We study how AI systems turn experience into lasting changes to their capabilities and the mechanisms that guide future improvement.

Shanghai
Joined September 2026
The Last AI Built by Humans: a roadmap to genuine RSI. Our review of 72 companies & teams shows AI already executes and selects improvements. The next frontier: can AI reliably improve the improver itself? 🧭 Paper: arxiv.org/abs/2609.11873
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📊 Additionally, our HCI analysis reveals where RSI could matter most: advanced math has closed 86.4% of its initial benchmark gap, but software engineering and tool agents only 52.6% and 39.9%. 💰 The opportunity: turn workflow failures into lasting, verified improvements
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