Collaboration

In Part 2 of our collaborative development series, I explore how moving from monolithic markdown specs to a version-controlled context graph with Spool helps eliminate context drift, prevent spec rot, and ground AI coding agents in high-fidelity domain knowledge.

Spec-driven development with AI agents promises increased efficiency, but often introduces new forms of toil. Read on to discover how teams are navigating the shift, the hidden costs of context engineering, and what we can do to build more collaborative AI-native development workflows.