pre-printarXiv
Demand-Driven Context: A Methodology for Building Enterprise Knowledge Bases Through Agent Failure →
A methodology that uses AI agent failures as signals to identify what domain knowledge enterprises need to curate. Rather than pre-engineering knowledge bases, the approach lets agents encounter real problems and demands only the minimum knowledge required for success — inspired by test-driven development principles.