Glass Box
Your local models, as a glass box.
See every token's confidence, what it almost said, and steer it. The token inspector turns raw logprobs into something you can actually read.
▸Expert routing (MoE)instrumentation pending
Per-token expert activation is scaffolded — router instrumentation ships in a later pass.
Replay of a real inspection fixture — hover a token to open its top-5.
Per-token probability
Every token carries the probability the model assigned it — and the four runners-up it passed over. Click any token to see the full top-5.
Entropy heat
Confident tokens stay plain; uncertain ones glow gold. The heat is the model's own entropy, painted inline so you spot the wobble at a glance.
Prefill steering
Seed the assistant's own voice with a prefill and watch the distribution shift. Steer the model from inside its turn — not just its prompt.
MoE expert view — per-token expert routing is scaffolded in the inspector; router instrumentation ships in a later pass.
Run your own models with the lights on.
The Glass Box token inspector is built into LiteSuite — pull a GGUF, run it on your own GPU, and watch every token think.
Download LiteSuiteWindows 10/11 / Free 7-day trial