Articles on autonomous PM workflows, context engineering,
and Claude Code for product teams.
Two competing product teams in the same market. One runs a PM operating system. One does not. Here is what happens at Day 1, Month 1, Month 3, Month 6, and Year 1 — and why the gap between them only widens.
MCPs look great in demos. But at team scale, they cost 6x more in token overhead and add failure points. Here's why production PM teams switch to API skills.
How AI agent teams process user interviews in parallel — turning 10 transcripts into structured opportunity trees, theme maps, and evidence tables in 15 minutes instead of 10 hours.
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.
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.