Beyond the Standup Vibe: Quantifying Human-vs-AI Engineering Contribution with Multi-Layered Telemetry

The rise of AI coding assistants has broken traditional engineering metrics. This article explores how to move past subjective 'standup vibes' and use multi-layered telemetry—combining IDE interactions, Git history, and Jira metadata—to accurately measure human and AI contributions while preserving developer trust.