Holo4: An Open Model Built to Use Your Computer, Not Just Chat
Holo4 is a new computer-use VLM family built to click, type, run code, and call tools. Here is what the 27B and 35B-A3B models are actually for.
The RAMGPT library / 5 articles
Understand model formats, capabilities, tradeoffs, and terminology.
Holo4 is a new computer-use VLM family built to click, type, run code, and call tools. Here is what the 27B and 35B-A3B models are actually for.
Why 1-bit and ternary LLMs may reshape local AI, and why tiny weights do not mean one-quarter the inference cost of a Q4 model.
Qwen3.8-27B is here. See which GGUF fits 24GB GPUs, the best llama.cpp starting point, context limits, MTP, and what makes this 27B model exciting.
Learn what GGUF quantization labels such as Q4_K_M, Q5_K_M, Q6_K and Q8_0 mean, how they affect model size, quality, RAM, VRAM, and speed.
GGUF and AWQ solve different parts of local LLM deployment. Learn how they differ in format, quantization, hardware support, speed, and practical use.