
Vibe-Coded Without Vision: Why Speed Kills the Story You Should Be Telling
Vibe-coding speeds shipping 3–5×, but without story testing adoption stalls. Residency—repeated validation and trust—turns velocity into durable growth.

Curated frameworks, articles, and tools for PM leaders — ask anything below, or jump straight to what you need.
From the library
Product strategy, AI decision quality, and leadership — written for PMs who want grounded thinking, not generic takes.

Vibe-coding speeds shipping 3–5×, but without story testing adoption stalls. Residency—repeated validation and trust—turns velocity into durable growth.

Retention looks fine—DAU up, sessions steady—but users do their real thinking in ChatGPT and Claude, not your product. Here's what that split means.
Most PMs think AI means more strategy time. It's the opposite: the gap between PMs who talk product and those who ship is widening fast.