How product teams are building with AI.
Anthropic launched scheduled tasks and /loop in Claude Code in March 2026. This turns PM operating systems from toolkits into runtimes. Here's what autonomous PM workflows look like in practice — and how to set up your first one.
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.
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.
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.
A PM operating system is the persistent infrastructure layer — context, skills, integrations, and intelligence — that makes every PM on your team consistently productive. Here's what it includes, how it differs from PM tools, and how to evaluate whether your team needs one.
I used ChatGPT for everything — PRDs, competitive analysis, interview synthesis. Then I switched to Claude Code. The difference isn't the model. It's persistent context, file-based output, and agent teams that changed how I do PM work.
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.