Shopify’s River: The AI Agent as Organizational Memory
Shopify’s River shows why the next internal AI-agent advantage may come from making work visible, searchable, and reusable.
Latest
Claude Code Is Becoming a Workflow-Control Layer
Claude Code’s /goal, hooks, checkpoints, and agents show where AI coding tools are heading: from chatbots to governable workflow-control layers.
When Compute Becomes Product Strategy
Why the future of AI products is not one giant model everywhere, but a hybrid intelligence stack of frontier models, SLMs, open models, routing, and evals.
How Product Managers Should Learn AI: Operators First, ML Later
A practical 30-day guide for PMs learning AI: operate on real work first, brief models well, add context, test quality, and ship safe AI features.
200,000 Vibe-Coded Projects Launch Every Day. Almost None Get Customers.
Everyone is celebrating how fast you can build. Nobody is asking whether you should.
The Agent Bottleneck Isn't AI - It's Product Management
Zapier says it has 800+ AI agents deployed internally, more than its employee count, and 89% AI adoption across all employees. Postman says its Agent Mode can save developers up to 1,150 hours per year. Cogent says customers have cut the time critical vulnerabilities stay open by 97%. The
Karpathy’s LLM Wiki Points to a New AI Product Moat
Karpathy’s LLM wiki idea points to a bigger shift: AI products may win by maintaining compounding knowledge infrastructure, not just answering questions.
Claude Code Source Code Leak: Everything You Need to Know
Anthropic shipped a source map to npm by accident. 512,000 lines of Claude Code exposed. Here are the 7 things every PM should take away.
Upskill or Get Abstracted
What the AI era actually demands from product managers
5 Things We Learned Running an AI Agent 24/7
What 24/7 usage of AI Agents taught us about reliability, context, and voice UX.
Decoding OpenClaw: What the Fastest-Growing AI Agent Teaches PMs About Building Autonomous Systems
An open-source project hit 200K GitHub stars in under three months. Its architecture is a blueprint for how AI agents will be built - and every PM should understand why.
10 Claude Code Secrets from the Team That Built It
Anthropic's internal playbook - and what PMs can steal from it
Product Management
Context Graphs and the Product Decision Problem
Why product decisions are harder to capture than operational ones
Interview
The AI Prompt That Simulates Real PM Interviews (So You Stop Practicing the Wrong Way)
Your interviewer is using AI. Time you did too.
Product Management
6 Frameworks Every Aspiring Product Manager Needs to Crack Any PM Case
Because “Let me think about this for a moment” only buys you 30 seconds.
Product Management
101 Terms Every AI Product Manager Should Master.
Are You Speaking the Code?
Scaling
Beyond Prototyping: Why Systems Thinking Is the New Superpower for PMs and Builders
AI has made coding faster and cheaper than ever. But the ability to think in systems - to design products that scale reliably - is what now differentiates great product builders from the rest.
Product Management
Should You Build or Buy Your Next AI Capability?
A practical guide for Product Managers to cut through the noise and make the right call for their product.
Prototyping
AI Prototyping Mastery for Product Managers: The LoCuS Stack Playbook
Your step-by-step guide to building fully functional prototypes with Lovable, Cursor & Supabase