GitHub Copilot managed permissions: deny, ask and allow explained
What Copilot's September 9 enterprise permissions update changes, which clients it covers, and how to validate shell, file and domain rules.
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Team adoption and governance
Decision frameworks focused on reviewability, requirements, permissions, model choice, and accepted outcomes.
How Engineering Teams Should Govern AI Coding Agents in 2026
A practical governance checklist for teams adopting AI coding agents: environment control, permission boundaries, cost per accepted task, and how to evaluate self-hosted deployment claims.
Read researchAI coding cost per accepted task: a reproducible worksheet
Measure model usage, retries, compute and review effort per accepted change instead of relying on old launch prices or headline discount percentages.
Read researchDoes AI Actually Make Developers More Productive? The 2026 Evidence
Adoption of AI coding tools is near-universal, but rigorous evidence is mixed. Here is what the METR trial, the Stack Overflow survey, and DORA research actually show.
Read researchShadow AI in Engineering: How to Govern Ungoverned AI Use
Surveys find most employees now use AI at work while far fewer organizations govern it. Here is how engineering leaders can replace shadow AI with a sanctioned path.
Read researchVibe Coding Safely: Reviews, Tests, and Guardrails for Teams
How to keep the speed of vibe coding without shipping unreviewed AI code: acceptance criteria, human review, tests, security checks, and bounded execution environments.
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