alvinunreal/awesome-autoresearch
A curated list of autonomous improvement loops, research agents, and autoresearch-style systems inspired by Karpathy's autoresearch.
Organizes 50+ implementations across general-purpose descendants, research-agent systems, domain-specific adaptations, and hardware ports—each with distinct architectural patterns like closed-loop evaluation, swarm coordination, prompt evolution, and tree-search optimization. Covers both narrow autoresearch forks (Gemini-native with live search grounding, Claude Code skills with resumable sessions) and broader meta-systems that auto-generate agent architectures or orchestrate multi-loop optimization. Includes recent ICLR papers (ADAS, GEPA, ClawTeam) demonstrating self-improvement on coding benchmarks and prompt tuning via genetic-Pareto reflection.
876 stars. Actively maintained with 39 commits in the last 30 days.
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Last pushed
Mar 27, 2026
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