How product teams
are building with AI.

Articles on autonomous PM workflows, context engineering,and Claude Code for product teams.

Generic PRDMissing context...Vague personas...No strategy link...+Context Filescompany.mdproduct.mdpersonas.mdContext-Rich PRD
Context Engineering14 min read

Why Your AI-Generated PRDs Are Generic (And How to Fix It in One Step)

Most AI-generated PRDs are generic because the AI knows nothing about your product. Learn why persistent context — not better prompts — is the fix, and how to generate PRDs that your engineering team can actually build from.

Ron Yang
# CLAUDE.md## Company Context## Product Details## Personas## Key DecisionscompanyproductAI
Claude Code for PMs21 min read

CLAUDE.md for Product Managers: How to Give Claude Code Your Product Context

The best engineering CLAUDE.md files include workflow orchestration, self-improvement loops, and verification gates. Here's what that same rigor looks like for product management.

Ron Yang
PM Infrastructure11 min read

Good AI Product Manager, Bad AI Product Manager: A Modern Guide for the Age of AI

Ben Horowitz wrote 'Good Product Manager, Bad Product Manager' in 2002. Here's the 2026 version — what separates great AI product managers from the rest, written in the same spirit as the original.

Ron Yang
PRDRoadmapAnalysis
Context Engineering15 min read

Context Engineering for Product Managers: Why Your AI Outputs Are Only as Good as Your Context

Context engineering is the practice of structuring product knowledge so AI produces specific, actionable output. Learn why it matters more than prompt engineering for PMs, and how to build your own PM context system.

Ron Yang