Demos
Pick a demo.
Each demo turns one slice of the research into something you can read, click, and judge in minutes — bilingual, no installs.
A research agenda The white box is the next data layer One white-box engine, three directions, nine papers — the whole research programme threaded into one bilingual narrative, with live engraving films. Open → SeedSky CCT · technical preview Does DeepSeek really think in only three gears? Four new reasoning workspaces found inside the model — a Value profile 5.3 points above the official effort/cost curve with 32% fewer tokens, steered by internal routing signals. Open → Robot-Whisper · embodied demo Neurons see the state the tokens don’t An embodied anomaly alarm: a robot arm keeps moving while the task has already stalled — the frozen neuron-activation pattern inside the model knows first. Live films, a trap visualizer, and a mid-flight rescue. Open →