70B-class LLMs.
One $400 GPU.

Adaptive Bit Mixed quantization + Zero-Offload PCIe scheduling — running entirely on your own machine. Prompts and weights never leave the box.

I'd join the 70B benchmark beta when it opens — free perpetual light tier in exchange.

Beta perks: perpetual Light Tier license (1B / 8B INT4), plus priority slot for the 70B benchmark round.

QuantizationAdaptive Bit Mixed

7-tier per-layer dispatcher (FP16 / INT8 / INT6 / INT4 / NF4 / INT3 / INT2). Hadamard preconditioning default-on, NF4 codebook for body layers. 70B compresses to 44 GB at 4.5 bits/param avg, 95.7 % quality retention measured on 8B.

ThroughputZero-Offload PCIe

70B doesn't fit in 16 GB VRAM. The Phase B Zero-Offload scheduler pre-allocates pinned host RAM and overlaps weight prefetch with compute on CUDA streams. Its target is 8-10 tok/s (chat-grade) on a single $400 GPU — a Phase B M4 goal measured on real hardware, not yet shipped.

PrivacyTruly local

Inference runs entirely on the customer's machine. The SaaS control plane only sees license validity and aggregate hardware telemetry. Prompt text and completions never transit the network.

70B-class LLMs.
One $400 GPU.

Adaptive Bit Mixed quantization + Zero-Offload PCIe scheduling — running entirely on your own machine. Prompts and weights never leave the box.

Beta perks: perpetual Light Tier license (1B / 8B INT4), plus priority slot for the 70B benchmark round.

70B-class LLMs.One $400 GPU.

70B-class LLMs.One $400 GPU.

70B-class LLMs.
One $400 GPU.

70B-class LLMs.
One $400 GPU.