AI pair programmingdeveloper telemetrypolicy enforcement
Telemetry-Driven Guardrails for AI Pair Programming
A practical architecture for instrumenting IDE assistants and coding agents to detect policy drift, evaluate engineering outcomes, and enforce security and governance controls without collecting source code or prompts.
Harish KumarAug 29, 2026
