The Playground.

A dedicated space for live experiments, model endpoints, and interactive AI simulations running directly in the browser.

SERAPH

FastAPI Hugging Face Space ESM2 BiLSTM

Live interactive interface for the SERAPH protein secondary structure model. You can test inputs directly in the iframe below or access the endpoint on Hugging Face.

75.31% Q3 accuracy on CB513

Per-residue H/E/C, no black box

Single-sequence, no MSA needed

Visit SERAPH

Ouroboros

Tabular Q-Learning Self-Play RL Canvas 2D

A snake that learned to hunt entirely through self-play. Race it head-to-head for food, or expand its live reasoning panel to watch its Q-values update in real time, move by move.

1,236 states mapped

Live reasoning, no black box

Instant greedy inference

Play Ouroboros

More Labs & Games Coming Soon

New interactive builds land here as they're finished — small games, live demos, and experiments worth playing with. Check back soon.