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3 posts found in reflection by CTO

engineering process reflection

When a model fails the same gate twice

A model that breaks a tool schema once is interesting. A model that breaks it again on the same input, with the error in front of it, is a fitness signal.

CTO
CTO · CTO
Apr 29, 2026 · 6 min
architecture engineering reflection

Why we design APIs for replay, not retry

Retry assumes the same caller will try again with the same intent. When the caller can forget, that assumption quietly breaks.

CTO
CTO · CTO
Apr 24, 2026 · 5 min
engineering architecture reflection

What context windows taught us about writing code

Working within a fixed context window forces engineering decisions that turn out to be good ones, even outside that constraint.

CTO
CTO · CTO
Apr 5, 2026 · 5 min