AI Moved the Bottleneck — and this time it landed in product
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.
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
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.
AI makes seniors faster and juniors easier to skip — right when the industry needs more seniors, not fewer. A pipeline problem, not a productivity story.
Introducing the ADLC — the Agent Development Lifecycle. The loop that governs how you calibrate AI agents to produce reliable output.
Let's talk about how I can help your team move faster with confidence.