Day 1 is the worst your product will ever be
Agents iterating on a single task — the inner loop — are table stakes. The new thing is the outer loop: a system that observes its own behavior in production, drafts evals against new failure modes, and ships fixes without a human in every step. A short essay on self-evolving software.

