AI Assisted Development: Closing the Rollout Safety Gap
Platform teams shipping AI-generated code face failure modes standard error rate and latency gates were not designed to catch. Here is what to instrument instead.
Journal · Platform Engineering & SRE Culture
4 articles in Platform Engineering & SRE Culture.
- All
- AI Feature Flags & Progressive Rollouts
- SLO Management & Incident Response
- Platform Engineering & SRE Culture
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AI Coding Productivity: What the SLO Budget Tells You
AI boosts coding output 33-98%. Incidents per PR are up 242%. Here is what the SLO budget measures when your team runs on Copilot or Cursor and deployment frequency climbs.
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8 AI Agent Examples Platform Teams Run in Production
A field guide to AI agent examples that platform teams actually run in production: rollback, triage, diagnostic, and runbook agents, with where each one breaks.
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Code Refactoring Techniques That Hold in Production
Code refactoring techniques are not about clean code aesthetics. They are about reducing the surface you have to debug at 3am. Here is what actually works in continuous deployment environments.
