# Shortcut Forcing

## Shortcut Forcing

A Dreamer4 innovation to preserve long-term stability:

* Reduces compounding prediction errors in long rollouts.
* Forces temporal consistency across 32–128 frames.
* Helps maintain accurate spatial coherence in physical simulations (e.g., robotics or Minecraft mining).

This mechanism enables Dreamer4 to sustain world-model rollouts up to **60 simulated seconds** without collapse.


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://dreamer4.gitbook.io/dreamer4-docs/technical-architecture/shortcut-forcing.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.