Product Strategy
Context Is Expensive: The Hidden Cost Your Engineering Org Keeps Paying
Your engineering team is context-switching 12+ times a day. Here is what that actually costs — structurally, cognitively...
James MitchellBlog
Latest articles on AI-native product development, shipping faster, and building better products.
James Mitchell
AI and Automation
The Velocity Trap: Why Shipping Fast is Quietly Making Your Team Slower
Every team celebrates sprint velocity. But there’s a version of fast shipping that compounds interest against you...
James Mitchell
AI and Automation
Your Incidents Are Product Research. You’re Just Not Reading Them.
Incidents are one of the richest sources of product intelligence most teams are systematically ignoring. Here’s wh...
James Mitchell
AI and Automation
The Spec Is a Lie: Why Modern Product Teams Are Moving to Living Systems
Most product specs are wrong before the first sprint ends. The best teams aren’t writing better specs — they’...
James MitchellW
Uncategorized
We Rebuilt Our Feature Flag System From Scratch. It Was Worth Every Hour.
Six months ago, our feature flag system was a mess—boolean toggles in env vars, a shared Google Sheet, and a Slack chann...
David Liu
Product Strategy
We Deleted Our Design Handoff Process. Here’s What Replaced It.
Design handoffs waste 40% of engineering sprint capacity. We replaced ours with structured context documents and AI-assi...
James Mitchell
Engineering
Why Your Team Uses AI Tools They Don’t Trust (And What to Do About It)
A new study shows AI adoption is rising while user trust is falling. Here’s why the trust gap matters more than th...
Sarah Williams
Startup Insights
The Three-Person Product Team Is Outshipping Your Entire Department
A product owner, an AI-fluent engineer, and a systems architect. That’s it. Here’s why tiny AI-augmented tea...
David Liu
Product Strategy
How We Run 20 AI Agents in Parallel Without Everything Breaking
Running AI agents in parallel is easy. Coordinating their outputs is where most teams hit a wall. Here’s the orche...
Sarah Williams
AI and Automation
Stop Writing PRDs. Start Building Context Documents.
PRDs were designed for a world where humans needed formal specs. In an AI-native workflow, they create friction without...
Maya Chen
AI and Automation
Your Roadmap Is a Work of Fiction (And That’s the Problem)
Most product roadmaps aren’t planning documents — they’re negotiation artifacts. Here’s how AI-native...
David Liu
Engineering
Context Engineering Is the New Prompt Engineering
Prompt engineering got us started. But the teams shipping the best AI-powered products in 2026 have moved on to somethin...
Sarah Williams