Cyber-Prime 1.1: Specialized Security Weights Teardown
Cyber-Prime 1.1 is a specialized 2.6-billion-parameter language model developed by security researcher Akahsizrr. Built directly on Liquid AI’s Liquid Foundation…
Jaxson Reed Open-Weights & Edge Inference Hacker
Open-Weights & Edge Inference Hacker at Eyestech. Linux systems engineer and homelab builder benchmarking local LLMs, GGUF/EXL2 quantization, and Apple Silicon unified memory architectures.
M5 Max/Ultra vs Ryzen AI Max 395: Qwen 3.8, oMLX & 120B MoE
Benchmarking Apple M5 Max/Ultra Mac Studio (oMLX, Qwen 3.8 27B, Bonsai 2 27B, qwen-image-2.1) against Thunderobot’s Ryzen AI Max+ 395 120B MoE SSD laptop.
Needle 3: Inside Cactus Compute’s 8MB On-Device Model
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.
Inside Googlebook: The $899 Hardware Reset, Android OS Core, and pKVM Developer Terminal
Google launched Googlebook at $899 across Acer, ASUS, Dell, HP, and Lenovo. Built natively on Android with 45+ TOPS NPUs, Magic Pointer, Rambler, and a Level-5 certified pKVM Linux terminal for Antigravity and Claude Code.
The $999 Inference King: Can the 24GB M4 Pro Mac Mini Really Kill the RTX 4090 Homelab?
For three years, the undisputed gospel of the homelab AI community was brutally simple: buy a used Nvidia RTX 3090,…
M5 Ultra + DeepSeek V4 Flash: Can 512GB Run It?
Can Apple’s M5 Ultra Mac Studio run DeepSeek V4 Flash locally? We explain memory, quantization, runtimes, speed limits, pricing and who should buy.