Interactive demonstrations of fine-tuned models that reason through complex, multi-constraint problems on local hardware.
Chat with the fine-tuned reasoning model. Ask multi-constraint optimization questions and watch structured depth reasoning in real time. Compare base model vs. fine-tuned side by side.
See how structured reasoning transforms enterprise decision-making. Multi-step constraint satisfaction for scheduling, resource allocation, and strategic planning.
Side-by-side: prompted base model vs. fine-tuned model on a real legal case (State v. Howell). Watch the tuned model hit all four reasoning tiers without a system prompt.
Base model vs. Socrates-trained model on a 100-question adversarial benchmark. 70% hallucination reduced to 16% — approaching frontier model performance at 7B parameters on-device. Try your own questions live.
Interactive scenario walkthrough: traffic stops, Terry stops, enterprise liability. See how the model scores every possible response and predicts outcomes before they happen.
Real-time civil rights analysis powered by the fine-tuned model. Describe any law enforcement encounter and get instant structured legal guidance with risk scoring.