Auto Engine, Router, And All The Goodies

Router: picks the right path, delegates via engine resolver, 3 checks, LOAD or BUILD plan, checks model, GPU, and memory before loading.

Auto Engine: GPU engine system, sale version selects from prebuilt PTX for your card, no toolkit at runtime, NVIDIA and AMD routing, dual-GPU split, VRAM controls, CPU / GPU toggle, speculative draft, tok/s stats.

Workbench + Model Memory: generic workbench, tool index built on demand, not injected into every prompt, teach / recall / context persisted, autosaved, deduped.

Goodies by tier: T1 inspector / re-quant, T2 merge / dual-GPU, T3 Crucible / image / EDM / 3D / decompiler / fusion, T4 mesh / multi-node.

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