A Field-by-Field Breakdown of the 24,723 Tokens in a Search Result
AI agents overspend tokens on search and file retrieval. Waste comes from over-fetching, repeated queries, poor chunking, and overloaded context.
context management
Going all-in on Codex for extended, long-duration tasks
This article explains how AI consultant Jason Liu uses Codex for extended, long-duration projects. Rather than treating it as a one-shot answer machine, he treats it as a project partner: persistent d…