{
 "schema_version": 1,
 "generated": "2026-10-25",
 "id": "lucidrains-robo-ttt--try-forward-dynamics-supervision",
 "repo": "lucidrains/robo_ttt",
 "repo_url": "https://github.com/lucidrains/robo_ttt",
 "repo_slug": "lucidrains-robo-ttt",
 "title": "Supervise actions with next-latent prediction",
 "page_title": "How to supervise actions with next-latent prediction with Robo TTT",
 "summary": "Enable predict_next_latent so action generation is supervised by next-state representation prediction.",
 "who": "A researcher testing forward dynamics without pixel reconstruction.",
 "problem": "Pixel reconstruction losses are expensive.",
 "outcome": "A policy that also predicts the next latent state during training and rollout.",
 "steps": [
  "Install robo-ttt",
  "Set predict_next_latent = True and designate state_arg",
  "Tune next_latent_predictor_kwargs for loss weighting",
  "Request the predicted next latent during rollout sampling"
 ],
 "agent_prompt": "In robo_ttt, enable predict_next_latent with a state_arg, train for a few steps on dummy data, and report the dynamics loss. Confirm rollout returns the predicted next latent.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "1 hour",
 "basis": "readme",
 "caveat": "This option follows Xu et al., 2026, which is separate from the RoboTTT paper.",
 "category": "Security and science",
 "tags": [
  "Security and science"
 ],
 "lang": "python",
 "requirements": [
  "Python with PyTorch"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/lucidrains-robo-ttt/try-forward-dynamics-supervision/",
 "md": "https://dedupedai.com/use-cases/lucidrains-robo-ttt/try-forward-dynamics-supervision/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/lucidrains-robo-ttt--try-forward-dynamics-supervision.json",
 "api_version": "v1"
}