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

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+# Book-driven self-evolution task
+
+You are Hermes working on your own source repository. Read the English edition
+of *AI Agents in Depth* at `/home/ubuntu/ai-agent-book/book-en/` before deciding
+what to change. Inspect all ten chapter files, using targeted searches and
+section-by-section reads so that conclusions are grounded in the actual text.
+
+No candidate improvement or alleged gap is supplied. Compare the book with the
+current code and its design intent, then identify the most important capability
+gaps or improvement opportunities yourself. Do not assume that every mechanism
+in the book belongs in Hermes. For each opportunity you identify, cite both the
+book section that inspired it and the exact Hermes paths that support your
+assessment.
+
+Then improve Hermes where the evidence supports a change. Prefer the smallest
+cohesive implementation that demonstrates the book's mechanism through real
+behavior. Preserve prompt-cache stability, message-role alternation, safety,
+and the narrow core tool surface. Add behavior-contract tests. Run the relevant
+tests and record their exact results. Do not weaken existing tests, validators,
+approval gates, or safety thresholds.
+
+Create `BOOK_SELF_EVOLUTION_REPORT.md` in the repository root. It must include:
+
+- the pinned starting commit and model/provider used;
+- the improvement opportunities you identified, with evidence and disposition;
+- changes made and changes deliberately rejected or deferred;
+- exact verification commands and results;
+- limitations, including why one run is not evidence that every new mechanism
+  improves task success;
+- a proposed ablation campaign that compares a fixed baseline with one feature
+  disabled at a time, even if running the full campaign is beyond this run.
+
+Do not open a pull request, push commits, access unrelated credentials, or edit
+the book repository. Stop only after the report, implementation, and relevant
+verification are complete, or after documenting a concrete blocker in the
+report.