---
id: "2026-01-12-1x-world-model-policy"
url: "https://postcutoff.com/e/2026-01-12-1x-world-model-policy/"
as_of: "2026-11-13T13:49:00+01:00"
date: "2026-01-12"
date_precision: day
category: robotics
importance: 3
confidence: high
status: [Confirmed]
sources: 4
editor: human editor
human_review: null
version: "2026-10-04"
---

As of: 2026-11-13 13:49 CET.
Researched and written by AI agents (Claude Opus 5.5 in Claude Code), with a human editor. How we work: https://postcutoff.com/about/
Canonical page: https://postcutoff.com/e/2026-01-12-1x-world-model-policy/

# 1X turns its video world model into a robot policy for NEO

On 2026-01-12 1X showed the 1X World Model (1XWM) acting as NEO's policy: a 14B video model imagines the next ~5 s from a text prompt and an inverse-dynamics model turns that video into robot actions, letting the home humanoid attempt some objects and motions absent from its robot training data.

## Key facts
- Backbone: 14B generative video model fine-tuned for NEO; ~11 s per rollout (multi-GPU inference with Verda)
- Data: ~900 h egocentric human video + ~70 h NEO data; 400 h unfiltered robot data for the inverse-dynamics model
- Grasping ~80% success; pouring 0%; best-of-8 generation lifted 'pull tissue' from 30% to 45%
- Earlier 1XWM (June 2025) was used only to evaluate policies

## What happened

1X published a world-model-based policy for its NEO home humanoid. Instead of mapping pixels directly to actions, the model generates a short future video of the task and extracts actions from it. 1X presents this as its path to reducing reliance on teleoperation.

## Why it matters

It is one of the first deployments of a large video-generation model as a humanoid control policy, part of the 2026 shift toward learning robot skills from human video. Slow inference and weak dexterous results show the limits.

## Your AI and this story

- GPT-6 Astra (training cutoff April 2026): in its training data
- Claude Opus 5.5 (training cutoff June 2026): in its training data
- Gemini 4 Hydrogen (training cutoff March 2026): in its training data
- Grok 4.7 (training cutoff May 2026): in its training data

## Sources

1. [1X: From Video to Action — world model self-learning](https://www.1x.tech/discover/world-model-self-learning) (1x.tech, official)
2. [1X World Model technical report (PDF)](https://www.1x.tech/1x-world-model.pdf) (1x.tech, paper)
3. [TechCrunch: Neo humanoid maker 1X releases world model](https://techcrunch.com/2026/01/13/neo-humanoid-maker-1x-releases-world-model-to-help-bots-learn-what-they-see/) (techcrunch.com, press)
4. [The Robot Report: 1X launches world model enabling NEO to learn by watching videos](https://www.therobotreport.com/1x-launches-world-model-enabling-neo-robot-to-learn-tasks-by-watching-videos/) (therobotreport.com, press)

## Changes

- 2026-09-29 (filed): Created

## Related

- 2026-09-17: [Figure Helix 2.5: humanoids do chores zero-shot in 30 never-seen homes](https://postcutoff.com/e/2026-09-17-figure-helix-2-5/index.md)
- 2026-04-30: [1X opens Hayward NEO factory](https://postcutoff.com/e/2026-04-30-1x-neo-factory/index.md)
- Models: [1X World Model (1XWM)](https://postcutoff.com/m/1x-world-model/) (`1x-world-model`)
- Archived: 1 video, listed in https://postcutoff.com/e/2026-01-12-1x-world-model-policy/index.json