ai-agent-book 精选快照（<2MB 代码与文档，来自 github.com/bojieli/ai-agent-book）

chapter9/hermes-self-evolution/review_task_autonomous_3.md

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+# Third independent review of the autonomous candidate
+
+A third fresh reviewer rejected the candidate on two concrete findings:
+
+1. `derive_trajectory_signals()` can count one tool result as two errors when a
+   valid envelope contains both top-level `"success": false` and nested
+   `content.success: false`. Each recognized tool result must contribute at
+   most one to `tool_errors`.
+2. `mini_swe_runner.py` directly persists converted ShareGPT trajectories and
+   still omits the new evaluation metadata. Inspect this path and either bring
+   it under the shared entry contract without changing its existing output
+   behavior, or explicitly narrow and justify the feature boundary if it is a
+   genuinely different artifact. The current report must not claim consistent
+   coverage while silently excluding it.
+
+Add regression coverage for the per-result count invariant and the selected
+handling of the mini-SWE path. Search once more for equivalent direct
+ShareGPT/trajectory persistence sites so the report can state its scope
+accurately. Run the focused and relevant existing tests, compilation, and
+`git diff --check`; update the report with exact results. Do not commit, push,
+or edit the book repository.