AI Agents AI Coding Agents AI Security Anthropic Claude Developer Tools Software Engineering Software Testing
Quick summary Review becomes a system: Anthropic spreads checks across local verification, automated review, CI, risk-based approval, and rollback. People still decide: Human attention goes to product direction, architecture, sensitive changes, and whether the evidence is convincing. The results are promising, not proof: Anthropic reports more than twice as many merged Claude Code pull requests […]
Debugging Incident Response Observability Site Reliability Engineering Software Architecture Software Testing
Quick summary Reproduce the symptom: Start with a clear difference between expected and actual behaviour. Isolate the cause: Reduce the case and use logs, metrics and traces to find where behaviour changes. Test one hypothesis: Make a focused change that can confirm or reject a specific explanation. Verify the fix: Check the outcome and add […]