diff --git a/backend/tests/bun_jobs.rs b/backend/tests/bun_jobs.rs
index 590963b291..63d5341ba3 100644
--- a/backend/tests/bun_jobs.rs
+++ b/backend/tests/bun_jobs.rs
@@ -1209,6 +1209,100 @@ export function main() {
     Ok(())
 }
 
+/// A deployed flow runs an inline step as the `flow_node` its deploy rewrote it into,
+/// a `FlowScript` job rather than the preview job the editor runs. A workflow-as-code
+/// step's `task()` children must dispatch from that kind too, as re-runs of the same
+/// node, or the step passes its editor test and fails once deployed.
+///
+/// The step is cached: a child that shared the parent's result-cache key would hand
+/// its own result (`10`) back to the parent on resume, in place of the workflow's.
+#[sqlx::test(fixtures("base", "wac_flow_script"))]
+async fn test_bun_wac_task_dispatch_from_flow_script(db: Pool<Postgres>) -> anyhow::Result<()> {
+    use windmill_common::flows::FlowNodeId;
+    initialize_tracing().await;
+    let server = ApiServer::start(db.clone()).await?;
+    let port = server.addr.port();
+
+    let node = FlowNodeId(3000000000000011);
+    let job = RunJob::from(JobPayload::FlowScript {
+        id: node,
+        path: "f/system/wac_flow_script/a".to_string(),
+        language: ScriptLang::Bun,
+        cache_ttl: Some(60),
+        cache_ignore_s3_path: None,
+        dedicated_worker: None,
+        concurrency_settings: windmill_common::runnable_settings::ConcurrencySettings::default(),
+    })
+    .arg("n", serde_json::json!(5))
+    .run_until_complete(&db, false, port)
+    .await;
+
+    assert_eq!(
+        job.json_result().unwrap(),
+        serde_json::json!({"doubled": 10})
+    );
+
+    let children: Vec<(String, Option<i64>, Option<i32>)> = sqlx::query_as(
+        "SELECT kind::text, runnable_id, cache_ttl FROM v2_job WHERE parent_job = $1",
+    )
+    .bind(job.id)
+    .fetch_all(&db)
+    .await?;
+    assert_eq!(
+        children,
+        vec![("flowscript".to_string(), Some(node.0), None)],
+        "the task child re-runs the parent's flow node, outside the result cache"
+    );
+    Ok(())
+}
+
+/// `task(fn, { cache_ttl })` on an inline task of a deployed flow's step: the child runs
+/// the parent's code with the parent's arguments, so its result-cache key carries its
+/// step key, or the parent and every sibling would read its result back as their own.
+#[sqlx::test(fixtures("base", "wac_flow_script"))]
+async fn test_bun_wac_inline_task_cache_is_per_task(db: Pool<Postgres>) -> anyhow::Result<()> {
+    use windmill_common::flows::FlowNodeId;
+    initialize_tracing().await;
+    let server = ApiServer::start(db.clone()).await?;
+    let port = server.addr.port();
+
+    let payload = || JobPayload::FlowScript {
+        id: FlowNodeId(3000000000000012),
+        path: "f/system/wac_flow_script/a".to_string(),
+        language: ScriptLang::Bun,
+        cache_ttl: None,
+        cache_ignore_s3_path: None,
+        dedicated_worker: None,
+        concurrency_settings: windmill_common::runnable_settings::ConcurrencySettings::default(),
+    };
+
+    let mut children_from_cache = Vec::new();
+    for _ in 0..2 {
+        let job = RunJob::from(payload())
+            .arg("n", serde_json::json!(5))
+            .run_until_complete(&db, false, port)
+            .await;
+        assert_eq!(
+            job.json_result().unwrap(),
+            serde_json::json!({"doubled": 10, "tripled": 15})
+        );
+        let from_cache: i64 = sqlx::query_scalar(
+            "SELECT count(*) FROM job_logs l JOIN v2_job j ON j.id = l.job_id \
+             WHERE j.parent_job = $1 AND l.logs LIKE '%found in cache%'",
+        )
+        .bind(job.id)
+        .fetch_one(&db)
+        .await?;
+        children_from_cache.push(from_cache);
+    }
+    assert_eq!(
+        children_from_cache,
+        vec![0, 2],
+        "the second run serves each task from its own cache entry"
+    );
+    Ok(())
+}
+
 // ============================================================================
 // Environment Variable Tests
 // ============================================================================
diff --git a/backend/tests/fixtures/wac_flow_script.sql b/backend/tests/fixtures/wac_flow_script.sql
new file mode 100644
index 0000000000..1b780c6cf4
--- /dev/null
+++ b/backend/tests/fixtures/wac_flow_script.sql
@@ -0,0 +1,53 @@
+-- A deployed flow whose inline bun step is workflow-as-code calling task(), in the
+-- shape the deploy leaves behind: the RawScript module rewritten into a flow_node that
+-- the step then runs as a FlowScript job. No lock, so the worker resolves
+-- windmill-client at run time like the other bun fixtures.
+INSERT INTO public.flow(workspace_id, summary, description, path, versions, schema, value, edited_by) VALUES (
+'test-workspace', '', '',
+'f/system/wac_flow_script',
+'{}',
+'{"$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"n":{"type":"integer","description":""}},"required":[],"type":"object"}',
+'{"modules":[{"id":"a","value":{"type":"flowscript","id":3000000000000011,"language":"bun","input_transforms":{"n":{"expr":"flow_input.n","type":"javascript"}}}}]}',
+'system'
+);
+
+INSERT INTO public.flow_node(id, workspace_id, path, hash_v2, lock, code) VALUES (
+3000000000000011,
+'test-workspace',
+'f/system/wac_flow_script',
+'0000000000000000000000000000000000000000000000000000000000000011',
+NULL,
+E'import { workflow, task } from "windmill-client";
+
+const double = task(async (n: number) => {
+  return n * 2;
+});
+
+export const main = workflow(async (n: number) => {
+  const d = await double(n);
+  return { doubled: d };
+});'
+);
+
+-- The same flow's step with two tasks that cache their own result.
+INSERT INTO public.flow_node(id, workspace_id, path, hash_v2, lock, code) VALUES (
+3000000000000012,
+'test-workspace',
+'f/system/wac_flow_script',
+'0000000000000000000000000000000000000000000000000000000000000012',
+NULL,
+E'import { workflow, task } from "windmill-client";
+
+const double = task(async (n: number) => {
+  return n * 2;
+}, { cache_ttl: 60 });
+const triple = task(async (n: number) => {
+  return n * 3;
+}, { cache_ttl: 60 });
+
+export const main = workflow(async (n: number) => {
+  const d = await double(n);
+  const t = await triple(n);
+  return { doubled: d, tripled: t };
+});'
+);
diff --git a/backend/windmill-worker/src/bun_executor.rs b/backend/windmill-worker/src/bun_executor.rs
index 7d45cab178..117fbda086 100644
--- a/backend/windmill-worker/src/bun_executor.rs
+++ b/backend/windmill-worker/src/bun_executor.rs
@@ -2874,15 +2874,17 @@ pub async fn handle_wac_v2_output(
                 .collect();
 
             // Resolve job_payload once (same for all children since they re-run
-            // the parent script)
+            // the parent script). The step's cache setting is for the workflow's
+            // result; a task is cached only through its own `cache_ttl` option,
+            // under a key of its own (see `cached_result_path`).
             let job_payload_template = match job.kind {
                 JobKind::Script => {
                     if let Some(hash) = job.runnable_id {
                         Ok(JobPayload::ScriptHash {
                             hash,
                             path: job.runnable_path.clone().unwrap_or_default(),
-                            cache_ttl: job.cache_ttl,
-                            cache_ignore_s3_path: job.cache_ignore_s3_path,
+                            cache_ttl: None,
+                            cache_ignore_s3_path: None,
                             dedicated_worker: None,
                             language: job.script_lang.unwrap_or(ScriptLang::Bun),
                             priority: job.priority,
@@ -2897,6 +2899,27 @@ pub async fn handle_wac_v2_output(
                         ))
                     }
                 }
+                // A deployed flow runs an inline step as the `flow_node` its deploy
+                // rewrote it into; the child re-runs that node the way a `Script`
+                // child re-runs its hash, so `runnable_id` (the checkpoint's source
+                // hash) stays the same across parent and children.
+                JobKind::FlowScript => {
+                    if let Some(id) = job.runnable_id {
+                        Ok(JobPayload::FlowScript {
+                            id: windmill_common::flows::FlowNodeId(id.0),
+                            path: job.runnable_path.clone().unwrap_or_default(),
+                            language: job.script_lang.unwrap_or(ScriptLang::Bun),
+                            cache_ttl: None,
+                            cache_ignore_s3_path: None,
+                            dedicated_worker: None,
+                            concurrency_settings: ConcurrencySettings::default(),
+                        })
+                    } else {
+                        Err(error::Error::internal_err(
+                            "WAC v2 FlowScript job missing runnable_id".to_string(),
+                        ))
+                    }
+                }
                 JobKind::Preview => {
                     let row: Option<(Option<String>, Option<String>)> = sqlx::query_as(
                         "SELECT raw_code, raw_lock FROM v2_job WHERE id = $1 AND workspace_id = $2",
@@ -2912,8 +2935,8 @@ pub async fn handle_wac_v2_output(
                         hash: None,
                         language: job.script_lang.unwrap_or(ScriptLang::Bun),
                         lock: lock,
-                        cache_ttl: job.cache_ttl,
-                        cache_ignore_s3_path: job.cache_ignore_s3_path,
+                        cache_ttl: None,
+                        cache_ignore_s3_path: None,
                         dedicated_worker: None,
                         concurrency_settings: ConcurrencySettingsWithCustom::default(),
                         debouncing_settings: DebouncingSettings::default(),
@@ -3012,6 +3035,12 @@ pub async fn handle_wac_v2_output(
             let mut pushed_ids: Vec<Uuid> = Vec::with_capacity(num_steps);
             let push_result: error::Result<()> = async {
                 for (step, (_, child_uuid)) in steps.iter().zip(job_ids.iter()) {
+                    // A task with a runnable of its own (a deployed script or flow) queues
+                    // at that runnable's priority; any other task is the parent's code and
+                    // queues at the parent's.
+                    let own_runnable = matches!(step.dispatch_type.as_str(), "script" | "flow")
+                        && !step.script.starts_with("./");
+
                     // Resolve job payload based on dispatch_type
                     let (job_payload, child_args, is_external, on_behalf_of) =
                         match step.dispatch_type.as_str() {
@@ -3025,8 +3054,8 @@ pub async fn handle_wac_v2_output(
                                     hash: None,
                                     language: module.language,
                                     lock: module.lock,
-                                    cache_ttl: job.cache_ttl,
-                                    cache_ignore_s3_path: job.cache_ignore_s3_path,
+                                    cache_ttl: None,
+                                    cache_ignore_s3_path: None,
                                     dedicated_worker: None,
                                     concurrency_settings: ConcurrencySettingsWithCustom::default(),
                                     debouncing_settings: DebouncingSettings::default(),
@@ -3110,7 +3139,8 @@ pub async fn handle_wac_v2_output(
                     let mut job_payload = job_payload;
                     if let Some(cache_ttl) = step.cache_ttl {
                         match &mut job_payload {
-                            JobPayload::ScriptHash { cache_ttl: ref mut ct, .. } => {
+                            JobPayload::ScriptHash { cache_ttl: ref mut ct, .. }
+                            | JobPayload::FlowScript { cache_ttl: ref mut ct, .. } => {
                                 *ct = Some(cache_ttl)
                             }
                             JobPayload::Code(ref mut code) => code.cache_ttl = Some(cache_ttl),
@@ -3122,7 +3152,8 @@ pub async fn handle_wac_v2_output(
                         || step.concurrency_time_window_s.is_some()
                     {
                         match &mut job_payload {
-                            JobPayload::ScriptHash { concurrency_settings: ref mut cs, .. } => {
+                            JobPayload::ScriptHash { concurrency_settings: ref mut cs, .. }
+                            | JobPayload::FlowScript { concurrency_settings: ref mut cs, .. } => {
                                 if let Some(limit) = step.concurrent_limit {
                                     cs.concurrent_limit = Some(limit);
                                 }
@@ -3188,13 +3219,14 @@ pub async fn handle_wac_v2_output(
                         job.visible_to_owner,
                         step.tag.clone().or_else(|| Some(job.tag.clone())),
                         step.timeout.or(job.timeout),
-                        None,          // flow_step_id
-                        step.priority, // priority_override
-                        None,          // authed
-                        false,         // running
-                        None,          // end_user_email
-                        None,          // trigger
-                        None,          // suspended_mode
+                        None, // flow_step_id
+                        step.priority
+                            .or(if own_runnable { None } else { job.priority }),
+                        None,  // authed
+                        false, // running
+                        None,  // end_user_email
+                        None,  // trigger
+                        None,  // suspended_mode
                     )
                     .await?;
 
diff --git a/backend/windmill-worker/src/common.rs b/backend/windmill-worker/src/common.rs
index 0a5deb52d2..9c012fd117 100644
--- a/backend/windmill-worker/src/common.rs
+++ b/backend/windmill-worker/src/common.rs
@@ -1559,7 +1559,7 @@ pub async fn cached_result_path(
     client: &AuthedClient,
     job: &MiniPulledJob,
     raw_data: Option<&RawData>,
-) -> String {
+) -> windmill_common::error::Result<String> {
     let mut hasher = sha2::Sha256::new();
     hasher.update(&[job.kind as u8]);
     if let Some(ScriptHash(hash)) = job.runnable_id {
@@ -1574,6 +1574,13 @@ pub async fn cached_result_path(
             _ => {}
         }
     }
+    // A workflow-as-code task child runs its parent's code with the parent's
+    // arguments; the step it executes is what tells its result from the parent's
+    // and from its siblings'.
+    if let Some(step_key) = wac_executing_key(db, job).await? {
+        hasher.update(b"wac_step:");
+        hasher.update(step_key.as_bytes());
+    }
     hash_args(
         db,
         client,
@@ -1584,7 +1591,26 @@ pub async fn cached_result_path(
         job.cache_ignore_s3_path.unwrap_or(false),
     )
     .await;
-    format!("g/results/{:064x}", hasher.finalize())
+    Ok(format!("g/results/{:064x}", hasher.finalize()))
+}
+
+/// The checkpoint step key a workflow-as-code parent seeded for this child at push
+/// time; `None` for any job that is not such a child.
+async fn wac_executing_key(
+    db: &DB,
+    job: &MiniPulledJob,
+) -> windmill_common::error::Result<Option<String>> {
+    if job.parent_job.is_none() || job.flow_step_id.is_some() {
+        return Ok(None);
+    }
+    let key: Option<Option<String>> = sqlx::query_scalar(
+        "SELECT workflow_as_code_status->'_checkpoint'->>'_executing_key' \
+         FROM v2_job_status WHERE id = $1",
+    )
+    .bind(job.id)
+    .fetch_optional(db)
+    .await?;
+    Ok(key.flatten())
 }
 
 #[cfg(feature = "parquet")]
diff --git a/backend/windmill-worker/src/worker.rs b/backend/windmill-worker/src/worker.rs
index 467b8dbf19..56b4b26fb0 100644
--- a/backend/windmill-worker/src/worker.rs
+++ b/backend/windmill-worker/src/worker.rs
@@ -4645,7 +4645,7 @@ pub async fn handle_queued_job(
     let cached_res_path = if job.cache_ttl.is_some() {
         match conn {
             Connection::Sql(db) => {
-                Some(cached_result_path(db, &client, &job, preview_data.as_ref()).await)
+                Some(cached_result_path(db, &client, &job, preview_data.as_ref()).await?)
             }
             Connection::Http(_) => None,
         }
diff --git a/backend/windmill-worker/src/worker_flow.rs b/backend/windmill-worker/src/worker_flow.rs
index cbda50c7bc..ed543bd517 100644
--- a/backend/windmill-worker/src/worker_flow.rs
+++ b/backend/windmill-worker/src/worker_flow.rs
@@ -2005,7 +2005,8 @@ pub async fn update_flow_status_after_job_completion_internal(
 
             if flow_job.cache_ttl.is_some() && success {
                 let flow = RawData::Flow(flow_data.clone());
-                let cached_res_path = cached_result_path(db, client, &flow_job, Some(&flow)).await;
+                let cached_res_path =
+                    cached_result_path(db, client, &flow_job, Some(&flow)).await?;
 
                 save_in_cache(
                     db,
diff --git a/cli/src/guidance/skills.gen.ts b/cli/src/guidance/skills.gen.ts
index 60fdd07124..f58092fdac 100644
--- a/cli/src/guidance/skills.gen.ts
+++ b/cli/src/guidance/skills.gen.ts
@@ -4608,6 +4608,14 @@ def parse_sql_client_name(name: str) -> tuple[str, Optional[str]]
 # it grows with both the width of the fan-out and \`\`attempts\`\`. Retries with
 # no \`\`delay\`\` all go out in a single round.
 # 
+# \`\`cache_ttl\`\` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A \`\`task_script\`\` target is keyed on the
+# arguments it is called with. It has no effect on a \`\`task_flow\`\` target,
+# which keeps its flow's own cache policy.
+# 
 # Usage::
 # 
 #     @task
@@ -6742,6 +6750,13 @@ export interface TaskRetry {
 export interface TaskOptions {
   timeout?: number;
   tag?: string;
+  /** Seconds during which a previous result of this task is served instead of
+  *  running it again. A task written inline in the workflow is keyed on its
+  *  step key (its name and call order) and the workflow's input, not on the
+  *  arguments it is called with, so cache one only when whether it runs, and
+  *  what it receives, follow from the workflow's input alone. A \`taskScript\`
+  *  target is keyed on the arguments it is called with. It has no effect on a
+  *  \`taskFlow\` target, which keeps its flow's own cache policy. */
   cache_ttl?: number;
   priority?: number;
   concurrency_limit?: number;
@@ -6933,6 +6948,14 @@ def get_resume_urls(approver: str = None, flow_level: bool = None) -> dict
 # it grows with both the width of the fan-out and \`\`attempts\`\`. Retries with
 # no \`\`delay\`\` all go out in a single round.
 #
+# \`\`cache_ttl\`\` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A \`\`task_script\`\` target is keyed on the
+# arguments it is called with. It has no effect on a \`\`task_flow\`\` target,
+# which keeps its flow's own cache policy.
+#
 # Usage::
 #
 #     @task
diff --git a/python-client/wmill/wmill/client.py b/python-client/wmill/wmill/client.py
index 918a16f2b0..dbc9d9b193 100644
--- a/python-client/wmill/wmill/client.py
+++ b/python-client/wmill/wmill/client.py
@@ -3327,6 +3327,14 @@ def task(
     it grows with both the width of the fan-out and ``attempts``. Retries with
     no ``delay`` all go out in a single round.
 
+    ``cache_ttl`` serves a previous result of the task for that many seconds
+    instead of running it again. A task is keyed on its step key (its name and
+    call order) and the workflow's input, not on the arguments it is called
+    with, so cache one only when whether it runs, and what it receives, follow
+    from the workflow's input alone. A ``task_script`` target is keyed on the
+    arguments it is called with. It has no effect on a ``task_flow`` target,
+    which keeps its flow's own cache policy.
+
     Usage::
 
         @task
diff --git a/system_prompts/auto-generated/prompts.ts b/system_prompts/auto-generated/prompts.ts
index 2a20e8f779..1e92c8e69b 100644
--- a/system_prompts/auto-generated/prompts.ts
+++ b/system_prompts/auto-generated/prompts.ts
@@ -2588,6 +2588,14 @@ def parse_sql_client_name(name: str) -> tuple[str, Optional[str]]
 # it grows with both the width of the fan-out and \`\`attempts\`\`. Retries with
 # no \`\`delay\`\` all go out in a single round.
 # 
+# \`\`cache_ttl\`\` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A \`\`task_script\`\` target is keyed on the
+# arguments it is called with. It has no effect on a \`\`task_flow\`\` target,
+# which keeps its flow's own cache policy.
+# 
 # Usage::
 # 
 #     @task
@@ -2738,6 +2746,13 @@ export interface TaskRetry {
 export interface TaskOptions {
   timeout?: number;
   tag?: string;
+  /** Seconds during which a previous result of this task is served instead of
+  *  running it again. A task written inline in the workflow is keyed on its
+  *  step key (its name and call order) and the workflow's input, not on the
+  *  arguments it is called with, so cache one only when whether it runs, and
+  *  what it receives, follow from the workflow's input alone. A \`taskScript\`
+  *  target is keyed on the arguments it is called with. It has no effect on a
+  *  \`taskFlow\` target, which keeps its flow's own cache policy. */
   cache_ttl?: number;
   priority?: number;
   concurrency_limit?: number;
@@ -2929,6 +2944,14 @@ def get_resume_urls(approver: str = None, flow_level: bool = None) -> dict
 # it grows with both the width of the fan-out and \`\`attempts\`\`. Retries with
 # no \`\`delay\`\` all go out in a single round.
 #
+# \`\`cache_ttl\`\` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A \`\`task_script\`\` target is keyed on the
+# arguments it is called with. It has no effect on a \`\`task_flow\`\` target,
+# which keeps its flow's own cache policy.
+#
 # Usage::
 #
 #     @task
diff --git a/system_prompts/auto-generated/script.md b/system_prompts/auto-generated/script.md
index 7883a8ba4b..f278a67fba 100644
--- a/system_prompts/auto-generated/script.md
+++ b/system_prompts/auto-generated/script.md
@@ -2728,6 +2728,14 @@ def parse_sql_client_name(name: str) -> tuple[str, Optional[str]]
 # it grows with both the width of the fan-out and ``attempts``. Retries with
 # no ``delay`` all go out in a single round.
 # 
+# ``cache_ttl`` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A ``task_script`` target is keyed on the
+# arguments it is called with. It has no effect on a ``task_flow`` target,
+# which keeps its flow's own cache policy.
+# 
 # Usage::
 # 
 #     @task
diff --git a/system_prompts/auto-generated/sdks/python.md b/system_prompts/auto-generated/sdks/python.md
index 4aacf4d1b4..4f727c7d45 100644
--- a/system_prompts/auto-generated/sdks/python.md
+++ b/system_prompts/auto-generated/sdks/python.md
@@ -672,6 +672,14 @@ def parse_sql_client_name(name: str) -> tuple[str, Optional[str]]
 # it grows with both the width of the fan-out and ``attempts``. Retries with
 # no ``delay`` all go out in a single round.
 # 
+# ``cache_ttl`` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A ``task_script`` target is keyed on the
+# arguments it is called with. It has no effect on a ``task_flow`` target,
+# which keeps its flow's own cache policy.
+# 
 # Usage::
 # 
 #     @task
diff --git a/system_prompts/auto-generated/sdks/wac-python.md b/system_prompts/auto-generated/sdks/wac-python.md
index 816ea4959b..a8e98a9d4f 100644
--- a/system_prompts/auto-generated/sdks/wac-python.md
+++ b/system_prompts/auto-generated/sdks/wac-python.md
@@ -58,6 +58,14 @@ def get_resume_urls(approver: str = None, flow_level: bool = None) -> dict
 # it grows with both the width of the fan-out and ``attempts``. Retries with
 # no ``delay`` all go out in a single round.
 #
+# ``cache_ttl`` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A ``task_script`` target is keyed on the
+# arguments it is called with. It has no effect on a ``task_flow`` target,
+# which keeps its flow's own cache policy.
+#
 # Usage::
 #
 #     @task
diff --git a/system_prompts/auto-generated/sdks/wac-typescript.md b/system_prompts/auto-generated/sdks/wac-typescript.md
index 66eecfe761..608d75d18c 100644
--- a/system_prompts/auto-generated/sdks/wac-typescript.md
+++ b/system_prompts/auto-generated/sdks/wac-typescript.md
@@ -34,6 +34,13 @@ export interface TaskRetry {
 export interface TaskOptions {
   timeout?: number;
   tag?: string;
+  /** Seconds during which a previous result of this task is served instead of
+  *  running it again. A task written inline in the workflow is keyed on its
+  *  step key (its name and call order) and the workflow's input, not on the
+  *  arguments it is called with, so cache one only when whether it runs, and
+  *  what it receives, follow from the workflow's input alone. A `taskScript`
+  *  target is keyed on the arguments it is called with. It has no effect on a
+  *  `taskFlow` target, which keeps its flow's own cache policy. */
   cache_ttl?: number;
   priority?: number;
   concurrency_limit?: number;
diff --git a/system_prompts/auto-generated/skills/write-script-python3/SKILL.md b/system_prompts/auto-generated/skills/write-script-python3/SKILL.md
index 8100eebc25..1ccb376a9f 100644
--- a/system_prompts/auto-generated/skills/write-script-python3/SKILL.md
+++ b/system_prompts/auto-generated/skills/write-script-python3/SKILL.md
@@ -857,6 +857,14 @@ def parse_sql_client_name(name: str) -> tuple[str, Optional[str]]
 # it grows with both the width of the fan-out and ``attempts``. Retries with
 # no ``delay`` all go out in a single round.
 # 
+# ``cache_ttl`` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A ``task_script`` target is keyed on the
+# arguments it is called with. It has no effect on a ``task_flow`` target,
+# which keeps its flow's own cache policy.
+# 
 # Usage::
 # 
 #     @task
diff --git a/system_prompts/auto-generated/skills/write-workflow-as-code/SKILL.md b/system_prompts/auto-generated/skills/write-workflow-as-code/SKILL.md
index c41bd54f04..8e5ab1f06c 100644
--- a/system_prompts/auto-generated/skills/write-workflow-as-code/SKILL.md
+++ b/system_prompts/auto-generated/skills/write-workflow-as-code/SKILL.md
@@ -277,6 +277,13 @@ export interface TaskRetry {
 export interface TaskOptions {
   timeout?: number;
   tag?: string;
+  /** Seconds during which a previous result of this task is served instead of
+  *  running it again. A task written inline in the workflow is keyed on its
+  *  step key (its name and call order) and the workflow's input, not on the
+  *  arguments it is called with, so cache one only when whether it runs, and
+  *  what it receives, follow from the workflow's input alone. A `taskScript`
+  *  target is keyed on the arguments it is called with. It has no effect on a
+  *  `taskFlow` target, which keeps its flow's own cache policy. */
   cache_ttl?: number;
   priority?: number;
   concurrency_limit?: number;
@@ -468,6 +475,14 @@ def get_resume_urls(approver: str = None, flow_level: bool = None) -> dict
 # it grows with both the width of the fan-out and ``attempts``. Retries with
 # no ``delay`` all go out in a single round.
 #
+# ``cache_ttl`` serves a previous result of the task for that many seconds
+# instead of running it again. A task is keyed on its step key (its name and
+# call order) and the workflow's input, not on the arguments it is called
+# with, so cache one only when whether it runs, and what it receives, follow
+# from the workflow's input alone. A ``task_script`` target is keyed on the
+# arguments it is called with. It has no effect on a ``task_flow`` target,
+# which keeps its flow's own cache policy.
+#
 # Usage::
 #
 #     @task
diff --git a/typescript-client/client.ts b/typescript-client/client.ts
index 7b10c732be..dd2123e746 100644
--- a/typescript-client/client.ts
+++ b/typescript-client/client.ts
@@ -1712,6 +1712,13 @@ export interface TaskRetry {
 export interface TaskOptions {
   timeout?: number;
   tag?: string;
+  /** Seconds during which a previous result of this task is served instead of
+   *  running it again. A task written inline in the workflow is keyed on its
+   *  step key (its name and call order) and the workflow's input, not on the
+   *  arguments it is called with, so cache one only when whether it runs, and
+   *  what it receives, follow from the workflow's input alone. A `taskScript`
+   *  target is keyed on the arguments it is called with. It has no effect on a
+   *  `taskFlow` target, which keeps its flow's own cache policy. */
   cache_ttl?: number;
   priority?: number;
   concurrency_limit?: number;