copilot 12
- better tools can make ai code review worse
- agentic autofix needs evidence, not applause
- copilot telemetry is turning ai coding into observability work
- github copilot is becoming an ai budget control plane
- copilot browser tools make the frontend reviewable
- Bring-your-own-model is a control plane problem
- AI credits are the new lines of code metric
- GitHub Actions is becoming the agent runtime
- AI code review is now a cloud workload
- github's agent audit api is the boring feature that matters
- AWS Copilot CLI Is a Reminder That Platform Abstractions Expire
- AI Coding Plans Are Getting More Expensive Because Flat-Rate Pricing Broke