Blog

Thoughts on AI-assisted software development, engineering metrics, and building better teams. We write about developer productivity, AI code attribution, persistent AI memory, DORA metrics, and the shift from manual reporting to automated observability.

AI-First Development

How AI coding agents are changing the software delivery loop. We explore what happens when AI writes the majority of your code — from estimation to code review to team dynamics. The old metrics don't work when AI handles implementation. We cover what replaces them.

Engineering Metrics

DORA metrics, cycle time, AI code ratio, and friction detection — measured automatically from real developer sessions. We write about which metrics actually predict team health, how to interpret AI adoption trends, and why story points break down in AI-assisted workflows.

Developer Experience

Persistent AI memory, zero-ceremony task management, and observability that doesn't feel like surveillance. We share lessons from building Tandemu — how to give engineering leads the visibility they need without adding friction to the developer workflow.