{
 "schema_version": 1,
 "generated": "2026-10-24",
 "repo": "aibuildai-inc/aibuildai-llm-posttrain-agent",
 "name": "aibuildai-llm-posttrain-agent",
 "owner": "aibuildai-inc",
 "slug": "aibuildai-inc-aibuildai-llm-posttrain-agent",
 "github": "https://github.com/aibuildai-inc/aibuildai-llm-posttrain-agent",
 "what": "A source-code release of a recursive self-improving agent that designs, runs, and iterates on post-training experiments for LLMs.",
 "why": "110 stars, launched 38 days ago",
 "language": "Python",
 "requirements": [
  "Linux x86_64 with a systemd user session and Python 3.11 to 3.13",
  "A C toolchain (gcc, make) with zlib and readline headers, plus bwrap (bubblewrap) with unprivileged user namespaces enabled",
  "A Claude Code login or an Anthropic API key, or an Anthropic-compatible endpoint and its key",
  "A CUDA GPU is recommended",
  "Network access to GitHub releases and ftp.postgresql.org"
 ],
 "audience_note": "ML engineers and small teams with a Linux GPU host who want an agent to post-train a model against their own task and score.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/aibuildai-inc-aibuildai-llm-posttrain-agent/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "aibuildai-inc-aibuildai-llm-posttrain-agent--post-train-gsm8k-example-model",
   "title": "Post-train a base model on a math task overnight",
   "best": true,
   "url": "https://dedupedai.com/use-cases/aibuildai-inc-aibuildai-llm-posttrain-agent/post-train-gsm8k-example-model/",
   "json": "https://dedupedai.com/use-cases/u/aibuildai-inc-aibuildai-llm-posttrain-agent/post-train-gsm8k-example-model.json"
  },
  {
   "id": "aibuildai-inc-aibuildai-llm-posttrain-agent--post-train-model-on-own-task-folder",
   "title": "Post-train a model for your own task and data",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aibuildai-inc-aibuildai-llm-posttrain-agent/post-train-model-on-own-task-folder/",
   "json": "https://dedupedai.com/use-cases/u/aibuildai-inc-aibuildai-llm-posttrain-agent/post-train-model-on-own-task-folder.json"
  },
  {
   "id": "aibuildai-inc-aibuildai-llm-posttrain-agent--grade-post-trained-model-with-task-grader",
   "title": "Grade a post-trained model with the task's own grader",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aibuildai-inc-aibuildai-llm-posttrain-agent/grade-post-trained-model-with-task-grader/",
   "json": "https://dedupedai.com/use-cases/u/aibuildai-inc-aibuildai-llm-posttrain-agent/grade-post-trained-model-with-task-grader.json"
  },
  {
   "id": "aibuildai-inc-aibuildai-llm-posttrain-agent--reuse-past-run-lessons-as-memory",
   "title": "Carry lessons from past runs into a new run",
   "best": false,
   "url": "https://dedupedai.com/use-cases/aibuildai-inc-aibuildai-llm-posttrain-agent/reuse-past-run-lessons-as-memory/",
   "json": "https://dedupedai.com/use-cases/u/aibuildai-inc-aibuildai-llm-posttrain-agent/reuse-past-run-lessons-as-memory.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."
}