Commit Graph
4 Commits
Author SHA1 Message Date
e7fc1b2e2e feat: restricted job tokens per script and flow (#11484)
* feat: restricted job tokens (job_token_scopes on scripts and flows)

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: admit flow-run reads, skip dedicated workers, gate on worker version

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: keep restricted jobs off flow runners, preserve scopes on rename and promotion

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: keep restricted jobs off every dedicated handoff, confine progress flow id

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: exclude restricted runnables from dedicated worker startup

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: gate restrictions on the release after 1.821.0

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: store per-job scopes on job_perms instead of v2_job, pin inline runs to the checked version

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: step-level job_token_scopes for flow steps and agent tools

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: fail closed on perms read errors, refuse restricted queue imports, gate step scopes in previews

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: carry a job's scopes on its completion so a re-run keeps the caller's cap

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: carry a zombie job's scopes into its completion

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: leave a zombie for the next sweep when its scopes cannot be read

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* docs: correct the QueuedJobV2 completion comment

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: validate step scopes in batch flows, fail closed on unvalidated step scopes

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: refuse flows with step or tool restrictions at push while an older worker is live

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: apply the step-scope worker gate to flow restarts

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: list the job token toggle with the other step and flow settings

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* chore: pin the EE companion merged with EE main

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* perf: skip scope lookups for unrestricted jobs; list job token setting last

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* style: rustfmt scopes tests

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* fix: confine restricted job tokens to their own run lineage; drop remaining extra lookups

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014FHGE3ynoAu6yrgeg4kLwL

* chore: update ee-repo-ref to 259ad3bfeef5285ba80eedc86309b11dca001220

This commit updates the EE repository reference after PR #843 was merged in windmill-ee-private.

Previous ee-repo-ref: 2b77c0225dca441235daf7bf0a06ba968df0c927

New ee-repo-ref: 259ad3bfeef5285ba80eedc86309b11dca001220

Automated by sync-ee-ref workflow.

---------

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
2026-10-03 09:33:44 +02:00
hugocasaandClaude Opus 5.5 8c7dcbbda5 feat: agents as a standalone kind with home listing, detail and editor pages (#11332)
* feat: list agents on the home page and create them from the new menu

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: keep runnables out of the agents view and anchor a new agent once saved

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: autosave a new agent's first edit and list agents past one page

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: add agent detail and editor pages

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: explain when an agent cannot be run and drop the broken agent move

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: keep query params and a unique path when creating an agent

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: lead the home list with agents and keep rows while the agent view loads

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: treat a loading agent as undeployed when leaving the editor page

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent detail page config panel, run page on form runs, chat badge

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent configuration modal and draft paths like other new items

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: keep a new agent draft-free until the first input, land agents with runnables

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: place AI agent after apps in the new menu and describe chat and flow use

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: new agents start with managed memory, editor form says how to turn it off

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: clearer managed memory hint in the agent editor form

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* refactor: share the agent editor's pane notice as a PaneNotice component

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: name a new agent after a path no resource holds

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: tell repeated tool names apart and hide permissions on draft-only agents

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent configuration beside the model in the chat composer and above the form

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: center the agent run form, configuration beside its Run button

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: icon-only agent configuration button beside Run

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agents run on behalf of their deployer through a run-by-path endpoint

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agents keep their run-as identity in their value, preserved by the CLI

The identity an agent runs as lives in `value.on_behalf_of` instead of a column. Every write
of an agent resolves it server-side as a flow's is: the writer's own, unless an admin or
wm_deployers member asks to keep it, and a folder default on create. Retyping a resource into
an agent resolves its value the same way. Export leaves it out; the run endpoint reads it and
drops it from the step's inputs.

The CLI follows the app model: a pushed agent never takes its identity from the tracked file,
an unchanged agent compares equal to the deployed one, and an admin or deployer push claims
the deployed identity back. The owner-change pre-check lists agents.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: deploying an agent draft from review keeps its deployed identity

As for an app: an agent draft carries no identity, so the review page claims the deployed one
back, which the backend honours for an admin or wm_deployers member. The draft diff leaves the
deployed identity out, since a draft never holds one.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: deploying an agent to another workspace offers the run-as choice

An agent deployed to prod/staging, merged from a fork or promoted with `wmill workspace merge`
gets the same identity choice as a flow or an app: the target's current one, the deployer, or
a picked user, sent as a principal the way a trigger's is. The source workspace's principal is
never copied, and a difference in identity alone is not a change in the workspace compare or
its diff.

The frontend consumes the published windmill-utils-internal, so its deploy provider carries the
same rewrite until that version ships.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: agent identity on fork, agent-scoped job reads, and the run license gate

A fork re-points an agent's identity at its creator when they may not preserve someone else's,
and at the creator when it names nobody in the fork, as it does an app's. A token scoped to
`jobs:run:agents:<path>` reads back the runs it starts, chat turns included. The agent run
endpoint checks the enterprise license like every other run entrypoint.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: a CLI push decides agent identity handling by the tracked file's type

An agent retyped into another resource by a push kept neither its value's `on_behalf_of` as the
file stated it nor clear of the old agent's identity. The file's type now decides, and only a
deployed agent's identity is claimed back.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* refactor: agents run as the caller, with a note on what a shared one needs

Drops the agent run-as identity: its storage in the agent value, the backfill, the resolution
on every write, and its handling in export, the CLI, draft and cross-workspace deploys, forks
and the workspace compare. The run endpoint runs as the caller, so an operator or reader runs an
agent with their own access. The editor tells the author of a folder agent that anyone running
it needs access to its AI resource and to what its tools use.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* docs: agent editor comments describe runs as the caller

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* refactor: agent editor pane notes use Alert

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* refactor: agent editor pane notes render as Alert

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: agent editor notes as regular Alerts, not banners

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent path as its own editor level, and evals on the agent page

The path leaves the agent form: the editor dialog opens it as a level, as it does evals, and the
editor page in a drawer. The agent page gains Evals, in a dialog. The page supplies the run
form, keeping it out of the editor the flow editor reaches.

The draft edit gate no longer throws when a focused, changed field is removed: the `change` that
removal fires lands mid-teardown, so the gate opens just after instead.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent settings as the resource editor's header fields, behind a cog

The agent's own settings (path, labels, workspace specific, description) open from a cog as
the flow and script editors' do, laid out as the top of the resource editor. The folder note is
gone.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: agent settings fields and cog, completing the rename

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* feat: evals open as a dialog over the agent editor page

The editor page opens an agent's evals over itself, as the agent page does, with the unsaved
edits offered to a run; the editor dialog keeps evals as a level of its own. The two pages share
the dialog.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the unreachable model provider note reads like the unreachable agent one

Same warning level and wording as the note above it, with the path inline rather than in
parentheses that lost their spaces.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the unreachable model provider note offers editing the agent too

Editing the agent to use a provider the reader can access is often the simpler way out; offered
when the reader can write the agent, with Unlink and asking for access.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: provider note lists asking for access as its own option

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: shorter provider note, without the header's buttons repeated

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: evals only for those who can edit the agent

Evaluating builds datasets and runs against the agent, which is authoring: the agent page and the
editor offer it only with write access to the agent.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: agent page actions ordered as the script and flow pages

The menu leads and Edit comes last, as DetailPageHeader lays them out.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the agent editor dialog's levels slide in built on the first visit

Warmed, as the evals pane's levels are, so settings and evals are mounted before the first
navigation rather than inside its transition. Evals are only in the strip where they can be
opened.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the agent's settings report path errors, and hold nothing a reader can edit

The path field reads its error back, so it shows it and keeps deploy blocked on it.
Labels are shown rather than editable without write access. Evals wait for the load
to know they can be opened, and the page layout builds no levels it never shows.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* refactor: one builder for an agent's run flow, and the agent page on the shared header

The run endpoint and evals build the agent's one-step flow through the same function.
The agent page uses DetailPageHeader, whose error handler, tag and trigger context are
now optional, and whose menu items keep their disabled state. The home row and the
page share the agent's menu and delete.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the agent page's menu is built from its current path

Deploy settings are the workspace's, so they load once and the menu is derived from
them rather than fetched per path, where a superseded fetch could land after a
navigation. The shared run-flow builder lives with agent runs rather than evals.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* fix: the scoped-read comment names the run-flow builder as it is

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-09-30 18:40:05 +02:00
0bbd559ac8 feat: instrument AI fill/fix, evals, agents and the debugger (#10853)
* feat: track AI fill, AI fix, evals, reusable agents and debugger usage

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* chore: pin ee ref to the feature_usage registry commit

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* chore: update ee-repo-ref to c3b6f62ea579a3583d4b474e9885c77104cfc87e

This commit updates the EE repository reference after PR #745 was merged in windmill-ee-private.

Previous ee-repo-ref: 77992910929188a854eadc06ee45971877b6f954

New ee-repo-ref: c3b6f62ea579a3583d4b474e9885c77104cfc87e

Automated by sync-ee-ref workflow.

---------

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: windmill-internal-app[bot] <windmill-internal-app[bot]@users.noreply.github.com>
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>
2026-08-28 16:31:13 +02:00
hugocasaandClaude Fable 5 9c557859c5 feat: AI agent evals: datasets, scored runs and comparison (#10633)
* feat: eval datasets and standalone runs for reusable AI agents

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* feat: agent eval drawer with case editor, runs and capture entry points

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* docs: document AI agent eval datasets and standalone runs

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: say how many eval cases the list is not showing

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address review findings on eval datasets

- keep an edited case's conversation and tool inputs: serde(flatten) silently
  drops Box<RawValue> fields, so the update payload is spelled out
- remount the case editor per case so one case's turns cannot leak into another
- require jobs:read / flow_conversations:read on the capture endpoints, which
  UserDB does not gate by token scope
- take the dataset lock in create and update so a delete cannot be undone by a
  concurrent metadata write, and delete cases before metadata
- load more cases beyond the first page, and stop capping the agent picker
- record that the version stamp is taken at enqueue, not at resolution

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-2 review findings on eval datasets

- block operators from dataset and case writes
- pass the editor's operating workspace through the drawer and the capture
  request, instead of assuming the navigation workspace
- discard superseded case-list responses so switching datasets cannot land the
  previous dataset's cases
- reject a dataset without a case_id (or vice versa) rather than running an
  inline case under a dangling association
- run unsaved edits inline instead of silently running the stored case
- surface the API error body on a failed run
- fetch dataset metadata concurrently when listing
- $bindable() without a default on the optional open prop
- correct the permission and enqueue-time-version wording in the docs

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: run an untouched saved case by reference again

The editor writes back keys the stored case omits, so comparing the raw objects
reported every unedited case as edited: the run went inline and lost the
dataset/case stamp its history depends on. Compare a normalized form, and pin it
with a test. Also scope the history query to the drawer's workspace and drop
superseded responses.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* feat: show a dataset's cases as a table, and fix round-4 review findings

The case list showed one case at a time with no overview. It is now a table with
the case, where it was captured from, and its last run — the last-run column is a
single jobs query on the path stamp rather than a request per row.

Review fixes in the same file:
- keep the edit baseline on the selected case rather than looking it up in the
  loaded page, so a case beyond page 1 is not treated as unedited and run stale
- release the loading state when a superseded case load returns early
- reload every loaded page after a write instead of collapsing to page 1
- last remaining 'resolved to' wording in the version tooltip

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* feat: run a dataset as an experiment, with scorers as runnables

An experiment runs every case of a dataset against one subject and records the
exact case set it executed, so a result set stays reproducible while the dataset
keeps changing.

Each case runs as its own small flow — the agent, then a step per scorer — so a
case keeps the run stamp, history query and trajectory view a single run already
has, and scorers need no orchestration of their own. Results are read back per
step by node id rather than by walking a nested loop's status.

A scorer is any runnable taking (input, output, expected): a script, a flow, or a
reusable agent used as a judge. A judge is prompted with the case and the answer
as one JSON message; a script or flow receives them as named arguments. Scores
accept a bare number, a boolean or {score}.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* feat: results table for an experiment, with scorer columns

One row per case: status, the agent's answer, and a column per scorer, with the
mean per scorer above the table and a link into each case's run for its
trajectory. Averages skip cases a scorer produced no number for — counting a
missing score as zero would read as a regression.

The drawer's left pane becomes Cases / Results, and Results carries the scorer
picker and Run dataset.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* feat: compare an experiment against a baseline

Per-scorer deltas on each row and on the mean, and a filter down to the rows that
regressed. Rows join by case id, so a case added after the baseline ran has no
delta instead of counting as a change.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-5 review findings on experiments

- match scorers by label when diffing two experiments; joining by array position
  subtracted one scorer from another whenever the scorer sets differed
- report a row's status from the case job, not the agent step, so a case whose
  scorer failed no longer reads as a success
- delete a dataset's experiments with it: they hold copies of its cases, and a
  recreated dataset of the same path would have exposed them
- select the experiment that Run dataset just started instead of leaving the
  table on the previous one
- expected is scored now, so stop describing it as having no consumer

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-6 review findings on experiments

- hold the dataset lock across an experiment launch, so a delete landing between
  reading the cases and writing the experiment cannot recreate the deleted
  dataset's inputs
- match scorers between experiments on kind and path, not on label: labels
  default to a path's last segment, so f/a/quality and f/b/quality compared
  against each other
- average mean deltas over the cases both runs scored; comparing each run's own
  average reported a regression from a case the baseline never ran, with no
  regressed row to point at
- openapi: the row status is the job's, which is also canceled/skipped; runEval
  takes scorers; the update-case body no longer advertises source, which the
  handler deliberately ignores
- record why the experiment prefix cannot reach a sibling dataset

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-7 review findings on experiments

- release the dataset lock for the push loop and retake it for the write,
  re-checking the dataset still exists: holding it across the whole launch made
  every capture and case edit on that dataset 409 until the last job queued
- assemble experiment results with bounded concurrency; a 100-case, 3-scorer
  experiment was 400 sequential lookups, each itself several queries
- clear the baseline when it becomes the selected experiment, which was
  comparing a run against itself and reporting zero deltas
- take the header mean over the same cases as its delta while comparing, so the
  two numbers beside each other describe the same set
- a canceled or skipped case is no longer the same grey dot as a running one

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-8 review findings on experiments

- verify the dataset's identity, not just its existence, before recording an
  experiment: the path can be deleted and recreated during the push loop, and
  the experiment holds copies of the old dataset's cases
- give the recording lock a longer budget than a case edit, since its jobs are
  already queued and giving up strands them, and say so when it fails
- keep score lookups sequential within a case: nesting two bounded streams
  multiplied into 32 in-flight queries against a 50-connection pool
- clear a baseline that no longer belongs to the loaded experiments, so
  switching datasets does not leave comparison mode on with nothing to compare
- keep a scorer's own mean when the baseline never ran it, instead of blanking a
  column full of numbers
- EvalCaseDraft.expected no longer claims nothing scores it

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: do not trust an experiment's job ids, and require write to record one

Experiment objects live in workspace object storage, which a script can write
directly, and results are read on the unrestricted pool — so a forged experiment
naming another flow job returned output the jobs API would have refused. Only
jobs this server stamped with that experiment's id are read now.

Also from round 9:
- recording an experiment requires write on the dataset, not read: it persists
  into the dataset's namespace and its shared list
- clear the results table when the selection changes and surface a failed load,
  instead of labelling the previous experiment's numbers as the new one's
- a storage fault is no longer reported as a deleted dataset
- the lock-timeout message at the recording site no longer says to retry, which
  would run the whole dataset again on top of the jobs already queued
- ExperimentRow.status documents canceled and skipped

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: bind the experiment trust check to the requested dataset

The previous check matched jobs on the experiment id alone, which the stored
object supplies — so copying another dataset's experiment JSON under a readable
key carried its jobs' output along with it. A job is now only read if it was
stamped for this experiment *and* for the dataset the caller's read access was
checked against, and an experiment that names a different dataset is not served
from this key at all.

Also from round 10:
- add the .sqlx entry for that query; without it every SQLX_OFFLINE build failed
- serve results over GET: as POST the route-scope middleware classified a read
  as ai_evals:write, locking read-only tokens out of their own results
- clear the selected and baseline experiments synchronously when the dataset
  changes, so the previous dataset's id is not requested under the new one

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-11 review findings on experiments and scorers

- give scorers the whole case input, not just the message: an answer that came
  from attachments or a replayed conversation could not be judged on it
- accept a judge's boolean and structured {score} answers, including stringified
  ones, and pin every documented scorer shape with a test
- record an experiment for the cases that did launch when a later push fails,
  instead of leaving those jobs running with nothing to attribute them to
- do not capture a preview parent's synthetic runnable_path as a host flow; the
  saved case could not be rerun
- clear the case table before loading a dataset and surface a failed load, so a
  failure cannot leave the previous dataset's cases under the new name
- keep the results table through a refresh of the same experiment
- exclude flow-step jobs from the per-case last-run lookup
- drop case sets from the experiment list, which is only used to pick a run
- report a database failure at the recording lock as itself, not as contention

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: address round-12 review findings on capture and run history

- load flow_node.flow for flownode parents: an agent inside a deployed branch or
  loop captured without its agent, host flow or tool bindings
- decide host_flow_path by whether the path resolves to a flow, not by job kind:
  excluding previews wholesale also dropped the flow editor's step test, whose
  path is real
- page the per-case last-run lookup by created_before until the loaded cases are
  covered; one page of 200 reported older cases as never run
- do not record an experiment when nothing launched
- only attach the case input to a job when a scorer will read it
- keep the case table through a save; only a different dataset clears it
- drop the superseded duplicate comment on the score parser

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix: stop refetching run history on every case write

Reading the case list before the first await made the whole job-history query a
dependency of it, so every save, delete and Load more refetched up to 1000 job
rows and blanked the column. Read untracked instead.

- an empty Last run cell now distinguishes never-ran from not-found-within the
  page bound, which the comment already claimed and the cell did not
- reloading a dataset no longer replaces a populated table with a skeleton
- keep the score-parser comment that describes every shape it handles

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* refactor: keep eval datasets in Postgres instead of object storage

Datasets, cases and experiments become rows (`eval_dataset`, `eval_case`,
`eval_experiment`, `eval_experiment_case`) rather than objects under a
`wmill_eval_datasets/` prefix. What a run produced is still the job's:
only case inputs and an experiment's case snapshot are stored.

This removes the machinery the object store needed:

- The advisory lock and the read-modify-write of a per-dataset JSONL. A
  case is a row, so there is nothing to serialize.
- The launch-time identity check on the dataset. The foreign key makes a
  concurrent delete fail the transaction instead.
- The trust guard on an experiment's job ids, which existed because a
  script can write workspace object storage directly and could forge an
  experiment naming somebody else's job.

An experiment now chooses every job id and records itself before pushing
anything, so a launch that dies partway leaves a recorded case whose job
is missing rather than a running job nothing accounts for; cases that
never reached the queue are removed again.

Row-level security on `eval_dataset` is the authority on who may read or
write a dataset, so `extra_perms` grants work and the rule is not
mirrored in Rust. Cases and experiments carry a read policy derived from
their dataset and no write policy: they are written on the unrestricted
pool after the dataset row itself has been asked, with
`SELECT ... FOR UPDATE`, whether the caller may write it.

Cases are capped at 256 KiB each and 10 000 per dataset, refused rather
than truncated. Attachments are S3 references, not inline bytes, so a
case that approaches either cap is a mistake rather than a use case.

Evals no longer need the `parquet` feature or a configured workspace
object storage.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* style: align the eval drawer with the design system

- Scorer chips are `Badge`s rather than a hand-rolled bordered span, and
  the section header is a `Label` with its tooltip, as are the case
  editor's fields (which also gets the label colour right).
- The results table showed status as a coloured bullet, which says
  nothing to a colour-blind reader. It now carries the same icons the
  runs table uses, with the status as its accessible name.
- Feedback colours move to the `-500` shades the brand guidelines name.
- The conversation JSON error uses `TextInput`'s `error` prop for the
  border and the caption style for the message, as elsewhere.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: author an expected answer, tags and attachments on a case

Every scorer is handed `(input, output, expected)`, but nothing could
produce an `expected` except a conversation capture: the case editor had
no field for it and a captured run left it empty. So:

- The editor gains Expected, Tags and a read-only list of the
  attachments a captured case carries. Expected is plain text, or JSON
  when the answer has structure.
- Capturing from an AI agent run keeps what that run answered, which is
  the only moment a reference answer exists for free.

The results table also laid itself out by content, so a long answer
pushed the scores — the numbers the table exists for — off the edge of
the pane. It is fixed-layout now, with the text columns bounded.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* docs: expected is captured from a run and can be authored

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: link a saved agent when inserting an ai agent step

"AI Agent" in the step picker was a leaf that always created a blank
step, so reusing a saved agent meant inserting a blank one, opening its
step input and linking it there. It is a category now, like Flow and AI
Sandbox, listing the workspace's `ai_agent` resources next to a blank
option, filtered by the picker's own search.

A picked agent produces a step that is already linked rather than one
linked afterwards: `agent` set, no tools, and only the flow-local
`user_message`/`user_attachments` transforms. Seeding the brain keys
there would leave transforms a linked step never reads and that
`AgentResourceBar` strips on its next link change.

Each `on:new` forwarder rebuilds the insert detail field by field
instead of spreading it, so a new field is dropped unless the forwarder
names it. `agentPath` is typed on both `GraphEventHandlers.insert` and
`FlowGraphV2`'s `onInsert` so the next one to forget it fails the check.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: restore the link on cancel and simplify the agent bar

Cancel on an agent edit forked the step into a standalone copy, which is
the opposite of what the word means and needed a paragraph under the
card to explain. It discards the edits and re-links the step now,
leaving the agent untouched; diverging from an agent is Unlink's job, on
the linked card. This flow's `tool_inputs` survive the round trip as
overrides, so Cancel no longer folds them into the tools the way Unlink
does.

Linking a step to a saved agent happens in the step picker at insert
time, so the bar's own resource picker is gone and "Save as agent" is
the one action left. Its `+` button was a trap besides: it opened the
generic resource form, where an agent would have to be written as raw
JSON.

The card itself was `surface-secondary`, the sections token, so in dark
mode it was darker than the pane and read as a sunken well rather than
an elevated card. It uses `surface-tertiary` as the brand table
prescribes, its tool chips are `Badge`s, and the editing card no longer
overflows the pane and clips its own buttons. The remaining tooltip
follows the inline `Label` convention rather than sitting in a flex row
whose gap stacked on the trigger's own margin.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: rework the AI agent evals surface into one table

Evals become a single pane: a dataset of cases, one column per scorer, one
row per case, with the run being looked at chosen from the toolbar.

Runs are permanent. Running the whole dataset opens one; running a single
case records nothing at all — it is a job, and looking at what it did is
not a claim that it belongs in the history. Its result and its scores sit
over the row until they are saved as a run, which carries the cases that
were not rerun and the scoring jobs themselves, so the number that is
saved is the number that was looked at.

A scorer is a runnable: a judge agent or a script, created in one click and
edited in place. Scores carry a reason and per-assertion checks, shown on
hover with a rescore button.

What ran is always named. A run records the agent version, or — for a
configuration that is not deployed — a hash of it, so a table can say that
its numbers describe an agent that no longer exists: those rows dim and the
table offers to rerun. An agent's draft can be run directly instead of the
deployed value, and once those edits are deployed the runs that made them
are recognised as that version. A step with no agent of its own is
evaluable too, and saving it as an agent moves its history onto it.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: keep an agent's in-progress edits on the agent

Editing a linked agent forks it into the step, which is what makes the
edits runnable there — but the agent is what is being edited, so that is
where the unsaved state belongs. The edit is mirrored into the agent's own
resource draft as it is made.

It then survives leaving the flow, shows the agent as drafted wherever it
appears, and is what evals run when asked to run the draft rather than what
is deployed. Deploying or cancelling clears it; opening Edit without
changing anything does not mark the agent as drafted.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: shape the evals surface around a saved agent

Evals hang off an `ai_agent` resource, so the surface is now only ever about
one: the `draft` subject kind, the standalone-step subject and the move that
carried a step's history onto a newly saved agent are gone.

- A run is permanent and numbered per agent. Running a single case is a trial:
  it answers in the panel and never touches the table.
- "Run scorers only" opens a run of its own that reuses the answers of the run
  you are looking at, so a scorer added later measures what already ran without
  calling the agent again.
- A draft run whose configuration is later deployed is stamped, once, to the
  version it became, so its label stops reading `v23 + edits` forever.
- A scorer can carry a pass threshold, read off the scores already recorded.
- The table is the case, its answer and one number per scorer; datasets are
  created and edited in a drawer; a run that executed an earlier state of the
  current draft says so above the table, in one line.
- Which agent a step is, whether it is being edited, and which version it is on
  is a strip above the step's tabs, because it is true of every tab.
- Capturing a case from a step test or a conversation is dropped, and with it
  the `memory` override on a linked step that nothing set.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: run past versions of an agent, and number versions per resource

The evals home becomes one table of every run of the agent, whichever dataset
each is of, with one badge per scorer. A list spanning datasets cannot hold every
dataset's scorers to look a name up, so a score carries its name and kind with
its number, and thresholds are joined in per run and column.

Run now asks what to run: the latest agent, resolved when the run executes as a
flow step does, any past version, or the unsaved edits. Pinning is a subject kind
of its own, since a linked step resolves the resource live and inlining is the
only way to run a version that is no longer current.

Scorers move into the edit-dataset drawer. The column header over a run reports
and nothing else: a run is permanent, and a control there that changed the
columns would edit the past from the one place that must not. Adding one offers
four ways rather than two, writing and reusing being different jobs, and both new
kinds open with a summary filled in.

Versions are numbered per resource. `resource_version.id` is one identity
sequence for the whole table, so an agent saved nine times read v4 ... v24, and
the gaps counted writes in workspaces the reader cannot see. The id stays how a
version is addressed; the new number is what it is called, in the resource
history drawer as well as here. It is assigned on write rather than counted on
read because trimming past the cap and clearing a history both take the oldest
rows, and counting the survivors would renumber a version a run already names.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: read the dataset a remembered selection names

Reopening the evals modal restored the last dataset from storage as a bare path,
without reading the row it names. Every "is this already the one?" test compared
against that selection, so all of them short-circuited and the dataset was never
loaded: editing it opened a drawer with no summary, no scorers and no cases.

The remembered path is now brought into context the same way any other choice is,
and the tests compare against the dataset that is loaded rather than the one that
is selected, so a selection can no longer stand for a read that did not happen.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: give dialogs a trail in their header

A dialog deep enough to navigate had nowhere to say where you were: the header
held a fixed title, and the way back was a control each body placed for itself,
somewhere in a toolbar that moves with everything else the toolbar holds. The
header is the one part of the surface that does not move, which is where the
trail belongs.

`Modal` takes an optional `trail` of levels below its title, rendered as a
breadcrumb whose ancestors are the way back. Declarative on purpose: callers of
this depth already hold the state that says where they are, so the dialog reads
it rather than owning a stack they would have to push and pop in step with it.

Escape follows the trail. Leaving a level is what someone deep in a dialog means
by it, and closing the whole surface throws away the navigating they did to get
there; at the root it closes as before. That only works if a dialog can tell it
is the surface being addressed, so `Disposable` now answers `isTopmost()` and the
dialog asks before acting: it keeps Escape for itself, so nothing else was
arbitrating between it and a drawer opened from inside it, and both were acting
on one key press.

Evals is the first caller: its runs list is the root, a run is a level in it, and
the back button that used to sit above the table is gone.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: portal dialogs out of wherever they were opened from

A dialog rendered in place inherits whatever the calling component happens to sit
inside. One `transform`, `filter` or `overflow` anywhere above it makes its
`fixed` positioning resolve against that ancestor instead of the viewport, and a
surface meant to cover the app is then confined to a box it never asked for: the
nav rail paints over it and its own edges are clipped.

Drawers have always portalled for this reason. Dialogs only did so when an
enclosing pane claimed them, and rendered in place otherwise, so the same screen
could show a drawer over everything and a dialog trapped behind the nav. They now
portal the same way: to the pane when one claims it, to `body` otherwise.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: make the dialog's title the first step of its trail

The trail listed levels below the title, so a dialog one level deep read
"Evals > All runs > Run 20 · v6": three steps for two places, the first two of
them the same place under different names. The title is the root, so it is the
root's own segment, and the trail a dialog is given is now the whole path with
that segment at its head.

Its height stopped moving too. A heading carries a line-height of its own, so a
header holding only an h3 stood six pixels shorter than one holding segments as
well, and the dialog's whole top edge stepped as you navigated.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: sharpen the evals controls around where you are standing

Each screen now offers what belongs to it. The list starts runs; a run is a
record, so it offers only the one thing that acts on the record itself, which is
measuring the answers it already stored. Starting a fresh run from inside one
asked which agent and which dataset from the screen least about either, and
scoring an existing run was offered from the list, where there is no run to
score. Which run and what it is read against are one question asked twice, so
they sit together rather than at opposite ends of a row.

Choosing what to run is now a toggle over the two states worth naming, the draft
and the saved agent, with every earlier version one click further: running an old
version is deliberate, and a list made all three look alike. The draft is read
when the dialog opens rather than taken from the caller's polled copy, which
could be seconds behind an agent edited a moment ago and would leave the option
out exactly when it is the reason for opening the dialog.

The dataset field carries its path under it and its edit button on hover, as a
resource picker does, so the closed field says what the open list said. Edits
waiting on an agent are a "draft" here as everywhere else in Windmill, rather
than "+ edits". The dialog runs an evaluation rather than "the agent", which is
what it was already called everywhere it is recorded. An agent being edited keeps
its evals button on a line of its own, clear of the decision to save or discard.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: settle the evals controls on the patterns Windmill already has

The version choice uses ToggleButtonMore, as the AI provider picker does: the two
states worth naming stay in the group, the rest are behind the overflow menu, and
the one you pick joins the group rather than appearing in a second control below
it. The deployed one says which version it resolves to.

A run offers nothing to start. Scoring an existing run again was the last thing
left there, and it was one button explaining a distinction that the run and the
dataset already make between them.

The warning that a run executed an earlier draft is about the run on screen, so
it goes when the run does rather than following you back to the list, and it sits
against the table instead of inside a frame of its own.

A dataset just created stays open for its scorers and cases: those are what a
dataset is, they can only be added to one that exists, and closing on create sent
you to find it again to add them. Scorer settings are a cog rather than a word,
now that the row holds three actions.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: close the gap in the version toggle and say what naming a dataset does

The overflow trigger is not a pill, so the room it reserves showed as a gap
between it and the button before it; it is pulled in by that much. The dataset
field gets its clear button, which is also the slot the edit button is positioned
against, so the two now sit where a resource picker puts them.

Naming a new dataset said nothing about what happens next, and the drawer looked
like it was missing the rest of itself. It says so instead: a scorer and a case
both belong to a dataset, so there is nothing to attach either to until this one
exists, and creating it leaves the drawer open on them.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: choose a dataset's scorers while naming it

A scorer is a reference to a runnable, not a child of the dataset, so it needs
the dataset's name but not its row. The list is collected in the drawer while the
dataset is being named and sent with the create, which already accepts one, so a
dataset arrives holding the columns that were chosen for it rather than being
made empty and then edited to hold them.

Cases stay where they were: a case *is* a row of the dataset, so there is nothing
for it to be a row of until one exists. The drawer says which of the two is which
instead of leaving the screen looking like it is missing the rest of itself.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: level the version toggle and name the dataset in its own field

The overflow trigger stands a row taller than a toggle button, so the group grew
to its height and left the sunken background showing under every pill beside it.
Every child of the group is the same height now, which is why the AI provider
picker never had the band: it sizes them all alike.

The dataset field says the summary with the path after it rather than carrying
the path on a line below. The list stacks the two, which a one-line field cannot
do, so it says both the other way round.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: tidy the evals forms and the run's own controls

Picking a scorer that exists chooses between two sources rather than showing
both: the ones already measuring something, and everything else in the workspace.
The first list says what each is called with its path under it and what it
already measures on the right, instead of three columns that were the same path
truncated three ways whenever a scorer had no name of its own.

A dataset's drawer says what it is for on the page rather than under an icon, and
its summary is sized like the field beneath it.

The run's own row lines up with the table under it, the warning above that table
is spaced off the rule rather than sitting on it, and adding a case is gone from
a run: a run is a record of cases that were answered, so curating them from it is
editing what it measured.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: create a dataset holding the cases written for it

Creating a dataset takes the cases to create it with, so one can be assembled in
a single act instead of made empty and then filled in. The drawer holds them
while the dataset is being named, gives them ids of its own to be edited by, and
sends them with the create.

Every case is checked before the dataset is written. `eval_case` grants users no
write, so the rows cannot be inserted in the transaction that creates the dataset
under the caller's own policies; validating first is what keeps "created holding
these cases" from becoming "created, holding some of them", and the rows that do
follow go in one transaction of their own.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: name the button for what it opens, and say what each version is

Starting an evaluation asks which state of the agent and which dataset, and both
cost a provider bill, so a button that read as spending one on the way past was
lying about the click. It opens something, and says so. Running one case from the
panel keeps its own name and its play icon, because that one does run on click.

The version options say what they are rather than what they are not: what a flow
step would or would not run is a fact about somewhere else, and someone choosing
what to evaluate is not standing in it.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: give the editing card two rows and mark evals as beta

At the width of a step panel the card's one row wrapped: the line naming the
agent, the line saying what saving does, and the two buttons deciding the edits'
fate all fought for it. Deciding gets a row of its own, and evals sits against the
line it is about, since evals of an agent being edited run the edits.

Evals is named wherever it is offered. It read as a word in one state of the card
and as an icon in the other, which is two things to recognise for one door.

The dialog carries a beta badge against its own name, before any level below it:
every way in lands there, so it is said once and stays put as you navigate.

The version toggle spells out which is which. Both are the agent at v2 and the
difference between them is the whole choice, so it is worth the width.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: name a new dataset, and lay the scorer's settings out like a step's inputs

A new dataset arrives called "Dataset 1", which the path follows as it follows
any summary: a dataset with none was one every table could only call by its path,
and the two seeds are what the summary rule already produces.

Scorer settings put each field's description between its label and its input,
where a step's inputs put theirs, and its inputs are the size the rest of the
drawer uses. The runnable behind the column is a link to it with its kind's icon,
since it is a resource of its own and the one thing about it these fields cannot
change. The line explaining that a pass line re-reads recorded scores went: the
threshold is a number to set, and how it is applied is not a decision being made
here.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: curate a dataset in the drawer and save it in one act

The drawer holds the cases while they are edited and writes them when it is
saved: added, changed and dropped, whichever it is. Typing no longer writes, so a
set is never half saved while someone is still deciding what is in it, and Save
means the same thing whether the dataset exists yet or not.

A case panel offers reading rather than acting. Running one case now and editing
one from a run were the last two ways to change a record from the screen showing
it, and the machinery behind the first went with it. The answer is rendered as
the prose it is, under what it is: the case's result, whichever run is selected
above it.

The rest is what the run's table was doing to its own edges: a column name is
clipped to its column rather than running into the next, the table squares off
against an open panel, and that panel closes with the run it belonged to.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: one border above a table, and a link to the run's job

The row above the table drew a bottom border and the table draws its own top
edge, so every table sat under two lines. The row keeps its spacing and the table
keeps its edge.

A column header no longer spins while its scores arrive: the cells under it are
where the numbers are missing, and they say so themselves. The beta badge is the
height of the word beside it rather than of the line it sits on.

A run is one flow and therefore one job, so the run says where that job is: what
it is doing, what it cost and what it logged are all there rather than
reconstructed from the table.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: stream scores as each scorer finishes, and show them per case

A scorer runs after the agent inside the case's own iteration, so its verdict can
be read as soon as its step is done. Waiting for the iteration to end held every
column of a case back until the last of them finished, which is why answers
arrived one at a time and scores all at once.

Reading a job that is still running needs one guard: a module with nothing in it
is a step that has not run, not one that produced nothing, and recording the
second makes a failure that never goes away.

The panel beside the table shows what each column made of the case and why. The
reason a judge gave was stored and never shown, which is the half of a score that
says anything. It stops repeating the question the header already asks, and a
case still running reads as waiting rather than as an answer that says "Running".

A run is a number beside a dataset, so the list puts the two together.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: score a case with every scorer at once

The scorers of a case read the answer and never each other, so they ran one after
another for no reason: measuring a case now takes as long as its slowest column
rather than as long as all of them. Each is a branch of its own, kept from
failing the others, so a judge that errors costs its own column and no more.

An iteration is three steps again — answer, payload, scores — rather than one per
scorer, and each branch is named for the column it produces, so the graph of a
run says which scorer did what instead of spelling out an id.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* fix: read a judge's score out of the JSON it nearly wrote

A judge quoting the agent inside its own reason writes those quotes unescaped,
which is invalid JSON and also the most ordinary sentence for it to produce. The
whole verdict was being thrown away over it, so a column that had a number
reported having none.

The number and the reason are now read straight out of such text. Deliberately
not a second JSON parser: it finds the two keys and takes what follows, which is
what survives a quote in the middle of a sentence.

A case still running says so with a spinner rather than with the word "Running"
sitting where its answer goes.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: ask a judge for a shape instead of trusting it to write one

A new judge carries an output schema, so the provider holds it to `{score,
reason}` rather than the prompt asking it to. Windmill already delivers a schema
whichever way the model takes it, a tool for Claude and Bedrock and the native
parameter elsewhere, so there is no list of models to keep here.

An agent with no runs offers its first one where the first row would be, rather
than from a toolbar above a table that has nothing in it.

Starting a run no longer picks a dataset for you. It fell back to whichever came
first, which on an agent that has never run means offering another agent's set as
though it were the obvious one; and with no dataset at all it says so and offers
the one move there is.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* feat: report a column that failed throughout, and hold the run dialog

The runs overview dropped any column that produced no number, so a judge
that failed on every case of a run vanished from the row and read as a
column nobody had asked for. The aggregate now reports every column that
has cells, with the count of the ones it failed on, and the badge says
"failed" where there is nothing to average. A column with no cells at all
is still left out: that one was added after the run and has nothing to say
about it.

Creating a dataset closes the drawer rather than turning it into an edit
of what it just made: scorers and cases already ship with the create, so
there is nothing left to stay open for. Reached from the run dialog, it
gives the screen back with the new dataset selected, and the dialog keeps
the version you had already chosen.

Also:
- the case panel's job link moves to the panel's own header, where its
  scope is: the job is the whole iteration, not the answer it sat over
- one action in the scorer drawer's header, as its neighbours have. The
  reuse list picks rather than adds, and says which dataset each column
  already measures
- adding a case is the last row of the list it lands in
- the pane shows what it has read rather than an empty state it has not
  earned yet, and its rows say they open
- the linked agent card loses a border it had inside another one

* fix: keep the linked agent card's outline

The card is a thing inside the step's inputs rather than a section of
them, and the outline is what says so. Only the rule inside it goes: the
detail it separates is already set apart by being detail.

* refactor: fit the eval surface to the shipped design

* feat: give a nested dialog a back control and the runs list its own moves

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: put a dialog's description under its title

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor: fold a dialog's back control into the crumb it returns to

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: edit a dataset's cases as a table rather than a list beside a form

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: edit a dataset's cases in the grid the data tables are edited in

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: edit a grid cell of prose in place, and cap a dataset at one page

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor: keep the cell editor's styles beside it, not in the vendored theme

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: keep an empty cell empty and cap the editor's growth

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: name the step that assembles a run for the scorers

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: run the payload step natively, and say so when nothing serves that tag

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: report an answer as answered while its scorers are still running

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* feat: let a scorer say a case is not one it measures

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: score the answer, and leave a case with no expected answer unmeasured

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor: split the evals backend into modules

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: record what a run produced so it outlives its jobs

* fix: read only the agent step's own tool jobs into the payload

* fix: pin a run's configuration and give the judge the attachments

* feat: write a dataset's cases in one transaction

* chore: refresh the sqlx cache for the eval queries

* fix: drop results a newer selection has superseded

* fix: keep a draft the agent editor never opened on

* feat: let a run record what it produced instead of waiting to be read

* fix: serialize the replacements of a dataset's cases

* fix: stop the poller from superseding a read slower than its interval

* chore: refresh the sqlx cache

* fix: keep a failed read from settling a cell as a case with no answer

* fix: hold the case grid while its save is in flight

* fix: keep a failed collect step from failing the run it recorded

* chore: refresh the sqlx cache

* fix: commit an open cell into the save that reads it

* refactor: size the eval buttons with unifiedSize

* docs: describe a run as the one flow it is

* fix: show a run's recorded rows when part of it cannot be collected

* refactor: size the remaining PR-added buttons with unifiedSize

* fix: save the dataset name that was submitted, not the one typed after

* fix: force an open cell into the save that was pressed for it

* fix: refuse to score a run whose evidence could not be read

* fix: hold one lock over a dataset's case count and its writes

* fix: keep one unreadable run from costing the whole runs list

* refactor: drop the banned bindable-default from the eval props

* fix: hold the scorer controls while the dataset is written

* fix: read only the caller's own draft of an agent

* docs: say in the contract that a run pins its configuration

* fix: say a scorer did not run rather than blaming a missing answer

* feat: resume the agent draft you already had when you press Edit

* refactor: build the trail and dataset controls from Button

* fix: clear the open-cell flag when the drawer reopens

* chore: refresh the sqlx cache

* fix: read a run's configuration and its version from one snapshot

* fix: refuse a dataset path or summary the column cannot hold

* refactor: handle the agent draft the way the resource editor does

* fix: run only a configuration the launch actually read

* docs: bound dataset path and summary where they are submitted

* fix: surface a stalled agent draft instead of claiming it is kept

* fix: stop claiming a draft holds edits a failed write never sent

* fix: word a missing score only once the run says whether the case answered

* fix: let a breadcrumb crumb shrink so its truncation applies

* docs: describe where an agent's unsaved edits live and what drops them

* fix: keep harvesting scores when the run cannot yet word a missing one

* fix: report a refused draft write the card was reading as a save

* fix: drop the refused draft write when the server copy is taken instead

* refactor: build the scorer and dataset pickers from the design system

* fix: say what removing a scorer column actually does

* fix: drop a refused draft write wherever the server copy is read

* fix: let a picker row be as tall as the two lines it holds

* docs: record what removing a scorer column does to recorded runs

* fix: send a queued draft write before reopening, and drop only what it refuses

* refactor: write the agent draft at commit points instead of mirroring keystrokes

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor: run an agent's edits from the step instead of keeping them as a draft

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: make the diff badge keyboard operable and refuse an edits run without its edits

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: drop the dataset icon from the scorer picker rows

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: size the evals buttons like the rest of windmill and call a run of edits edits

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: count a brain expression as an edit of the linked agent

* fix: cap scorers per dataset and report a launched run as launched

* fix: harvest scores in one read, refuse duplicate case ids, allow group paths

* fix: mint scorer ids server-side, save a dataset edit in one request, check attachments

* fix: write a dataset edit and its cases in one transaction

* fix: atomic dataset create/edit, reset eval pane per agent, stable pending scorer ids

* refactor: govern eval_case writes by RLS so a dataset edit is one transaction

* fix: pin launch snapshot, order case locks, cap dataset size, guard stale load

* fix: cap dataset bytes on single-case writes, reset run-dialog flag on load failure

* feat: migrate eval datasets on username change, settle unspawned cases, drop unused case endpoints

* fix: resolve scorer scripts as the caller and pin their hash; migrate scorer paths on rename

* fix: bound a failed tool call's error to the payload truncation cap

* fix: pin scorer hash as a hex string, reject missing judges, migrate eval authorship

* fix: record an out-of-range scorer result as an error, not a score

* fix: resolve judges in one caller-scoped read, pin deployed scripts, bound pass_if

* fix: settle unspawned cases only when the run completes, and their score cells too

* feat: reassign eval datasets and their path references when offboarding a user

* fix: use the regex backreference in offboarding eval path rewrites

* fix: register eval datasets in offboarding registries, keep resource-version param name

* refactor: name the resource-version path param id, since it is the row id not the version

* fix: validate dataset paths canonically, clone eval data on fork, surface eval load and launch failures

* docs: note MCP tool results are not yet surfaced to eval scorers

* fix: show the eval error state on any load failure, not only an empty dataset list

* fix: preserve eval case order across a batched save

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* docs: scope the eval launch delete-safety guarantee to the assembly window

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: only offer deployed scripts as eval scorers, drop unbuilt rescore claim

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: enforce 0-1 scorer threshold in the settings drawer and clear stale eval load errors

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: scope subject version/hash reads to the caller and keep a 0 pass threshold

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: select the saved dataset when creating or renaming from the Run dialog

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: gate eval dataset rename on path ownership, not just write access

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* fix: tolerate a malformed agent config when resolving the deployed label

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjewUvXFEjNLLw7kxz41h

* refactor: trim eval code and comments, fix shared select and modal paths

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: drop the rename warning when editing an eval dataset path

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: add eval dataset delete, keep summary on partial edits, settle resultless scorer cells

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* test: cover parseThreshold and subjectLabel

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix: hold dataset Save during a scorer write, derive draft_hash only from the carried draft

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-24 11:08:56 +02:00