{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "i3T4AN/KADATH",
 "name": "KADATH",
 "owner": "i3T4AN",
 "slug": "i3t4an-kadath",
 "github": "https://github.com/i3T4AN/KADATH",
 "what": "KADATH is a Python runtime that evolves populations of autonomous AI agents over repeated, graded epochs to optimize a goal measured by a locked benchmark.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Docker, because KADATH prepares Docker images and runs organisms in containers",
  "An OpenAI API key and an OpenAI model ID, entered on first launch",
  "A terminal where you can run ./kadath.sh",
  "A measurable goal with a clear outcome that can be checked with the available environment"
 ],
 "audience_note": "Developers and technical leads who have a measurable goal and want an evolved agent instead of a single hand-written prompt, and who accept the model token cost of repeated runs.",
 "risk": "dual-use",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/i3t4an-kadath/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "i3t4an-kadath--evolve-agent-for-measurable-goal",
   "title": "Evolve a better agent for a measurable goal",
   "best": true,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/evolve-agent-for-measurable-goal/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/evolve-agent-for-measurable-goal.json"
  },
  {
   "id": "i3t4an-kadath--audit-agent-output-with-locked-rubric",
   "title": "Score agent output against a locked, auditable rubric",
   "best": false,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/audit-agent-output-with-locked-rubric/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/audit-agent-output-with-locked-rubric.json"
  },
  {
   "id": "i3t4an-kadath--delegate-web-research-to-evolved-agents",
   "title": "Run a web research goal with evolved browsing agents",
   "best": false,
   "url": "https://dedupedai.com/use-cases/i3t4an-kadath/delegate-web-research-to-evolved-agents/",
   "json": "https://dedupedai.com/use-cases/u/i3t4an-kadath/delegate-web-research-to-evolved-agents.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}