AI/ML●●Solid
Karpathy's Autoresearch with Evolutionary Database
MAP-Elites database beats TSV logging for evolutionary search tracking.
Niche GemBig Brain
hgarud
103mo ago
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GitHub Repository
(mad) AI agents running research on single-GPU nanochat training automatically
2 starsPython
autoautoresearch – Karpathy's autoresearch on steroids
by armanj·Mar 10, 2026·1 point·0 comments
AI Analysis
●●SolidBig BrainNiche Gem
Injects arxiv papers into AI training loops to prevent agent stagnation.
Strengths
- •Go director binary ensures zero context leakage between manager and worker agents.
- •External novelty injection via arxiv abstracts solves the local minima problem.
- •Makefile orchestration allows comparing baseline versus directed experiment performance easily.
Weaknesses
- •Tightly coupled to Karpathy's repo; breaks if upstream changes structure.
- •Requires DeepSeek API keys and GPU access, limiting immediate experimentation.
Category
Target Audience
ML researchers experimenting with agent-driven training loops
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karpathy/autoresearch · Optuna · LangChain
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