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docs(dev): add lean agent guidance and prototype hardening research

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0xrsydn 2026-09-22 12:45:46 +07:00
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---
description: Review STS2 changes for regressions and data integrity
argument-hint: "[focus]"
---
Read AGENTS.md, then inspect `jj status` and `jj diff`.
Review the current change. If the change is empty, review the requested area of the current code.
Additional focus: ${ARGUMENTS:-game-loop safety and dataset integrity}
Check fresh observations after actions, card-index validity, deterministic arithmetic,
model-free fallbacks, confidence gates, transport failures, and dry-run side effects.
Check session/step attribution, state/action linkage, and separation of run outcomes from correctness labels.
Use offline reproductions where useful. Do not call live services or modify files.
Report actionable findings first, ordered by severity, with file/line references and missing regression tests.
Separate confirmed defects from proposed improvements. State review limits and checks performed.