---
title: Methodology Functor — CARL
emoji: 🔄
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 5.9.1
app_file: app.py
pinned: true
license: mit
short_description: Lift research methodologies into typed functors
---

# Methodology Functor — CARL

Live demo of typed methodology DAGs and structure-preserving functors between research domains. Two seeded sources (Nature 2026 vortex-qubit paper; Kuramoto 1975 synchronization) lift to CARL training with closure 1.000.

Source: `zero-rl-pipeline/analysis/methodology_dag.py`. This Space self-contains the demo subset.

## Deploy

```sh
huggingface-cli login
huggingface-cli repo create methodology-functor --type space --space_sdk gradio
git clone https://huggingface.co/spaces/wheattoast11/methodology-functor
cp app.py requirements.txt README.md methodology-functor/
cd methodology-functor && git add -A && git commit -m "init: methodology-functor demo" && git push
```

## Local

```sh
pip install -r requirements.txt && python app.py
```