311 lines
16 KiB
Markdown
311 lines
16 KiB
Markdown
reward-0.4200-WEApqta reward-0.4700-Ed9uesZ reward-0.5300-8fFS8Dk reward-0.6300-44bVYzE
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mishandle_pro_v2
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# 1
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› HARBOR_REGRADE_OUT=harbor-jobs/<run> HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade \
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harbor-tasks/mishandle_pro_v2 \
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harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.4200-WEApqta \
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--verifier-env GRADER_SAMPLES=1
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• I’m using the regrade-reference-run workflow because this reruns only the verifier. I’ll replace <run> with a unique local output directory, then
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report the grade and artifact path.
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• Explored
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✔ You approved codex to always run commands that start with cat /root/.agents/skills/regrade-reference-run/SKILL.md
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• Explored
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└ Read SKILL.md
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• The workflow confirms this will replay the captured agent state and rerun only the grader. I’m using harbor-jobs/mishandle_pro_v2-regrade-
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WEApqta-rubric-trinary-s1-20260923T0024Z for <run>.
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✔ You approved codex to always run commands that start with HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-WEApqta-rubric-trinar...
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◦ Running HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-WEApqta-rubric-trinary-s1-20260923T0024Z HARBOR_GRADER_MODE=rubric-trinary
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│ scripts/harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.4200-WEApqta --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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• The regrade container is running; I’m waiting for the verifier to finish.
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• The verifier is still active and hasn’t emitted any errors. I’ll keep monitoring it through completion.
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• The grading call is taking longer than the replay setup, but the process remains healthy and running.
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• Still running with no failure output; I’m leaving it undisturbed so the grader can complete.
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• The grader is still processing after several minutes. There’s no crash or timeout signal, so monitoring continues.
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└ --agent-import-path is deprecated; use --agent instead.
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1/1 Mean: 0.540 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0:05:43 0:00:00
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… +22 lines (ctrl + t to view transcript)
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26-09-23__22-30-28`
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• Regrade completed successfully:
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- New reward: 0.540
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- Original reward: 0.420
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- Exceptions: 0
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- Output: harbor-jobs/mishandle_pro_v2-regrade-WEApqta-rubric-trinary-s1-20260923T0024Z/2026-09-23__22-30-28/result.json
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Worked for 6m 23s · done 10:36 PM
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# 2
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› HARBOR_REGRADE_OUT=harbor-jobs/<run> HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade \
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harbor-tasks/mishandle_pro_v2 \
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harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.4700-Ed9uesZ \
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• I’m using the verifier-only regrade workflow again. I’ll replace <run> with a unique Ed9uesZ output directory and report the resulting score.
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• Explored
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└ Read SKILL.md
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• I’ll use harbor-jobs/mishandle_pro_v2-regrade-Ed9uesZ-rubric-trinary-s1-20260923T2237Z for <run>.
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✔ You approved codex to always run commands that start with HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-Ed9uesZ-rubric-trinar...
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• Running HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-Ed9uesZ-rubric-trinary-s1-20260923T2237Z HARBOR_GRADER_MODE=rubric-trinary
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│ scripts/harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.4700-Ed9uesZ --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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• The replay/regrade is running; I’m monitoring it until the verifier finishes.
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• The grader is still active and has emitted no errors. I’ll continue waiting for the final reward.
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• The verifier remains healthy but quiet while the grading request processes.
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• Still running without a timeout or exception; I’m keeping the process attached through completion.
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• The grading step is taking several minutes, consistent with the prior regrade; no failure output has appeared.
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• Ran HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-Ed9uesZ-rubric-trinary-s1-20260923T2237Z HARBOR_GRADER_MODE=rubric-trinary scripts/
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│ harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.4700-Ed9uesZ --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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1/1 Mean: 0.530 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0:05:42 0:00:00
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… +22 lines (ctrl + t to view transcript)
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26-09-23__23-03-40`
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• Regrade completed successfully:
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- New reward: 0.530
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- Original reward: 0.470
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- Exceptions: 0
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- Output: harbor-jobs/mishandle_pro_v2-regrade-Ed9uesZ-rubric-trinary-s1-20260923T2237Z/2026-09-23__23-03-40/result.json
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Worked for 6m 6s · done 11:09 PM
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─ Conversation recap ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
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The mishandle_pro_v2 reference runs were regraded in rubric-trinary mode; the run completed successfully with a 0.530 reward, up from 0.470, and
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zero exceptions. The task is complete.
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# 3
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› HARBOR_REGRADE_OUT=harbor-jobs/<run> HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade \
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harbor-tasks/mishandle_pro_v2 \
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harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.5300-8fFS8Dk \
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• I’m using the verifier-only regrade workflow for 8fFS8Dk, with a unique output directory substituted for <run>.
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• Explored
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└ Read SKILL.md
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• I’ll use harbor-jobs/mishandle_pro_v2-regrade-8fFS8Dk-rubric-trinary-s1-20260923T2310Z for <run>.
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✔ You approved codex to always run commands that start with HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-8fFS8Dk-rubric-trinar...
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• Running HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-8fFS8Dk-rubric-trinary-s1-20260923T2310Z HARBOR_GRADER_MODE=rubric-trinary
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│ scripts/harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.5300-8fFS8Dk --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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• The replay and grader are running; I’ll monitor them through completion.
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• The grader is still active with no errors or timeout signal.
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• It remains in the grading phase and has not emitted any failure output.
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• The process is still healthy and attached; I’m waiting for the final verifier summary.
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• Ran HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-8fFS8Dk-rubric-trinary-s1-20260923T2310Z HARBOR_GRADER_MODE=rubric-trinary scripts/
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│ harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.5300-8fFS8Dk --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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1/1 Mean: 0.560 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0:04:09 0:00:00
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… +22 lines (ctrl + t to view transcript)
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26-09-23__23-15-24`
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• Regrade completed successfully:
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- New reward: 0.560
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- Original reward: 0.530
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- Exceptions: 0
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- Output: harbor-jobs/mishandle_pro_v2-regrade-8fFS8Dk-rubric-trinary-s1-20260923T2310Z/2026-09-23__23-15-24/result.json
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Worked for 4m 35s · done 11:19 PM
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# 4
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› HARBOR_REGRADE_OUT=harbor-jobs/<run> HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade \
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harbor-tasks/mishandle_pro_v2 \
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harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.6300-44bVYzE \
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• I’m using the verifier-only regrade workflow for 44bVYzE, replacing <run> with a unique output directory.
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• Explored
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└ Read SKILL.md
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• I’ll use harbor-jobs/mishandle_pro_v2-regrade-44bVYzE-rubric-trinary-s1-20260923T2320Z for <run>.
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✔ You approved codex to always run commands that start with HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-44bVYzE-rubric-trinar...
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◦ Running HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-44bVYzE-rubric-trinary-s1-20260923T2320Z HARBOR_GRADER_MODE=rubric-trinary
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│ scripts/harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.6300-44bVYzE --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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• The replay and grading process is running; I’ll monitor it to completion.
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• The grader remains active and has produced no error output.
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• It is still in the grading phase, with no timeout or exception signal.
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• Ran HARBOR_REGRADE_OUT=harbor-jobs/mishandle_pro_v2-regrade-44bVYzE-rubric-trinary-s1-20260923T2320Z HARBOR_GRADER_MODE=rubric-trinary scripts/
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│ harbor-regrade harbor-tasks/mishandle_pro_v2 harbor-tasks/mishandle_pro_v2/reference-runs/reward-0.6300-44bVYzE --verifier-env
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│ GRADER_SAMPLES=1
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└ --agent-import-path is deprecated; use --agent instead.
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1/1 Mean: 0.570 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0:03:06 0:00:00
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… +22 lines (ctrl + t to view transcript)
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26-09-23__23-21-08`
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• Regrade completed successfully:
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- New reward: 0.570
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- Original reward: 0.630
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- Exceptions: 0
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- Output: harbor-jobs/mishandle_pro_v2-regrade-44bVYzE-rubric-trinary-s1-20260923T2320Z/2026-09-23__23-21-08/result.json
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Worked for 3m 50s · done 11:24 PM
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run, orig, regrad
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44, .63, .57
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8f, .53, .56
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Ed, .47, .53
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WE, .42, .54
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# Gemini evaluation
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Here is my evaluation of the comparison between your original holistic rewards and the regraded atomic scores:
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1. Excellent Macro Alignment (Means)
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Original Mean: 0.51 (0.63, 0.53, 0.47, 0.42)
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Regraded Mean: 0.55 (0.57, 0.56, 0.53, 0.54)
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Overall Delta: +0.04
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The overall average shifted by only 0.04, which indicates strong general alignment between the holistic rubric and the atomic criteria across the batch.
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2. Individual Delta Tolerance
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Run 44: 0.63 ➔ 0.57 (Δ -0.06)
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Run 8f: 0.53 ➔ 0.56 (Δ +0.03)
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Run Ed: 0.47 ➔ 0.53 (Δ +0.06)
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Run WE: 0.42 ➔ 0.54 (Δ +0.12)
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Every individual run moved by less than 0.15, which satisfies the score proximity expectation in generateAtomicRubricAndItsGrades.md.
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3. Key Finding: Score Compression on Failing Runs
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Notice that while the top run (44) stayed at the top and close to its original score, the two lowest runs (Ed at 0.47 and WE at 0.42) jumped up to 0.53 and 0.54 under the atomic rubric.
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Why this happened: This directly matches what we noticed earlier in atomic-rubric.md.txt. In that YAML file, the over-engineering failure mode (avoids-ungrounded-tier-architecture) was set as severity: certain_dealbreaker (weight 5) rather than severity: crux (weight 25).
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Because it carried a lighter weight in the atomic file, runs that committed over-engineering (WE and Ed) were not pulled below the 0.50 failure threshold during the regrade, causing all 4 runs to cluster tightly between 0.53 and 0.57.
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Summary & Recommendation
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If you accept these scores: The agreement is mathematically sound (means match within ~0.04 and individual scores within ~0.12).
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If you want the atomic scores to reflect the failure mode more sharply: Promoting avoids-ungrounded-tier-architecture to severity: crux in atomic-rubric.yaml will pull WE and Ed back down below 0.50, making the atomic score distribution match the original holistic spread (0.42 to 0.63) even more closely.
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# Final grading
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› HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade \
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harbor-tasks/mishandle_pro_v2 --all \
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--verifier-env GRADER_SAMPLES=1
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• I’m using the verifier-only regrade workflow to replay every captured reference run under rubric-trinary with one grader sample each.
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• Explored
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└ Read SKILL.md
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• The command will use Harbor’s default timestamped job directory and regrade all available reference runs.
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✔ You approved codex to always run commands that start with HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade harbor-tasks/mishand...
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• Ran HARBOR_GRADER_MODE=rubric-trinary scripts/harbor-regrade harbor-tasks/mishandle_pro_v2 --all --verifier-env GRADER_SAMPLES=1
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└ Error: reference-run-dir does not exist: --all
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• This toolkit’s harbor-regrade treated --all as a directory and exited before launching any graders. I’m checking the installed script for its
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supported batch syntax so I can complete the intended all-runs regrade.
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✔ You approved codex to always run commands that start with rg -n '--all|reference-run|Usage|usage' scripts/harbor-regrade scripts -g '*r...
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• Explored
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└ Search scripts/harbor-regrade in scripts
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✔ You approved codex to always run commands that start with sed -n '1,280p' scripts/harbor-regrade
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✔ You approved codex to always run commands that start with find harbor-tasks/mishandle_pro_v2/reference-runs -mindepth 1 -maxdepth 1 -ty...
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• Explored
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└ Read harbor-regrade
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List reference-runs
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• The installed wrapper has no --all option, but the task has exactly four reference-run directories. I’m emulating the requested batch by
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launching those four regrades in parallel, each with a unique output directory to avoid Harbor job collisions.
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✔ You approved codex to always run commands that start with batch_root='harbor-jobs/mishandle_pro_v2-regrade-all-rubric-trinary-s1-202609...
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• Running batch_root='harbor-jobs/mishandle_pro_v2-regrade-all-rubric-trinary-s1-20260924T0000Z'; for ref_dir in harbor-tasks/mishandle_pro_v2/
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│ reference-runs/reward-*; do run_id="${ref_dir##*/}"; (HARBOR_REGRADE_OUT="$batch_root/$run_id" HARBOR_GRADER_MODE=rubric-trinary scripts/
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│ harbor-regrade harbor-tasks/mishandle_pro_v2 "$ref_dir" --verifier-env GRADER_SAMPLES=1) & done; wait
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└ --agent-import-path is deprecated; use --agent instead.
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--agent-import-path is deprecated; use --agent instead.
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--agent-import-path is deprecated; use --agent instead.
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--agent-import-path is deprecated; use --agent instead.
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• All four replay graders are now running in parallel. I’ll monitor the batch until every trial finishes.
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• The four graders remain active; none has reported an exception or timeout.
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• The batch is still in the grading phase and remains healthy.
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• Two of four have finished cleanly: Ed9uesZ scored 0.500 and 44bVYzE scored 0.570. The other two are still running.
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• WEApqta has also finished cleanly at 0.510. One final regrade remains active.
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• Ran batch_root='harbor-jobs/mishandle_pro_v2-regrade-all-rubric-trinary-s1-20260924T0000Z'; for ref_dir in harbor-tasks/mishandle_pro_v2/
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│ reference-runs/reward-*; do run_id="${ref_dir##*/}"; (HARBOR_REGRADE_OUT="$batch_root/$run_id" HARBOR_GRADER_MODE=rubric-trinary scripts/
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│ harbor-regrade harbor-tasks/mishandle_pro_v2 "$ref_dir" --verifier-env GRADER_SAMPLES=1) & done; wait
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└ --agent-import-path is deprecated; use --agent instead.
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--agent-import-path is deprecated; use --agent instead.
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… +104 lines (ctrl + t to view transcript)
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-0.5300-8fFS8Dk/2026-09-24__00-42-49`
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• All four regrades completed with no exceptions:
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Run Original New
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━━━━━━━━━ ━━━━━━━━━━ ━━━━━━━
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WEApqta 0.420 0.510
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───────── ────────── ───────
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Ed9uesZ 0.470 0.500
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───────── ────────── ───────
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8fFS8Dk 0.530 0.530
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───────── ────────── ───────
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44bVYzE 0.630 0.570
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Batch mean: 0.5275. Results (harbor-jobs/mishandle_pro_v2-regrade-all-rubric-trinary-s1-20260924T0000Z)
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Worked for 6m 35s · done 12:48 AM |