Notes on coordination, shipping, and the layer between them.
What we're learning while building the coordination layer for product teams. Long enough to be useful, short enough to read while your agents run.
- How to Build a Weekly Product Status Report in Claude Build an evidence-backed weekly product status workflow in Claude that verifies claims, preserves context, and runs automatically. →
- Why Claude Code Isn't Enough for Your Company's Knowledge Graph Coding agents can retrieve and summarize company data. Building reliable organizational memory requires continuous modeling, provenance, permissions, and maintenance. →
- Why Companies Need a Knowledge Graph Modern AI models excel at retrieving data, but they often struggle to turn that information into organizational intelligence. While direct connections to your systems provide ac... →
- Inside Devplan’s Context Graph, Weaver Building a useful product knowledge graph requires more than storing data and running semantic search. Weaver is designed around trust: complete signal extraction, evidence-back... →
- The Future of Product Management AI is making software development dramatically faster, but it is also exposing the inefficiencies of how modern product organizations operate. The teams that win will not simply... →
- Why Your Prompts Aren't the Problem Winning teams focus on context engineering, not prompts. Structure your information environment to maximize AI agent performance. →
- The Harness Is Essential for AI Coding Environment design, not model selection, determines AI agent success through structured harnesses that manage tools, context, and feedback loops. →