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Designing agents for recursive self-improvement

2026-08-29

We want the agents we build to let their users achieve recursive self-improvement — a loop that improves software with the human out of the critical path. Here is what that goal means, why today's agents still need humans at both ends, and how both better models and a better harness get us there.