{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "birfy-agentdescent--see-a-skill-evolve-offline-demo",
 "repo": "Birfy/agentdescent",
 "repo_url": "https://github.com/Birfy/agentdescent",
 "repo_slug": "birfy-agentdescent",
 "title": "See a skill evolve in one offline demo run",
 "page_title": "How to see a skill evolve in one offline demo run with Agentdescent",
 "summary": "Run the packaged demo to watch an evolution loop learn a rule with no API key.",
 "who": "A developer evaluating whether AgentDescent fits their prompt or skill work, who wants proof it runs before adding any keys.",
 "problem": "Reading about parallel self-evolving agents does not show how an edit gets proposed, merged, and committed.",
 "outcome": "A completed offline evolution that prints a held-out reward and the rule it learned.",
 "steps": [
  "`pip install \"agentdescent>=0.7.0\"`",
  "`agentdescent demo`",
  "Read the printed line that starts with `what it learned:` to see the rule the loop committed.",
  "Optional: `agentdescent doctor` to see which CLIs and keys this machine has."
 ],
 "agent_prompt": "In the AgentDescent repo, run `pip install \"agentdescent>=0.7.0\"` then `agentdescent demo`. Report the held-out reward and the rule learned from the output. Verify that the output includes a line starting with `what it learned:`.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The packaged demo runs offline, but the research comparisons need a clone of the repo and are outside the wheel.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.9 or newer",
  "pip to install the agentdescent package from PyPI",
  "For model-backed runs: an OpenAI-compatible endpoint, its base URL, and an API key set in environment variables (OPENAI_BASE_URL and OPENAI_API_KEY)",
  "For agent-plugin use: Claude Code or Codex installed, and git to clone the repo"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/birfy-agentdescent/see-a-skill-evolve-offline-demo/",
 "md": "https://dedupedai.com/use-cases/birfy-agentdescent/see-a-skill-evolve-offline-demo/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/birfy-agentdescent--see-a-skill-evolve-offline-demo.json",
 "api_version": "v1"
}