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17 Mar 2026

AI Engineering 17 Mar 2026

A Short Map Beats a Long Manual

Progressive disclosure at repository scale - how a hundred-line map steers agents through a million lines of code, what OpenAI's Codex experiment actually reported, and the benchmark run where changing only the harness moved an agent from Top 30 to Top 5.

AI Engineering · 7 min

15 Mar 2026

AI Engineering 15 Mar 2026

Constraints, Not Implementations

Why the context file that says what an agent must and must not do stays current for months, while the one that describes how the code works is stale by Friday - and how to decide what loads always versus what gets fetched on demand.

AI Engineering · 6 min