GitHub Copilot

Process flowchart showing visibility, training, routing, guardrails, and optimization stages

Building an AI Operating Model: A Practical Framework

Move beyond casual AI adoption. Here is a practical framework for model routing, prompt discipline, agent governance, and ROI measurement that engineering leaders can implement today.

AI Credits usage at 100% - Copilot budget management dashboard

The AI Governance Problem: Why Casual Model Usage No Longer Works

GitHub’s June 1 billing change reveals a critical governance gap: casual AI adoption is no longer sustainable. Engineering leaders need to understand the real risks.