33-author arXiv paper lays out a roadmap toward genuine recursive self-improvement
chaumian · x · 2026-09-13
The arXiv paper "The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement" (33 authors, including Bowen Zhou and Zhiyuan Liu) systematically formalizes recursive self-improvement (RSI).
- Diagnosis: Introduces the Headroom-Closed Index (HCI) to expose limitations of existing LLMs in turning experience into lasting improvement.
- Roadmap: Five stages — improvement-execution autonomy, improvement-strategy autonomy, experience-acquisition autonomy, environment-adaptation autonomy, and recursive meta-improvement.
- Scenarios: Examines RSI across scientific discovery, embodied intelligence, and software engineering, each with distinct requirements and paces.
- Practice: Connects RSI research to real systems via industry practices and preliminary empirical evidence, identifying key open challenges.
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