Needle 3 delivers 86% tool accuracy in an 8MB–29MB binary at 4,000 tok/sec. Cactus Compute’s laddered architecture replaces generative chat with edge automation.
Quick Answer · Featured Snippet Target What is PrismML Ternary Bonsai 2 27B? It is a 1.76-bit…
NVFP4 vs FP8 on Blackwell, fact-checked: block-16 scaling, measured speedups, quality limits, mixed-precision recipes and a reproducible acceptance test.
An exhaustive architectural audit comparing Qualcomm’s Snapdragon 8 Elite Hexagon NPU against Apple’s A20 Pro 32-core Neural Engine running on-device INT8 Vision-Language Models (MiniCPM-V 2.6, Llama 3.2-Vision, and Qwen2-VL).
For three years, the undisputed gospel of the homelab AI community was brutally simple: buy a used…