.load(Ordering::SeqCst), 1);
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_small_data_single_partition() {
+        let insert_count = Arc::new(AtomicUsize::new(0));
+        let create_count = Arc::new(AtomicUsize::new(0));
+
+        let insert_count_c = insert_count.clone();
+        let create_count_c = create_count.clone();
+
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path.contains("multipart_write") {
+                    create_count_c.fetch_add(1, Ordering::SeqCst);
+                    panic!("Should not call multipart write endpoints for small data");
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    let query = request.url().query().unwrap_or("");
+                    assert!(
+                        !query.contains("upload_id"),
+                        "Should not have upload_id for small data"
+                    );
+                    insert_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 2}"#.to_string())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        // Small data: only 3 rows
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table.add(vec![batch]).execute().await.unwrap();
+
+        assert_eq!(result.version, 2);
+        assert_eq!(create_count.load(Ordering::SeqCst), 0);
+        assert_eq!(insert_count.load(Ordering::SeqCst), 1);
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_abort_on_insert_failure() {
+        let create_count = Arc::new(AtomicUsize::new(0));
+        let insert_count = Arc::new(AtomicUsize::new(0));
+        let complete_count = Arc::new(AtomicUsize::new(0));
+        let abort_count = Arc::new(AtomicUsize::new(0));
+
+        let create_count_c = create_count.clone();
+        let insert_count_c = insert_count.clone();
+        let complete_count_c = complete_count.clone();
+        let abort_count_c = abort_count.clone();
+
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    create_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"upload_id": "test-upload-456"}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    let count = insert_count_c.fetch_add(1, Ordering::SeqCst);
+                    // Fail on the first insert with non-retryable status
+                    if count == 0 {
+                        return http::Response::builder()
+                            .status(400)
+                            .body("Bad Request".to_string())
+                            .unwrap();
+                    }
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    complete_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 5}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/abort" {
+                    abort_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(String::new())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table.add(vec![batch]).write_parallelism(2).execute().await;
+
+        assert!(result.is_err());
+        assert_eq!(create_count.load(Ordering::SeqCst), 1);
+        assert_eq!(complete_count.load(Ordering::SeqCst), 0);
+        assert_eq!(abort_count.load(Ordering::SeqCst), 1);
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_abort_on_complete_failure() {
+        let abort_count = Arc::new(AtomicUsize::new(0));
+        let abort_count_c = abort_count.clone();
+
+        let table = Table::new_with_handler_version(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"upload_id": "test-upload-789"}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    return http::Response::builder()
+                        .status(400)
+                        .body("Bad Request".to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/abort" {
+                    abort_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(String::new())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table.add(vec![batch]).write_parallelism(2).execute().await;
+
+        assert!(result.is_err());
+        assert_eq!(abort_count.load(Ordering::SeqCst), 1);
+    }
+
+    fn retry_config_no_backoff() -> ClientConfig {
+        ClientConfig {
+            retry_config: RetryConfig {
+                retries: Some(3),
+                connect_retries: Some(3),
+                read_retries: Some(3),
+                backoff_factor: Some(0.0),
+                backoff_jitter: Some(0.0),
+                statuses: Some(vec![502, 503]),
+            },
+            ..Default::default()
+        }
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_retry_on_partition_failure() {
+        // All inserts for the first upload session return 503 (retryable).
+        // After exhausting internal retries, the outer loop retries with a
+        // new session and succeeds.
+        let create_count = Arc::new(AtomicUsize::new(0));
+        let complete_count = Arc::new(AtomicUsize::new(0));
+        let abort_count = Arc::new(AtomicUsize::new(0));
+
+        let create_count_c = create_count.clone();
+        let complete_count_c = complete_count.clone();
+        let abort_count_c = abort_count.clone();
+
+        let table = Table::new_with_handler_version_and_config(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+                let query = request.url().query().unwrap_or("");
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    let n = create_count_c.fetch_add(1, Ordering::SeqCst);
+                    let body = format!(r#"{{"upload_id": "upload-{}"}}"#, n + 1);
+                    return http::Response::builder().status(200).body(body).unwrap();
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    // Fail all inserts for the first session
+                    if query.contains("upload_id=upload-1") {
+                        return http::Response::builder()
+                            .status(503)
+                            .body("Service Unavailable".to_string())
+                            .unwrap();
+                    }
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    complete_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 7}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/abort" {
+                    abort_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(String::new())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+            retry_config_no_backoff(),
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table
+            .add(vec![batch])
+            .write_parallelism(2)
+            .execute()
+            .await
+            .unwrap();
+
+        assert_eq!(result.version, 7);
+        assert_eq!(create_count.load(Ordering::SeqCst), 2);
+        assert_eq!(abort_count.load(Ordering::SeqCst), 1);
+        assert_eq!(complete_count.load(Ordering::SeqCst), 1);
+    }
+
+    #[tokio::test]
+    async fn test_multipart_write_retry_on_complete_failure() {
+        // Complete returns 503 for the first session, succeeds for the second.
+        let create_count = Arc::new(AtomicUsize::new(0));
+        let abort_count = Arc::new(AtomicUsize::new(0));
+
+        let create_count_c = create_count.clone();
+        let abort_count_c = abort_count.clone();
+
+        let table = Table::new_with_handler_version_and_config(
+            "my_table",
+            semver::Version::new(0, 4, 0),
+            move |request| {
+                let path = request.url().path();
+                let query = request.url().query().unwrap_or("");
+
+                if path == "/v1/table/my_table/describe/" {
+                    return simple_describe_response();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/create" {
+                    let n = create_count_c.fetch_add(1, Ordering::SeqCst);
+                    let body = format!(r#"{{"upload_id": "upload-{}"}}"#, n + 1);
+                    return http::Response::builder().status(200).body(body).unwrap();
+                }
+
+                if path == "/v1/table/my_table/insert/" {
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 1}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/complete" {
+                    // Fail complete for first session
+                    if query.contains("upload_id=upload-1") {
+                        return http::Response::builder()
+                            .status(503)
+                            .body("Service Unavailable".to_string())
+                            .unwrap();
+                    }
+                    return http::Response::builder()
+                        .status(200)
+                        .body(r#"{"version": 9}"#.to_string())
+                        .unwrap();
+                }
+
+                if path == "/v1/table/my_table/multipart_write/abort" {
+                    abort_count_c.fetch_add(1, Ordering::SeqCst);
+                    return http::Response::builder()
+                        .status(200)
+                        .body(String::new())
+                        .unwrap();
+                }
+
+                panic!("Unexpected request path: {}", path);
+            },
+            retry_config_no_backoff(),
+        );
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let result = table
+            .add(vec![batch])
+            .write_parallelism(2)
+            .execute()
+            .await
+            .unwrap();
+
+        assert_eq!(result.version, 9);
+        assert_eq!(create_count.load(Ordering::SeqCst), 2);
+        assert_eq!(abort_count.load(Ordering::SeqCst), 1);
+    }
 }
diff --git a/rust/lancedb/src/remote/table/insert.rs b/rust/lancedb/src/remote/table/insert.rs
index c8637281e..8aec28609 100644
--- a/rust/lancedb/src/remote/table/insert.rs
+++ b/rust/lancedb/src/remote/table/insert.rs
@@ -11,10 +11,14 @@ use arrow_ipc::CompressionType;
 use datafusion_common::{DataFusionError, Result as DataFusionResult};
 use datafusion_execution::{SendableRecordBatchStream, TaskContext};
 use datafusion_physical_expr::EquivalenceProperties;
+use datafusion_physical_plan::metrics::{ExecutionPlanMetricsSet, MetricsSet};
 use datafusion_physical_plan::stream::RecordBatchStreamAdapter;
-use datafusion_physical_plan::{DisplayAs, DisplayFormatType, ExecutionPlan, PlanProperties};
+use datafusion_physical_plan::{
+    DisplayAs, DisplayFormatType, ExecutionPlan, ExecutionPlanProperties, PlanProperties,
+};
 use futures::StreamExt;
 use http::header::CONTENT_TYPE;
+use lance::io::exec::utils::InstrumentedRecordBatchStreamAdapter;
 
 use crate::Error;
 use crate::remote::ARROW_STREAM_CONTENT_TYPE;
@@ -22,13 +26,16 @@ use crate::remote::client::{HttpSend, RestfulLanceDbClient, Sender};
 use crate::remote::table::RemoteTable;
 use crate::table::AddResult;
 use crate::table::datafusion::insert::COUNT_SCHEMA;
+use crate::table::write_progress::WriteProgressTracker;
 
 /// ExecutionPlan for inserting data into a remote LanceDB table.
 ///
-/// This plan:
-/// 1. Requires single partition (no parallel remote inserts yet)
-/// 2. Streams data as Arrow IPC to `/v1/table/{id}/insert/` endpoint
-/// 3. Stores AddResult for retrieval after execution
+/// Streams data as Arrow IPC to `/v1/table/{id}/insert/` endpoint.
+///
+/// When `upload_id` is set, inserts are staged as part of a multipart write
+/// session and the plan supports multiple partitions for parallel uploads.
+/// Without `upload_id`, the plan requires a single partition and commits
+/// immediately.
 #[derive(Debug)]
 pub struct RemoteInsertExec<S: HttpSend = Sender> {
     table_name: String,
@@ -38,21 +45,69 @@ pub struct RemoteInsertExec<S: HttpSend = Sender> {
     overwrite: bool,
     properties: PlanProperties,
     add_result: Arc<Mutex<Option<AddResult>>>,
+    metrics: ExecutionPlanMetricsSet,
+    upload_id: Option<String>,
+    tracker: Option<Arc<WriteProgressTracker>>,
 }
 
 impl<S: HttpSend + 'static> RemoteInsertExec<S> {
-    /// Create a new RemoteInsertExec.
+    /// Create a new single-partition RemoteInsertExec.
     pub fn new(
         table_name: String,
         identifier: String,
         client: RestfulLanceDbClient<S>,
         input: Arc<dyn ExecutionPlan>,
         overwrite: bool,
+        tracker: Option<Arc<WriteProgressTracker>>,
     ) -> Self {
+        Self::new_inner(
+            table_name, identifier, client, input, overwrite, None, tracker,
+        )
+    }
+
+    /// Create a multi-partition RemoteInsertExec for use with multipart writes.
+    ///
+    /// Each partition's insert is staged under the given `upload_id` without
+    /// committing. The caller is responsible for calling the complete (or abort)
+    /// endpoint after all partitions finish.
+    pub fn new_multipart(
+        table_name: String,
+        identifier: String,
+        client: RestfulLanceDbClient<S>,
+        input: Arc<dyn ExecutionPlan>,
+        overwrite: bool,
+        upload_id: String,
+        tracker: Option<Arc<WriteProgressTracker>>,
+    ) -> Self {
+        Self::new_inner(
+            table_name,
+            identifier,
+            client,
+            input,
+            overwrite,
+            Some(upload_id),
+            tracker,
+        )
+    }
+
+    fn new_inner(
+        table_name: String,
+        identifier: String,
+        client: RestfulLanceDbClient<S>,
+        input: Arc<dyn ExecutionPlan>,
+        overwrite: bool,
+        upload_id: Option<String>,
+        tracker: Option<Arc<WriteProgressTracker>>,
+    ) -> Self {
+        let num_partitions = if upload_id.is_some() {
+            input.output_partitioning().partition_count()
+        } else {
+            1
+        };
         let schema = COUNT_SCHEMA.clone();
         let properties = PlanProperties::new(
             EquivalenceProperties::new(schema),
-            datafusion_physical_plan::Partitioning::UnknownPartitioning(1),
+            datafusion_physical_plan::Partitioning::UnknownPartitioning(num_partitions),
             datafusion_physical_plan::execution_plan::EmissionType::Final,
             datafusion_physical_plan::execution_plan::Boundedness::Bounded,
         );
@@ -65,6 +120,9 @@ impl<S: HttpSend + 'static> RemoteInsertExec<S> {
             overwrite,
             properties,
             add_result: Arc::new(Mutex::new(None)),
+            metrics: ExecutionPlanMetricsSet::new(),
+            upload_id,
+            tracker,
         }
     }
 
@@ -72,7 +130,10 @@ impl<S: HttpSend + 'static> RemoteInsertExec<S> {
     // TODO: this will be used when we wire this up to Table::add().
     #[allow(dead_code)]
     pub fn add_result(&self) -> Option<AddResult> {
-        self.add_result.lock().unwrap().clone()
+        self.add_result
+            .lock()
+            .unwrap_or_else(|e| e.into_inner())
+            .clone()
     }
 
     /// Stream the input into an HTTP body as an Arrow IPC stream, capturing any
@@ -83,6 +144,7 @@ impl<S: HttpSend + 'static> RemoteInsertExec<S> {
     fn stream_as_http_body(
         data: SendableRecordBatchStream,
         error_tx: tokio::sync::oneshot::Sender<DataFusionError>,
+        tracker: Option<Arc<WriteProgressTracker>>,
     ) -> DataFusionResult<reqwest::Body> {
         let options = arrow_ipc::writer::IpcWriteOptions::default()
             .try_with_compression(Some(CompressionType::LZ4_FRAME))?;
@@ -94,37 +156,46 @@ impl<S: HttpSend + 'static> RemoteInsertExec<S> {
 
         let stream = futures::stream::try_unfold(
             (data, writer, Some(error_tx), false),
-            move |(mut data, mut writer, error_tx, finished)| async move {
-                if finished {
-                    return Ok(None);
-                }
-                match data.next().await {
-                    Some(Ok(batch)) => {
-                        writer
-                            .write(&batch)
-                            .map_err(|e| std::io::Error::other(e.to_string()))?;
-                        let buffer = std::mem::take(writer.get_mut());
-                        Ok(Some((buffer, (data, writer, error_tx, false))))
+            move |(mut data, mut writer, error_tx, finished)| {
+                let tracker = tracker.clone();
+                async move {
+                    if finished {
+                        return Ok(None);
                     }
-                    Some(Err(e)) => {
-                        // Send the original error through the channel before
-                        // returning a generic error to reqwest.
-                        if let Some(tx) = error_tx {
-                            let _ = tx.send(e);
+                    match data.next().await {
+                        Some(Ok(batch)) => {
+                            writer
+                                .write(&batch)
+                                .map_err(|e| std::io::Error::other(e.to_string()))?;
+                            let buffer = std::mem::take(writer.get_mut());
+                            if let Some(ref t) = tracker {
+                                t.record_bytes(buffer.len());
+                            }
+                            Ok(Some((buffer, (data, writer, error_tx, false))))
                         }
-                        Err(std::io::Error::other(
-                            "input stream error (see error channel)",
-                        ))
-                    }
-                    None => {
-                        writer
-                            .finish()
-                            .map_err(|e| std::io::Error::other(e.to_string()))?;
-                        let buffer = std::mem::take(writer.get_mut());
-                        if buffer.is_empty() {
-                            Ok(None)
-                        } else {
-                            Ok(Some((buffer, (data, writer, None, true))))
+                        Some(Err(e)) => {
+                            // Send the original error through the channel before
+                            // returning a generic error to reqwest.
+                            if let Some(tx) = error_tx {
+                                let _ = tx.send(e);
+                            }
+                            Err(std::io::Error::other(
+                                "input stream error (see error channel)",
+                            ))
+                        }
+                        None => {
+                            writer
+                                .finish()
+                                .map_err(|e| std::io::Error::other(e.to_string()))?;
+                            let buffer = std::mem::take(writer.get_mut());
+                            if buffer.is_empty() {
+                                Ok(None)
+                            } else {
+                                if let Some(ref t) = tracker {
+                                    t.record_bytes(buffer.len());
+                                }
+                                Ok(Some((buffer, (data, writer, None, true))))
+                            }
                         }
                     }
                 }
@@ -174,8 +245,11 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
     }
 
     fn required_input_distribution(&self) -> Vec<datafusion_physical_plan::Distribution> {
-        // Until we have a separate commit endpoint, we need to do all inserts in a single partition
-        vec![datafusion_physical_plan::Distribution::SinglePartition]
+        if self.upload_id.is_some() {
+            vec![datafusion_physical_plan::Distribution::UnspecifiedDistribution]
+        } else {
+            vec![datafusion_physical_plan::Distribution::SinglePartition]
+        }
     }
 
     fn benefits_from_input_partitioning(&self) -> Vec<bool> {
@@ -191,12 +265,14 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
                 "RemoteInsertExec requires exactly one child".to_string(),
             ));
         }
-        Ok(Arc::new(Self::new(
+        Ok(Arc::new(Self::new_inner(
             self.table_name.clone(),
             self.identifier.clone(),
             self.client.clone(),
             children[0].clone(),
             self.overwrite,
+            self.upload_id.clone(),
+            self.tracker.clone(),
         )))
     }
 
@@ -205,18 +281,29 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
         partition: usize,
         context: Arc<TaskContext>,
     ) -> DataFusionResult<SendableRecordBatchStream> {
-        if partition != 0 {
+        if self.upload_id.is_none() && partition != 0 {
             return Err(DataFusionError::Internal(
-                "RemoteInsertExec only supports single partition execution".to_string(),
+                "RemoteInsertExec only supports single partition execution without upload_id"
+                    .to_string(),
             ));
         }
 
-        let input_stream = self.input.execute(0, context)?;
+        let input_stream = self.input.execute(partition, context)?;
+        let input_schema = input_stream.schema();
+        let input_stream: SendableRecordBatchStream =
+            Box::pin(InstrumentedRecordBatchStreamAdapter::new(
+                input_schema,
+                input_stream,
+                partition,
+                &self.metrics,
+            ));
         let client = self.client.clone();
         let identifier = self.identifier.clone();
         let overwrite = self.overwrite;
         let add_result = self.add_result.clone();
         let table_name = self.table_name.clone();
+        let upload_id = self.upload_id.clone();
+        let tracker = self.tracker.clone();
 
         let stream = futures::stream::once(async move {
             let mut request = client
@@ -226,9 +313,12 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
             if overwrite {
                 request = request.query(&[("mode", "overwrite")]);
             }
+            if let Some(ref uid) = upload_id {
+                request = request.query(&[("upload_id", uid.as_str())]);
+            }
 
             let (error_tx, mut error_rx) = tokio::sync::oneshot::channel();
-            let body = Self::stream_as_http_body(input_stream, error_tx)?;
+            let body = Self::stream_as_http_body(input_stream, error_tx, tracker)?;
             let request = request.body(body);
 
             let result: DataFusionResult<(String, _)> = async {
@@ -262,32 +352,43 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
 
             let (request_id, response) = result?;
 
-            let body_text = response.text().await.map_err(|e| {
-                DataFusionError::External(Box::new(Error::Http {
-                    source: Box::new(e),
-                    request_id: request_id.clone(),
-                    status_code: None,
-                }))
-            })?;
-
-            let parsed_result = if body_text.trim().is_empty() {
-                // Backward compatible with old servers
-                AddResult { version: 0 }
-            } else {
-                serde_json::from_str(&body_text).map_err(|e| {
+            // For multipart writes, the staging response is not the final
+            // version. Only parse AddResult for non-multipart inserts.
+            if upload_id.is_none() {
+                let body_text = response.text().await.map_err(|e| {
                     DataFusionError::External(Box::new(Error::Http {
-                        source: format!("Failed to parse add response: {}", e).into(),
+                        source: Box::new(e),
                         request_id: request_id.clone(),
                         status_code: None,
                     }))
-                })?
-            };
+                })?;
+
+                let parsed_result = if body_text.trim().is_empty() {
+                    // Backward compatible with old servers
+                    AddResult { version: 0 }
+                } else {
+                    serde_json::from_str(&body_text).map_err(|e| {
+                        DataFusionError::External(Box::new(Error::Http {
+                            source: format!("Failed to parse add response: {}", e).into(),
+                            request_id: request_id.clone(),
+                            status_code: None,
+                        }))
+                    })?
+                };
 
-            {
                 let mut res_lock = add_result.lock().map_err(|_| {
                     DataFusionError::Execution("Failed to acquire lock for add_result".to_string())
                 })?;
                 *res_lock = Some(parsed_result);
+            } else {
+                // We don't use the body in this case, but we should still consume it.
+                let _ = response.bytes().await.map_err(|e| {
+                    DataFusionError::External(Box::new(Error::Http {
+                        source: Box::new(e),
+                        request_id: request_id.clone(),
+                        status_code: None,
+                    }))
+                })?;
             }
 
             // Return a single batch with count 0 (actual count is tracked in add_result)
@@ -301,6 +402,10 @@ impl<S: HttpSend + 'static> ExecutionPlan for RemoteInsertExec<S> {
             stream,
         )))
     }
+
+    fn metrics(&self) -> Option<MetricsSet> {
+        Some(self.metrics.clone_inner())
+    }
 }
 
 #[cfg(test)]
diff --git a/rust/lancedb/src/table.rs b/rust/lancedb/src/table.rs
index db0636a1c..7eac7463a 100644
--- a/rust/lancedb/src/table.rs
+++ b/rust/lancedb/src/table.rs
@@ -74,7 +74,10 @@ pub mod optimize;
 pub mod query;
 pub mod schema_evolution;
 pub mod update;
+pub mod write_progress;
 use crate::index::waiter::wait_for_index;
+#[cfg(feature = "remote")]
+pub(crate) use add_data::PreprocessingOutput;
 pub use add_data::{AddDataBuilder, AddDataMode, AddResult, NaNVectorBehavior};
 pub use chrono::Duration;
 pub use delete::DeleteResult;
@@ -440,6 +443,34 @@ mod test_utils {
                 embedding_registry: Arc::new(MemoryRegistry::new()),
             }
         }
+
+        pub fn new_with_handler_version_and_config<T>(
+            name: impl Into<String>,
+            version: semver::Version,
+            handler: impl Fn(reqwest::Request) -> http::Response<T> + Clone + Send + Sync + 'static,
+            config: crate::remote::ClientConfig,
+        ) -> Self
+        where
+            T: Into<reqwest::Body>,
+        {
+            let inner = Arc::new(
+                crate::remote::table::RemoteTable::new_mock_with_version_and_config(
+                    name.into(),
+                    handler.clone(),
+                    Some(version),
+                    config.clone(),
+                ),
+            );
+            let database = Arc::new(crate::remote::db::RemoteDatabase::new_mock_with_config(
+                handler, config,
+            ));
+            Self {
+                inner,
+                database: Some(database),
+                // Registry is unused.
+                embedding_registry: Arc::new(MemoryRegistry::new()),
+            }
+        }
     }
 }
 
@@ -2198,21 +2229,26 @@ impl BaseTable for NativeTable {
 
         let table_schema = Schema::from(&ds.schema().clone());
 
-        // Peek at the first batch to estimate a good partition count for
-        // write parallelism.
-        let mut peeked = PeekedScannable::new(add.data);
-        let num_partitions = if let Some(first_batch) = peeked.peek().await {
-            let max_partitions = lance_core::utils::tokio::get_num_compute_intensive_cpus();
-            estimate_write_partitions(
-                first_batch.get_array_memory_size(),
-                first_batch.num_rows(),
-                peeked.num_rows(),
-                max_partitions,
-            )
+        let num_partitions = if let Some(parallelism) = add.write_parallelism {
+            parallelism
         } else {
-            1
+            // Peek at the first batch to estimate a good partition count for
+            // write parallelism.
+            let mut peeked = PeekedScannable::new(add.data);
+            let n = if let Some(first_batch) = peeked.peek().await {
+                let max_partitions = lance_core::utils::tokio::get_num_compute_intensive_cpus();
+                estimate_write_partitions(
+                    first_batch.get_array_memory_size(),
+                    first_batch.num_rows(),
+                    peeked.num_rows(),
+                    max_partitions,
+                )
+            } else {
+                1
+            };
+            add.data = Box::new(peeked);
+            n
         };
-        add.data = Box::new(peeked);
 
         let output = add.into_plan(&table_schema, &table_def)?;
 
@@ -2241,13 +2277,21 @@ impl BaseTable for NativeTable {
 
         let insert_exec = Arc::new(InsertExec::new(ds_wrapper.clone(), ds, plan, lance_params));
 
+        let tracker_for_tasks = output.tracker.clone();
+        if let Some(ref t) = tracker_for_tasks {
+            t.set_total_tasks(num_partitions);
+        }
+        let _finish = write_progress::FinishOnDrop(output.tracker);
+
         // Execute all partitions in parallel.
         let task_ctx = Arc::new(TaskContext::default());
         let handles = FuturesUnordered::new();
         for partition in 0..num_partitions {
             let exec = insert_exec.clone();
             let ctx = task_ctx.clone();
+            let tracker = tracker_for_tasks.clone();
             handles.push(tokio::spawn(async move {
+                let _guard = tracker.as_ref().map(|t| t.track_task());
                 let mut stream = exec
                     .execute(partition, ctx)
                     .map_err(|e| -> Error { e.into() })?;
diff --git a/rust/lancedb/src/table/add_data.rs b/rust/lancedb/src/table/add_data.rs
index 5921c54ea..1c4b4bdf3 100644
--- a/rust/lancedb/src/table/add_data.rs
+++ b/rust/lancedb/src/table/add_data.rs
@@ -13,6 +13,9 @@ use crate::embeddings::EmbeddingRegistry;
 use crate::table::datafusion::cast::cast_to_table_schema;
 use crate::table::datafusion::reject_nan::reject_nan_vectors;
 use crate::table::datafusion::scannable_exec::ScannableExec;
+use crate::table::write_progress::ProgressCallback;
+use crate::table::write_progress::WriteProgress;
+use crate::table::write_progress::WriteProgressTracker;
 use crate::{Error, Result};
 
 use super::{BaseTable, TableDefinition, WriteOptions};
@@ -52,6 +55,8 @@ pub struct AddDataBuilder {
     pub(crate) write_options: WriteOptions,
     pub(crate) on_nan_vectors: NaNVectorBehavior,
     pub(crate) embedding_registry: Option<Arc<dyn EmbeddingRegistry>>,
+    pub(crate) progress_callback: Option<ProgressCallback>,
+    pub(crate) write_parallelism: Option<usize>,
 }
 
 impl std::fmt::Debug for AddDataBuilder {
@@ -77,6 +82,8 @@ impl AddDataBuilder {
             write_options: WriteOptions::default(),
             on_nan_vectors: NaNVectorBehavior::default(),
             embedding_registry,
+            progress_callback: None,
+            write_parallelism: None,
         }
     }
 
@@ -101,7 +108,43 @@ impl AddDataBuilder {
         self
     }
 
+    /// Set a callback to receive progress updates during the add operation.
+    ///
+    /// The callback is invoked once per batch written, and once more with
+    /// [`WriteProgress::done`] set to `true` when the write completes.
+    ///
+    /// ```
+    /// # use lancedb::Table;
+    /// # async fn example(table: &Table) -> Result<(), Box<dyn std::error::Error>> {
+    /// let batch = arrow_array::record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+    /// table.add(batch)
+    ///     .progress(|p| println!("{}/{:?} rows", p.output_rows(), p.total_rows()))
+    ///     .execute()
+    ///     .await?;
+    /// # Ok(())
+    /// # }
+    /// ```
+    pub fn progress(mut self, callback: impl FnMut(&WriteProgress) + Send + 'static) -> Self {
+        self.progress_callback = Some(Arc::new(std::sync::Mutex::new(callback)));
+        self
+    }
+
+    /// Set the number of parallel write streams.
+    ///
+    /// By default, the number of streams is estimated from the data size.
+    /// Setting this to `1` disables parallel writes.
+    pub fn write_parallelism(mut self, parallelism: usize) -> Self {
+        self.write_parallelism = Some(parallelism);
+        self
+    }
+
     pub async fn execute(self) -> Result<AddResult> {
+        if self.write_parallelism.map(|p| p == 0).unwrap_or(false) {
+            return Err(Error::InvalidInput {
+                message: "write_parallelism must be greater than 0".to_string(),
+            });
+        }
+
         self.parent.clone().add(self).await
     }
 
@@ -130,8 +173,11 @@ impl AddDataBuilder {
             scannable_with_embeddings(self.data, table_def, self.embedding_registry.as_ref())?;
 
         let rescannable = self.data.rescannable();
+        let tracker = self
+            .progress_callback
+            .map(|cb| Arc::new(WriteProgressTracker::new(cb, self.data.num_rows())));
         let plan: Arc<dyn datafusion_physical_plan::ExecutionPlan> =
-            Arc::new(ScannableExec::new(self.data));
+            Arc::new(ScannableExec::new(self.data, tracker.clone()));
         // Skip casting when overwriting — the input schema replaces the table schema.
         let plan = if overwrite {
             plan
@@ -149,6 +195,7 @@ impl AddDataBuilder {
             rescannable,
             write_options: self.write_options,
             mode: self.mode,
+            tracker,
         })
     }
 }
@@ -161,6 +208,7 @@ pub struct PreprocessingOutput {
     pub rescannable: bool,
     pub write_options: WriteOptions,
     pub mode: AddDataMode,
+    pub tracker: Option<Arc<WriteProgressTracker>>,
 }
 
 /// Check that the input schema is valid for insert.
diff --git a/rust/lancedb/src/table/datafusion/insert.rs b/rust/lancedb/src/table/datafusion/insert.rs
index 4c3d66195..51be4abb8 100644
--- a/rust/lancedb/src/table/datafusion/insert.rs
+++ b/rust/lancedb/src/table/datafusion/insert.rs
@@ -12,13 +12,16 @@ use datafusion_common::{DataFusionError, Result as DataFusionResult};
 use datafusion_execution::{SendableRecordBatchStream, TaskContext};
 use datafusion_physical_expr::{EquivalenceProperties, Partitioning};
 use datafusion_physical_plan::execution_plan::{Boundedness, EmissionType};
+use datafusion_physical_plan::metrics::{ExecutionPlanMetricsSet, MetricBuilder, MetricsSet};
 use datafusion_physical_plan::stream::RecordBatchStreamAdapter;
 use datafusion_physical_plan::{
     DisplayAs, DisplayFormatType, ExecutionPlan, ExecutionPlanProperties, PlanProperties,
 };
+use futures::TryStreamExt;
 use lance::Dataset;
 use lance::dataset::transaction::{Operation, Transaction};
 use lance::dataset::{CommitBuilder, InsertBuilder, WriteParams};
+use lance::io::exec::utils::InstrumentedRecordBatchStreamAdapter;
 use lance_table::format::Fragment;
 
 use crate::table::dataset::DatasetConsistencyWrapper;
@@ -80,6 +83,7 @@ pub struct InsertExec {
     write_params: WriteParams,
     properties: PlanProperties,
     partial_transactions: Arc<Mutex<Vec<Transaction>>>,
+    metrics: ExecutionPlanMetricsSet,
 }
 
 impl InsertExec {
@@ -105,6 +109,7 @@ impl InsertExec {
             write_params,
             properties,
             partial_transactions: Arc::new(Mutex::new(Vec::with_capacity(num_partitions))),
+            metrics: ExecutionPlanMetricsSet::new(),
         }
     }
 }
@@ -176,6 +181,19 @@ impl ExecutionPlan for InsertExec {
         let total_partitions = self.input.output_partitioning().partition_count();
         let ds_wrapper = self.ds_wrapper.clone();
 
+        let output_bytes = MetricBuilder::new(&self.metrics).output_bytes(partition);
+        let input_schema = input_stream.schema();
+        let input_stream: SendableRecordBatchStream =
+            Box::pin(InstrumentedRecordBatchStreamAdapter::new(
+                input_schema,
+                input_stream.map_ok(move |batch| {
+                    output_bytes.add(batch.get_array_memory_size());
+                    batch
+                }),
+                partition,
+                &self.metrics,
+            ));
+
         let stream = futures::stream::once(async move {
             let transaction = InsertBuilder::new(dataset.clone())
                 .with_params(&write_params)
@@ -186,7 +204,9 @@ impl ExecutionPlan for InsertExec {
 
             let to_commit = {
                 // Don't hold the lock over an await point.
-                let mut txns = partial_transactions.lock().unwrap();
+                let mut txns = partial_transactions
+                    .lock()
+                    .unwrap_or_else(|e| e.into_inner());
                 txns.push(transaction);
                 if txns.len() == total_partitions {
                     Some(std::mem::take(&mut *txns))
@@ -215,6 +235,10 @@ impl ExecutionPlan for InsertExec {
             stream,
         )))
     }
+
+    fn metrics(&self) -> Option<MetricsSet> {
+        Some(self.metrics.clone_inner())
+    }
 }
 
 #[cfg(test)]
diff --git a/rust/lancedb/src/table/datafusion/scannable_exec.rs b/rust/lancedb/src/table/datafusion/scannable_exec.rs
index eb128ac18..a55b6e13f 100644
--- a/rust/lancedb/src/table/datafusion/scannable_exec.rs
+++ b/rust/lancedb/src/table/datafusion/scannable_exec.rs
@@ -7,17 +7,21 @@ use std::sync::{Arc, Mutex};
 use datafusion_common::{DataFusionError, Result as DFResult, Statistics, stats::Precision};
 use datafusion_execution::{SendableRecordBatchStream, TaskContext};
 use datafusion_physical_expr::{EquivalenceProperties, Partitioning};
+use datafusion_physical_plan::stream::RecordBatchStreamAdapter;
 use datafusion_physical_plan::{
     DisplayAs, DisplayFormatType, ExecutionPlan, PlanProperties, execution_plan::EmissionType,
 };
+use futures::TryStreamExt;
 
+use crate::table::write_progress::WriteProgressTracker;
 use crate::{arrow::SendableRecordBatchStreamExt, data::scannable::Scannable};
 
-pub struct ScannableExec {
-    // We don't require Scannable to by Sync, so we wrap it in a Mutex to allow safe concurrent access.
+pub(crate) struct ScannableExec {
+    // We don't require Scannable to be Sync, so we wrap it in a Mutex to allow safe concurrent access.
     source: Mutex<Box<dyn Scannable>>,
     num_rows: Option<usize>,
     properties: PlanProperties,
+    tracker: Option<Arc<WriteProgressTracker>>,
 }
 
 impl std::fmt::Debug for ScannableExec {
@@ -30,7 +34,7 @@ impl std::fmt::Debug for ScannableExec {
 }
 
 impl ScannableExec {
-    pub fn new(source: Box<dyn Scannable>) -> Self {
+    pub fn new(source: Box<dyn Scannable>, tracker: Option<Arc<WriteProgressTracker>>) -> Self {
         let schema = source.schema();
         let eq_properties = EquivalenceProperties::new(schema);
         let properties = PlanProperties::new(
@@ -46,6 +50,7 @@ impl ScannableExec {
             source,
             num_rows,
             properties,
+            tracker,
         }
     }
 }
@@ -102,7 +107,18 @@ impl ExecutionPlan for ScannableExec {
             Err(poison) => poison.into_inner().scan_as_stream(),
         };
 
-        Ok(stream.into_df_stream())
+        let tracker = self.tracker.clone();
+        let stream = stream.into_df_stream().map_ok(move |batch| {
+            if let Some(ref t) = tracker {
+                t.record_batch(batch.num_rows(), batch.get_array_memory_size());
+            }
+            batch
+        });
+
+        Ok(Box::pin(RecordBatchStreamAdapter::new(
+            self.schema(),
+            stream,
+        )))
     }
 
     fn partition_statistics(&self, _partition: Option<usize>) -> DFResult<Statistics> {
diff --git a/rust/lancedb/src/table/dataset.rs b/rust/lancedb/src/table/dataset.rs
index 89fcf55dd..54c4ba691 100644
--- a/rust/lancedb/src/table/dataset.rs
+++ b/rust/lancedb/src/table/dataset.rs
@@ -82,7 +82,7 @@ impl DatasetConsistencyWrapper {
     /// pinned dataset regardless of consistency mode.
     pub async fn get(&self) -> Result<Arc<Dataset>> {
         {
-            let state = self.state.lock().unwrap();
+            let state = self.state.lock()?;
             if state.pinned_version.is_some() {
                 return Ok(state.dataset.clone());
             }
@@ -101,7 +101,7 @@ impl DatasetConsistencyWrapper {
             }
             ConsistencyMode::Strong => refresh_latest(self.state.clone()).await,
             ConsistencyMode::Lazy => {
-                let state = self.state.lock().unwrap();
+                let state = self.state.lock()?;
                 Ok(state.dataset.clone())
             }
         }
@@ -116,7 +116,7 @@ impl DatasetConsistencyWrapper {
     /// concurrent [`as_time_travel`](Self::as_time_travel) call), the update
     /// is silently ignored — the write already committed to storage.
     pub fn update(&self, dataset: Dataset) {
-        let mut state = self.state.lock().unwrap();
+        let mut state = self.state.lock().unwrap_or_else(|e| e.into_inner());
         if state.pinned_version.is_some() {
             // A concurrent as_time_travel() beat us here. The write succeeded
             // in storage, but since we're now pinned we don't advance the
@@ -139,7 +139,7 @@ impl DatasetConsistencyWrapper {
 
     /// Check that the dataset is in a mutable mode (Latest).
     pub fn ensure_mutable(&self) -> Result<()> {
-        let state = self.state.lock().unwrap();
+        let state = self.state.lock()?;
         if state.pinned_version.is_some() {
             Err(crate::Error::InvalidInput {
                 message: "table cannot be modified when a specific version is checked out"
@@ -152,13 +152,16 @@ impl DatasetConsistencyWrapper {
 
     /// Returns the version, if in time travel mode, or None otherwise.
     pub fn time_travel_version(&self) -> Option<u64> {
-        self.state.lock().unwrap().pinned_version
+        self.state
+            .lock()
+            .unwrap_or_else(|e| e.into_inner())
+            .pinned_version
     }
 
     /// Convert into a wrapper in latest version mode.
     pub async fn as_latest(&self) -> Result<()> {
         let dataset = {
-            let state = self.state.lock().unwrap();
+            let state = self.state.lock()?;
             if state.pinned_version.is_none() {
                 return Ok(());
             }
@@ -168,7 +171,7 @@ impl DatasetConsistencyWrapper {
         let latest_version = dataset.latest_version_id().await?;
         let new_dataset = dataset.checkout_version(latest_version).await?;
 
-        let mut state = self.state.lock().unwrap();
+        let mut state = self.state.lock()?;
         if state.pinned_version.is_some() {
             state.dataset = Arc::new(new_dataset);
             state.pinned_version = None;
@@ -184,7 +187,7 @@ impl DatasetConsistencyWrapper {
         let target_ref = target_version.into();
 
         let (should_checkout, dataset) = {
-            let state = self.state.lock().unwrap();
+            let state = self.state.lock()?;
             let should = match state.pinned_version {
                 None => true,
                 Some(version) => match &target_ref {
@@ -204,7 +207,7 @@ impl DatasetConsistencyWrapper {
         let new_dataset = dataset.checkout_version(target_ref).await?;
         let version_value = new_dataset.version().version;
 
-        let mut state = self.state.lock().unwrap();
+        let mut state = self.state.lock()?;
         state.dataset = Arc::new(new_dataset);
         state.pinned_version = Some(version_value);
         Ok(())
@@ -212,7 +215,7 @@ impl DatasetConsistencyWrapper {
 
     pub async fn reload(&self) -> Result<()> {
         let (dataset, pinned_version) = {
-            let state = self.state.lock().unwrap();
+            let state = self.state.lock()?;
             (state.dataset.clone(), state.pinned_version)
         };
 
@@ -230,7 +233,7 @@ impl DatasetConsistencyWrapper {
 
                 let new_dataset = dataset.checkout_version(version).await?;
 
-                let mut state = self.state.lock().unwrap();
+                let mut state = self.state.lock()?;
                 if state.pinned_version == Some(version) {
                     state.dataset = Arc::new(new_dataset);
                 }
@@ -242,14 +245,14 @@ impl DatasetConsistencyWrapper {
 }
 
 async fn refresh_latest(state: Arc<Mutex<DatasetState>>) -> Result<Arc<Dataset>> {
-    let dataset = { state.lock().unwrap().dataset.clone() };
+    let dataset = { state.lock()?.dataset.clone() };
 
     let mut ds = (*dataset).clone();
     ds.checkout_latest().await?;
     let new_arc = Arc::new(ds);
 
     {
-        let mut state = state.lock().unwrap();
+        let mut state = state.lock()?;
         if state.pinned_version.is_none()
             && new_arc.manifest().version >= state.dataset.manifest().version
         {
@@ -612,4 +615,108 @@ mod tests {
         let s = io_stats.incremental_stats();
         assert_eq!(s.read_iops, 0, "step 5, elapsed={:?}", start.elapsed());
     }
+
+    /// Helper: poison the mutex inside a DatasetConsistencyWrapper.
+    fn poison_state(wrapper: &DatasetConsistencyWrapper) {
+        let state = wrapper.state.clone();
+        let handle = std::thread::spawn(move || {
+            let _guard = state.lock().unwrap();
+            panic!("intentional panic to poison mutex");
+        });
+        let _ = handle.join(); // join collects the panic
+        assert!(wrapper.state.lock().is_err(), "mutex should be poisoned");
+    }
+
+    #[tokio::test]
+    async fn test_get_returns_error_on_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        // get() should return Err, not panic
+        let result = wrapper.get().await;
+        assert!(result.is_err());
+    }
+
+    #[tokio::test]
+    async fn test_ensure_mutable_returns_error_on_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        let result = wrapper.ensure_mutable();
+        assert!(result.is_err());
+    }
+
+    #[tokio::test]
+    async fn test_update_recovers_from_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+        let ds_v2 = append_to_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        // update() returns (), should not panic
+        wrapper.update(ds_v2);
+    }
+
+    #[tokio::test]
+    async fn test_time_travel_version_recovers_from_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        // Should not panic, returns whatever was in the mutex
+        let _version = wrapper.time_travel_version();
+    }
+
+    #[tokio::test]
+    async fn test_as_latest_returns_error_on_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        let result = wrapper.as_latest().await;
+        assert!(result.is_err());
+    }
+
+    #[tokio::test]
+    async fn test_as_time_travel_returns_error_on_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        let result = wrapper.as_time_travel(1u64).await;
+        assert!(result.is_err());
+    }
+
+    #[tokio::test]
+    async fn test_reload_returns_error_on_poisoned_lock() {
+        let dir = tempfile::tempdir().unwrap();
+        let uri = dir.path().to_str().unwrap();
+        let ds = create_test_dataset(uri).await;
+
+        let wrapper = DatasetConsistencyWrapper::new_latest(ds, None);
+        poison_state(&wrapper);
+
+        let result = wrapper.reload().await;
+        assert!(result.is_err());
+    }
 }
diff --git a/rust/lancedb/src/table/query.rs b/rust/lancedb/src/table/query.rs
index abce6d325..6cbcf4e19 100644
--- a/rust/lancedb/src/table/query.rs
+++ b/rust/lancedb/src/table/query.rs
@@ -9,7 +9,7 @@ use crate::expr::expr_to_sql_string;
 use crate::query::{
     DEFAULT_TOP_K, QueryExecutionOptions, QueryFilter, QueryRequest, Select, VectorQueryRequest,
 };
-use crate::utils::{TimeoutStream, default_vector_column};
+use crate::utils::{MaxBatchLengthStream, TimeoutStream, default_vector_column};
 use arrow::array::{AsArray, FixedSizeListBuilder, Float32Builder};
 use arrow::datatypes::{Float32Type, UInt8Type};
 use arrow_array::Array;
@@ -66,6 +66,7 @@ async fn execute_generic_query(
 ) -> Result<DatasetRecordBatchStream> {
     let plan = create_plan(table, query, options.clone()).await?;
     let inner = execute_plan(plan, Default::default())?;
+    let inner = MaxBatchLengthStream::new_boxed(inner, options.max_batch_length as usize);
     let inner = if let Some(timeout) = options.timeout {
         TimeoutStream::new_boxed(inner, timeout)
     } else {
@@ -200,7 +201,9 @@ pub async fn create_plan(
         scanner.with_row_id();
     }
 
-    scanner.batch_size(options.max_batch_length as usize);
+    if options.max_batch_length > 0 {
+        scanner.batch_size(options.max_batch_length as usize);
+    }
 
     if query.base.fast_search {
         scanner.fast_search();
diff --git a/rust/lancedb/src/table/write_progress.rs b/rust/lancedb/src/table/write_progress.rs
new file mode 100644
index 000000000..7a5c30008
--- /dev/null
+++ b/rust/lancedb/src/table/write_progress.rs
@@ -0,0 +1,431 @@
+// SPDX-License-Identifier: Apache-2.0
+// SPDX-FileCopyrightText: Copyright The LanceDB Authors
+
+//! Progress monitoring for write operations.
+//!
+//! You can add a callback to process progress in [`crate::table::AddDataBuilder::progress`].
+//! [`WriteProgress`] is the struct passed to the callback.
+
+use std::sync::atomic::{AtomicUsize, Ordering};
+use std::sync::{Arc, Mutex};
+use std::time::{Duration, Instant};
+
+/// Progress snapshot for a write operation.
+#[derive(Debug, Clone)]
+pub struct WriteProgress {
+    // These are private and only accessible via getters, to make it easy to add
+    // new fields without breaking existing callbacks.
+    elapsed: Duration,
+    output_rows: usize,
+    output_bytes: usize,
+    total_rows: Option<usize>,
+    active_tasks: usize,
+    total_tasks: usize,
+    done: bool,
+}
+
+impl WriteProgress {
+    /// Wall-clock time since monitoring started.
+    pub fn elapsed(&self) -> Duration {
+        self.elapsed
+    }
+
+    /// Number of rows written so far.
+    pub fn output_rows(&self) -> usize {
+        self.output_rows
+    }
+
+    /// Number of bytes written so far.
+    pub fn output_bytes(&self) -> usize {
+        self.output_bytes
+    }
+
+    /// Total rows expected.
+    ///
+    /// Populated when the input source reports a row count (e.g. a
+    /// [`arrow_array::RecordBatch`]).  Always `Some` when [`WriteProgress::done`]
+    /// is `true` — falling back to the actual number of rows written.
+    pub fn total_rows(&self) -> Option<usize> {
+        self.total_rows
+    }
+
+    /// Number of parallel write tasks currently in flight.
+    pub fn active_tasks(&self) -> usize {
+        self.active_tasks
+    }
+
+    /// Total number of parallel write tasks (i.e. the write parallelism).
+    pub fn total_tasks(&self) -> usize {
+        self.total_tasks
+    }
+
+    /// Whether the write operation has completed.
+    ///
+    /// The final callback always has `done = true`.  Callers can use this to
+    /// finalize progress bars or perform cleanup.
+    pub fn done(&self) -> bool {
+        self.done
+    }
+}
+
+/// Callback type for progress updates.
+///
+/// Callbacks are serialized by the tracker and are never invoked reentrantly,
+/// so `FnMut` is safe to use here.
+pub type ProgressCallback = Arc<Mutex<dyn FnMut(&WriteProgress) + Send>>;
+
+/// Tracks progress of a write operation and invokes a [`ProgressCallback`].
+///
+/// Call [`WriteProgressTracker::record_batch`] for each batch written.
+/// Call [`WriteProgressTracker::finish`] once after all data is written.
+///
+/// The callback is never invoked reentrantly: all state updates and callback
+/// invocations are serialized behind a single lock.
+impl std::fmt::Debug for WriteProgressTracker {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("WriteProgressTracker")
+            .field("total_rows", &self.total_rows)
+            .finish()
+    }
+}
+
+pub(crate) struct WriteProgressTracker {
+    rows_and_bytes: std::sync::Mutex<(usize, usize)>,
+    /// Wire bytes tracked separately by the insert layer. When set (> 0),
+    /// this takes precedence over the in-memory bytes from `rows_and_bytes`.
+    wire_bytes: AtomicUsize,
+    active_tasks: Arc<AtomicUsize>,
+    total_tasks: AtomicUsize,
+    start: Instant,
+    /// Known total rows from the input source, if available.
+    total_rows: Option<usize>,
+    callback: ProgressCallback,
+}
+
+impl WriteProgressTracker {
+    pub fn new(callback: ProgressCallback, total_rows: Option<usize>) -> Self {
+        Self {
+            rows_and_bytes: std::sync::Mutex::new((0, 0)),
+            wire_bytes: AtomicUsize::new(0),
+            active_tasks: Arc::new(AtomicUsize::new(0)),
+            total_tasks: AtomicUsize::new(1),
+            start: Instant::now(),
+            total_rows,
+            callback,
+        }
+    }
+
+    /// Set the total number of parallel write tasks (the write parallelism).
+    pub fn set_total_tasks(&self, n: usize) {
+        self.total_tasks.store(n, Ordering::Relaxed);
+    }
+
+    /// Increment the active task count. Returns a guard that decrements on drop.
+    pub fn track_task(&self) -> ActiveTaskGuard {
+        self.active_tasks.fetch_add(1, Ordering::Relaxed);
+        ActiveTaskGuard(self.active_tasks.clone())
+    }
+
+    /// Record a batch of rows passing through the scan node.
+    pub fn record_batch(&self, rows: usize, bytes: usize) {
+        // Lock order: callback first, then rows_and_bytes. This is the only
+        // order used anywhere, so deadlocks cannot occur.
+        let mut cb = self.callback.lock().unwrap_or_else(|e| e.into_inner());
+        let mut guard = self
+            .rows_and_bytes
+            .lock()
+            .unwrap_or_else(|e| e.into_inner());
+        guard.0 += rows;
+        guard.1 += bytes;
+        let progress = self.snapshot(guard.0, guard.1, false);
+        drop(guard);
+        cb(&progress);
+    }
+
+    /// Record wire bytes from the insert layer (e.g. IPC-encoded bytes for
+    /// remote writes). When wire bytes are recorded, they take precedence over
+    /// the in-memory Arrow bytes tracked by [`record_batch`].
+    pub fn record_bytes(&self, bytes: usize) {
+        self.wire_bytes.fetch_add(bytes, Ordering::Relaxed);
+    }
+
+    /// Emit the final progress callback indicating the write is complete.
+    ///
+    /// `total_rows` is always `Some` on the final callback: it uses the known
+    /// total if available, or falls back to the number of rows actually written.
+    pub fn finish(&self) {
+        let mut cb = self.callback.lock().unwrap_or_else(|e| e.into_inner());
+        let guard = self
+            .rows_and_bytes
+            .lock()
+            .unwrap_or_else(|e| e.into_inner());
+        let mut snap = self.snapshot(guard.0, guard.1, true);
+        snap.total_rows = Some(self.total_rows.unwrap_or(guard.0));
+        drop(guard);
+        cb(&snap);
+    }
+
+    fn snapshot(&self, rows: usize, in_memory_bytes: usize, done: bool) -> WriteProgress {
+        let wire = self.wire_bytes.load(Ordering::Relaxed);
+        // Prefer wire bytes (actual I/O size) when the insert layer is
+        // tracking them; fall back to in-memory Arrow size otherwise.
+        // TODO: for local writes, track actual bytes written by Lance
+        // instead of using in-memory Arrow size as a proxy.
+        let output_bytes = if wire > 0 { wire } else { in_memory_bytes };
+        WriteProgress {
+            elapsed: self.start.elapsed(),
+            output_rows: rows,
+            output_bytes,
+            total_rows: self.total_rows,
+            active_tasks: self.active_tasks.load(Ordering::Relaxed),
+            total_tasks: self.total_tasks.load(Ordering::Relaxed),
+            done,
+        }
+    }
+}
+
+/// RAII guard that decrements the active task count when dropped.
+pub(crate) struct ActiveTaskGuard(Arc<AtomicUsize>);
+
+impl Drop for ActiveTaskGuard {
+    fn drop(&mut self) {
+        self.0.fetch_sub(1, Ordering::Relaxed);
+    }
+}
+
+/// RAII guard that calls [`WriteProgressTracker::finish`] on drop.
+///
+/// This ensures the final `done=true` callback fires even if the write
+/// errors or the future is cancelled.
+pub(crate) struct FinishOnDrop(pub Option<Arc<WriteProgressTracker>>);
+
+impl Drop for FinishOnDrop {
+    fn drop(&mut self) {
+        if let Some(t) = self.0.take() {
+            t.finish();
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Arc;
+    use std::sync::atomic::{AtomicUsize, Ordering};
+
+    use arrow_array::record_batch;
+
+    use crate::connect;
+
+    #[tokio::test]
+    async fn test_progress_monitor_fires_callback() {
+        let db = connect("memory://").execute().await.unwrap();
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let table = db
+            .create_table("progress_test", batch)
+            .execute()
+            .await
+            .unwrap();
+
+        let callback_count = Arc::new(AtomicUsize::new(0));
+        let last_rows = Arc::new(AtomicUsize::new(0));
+        let max_active = Arc::new(AtomicUsize::new(0));
+        let last_total_tasks = Arc::new(AtomicUsize::new(0));
+        let cb_count = callback_count.clone();
+        let cb_rows = last_rows.clone();
+        let cb_active = max_active.clone();
+        let cb_total_tasks = last_total_tasks.clone();
+
+        let new_data = record_batch!(("id", Int32, [4, 5, 6])).unwrap();
+        table
+            .add(new_data)
+            .progress(move |p| {
+                cb_count.fetch_add(1, Ordering::SeqCst);
+                cb_rows.store(p.output_rows(), Ordering::SeqCst);
+                cb_active.fetch_max(p.active_tasks(), Ordering::SeqCst);
+                cb_total_tasks.store(p.total_tasks(), Ordering::SeqCst);
+            })
+            .execute()
+            .await
+            .unwrap();
+
+        assert_eq!(table.count_rows(None).await.unwrap(), 6);
+        assert!(callback_count.load(Ordering::SeqCst) >= 1);
+        // Progress tracks the newly inserted rows, not the total table size.
+        assert_eq!(last_rows.load(Ordering::SeqCst), 3);
+        // At least one callback should have seen an active task.
+        assert!(max_active.load(Ordering::SeqCst) >= 1);
+        // total_tasks should reflect the write parallelism.
+        assert!(last_total_tasks.load(Ordering::SeqCst) >= 1);
+    }
+
+    #[tokio::test]
+    async fn test_progress_done_fires_at_end() {
+        let db = connect("memory://").execute().await.unwrap();
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let table = db
+            .create_table("progress_done", batch)
+            .execute()
+            .await
+            .unwrap();
+
+        let seen_done = Arc::new(std::sync::Mutex::new(Vec::<bool>::new()));
+        let seen = seen_done.clone();
+
+        let new_data = record_batch!(("id", Int32, [4, 5, 6])).unwrap();
+        table
+            .add(new_data)
+            .progress(move |p| {
+                seen.lock().unwrap().push(p.done());
+            })
+            .execute()
+            .await
+            .unwrap();
+
+        let done_flags = seen_done.lock().unwrap();
+        assert!(!done_flags.is_empty(), "at least one callback must fire");
+        // Only the last callback should have done=true.
+        let last = *done_flags.last().unwrap();
+        assert!(last, "last callback must have done=true");
+        // All earlier callbacks should have done=false.
+        for &d in done_flags.iter().rev().skip(1) {
+            assert!(!d, "non-final callbacks must have done=false");
+        }
+    }
+
+    #[tokio::test]
+    async fn test_progress_total_rows_known() {
+        let db = connect("memory://").execute().await.unwrap();
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let table = db
+            .create_table("total_known", batch)
+            .execute()
+            .await
+            .unwrap();
+
+        let seen_total = Arc::new(std::sync::Mutex::new(Vec::new()));
+        let seen = seen_total.clone();
+
+        // RecordBatch implements Scannable with num_rows() -> Some(3)
+        let new_data = record_batch!(("id", Int32, [4, 5, 6])).unwrap();
+        table
+            .add(new_data)
+            .progress(move |p| {
+                seen.lock().unwrap().push(p.total_rows());
+            })
+            .execute()
+            .await
+            .unwrap();
+
+        let totals = seen_total.lock().unwrap();
+        // All callbacks (including done) should have total_rows = Some(3)
+        assert!(
+            totals.contains(&Some(3)),
+            "expected total_rows=Some(3) in at least one callback, got: {:?}",
+            *totals
+        );
+    }
+
+    #[tokio::test]
+    async fn test_progress_total_rows_unknown() {
+        use arrow_array::RecordBatchIterator;
+
+        let db = connect("memory://").execute().await.unwrap();
+
+        let batch = record_batch!(("id", Int32, [1, 2, 3])).unwrap();
+        let table = db
+            .create_table("total_unknown", batch)
+            .execute()
+            .await
+            .unwrap();
+
+        let seen_total = Arc::new(std::sync::Mutex::new(Vec::new()));
+        let seen = seen_total.clone();
+
+        // RecordBatchReader does not provide num_rows, so total_rows should be
+        // None in intermediate callbacks but always Some on the done callback.
+        let schema = arrow_schema::Schema::new(vec![arrow_schema::Field::new(
+            "id",
+            arrow_schema::DataType::Int32,
+            false,
+        )]);
+        let new_data: Box<dyn arrow_array::RecordBatchReader + Send> =
+            Box::new(RecordBatchIterator::new(
+                vec![Ok(record_batch!(("id", Int32, [4, 5, 6])).unwrap())],
+                Arc::new(schema),
+            ));
+        table
+            .add(new_data)
+            .progress(move |p| {
+                seen.lock().unwrap().push((p.total_rows(), p.done()));
+            })
+            .execute()
+            .await
+            .unwrap();
+
+        let entries = seen_total.lock().unwrap();
+        assert!(!entries.is_empty(), "at least one callback must fire");
+        for (total, done) in entries.iter() {
+            if *done {
+                assert!(
+                    total.is_some(),
+                    "done callback must have total_rows set, got: {:?}",
+                    total
+                );
+            } else {
+                assert_eq!(
+                    *total, None,
+                    "intermediate callback must have total_rows=None, got: {:?}",
+                    total
+                );
+            }
+        }
+    }
+
+    #[test]
+    fn test_record_batch_recovers_from_poisoned_callback_lock() {
+        use super::{ProgressCallback, WriteProgressTracker};
+        use std::sync::Mutex;
+
+        let callback: ProgressCallback = Arc::new(Mutex::new(|_: &super::WriteProgress| {}));
+
+        // Poison the callback mutex
+        let cb_clone = callback.clone();
+        let handle = std::thread::spawn(move || {
+            let _guard = cb_clone.lock().unwrap();
+            panic!("intentional panic to poison callback mutex");
+        });
+        let _ = handle.join();
+        assert!(
+            callback.lock().is_err(),
+            "callback mutex should be poisoned"
+        );
+
+        let tracker = WriteProgressTracker::new(callback, Some(100));
+
+        // record_batch should not panic
+        tracker.record_batch(10, 1024);
+    }
+
+    #[test]
+    fn test_finish_recovers_from_poisoned_callback_lock() {
+        use super::{ProgressCallback, WriteProgressTracker};
+        use std::sync::Mutex;
+
+        let callback: ProgressCallback = Arc::new(Mutex::new(|_: &super::WriteProgress| {}));
+
+        // Poison the callback mutex
+        let cb_clone = callback.clone();
+        let handle = std::thread::spawn(move || {
+            let _guard = cb_clone.lock().unwrap();
+            panic!("intentional panic to poison callback mutex");
+        });
+        let _ = handle.join();
+
+        let tracker = WriteProgressTracker::new(callback, Some(100));
+
+        // finish should not panic
+        tracker.finish();
+    }
+}
diff --git a/rust/lancedb/src/utils/background_cache.rs b/rust/lancedb/src/utils/background_cache.rs
index 211630556..851f495f4 100644
--- a/rust/lancedb/src/utils/background_cache.rs
+++ b/rust/lancedb/src/utils/background_cache.rs
@@ -122,7 +122,7 @@ where
     /// This is a cheap synchronous check useful as a fast path before
     /// constructing a fetch closure for [`get()`](Self::get).
     pub fn try_get(&self) -> Option<V> {
-        let cache = self.inner.lock().unwrap();
+        let cache = self.inner.lock().unwrap_or_else(|e| e.into_inner());
         cache.state.fresh_value(self.ttl, self.refresh_window)
     }
 
@@ -138,7 +138,7 @@ where
     {
         // Fast path: check if cache is fresh
         {
-            let cache = self.inner.lock().unwrap();
+            let cache = self.inner.lock().unwrap_or_else(|e| e.into_inner());
             if let Some(value) = cache.state.fresh_value(self.ttl, self.refresh_window) {
                 return Ok(value);
             }
@@ -147,7 +147,7 @@ where
         // Slow path
         let mut fetch = Some(fetch);
         let action = {
-            let mut cache = self.inner.lock().unwrap();
+            let mut cache = self.inner.lock().unwrap_or_else(|e| e.into_inner());
             self.determine_action(&mut cache, &mut fetch)
         };
 
@@ -161,7 +161,7 @@ where
     ///
     /// This avoids a blocking fetch on the first [`get()`](Self::get) call.
     pub fn seed(&self, value: V) {
-        let mut cache = self.inner.lock().unwrap();
+        let mut cache = self.inner.lock().unwrap_or_else(|e| e.into_inner());
         cache.state = State::Current(value, clock::now());
     }
 
@@ -170,7 +170,7 @@ where
     /// Any in-flight background fetch from before this call will not update the
     /// cache (the generation counter prevents stale writes).
     pub fn invalidate(&self) {
-        let mut cache = self.inner.lock().unwrap();
+        let mut cache = self.inner.lock().unwrap_or_else(|e| e.into_inner());
         cache.state = State::Empty;
         cache.generation += 1;
     }
@@ -267,7 +267,7 @@ where
         let fut_for_spawn = shared.clone();
         tokio::spawn(async move {
             let result = fut_for_spawn.await;
-            let mut cache = inner.lock().unwrap();
+            let mut cache = inner.lock().unwrap_or_else(|e| e.into_inner());
             // Only update if no invalidation has happened since we started
             if cache.generation != generation {
                 return;
@@ -590,4 +590,67 @@ mod tests {
         let v = cache.get(ok_fetcher(count.clone(), "fresh")).await.unwrap();
         assert_eq!(v, "fresh");
     }
+
+    /// Helper: poison the inner mutex of a BackgroundCache.
+    fn poison_cache(cache: &BackgroundCache<String, TestError>) {
+        let inner = cache.inner.clone();
+        let handle = std::thread::spawn(move || {
+            let _guard = inner.lock().unwrap();
+            panic!("intentional panic to poison mutex");
+        });
+        let _ = handle.join();
+        assert!(cache.inner.lock().is_err(), "mutex should be poisoned");
+    }
+
+    #[tokio::test]
+    async fn test_try_get_recovers_from_poisoned_lock() {
+        let cache = new_cache();
+        let count = Arc::new(AtomicUsize::new(0));
+
+        // Seed a value first
+        cache.get(ok_fetcher(count.clone(), "hello")).await.unwrap();
+        cache.get(ok_fetcher(count.clone(), "hello")).await.unwrap(); // peek
+
+        poison_cache(&cache);
+
+        // try_get() should not panic — it recovers via unwrap_or_else
+        let result = cache.try_get();
+        // The value may or may not be fresh depending on timing, but it must not panic
+        let _ = result;
+    }
+
+    #[tokio::test]
+    async fn test_get_recovers_from_poisoned_lock() {
+        let cache = new_cache();
+        let count = Arc::new(AtomicUsize::new(0));
+
+        poison_cache(&cache);
+
+        // get() should not panic — it recovers and can still fetch
+        let result = cache.get(ok_fetcher(count.clone(), "recovered")).await;
+        assert!(result.is_ok());
+        assert_eq!(result.unwrap(), "recovered");
+    }
+
+    #[tokio::test]
+    async fn test_seed_recovers_from_poisoned_lock() {
+        let cache = new_cache();
+        poison_cache(&cache);
+
+        // seed() should not panic
+        cache.seed("seeded".to_string());
+    }
+
+    #[tokio::test]
+    async fn test_invalidate_recovers_from_poisoned_lock() {
+        let cache = new_cache();
+        let count = Arc::new(AtomicUsize::new(0));
+
+        cache.get(ok_fetcher(count.clone(), "hello")).await.unwrap();
+
+        poison_cache(&cache);
+
+        // invalidate() should not panic
+        cache.invalidate();
+    }
 }
diff --git a/rust/lancedb/src/utils/mod.rs b/rust/lancedb/src/utils/mod.rs
index ffed533f6..0af8623b4 100644
--- a/rust/lancedb/src/utils/mod.rs
+++ b/rust/lancedb/src/utils/mod.rs
@@ -335,6 +335,85 @@ impl Stream for TimeoutStream {
     }
 }
 
+/// A `Stream` wrapper that slices oversized batches to enforce a maximum batch length.
+pub struct MaxBatchLengthStream {
+    inner: SendableRecordBatchStream,
+    max_batch_length: Option<usize>,
+    buffered_batch: Option<RecordBatch>,
+    buffered_offset: usize,
+}
+
+impl MaxBatchLengthStream {
+    pub fn new(inner: SendableRecordBatchStream, max_batch_length: usize) -> Self {
+        Self {
+            inner,
+            max_batch_length: (max_batch_length > 0).then_some(max_batch_length),
+            buffered_batch: None,
+            buffered_offset: 0,
+        }
+    }
+
+    pub fn new_boxed(
+        inner: SendableRecordBatchStream,
+        max_batch_length: usize,
+    ) -> SendableRecordBatchStream {
+        if max_batch_length == 0 {
+            inner
+        } else {
+            Box::pin(Self::new(inner, max_batch_length))
+        }
+    }
+}
+
+impl RecordBatchStream for MaxBatchLengthStream {
+    fn schema(&self) -> SchemaRef {
+        self.inner.schema()
+    }
+}
+
+impl Stream for MaxBatchLengthStream {
+    type Item = DataFusionResult<RecordBatch>;
+
+    fn poll_next(
+        mut self: Pin<&mut Self>,
+        cx: &mut std::task::Context<'_>,
+    ) -> std::task::Poll<Option<Self::Item>> {
+        loop {
+            let Some(max_batch_length) = self.max_batch_length else {
+                return Pin::new(&mut self.inner).poll_next(cx);
+            };
+
+            if let Some(batch) = self.buffered_batch.clone() {
+                if self.buffered_offset < batch.num_rows() {
+                    let remaining = batch.num_rows() - self.buffered_offset;
+                    let length = remaining.min(max_batch_length);
+                    let sliced = batch.slice(self.buffered_offset, length);
+                    self.buffered_offset += length;
+                    if self.buffered_offset >= batch.num_rows() {
+                        self.buffered_batch = None;
+                        self.buffered_offset = 0;
+                    }
+                    return std::task::Poll::Ready(Some(Ok(sliced)));
+                }
+
+                self.buffered_batch = None;
+                self.buffered_offset = 0;
+            }
+
+            match Pin::new(&mut self.inner).poll_next(cx) {
+                std::task::Poll::Ready(Some(Ok(batch))) => {
+                    if batch.num_rows() <= max_batch_length {
+                        return std::task::Poll::Ready(Some(Ok(batch)));
+                    }
+                    self.buffered_batch = Some(batch);
+                    self.buffered_offset = 0;
+                }
+                other => return other,
+            }
+        }
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use arrow_array::Int32Array;
@@ -470,7 +549,7 @@ mod tests {
         assert_eq!(string_to_datatype(string), Some(expected));
     }
 
-    fn sample_batch() -> RecordBatch {
+    fn sample_batch(num_rows: i32) -> RecordBatch {
         let schema = Arc::new(Schema::new(vec![Field::new(
             "col1",
             DataType::Int32,
@@ -478,14 +557,14 @@ mod tests {
         )]));
         RecordBatch::try_new(
             schema.clone(),
-            vec![Arc::new(Int32Array::from(vec![1, 2, 3]))],
+            vec![Arc::new(Int32Array::from_iter_values(0..num_rows))],
         )
         .unwrap()
     }
 
     #[tokio::test]
     async fn test_timeout_stream() {
-        let batch = sample_batch();
+        let batch = sample_batch(3);
         let schema = batch.schema();
         let mock_stream = stream::iter(vec![Ok(batch.clone()), Ok(batch.clone())]);
 
@@ -515,7 +594,7 @@ mod tests {
 
     #[tokio::test]
     async fn test_timeout_stream_zero_duration() {
-        let batch = sample_batch();
+        let batch = sample_batch(3);
         let schema = batch.schema();
         let mock_stream = stream::iter(vec![Ok(batch.clone()), Ok(batch.clone())]);
 
@@ -534,7 +613,7 @@ mod tests {
 
     #[tokio::test]
     async fn test_timeout_stream_completes_normally() {
-        let batch = sample_batch();
+        let batch = sample_batch(3);
         let schema = batch.schema();
         let mock_stream = stream::iter(vec![Ok(batch.clone()), Ok(batch.clone())]);
 
@@ -552,4 +631,35 @@ mod tests {
         // Stream should be empty now
         assert!(timeout_stream.next().await.is_none());
     }
+
+    async fn collect_batch_sizes(
+        stream: SendableRecordBatchStream,
+        max_batch_length: usize,
+    ) -> Vec<usize> {
+        let mut sliced_stream = MaxBatchLengthStream::new(stream, max_batch_length);
+        sliced_stream
+            .by_ref()
+            .map(|batch| batch.unwrap().num_rows())
+            .collect::<Vec<_>>()
+            .await
+    }
+
+    #[tokio::test]
+    async fn test_max_batch_length_stream_behaviors() {
+        let schema = sample_batch(7).schema();
+        let mock_stream = stream::iter(vec![Ok(sample_batch(2)), Ok(sample_batch(7))]);
+
+        let sendable_stream: SendableRecordBatchStream =
+            Box::pin(RecordBatchStreamAdapter::new(schema.clone(), mock_stream));
+        assert_eq!(
+            collect_batch_sizes(sendable_stream, 3).await,
+            vec![2, 3, 3, 1]
+        );
+
+        let sendable_stream: SendableRecordBatchStream = Box::pin(RecordBatchStreamAdapter::new(
+            schema,
+            stream::iter(vec![Ok(sample_batch(2)), Ok(sample_batch(7))]),
+        ));
+        assert_eq!(collect_batch_sizes(sendable_stream, 0).await, vec![2, 7]);
+    }
 }