demo
T-Search Tool
An open agentic retriever you can try in the browser - it runs multi-round evidence gathering for questions that need several searches chained together rather than one lookup.
Neuronpedia J-lens demo Tool
A live, no-install web demo of the Jacobian lens that lets you watch the 'contents of the workspace' light up inside open models (Qwen 3.6 27B and Gemma 3 12B) as they process text.
Mage-Flow Tool
A Microsoft demo space for image generation and editing that works at native resolution rather than upscaling from a fixed square, running free on Hugging Face's shared GPU tier.
Galahad verified-reuse testbench Tool
Public testbench for the frozen-12B verified procedure cache, where a solved and independently verified problem family is answered on later instances at zero generation tokens, bit-exact. Worth poking at to understand what the claim does and does not cover -- the engine source, configuration and raw artifacts are withheld, so this demo plus the bench repo is the only inspectable surface.