AI Self-Reflection and Iteration: Engineering Practices for Building Trust

willccbb · x · 2026-08-16

The author shares progress on an AI system capable of understanding its own capabilities and limitations, iteratively expanding its frontier while maintaining optimal human-in-the-loop interaction without repetition. This approach proves more reliable for nuanced judgment tasks across scattered contexts. The key unlock has been 'patience and skepticism'—the system must earn trust through its performance.

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