{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "ant-research/AntOmniEvo",
 "name": "AntOmniEvo",
 "owner": "ant-research",
 "slug": "ant-research-antomnievo",
 "github": "https://github.com/ant-research/AntOmniEvo",
 "what": "AntOmniEvo is a Python framework that evolves a system's tunable files (skills, prompts, workflow configs, or single-file algorithms) through a loop where AI coding agents propose edits scored by your own evaluator.",
 "why": "",
 "language": "Python",
 "requirements": [
  "A Python environment (the repo language is Python)",
  "A system that can run on one eval instance and produce output",
  "An Evaluator that scores each output from 0 to 1",
  "Train and validation data that define what good looks like",
  "Starting tunable artifacts as a directory of files",
  "A coding-agent Proposer to make the edits (the README says the proposer must be agents)"
 ],
 "audience_note": "Built for engineers who run AI agent systems or algorithms that can be scored repeatedly and want an automated loop to improve them.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "ant-research-antomnievo--evolve-agent-skill-directory",
   "title": "Evolve an agent skill directory against your eval set",
   "best": true,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/evolve-agent-skill-directory/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/evolve-agent-skill-directory.json"
  },
  {
   "id": "ant-research-antomnievo--optimize-workflow-pipeline-config",
   "title": "Optimize a retrieval workflow's pipeline.json and node code",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-workflow-pipeline-config/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/optimize-workflow-pipeline-config.json"
  },
  {
   "id": "ant-research-antomnievo--optimize-single-file-algorithm",
   "title": "Optimize a single-file algorithm and its description",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/optimize-single-file-algorithm/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/optimize-single-file-algorithm.json"
  },
  {
   "id": "ant-research-antomnievo--start-experiment-with-agent-skill-template",
   "title": "Set up an experiment with the bundled agent skill template",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ant-research-antomnievo/start-experiment-with-agent-skill-template/",
   "json": "https://dedupedai.com/use-cases/u/ant-research-antomnievo/start-experiment-with-agent-skill-template.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."
}