Karpathy Demonstrates AI Autonomously Improves Language Models
Andrej Karpathy, an OpenAI co-founder, published an experimental project called 'autoresearch' on Mar 9, 2026, where an AI agent autonomously modifies and tests language-model training code, running roughly 650 experiments and transferring gains from a depth-12 to depth-24 model. The prototype demonstrates limited self-improvement capability and has reignited discussion about near-term 'singularity' predictions from Elon Musk, Sam Altman, and Demis Hassabis.
Key Points
- 1Runs ~650 autonomous experiments that improved a depth-12 language model and transferred to depth-24
- 2Highlights feasibility of AI-driven experiment loops to iteratively optimize model training without human intervention
- 3Suggests researchers should audit automated search processes and consider safety, reproducibility, and evaluation practices
Scoring Rationale
Credible, timely prototype by a respected researcher shows autonomous model tuning, limited by small-scale experiments and non-peer-reviewed results.
Sources
Public references used for this report.
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