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 · 20 · LoRA · QLoRA · DoRA
PEFT rank plate
Illustrative adapter bytes from rank, hidden, layers, modules. Compose of two fails closed. S-LoRA kernels are not claimed.
NCM 1.19.0 · Hub 2.2.0 · invented_metrics = false
illustrative
Illustrative bytes
Rank is not a quality score. Multi-LoRA is never assumed.
params
1.68e+7
FP16 GiB
0.0313
compose
single
kernels
not claimed
LoRA r16 · 4 modules/layer · 32 layers. Illustrative FP16 adapter bytes (same formula as Fit / budget). Live weight load is a separate install.
LoRA
Low-rank adapter on a frozen base. The usual hot-swap unit.
Q-LoRA
Quantized-base LoRA. Fit still gates load.
DoRA
Weight-decomposed LoRA variant in the PEFT memory room.
S-LoRA
Served / shared LoRA family memory. Not a USB identity key on this page.
Prefix / Prompt / P-Tuning v2
Prompt-side families. Some require a StrataX entitlement before they apply.
IA³ · BitFit · Houlsby · LoHA · LoKR
Additional PEFT family plates. Entitled families can be visible without being applied.