This post was originally published on ashwch.com.
Context engineering and management is a hard problem and is the highest priority even before a single line of code is written.
This post covers how we use AI to recover context faster, keep work scoped into smaller reviewable drafts, and preserve human ownership over risk, architecture, and final approval.