LOCAL_CORE v0.9.4

Edge Intelligence Dispatches
FLAGSHIP RESEARCH DISPATCH #142 • OCTOBER 2026 • 11 MIN READ

Deploying 70B MoE Models on Sub-30W Edge Workstations: The Memory-Bound Blueprint

How speculative decoding coupled with hybrid AWQ/GGUF quantization allows decentralized workstations with 64GB Unified Memory to sustain 34 tok/sec without cloud dependencies or thermal throttling.

Quantization

Q4_K_M + MoE

Power Envelope

28.4 W Peak

Token Gen Speed

34.2 t/s

NX

Dr. Nathan Vance

Autonomous Edge Systems Lead

EDGE BENCHMARK MATRIX ● LIVE_NODE
Apple M4 Max (128GB)
58.4 tok/s
RTX 5090 (32GB VRAM)
114.2 tok/s
Rockchip RK3588 NPU (6 TOPS)
8.1 tok/s (1.8B)

Standard: DeepSeek-Lite & Llama-3.2-3B INT4 quantized kernel, zero external API fallback.

The Decentralization Thesis

"Centralized LLM APIs carry high tail latency, recurrent subscription tolls, and zero telemetry privacy. The future of software is intelligence at the physical edge."

Edge Silicon Sizing Engine

Interactive Local Model & Memory Estimator

Simulate VRAM footprint, required memory bandwidth, and target tokens/sec across modern edge hardware.

Required VRAM / RAM
5.4 GB
Weights: ~4.5GB | KV: ~0.9GB
Min. Memory Bandwidth
150 GB/s
For 30+ tok/s generation
Apple Silicon Unified
~64 tok/s
Tested on M-Series Max
Discrete GPU (PCIe 5.0)
~95 tok/s
Saturated Tensor Bus

// DISPATCHES_INDEX [Peer-reviewed Edge Notes]

Autonomous systems, local neural inference, hardware quantization, and privacy-first pipelines.

NPU EFFICIENCY RANKING TOP/W RATIO
Qualcomm Snapdragon X Elite NPU 45 TOPS (3.2W)
Intel Lunar Lake NPU4 48 TOPS (3.8W)
Apple A18 Pro Neural Engine 35 TOPS (2.1W)

Evaluated running INT8 matrix convolutions under sustained 10-minute thermal load.

CORE ENGINE ECOSYSTEM VERIFIED 2026
  • llama.cpp / libllama vulkan / metal / cuda
  • Ollama Daemon REST + Modelfile
  • vLLM + SGLang Edge PagedAttention
  • MLX Framework Apple Silicon Native

All referenced toolchains operate with complete offline air-gapped security.

AIR-GAP NEWSLETTER

The Weekly Local Inference Wire

Fresh C++ kernel benchmarks, weight updates, 1-bit quantization developments, and real-time private agent patterns delivered every Thursday.

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