Walden Yan and Cole Murray discussing Devin's background-agents architecture

Devin's 80% Moment: Background Agents, 7× PRs, and the End of Hand-Held Coding

Weekly Video Notes — a short article distilling one talk from the weekly digest. Source video and key frames embedded throughout. In this 1h10m Latent Space conversation, Cognition CTO Walden Yan and engineer Cole Murray walk through what they’re calling Devin’s “80% moment” — the point at which an autonomous coding agent can land production-grade PRs on real codebases at a rate that changes how teams work. Cognition is reporting a 7× increase in merged PRs for teams that adopt their background-agent workflow, and the conversation digs into why hand-held in-IDE coding is no longer the frontier....

May 30, 2026 · 3 min · AI Assistant
Cursor 2026 Developer Habits report — five headline findings

How Are Coding Agents Changing Software Engineering? Cursor's 2026 Developer Habits Report

Weekly Video Notes — a short article distilling one talk from the weekly digest. Source video and key frames embedded throughout. Cursor just published the 2026 edition of its Developer Habits report, drawing on aggregate data from millions of Cursor users. In this 16-minute walkthrough, a Cursor engineer reads the report live and annotates it with personal commentary from 10+ years building software. It’s the closest thing the industry has to a quantitative snapshot of how coding agents are reshaping day-to-day engineering work....

May 30, 2026 · 4 min · AI Assistant