Gen-Verse/RSI-Anything

RSI-Anything: Unlocking Recursive Self-Improvement with World Models

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RSI-Anything Unlocking Recursive Self-Improvement with World Models Predict outcomes. Learn from interaction. Improve the next decision. Framework · Domains · Results · Quick Start · Citation · 简体中文 RSI-Anything is a domain-general framework that turns world-model predictions and interaction feedback into recursive self-improvement. Built on JEPA-Anything, it connects candidate generation, prediction-guided selection, external evaluation and learning in a shared process. The paper applies this process to code repair, GUI interaction, laboratory planning, reaction optimization and immune science. Each domain supplies its own state, actions, prediction targets and feedback, while using the same cycle of proposing candidates, anticipating consequences, evaluating selected actions and retaining improvements for subsequent rounds. From the predictive foundation of JEPA-Anything to recursive self-improvement across domains. Propose → Predict → Select → Evaluate → Learn → Retain. A policy or workflow proposes actions; the world model predicts their consequences; selected actions receive external feedback. The resulting experience supports…

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Read the full README ↗ · Preview checked 2026-10-28T03:21:50.152Z

Inside the original README — Document outline
  1. Overview
  2. Framework
  3. Domains
  4. Results
  5. Code repair
  6. GUI interaction
  7. Quick Start
  8. Install the shared workflow
  9. Choose an implementation
  10. Repository
  11. Citation
  12. Acknowledgements

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Documentation belongs to its respective authors. Reported project/model license: Apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

What this repository does

RSI-Anything: Unlocking Recursive Self-Improvement with World Models

Repository facts

Owner
Gen-Verse
Primary language
HTML
Stars
739
Forks
63
Open issues + pull requests
4
License
Apache-2.0
Archived
No
Default branch
main
Created
2026-10-08T22:52:16.000Z
Last push
2026-10-13T10:00:45.000Z

Topics and intended use

Owner-supplied topics: jepa, llm-agents, recursive-self-improvement, world-models

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