How to Generate Mergeable Code with a Context Engine — Peter Werry, Unblocked
Aug 27, 2026 · 18:36
Peter Werry of Unblocked argues that access to information does not equal understanding—organizational context is the bottleneck for AI agents. He likens agents to expert engineers resetting knowledge every task, falling prey to radiology's 'satisfaction of search'; million-token windows distract. Werry demos the context engine generating an architecture diagram, then runs the same optimization plan in Claude Code twice: with it, under a dollar and about a minute; without, roughly double the time and more cost, because later steps loop on wrong assumptions. He also shows a review agent boosting comments by seniority, a drop in flagged issues traced to a Slack thread, and open-source tools: a GitHub-history query engine and a social graph showing thin review coverage.
