Stringer: Bootstrapping AI Agents on Legacy Codebases
How a CPU-based CLI tool extracts actionable signals from mature repositories, giving AI agents the structured context they need without wasting inference tokens.
3 posts tagged with "Software Development"
How a CPU-based CLI tool extracts actionable signals from mature repositories, giving AI agents the structured context they need without wasting inference tokens.
How I use structured backlogs to give AI coding assistants the memory they need to work autonomously, including running overnight builds while I sleep.
Shipping software is not the same as owning its behavior in production. As coding costs approach zero, the real challenge shifts to planning, operations, and accountability.