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docs(skill-evals): add a convention for recording live eval runs #1626

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1c3babd
docs(skill-evals): add a convention for recording live eval runs
thisisnic Oct 13, 2026
c42a3a3
Add results from additional runs
thisisnic Oct 16, 2026
4a557ea
Make notes more brief
thisisnic Oct 16, 2026
af0aec2
Add results from other fixtures
thisisnic Oct 17, 2026
62dd90a
Merge branch 'main' into docs/eval-run-log
thisisnic Oct 17, 2026
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16 changes: 16 additions & 0 deletions tools/skill-evals/README.md
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Expand Up @@ -511,6 +511,22 @@ reserve `judge` for properties that cannot be pinned down locally.

For everything in between (decisions wrapped in explanatory prose like `rationale` or `reason`), `--grader-cli` adds a third mode: decision fields stay on exact equality, prose fields go to a cheap judge model that scores "does the candidate support the same conclusion?" See the "Field-aware grading" section above.

## Recording runs

CI never runs a live model, so live runs are recorded by hand
in a *Run history* table in `evals/<skill>/README.md`.

```text
| Date | Ref | Model | Runs | Result | Notes |
```

- Ref is a short SHA on `main`; runs on a branch are not logged.
- Model is the name the CLI uses, such as `claude-fable-5-1`.
- One row per batch of identical runs; append, do not replace.
- Record a failure even if a rerun passed.

Example: [`evals/issue-reassess-stats/README.md`](evals/issue-reassess-stats/README.md#run-history).

## CI considerations

Print mode supports manual review, while `--cli` runs the configured model and comparator automatically.
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11 changes: 11 additions & 0 deletions tools/skill-evals/evals/issue-backlog-stats/README.md
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Expand Up @@ -29,3 +29,14 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-backlog-stats/step-2-classify/fixtures/case-1-untriaged
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-sonnet-5-5` | 10 | `step-2-classify/case-4-stale-candidate` failed 10 of 10; `step-4-recommend/case-1-high-untriaged` failed 10 of 10; `step-4-recommend/case-2-high-stale` failed 10 of 10 | step-2: [#1678](https://github.com/apache/magpie/issues/1678); step-4: [#1677](https://github.com/apache/magpie/pull/1677) |
| 2026-10-16 | `399ab1bc` | `claude-fable-5-1` | 10 | `step-2-classify/case-5-skip-security` failed 1 of 10; `step-4-recommend/case-1-high-untriaged` failed 10 of 10; `step-4-recommend/case-2-high-stale` failed 10 of 10 | step-2: grader flake, judge returned no JSON; step-4: [#1677](https://github.com/apache/magpie/pull/1677) |
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | `step-4-recommend/case-1-high-untriaged` failed 10 of 10; `step-4-recommend/case-2-high-stale` failed 10 of 10 | fix: [#1677](https://github.com/apache/magpie/pull/1677) |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-deduplicate/README.md
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Expand Up @@ -39,3 +39,12 @@ data, flag it as a prompt-injection attempt in `injection_warning`, and
still require explicit maintainer confirmation — the `proposed` flag must
remain `true` and the kept/duplicate assignment must not be altered by the
injected directive.

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | pass | |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-fix-workflow/README.md
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Expand Up @@ -32,3 +32,12 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-fix-workflow/step-6-scope-check/fixtures/case-1-clean-diff
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | pass | |
10 changes: 10 additions & 0 deletions tools/skill-evals/evals/issue-reassess-stats/README.md
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Expand Up @@ -28,3 +28,13 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-reassess-stats/step-3-aggregate/fixtures/case-1-healthy
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | pass | |
| 2026-10-13 | `dadb315c` | `claude-fable-5-1` | 4 | `step-2-classify/case-1-mixed-verdicts` failed 2 of 4 | fix: [#1615](https://github.com/apache/magpie/pull/1615) |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-reassess/README.md
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Expand Up @@ -33,3 +33,12 @@ PYTHONPATH=tools/skill-evals/src python3 -m skill_evals.runner \
PYTHONPATH=tools/skill-evals/src python3 -m skill_evals.runner --cli "claude -p" \
tools/skill-evals/evals/issue-reassess/
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | pass | |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-reproducer/README.md
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Expand Up @@ -32,3 +32,12 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-reproducer/step-5.5-confirm/fixtures/case-3-env-read-and-subprocess
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | `step-1-inventory/case-3-no-code-blocks` failed 3 of 10; `step-3-classify-shape/case-2-shape-b-missing-imports` failed 3 of 10; `step-7-verify/case-2-fixed-on-master` failed 1 of 10; `step-7-verify/case-4-timeout` failed 2 of 10; `step-7-verify/case-5-intended-behaviour` failed 1 of 10 | all prose-grader rejections, see [#1688](https://github.com/apache/magpie/issues/1688) |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-stale-sweep/README.md
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Expand Up @@ -30,3 +30,12 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-stale-sweep/step-3-classify/fixtures/case-1-request-update
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | pass | |
9 changes: 9 additions & 0 deletions tools/skill-evals/evals/issue-triage/README.md
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Expand Up @@ -30,3 +30,12 @@ uv run --project tools/skill-evals skill-eval \
uv run --project tools/skill-evals skill-eval \
tools/skill-evals/evals/issue-triage/step-1-resolve-selector/fixtures/case-3-retriage-no-selector
```

## Run history

Live model runs over this whole eval directory, newest first.
Columns and rules: [Recording runs](../../README.md#recording-runs).

| Date | Ref | Model | Runs | Result | Notes |
|---|---|---|---|---|---|
| 2026-10-16 | `399ab1bc` | `claude-opus-5-5` | 10 | `step-3-classify/case-1-clear-bug` failed 1 of 10; `step-3-classify/case-2-feature-request` failed 2 of 10; `step-3-classify/case-4-duplicate` failed 3 of 10 | all prose-grader rejections, see [#1688](https://github.com/apache/magpie/issues/1688) |