Engineering
From Idea to Shipped: A 5-Step Playbook for Rapid Product Development
The playbook we wish someone had given us: How we went from two-week sprints to shipping features in hours. A practical...
James MitchellBlog
Latest articles on AI-native product development, shipping faster, and building better products.
James MitchellC
Engineering
Context is Everything: How AI Agents Share Knowledge
Most AI tools forget everything between sessions. Here’s how we built persistent context into ProductOS.
Maya ChenW
Startup Insights
Why Your Sprint Planning Might Be Wasting Everyone’s Time
Sprints were designed for a different era. When features take hours, not days, is two-week planning still the answer?
Priya SharmaF
Uncategorized
From Figma to Production in 15 Minutes: A Real Example
A designer sent a Figma link at 2:47 PM. By 3:02 PM, it was live. Here’s exactly what happened.
David LiuT
AI and Automation
The Product Manager’s Guide to AI-Native Tools
AI won’t replace product managers. But it will change what they do. Here’s how to stay ahead.
James MitchellO
Product Strategy
Our Database Architecture: Why We Use Four Different Systems
PostgreSQL, Redis, Elasticsearch, S3. Here’s why we chose complexity—and what we’d do differently.
Maya ChenW
Engineering
When AI Code Generation Goes Wrong (And How to Fix It)
Two years of shipping AI-generated code taught us what works, what breaks, and what no one talks about.
Priya Sharma
Startup Insights
5 Lessons from Shipping 50 Features in 30 Days
We didn’t plan to ship 50 features in a month. It started as a dare—our head of engineering bet our product lead t...
David LiuH
Uncategorized
How I Shipped a Feature Before My Morning Coffee
4 hours from idea to production. A late-night experiment that changed how I think about development speed.
David Liu
Product Strategy
The Hidden Cost of Design-Dev Handoffs
$1.2 million. That’s how much engineering time one mid-sized SaaS company wasted last year on design-dev miscommun...
James MitchellT
Product Strategy
The Hidden Cost of Technical Rework (And How to Cut It)
73% of engineering time is spent fixing things that were done. We tracked it for a year. Here’s what we learned.
James Mitchell
AI and Automation
How We Cut Our PRD Writing Time by 80%
Last Tuesday at 2:47 AM, I found myself staring at a half-finished PRD for our new notification system. Thirty-seven tab...
Maya Chen