feat(evolution): add evolved skill variants from MIPROv2 optimization - #158
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quocbaclam33980-stack wants to merge 3 commits into
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feat(evolution): add evolved skill variants from MIPROv2 optimization#158quocbaclam33980-stack wants to merge 3 commits into
quocbaclam33980-stack wants to merge 3 commits into
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added 3 commits
July 29, 2026 00:54
…mization Run hermes-agent-self-evolution on two skills: - github-code-review: baseline 52.77% -> best 55.85% (+3.08%) - systematic-debugging: baseline 56.28% -> best 61.77% (+5.49%) Each ran 10 MIPROv2 iterations with synthetic eval datasets (20 examples). GEPA optimizer unavailable due to dspy 3.2.1 API incompatibility.
…positive - Replace deprecated max_steps with max_full_evals + GEPAFeedbackMetric wrapper - Add reflection_lm to let GEPA use the configured optimizer model - Fix skill_structure constraint: pass full skill text (with frontmatter) instead of just the body, so YAML frontmatter check passes correctly
When --auto-deploy is set and evolution improves the skill, the evolved skill is written directly back to the source SKILL.md, replacing the original. Also updates the weekly cron script to use --auto-deploy.
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Summary
Initial evolution runs on two skills using the MIPROv2 optimizer (GEPA unavailable due to dspy 3.2.1 API incompatibility).
Results
Details
openai/deepseek-chat(DeepSeek API)skill_structureerror (output has valid YAML frontmatter)evolved_FAILED.mdawaiting constraint fix