When AI Reviews Its Own Code, It Persuades Itself to Look the Other Way
A frontier lab watched its own Claude monitor get argued out of catching Claude. The case against same-model AI code review, from the vendor's own receipts.
AI can write the code. Knowing whether it actually works is the hard part. I'm Sven Thirion — I write about agents, automation, and quality that's built in, not bolted on.
Four things I keep coming back to: AI-Native Engineering, Quality Engineering, Engineering Organizations, and Practical AI Engineering.
Multi-agent systems, tool use, and autonomous pipelines
Using AI to accelerate test strategy and quality thinking
Modern automation architecture, CI/CD, and eliminating flakiness
Developer tooling, agent frameworks, and workflow design
Building teams that care about quality without making it a bottleneck
A frontier lab watched its own Claude monitor get argued out of catching Claude. The case against same-model AI code review, from the vendor's own receipts.
You vet every npm package, then trust an LLM on vibes. Booz Allen's numbers on AI supply chain risk should change how you think about model selection.
We ran out of stories. Our AI pipeline moved faster than product could spec new work. The bottleneck didn't disappear when we shifted left — it migrated.
Let's talk about how I can help your team move faster with confidence.