# roboterax/video-prediction-policy-2 > Official implementation of Video Prediction Policy 2, a world-action model that couples event-level video pretraining with a single-step visual planner and an action module for robot manipulation. - Magnitude: 4.2 out of 10 — Early signal - Stars: 106 total · +25 stars measured 2026-10-09, 09:19–13:10 UTC, ≈ 49 by evening - Star trust: star growth looks organic - Category: Hardware, IoT & robotics · Language: Python · Created: 2026-10-08 · Last push: 2026-10-09 - GitHub: https://github.com/roboterax/video-prediction-policy-2 · Homepage: https://robert-gyj.github.io/video-prediction-policy-2/ · Page: https://gitnova.dev/en/r/roboterax/video-prediction-policy-2 ## Useful for - Reproduce VPP2 results on the RoboDojo closed-loop evaluation benchmark - Fine-tune the LIBERO policy checkpoint and test generalization on LIBERO-OOD/PRO - Train a video-action policy from downloadable Hugging Face or ModelScope checkpoints ## Why it’s here - Star-counter measurements on 2026-10-09 (UTC), 09:19–13:10: 81 → 106 stars (+25). This is the change over that interval. - Estimated end-of-day forecast: about +49 stars, using observed gains and the previous day. - The repository is 1 day old and already has 106 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #162. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 2 - Issues and pull requests: 1 - Watchers: 1 - Average over the last week: 57 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 6 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-10-04 … 2026-10-09: 0, 0, 0, 0, 66, 25 ## Spotted in now - Top new repositories this week: #162 ## Similar by description 1. **black-forest-labs/flux-action** — 1.6 · Steady · Hardware, IoT & robotics · Python · +6 stars measured 2026-10-09, 00:13–13:18 UTC, ≈ 10 by evening Full fine-tuning and action prediction toolkit for FLUX 3 Action: data preparation, distributed training, checkpointing, export and inference for DROID and SO-101 robotics tasks. Full card: https://gitnova.dev/en/r/black-forest-labs/flux-action.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-10-09 13:25 UTC, updated every 30 minutes.