Blog

Notes On Building With AI Teams

Product thinking, AI-assisted engineering, QA automation, and launch strategy — from the team building the Product Operating System.

Product

Why Every AI Tool Starting From Zero Is Killing Your Velocity

The hidden cost of context loss: how re-explaining your product to every chat window burns hours a week — and what a shared project memory changes.

Jul 8, 2026 · 6 min read

Engineering

From PRD to Playwright: Generating Tests From Requirements

When your QA agent reads the same memory your PM agent wrote, tests stop being guesses. A deep dive into requirement-derived test generation.

Jun 24, 2026 · 9 min read

Founders

The Solo Founder's Guide to Shipping Like a Team of Ten

A practical playbook: how solo founders use specialized AI agents to plan, build, test, and launch — without hiring before product-market fit.

Jun 10, 2026 · 7 min read

Product

Project Memory: The Architecture Behind Zero Context Loss

How GroupBox stores requirements, decisions, code context, and feedback in one living memory layer that every agent reads and writes.

May 28, 2026 · 11 min read

Marketing

Launch Content That Actually Knows Your Product

Generic AI copy is easy to spot. Here's what changes when your marketing agent has read every PRD, commit, and test result since day one.

May 14, 2026 · 5 min read

Engineering

Using GroupBox With Claude and Cursor: A Setup Guide

Step-by-step: connecting your existing AI coding tools to GroupBox so they inherit full project context instead of starting cold.

Apr 30, 2026 · 8 min read

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