{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Repo: NousResearch/hermes-agent-self-evolution","description":"Nous Research repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4a222e65-4949-4077-bda4-cb86fd507a66","json_url":"https://onlylabs.fyi/signals/4a222e65-4949-4077-bda4-cb86fd507a66/signal.json","generated_at":"2026-06-11T02:52:10.316277+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4a222e65-4949-4077-bda4-cb86fd507a66","signal_json":"https://onlylabs.fyi/signals/4a222e65-4949-4077-bda4-cb86fd507a66/signal.json","source":"https://github.com/NousResearch/hermes-agent-self-evolution","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Nous Research published NousResearch/hermes-agent-self-evolution (Python). 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How It Works ``` Read current skill/prompt/tool ──► Generate eval dataset │ ▼ GEPA Optimizer ◄── Execution traces │ ▲ ▼ │ Candidate variants ──► Evaluate │ Constraint gates (tests, size limits, benchmarks) │ ▼ Best variant ──► PR against hermes-agent ``` GEPA reads execution traces to understand *why* things fail (not..."},"evidence_pages":[{"url":"https://github.com/NousResearch/hermes-agent-self-evolution","final_url":"https://github.com/NousResearch/hermes-agent-self-evolution","title":"NousResearch/hermes-agent-self-evolution repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:10.316277+00:00","bytes":11622,"raw_path":"af0b61b0e1609736e0dac88234836ef50a9229e118008efe024bbc1076b7ed61.json","content_hash":"c4a458834506fa365740b6eefb61442d9ed1d11bcddb1f4287662f41094e0322","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/hermes-agent-self-evolution Description: ⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA Language: Python Stars: 4016 Forks: 455 Open issues: 78 Created: 2026-03-09T10:42:48Z Pushed: 2026-03-29T15:47:23Z Default branch: main Fork: no Archived: no README: 🧬 Hermes Agent Self-Evolution **Evolutionary self-improvement for [Hermes Agent](https://github.com/NousResearch/hermes-agent).** Hermes Agent Self-Evolution uses DSPy + GEPA (Genetic-Pareto Prompt Evolution) to automatically evolve and optimize Hermes Agent's skills, tool descriptions, system prompts, and code — producing measurably better versions through reflective evolutionary search. **No GPU training required.** Everything operates via API calls — mutating text, evaluating results, and selecting the best variants. ~$2-10 per optimization run. 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