README.md

metadata

title: TinyThink
sdk: gradio
short_description: Interactive visualization of recursive reasoning concepts
authors:
  - raayraay
  - samiksha-bc
sdk_version: 6.3.0

🧠 TinyThink: Glass-Box Reasoning Visualization

An interactive educational demo that visualizes the concept of recursive reasoning from the paper "Less is More: Recursive Reasoning with Tiny Networks" (Samsung SAIL Montreal, 2025).

What This Demo Shows

This Space provides a visual explanation of how Tiny Recursive Models (TRM) approach complex reasoning tasks:

• Step-by-step visualization of how a model iteratively refines its answer

• • ARC-AGI style puzzles rendered with the official 10-color palette

  • • Educational content explaining the recursive reasoning mechanism

    • ⚠️ Important Note

  • This is a visualization/simulation demo, not actual TRM inference. The animation demonstrates the concept of recursive refinement—showing how a model progressively improves its answer over multiple iterations.

• For the real model implementation, see:

• • 📄 Paper & Code

  • • 🤗 Model Checkpoints

    • The Key Insight

  • The TRM achieves 45% on ARC-AGI-1 with only 7M parameters by using:

• 1. Recursive depth over model size – Multiple "thinking" iterations

  2. 2. Latent state refinement – The model updates internal representations z

     3. 3. Progressive answer improvement – Each iteration corrects previous errors

        4. This challenges the "bigger is better" paradigm in AI reasoning.

     4. Try It Out

  3. Select different ARC-AGI puzzles and watch the visualization of how recursive reasoning progressively transforms an initial guess into the correct solution.

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Created as an educational tool to make AI research accessible. Inspired by the innovative work of Samsung SAIL Montreal.