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

This story is from 2026-09-10. It is preserved in the archive; the latest stories are on the live feed.

Introduction For years, engineering leaders have operated under a polite fiction: that we can accurately gauge the health, productivity, and output of our software development teams through a combination of qualitative standup updates, Jira ticket velocity, and raw pull request (PR) counts. We call…

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  1. 2026-09-10 19:15 · DEV Community — AI
    Beyond the Standup Vibe: Quantifying Human-vs-AI Engineering Contribution with Multi-Layered Telemetry

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