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[ARTICLE · art-48793] src=lilianweng.github.io ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Harness Engineering for Self-Improvement

Harness Engineering for Self-Improvement explores recursive self-improvement (RSI) in AI, a concept dating back to I. J. Good's 1965 ultraintelligent machine. Modern AI systems may improve their own training pipelines and deployment systems, accelerating research at frontier labs like Anthropic and OpenAI.

read1 min views2 publishedJul 4, 2026

The concept of recursive self-improvement (RSI) dates back to I. J. Good (1965), where he defined an “ultraintelligent machine” as a system that can surpass humans in all intellectual activities and design better machines to improve itself. Yudkowsky (2008) used the phrase “recursive self-improvement” for a specific feedback loop: an AI uses its current intelligence to improve the cognitive machinery that produces its intelligence.

This feedback loop in modern AI may indicate the model rewriting its own weights directly, or more broadly the model improves the training pipeline and the deployment system, which in turn enables a better successor model with improved performance across economically valuable tasks. The speed of research development in AI has been shown to drastically accelerated in frontier labs (Anthropic; OpenAI).

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