Cinema + labs + WebGL. The labeled map, Hub canvas, field sketch, and every live engine. Use when this is the app that owns the GPU on the machine.Every feature, no graphics. Same engines, same API, same honesty grammar. No WebGL, no custom cursor, no Three.js. For when other apps already hold the GPU, or after learning loops when you only need the work.Terminal + one API out. Every live verb as a command and as HTTP. TUCE agents load skill.md and call /api/v1. No cinema overhead. Occupancy stays nominated | live-bound | unavailable.
Lab · 28 · Illustrative tokens
Context pack
Paste text. Illustrative subword estimate vs a context window. Not tiktoken. Not tokens/sec.
NCM 1.19.0 · Hub 2.2.0 · invented_metrics = false
illustrative
Illustrative tokens
Not tiktoken. Not tokens/sec.
Illustrative subword factor on whitespace words + punctuation. Not tiktoken, not a Hub tokenizer, not tokens/sec.
← Header diffCompare two local .safetensors headers: names, dtypes, shapes. Nothing is uploaded. Not PCA.All labsEvery this-tab tool. Real DPLL, occupancy, adapters, SAT. Not the Hub runtime.Caller CLI →The full app as a terminal. Same engines as /api/v1. TUCE agents use this or HTTP. Session is this tab.