Show HN: Llama.cpp Tutorial 2026: Run GGUF Models Locally on CPU and GPU

Posted by anju-kushwaha 4 days ago

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Complete llama.cpp tutorial for 2026. Install, compile with CUDA/Metal, run GGUF models, tune all inference flags, use the API server, speculative decoding, and benchmark your hardware.

https://vucense.com/dev-corner/llama-cpp-tutorial-run-gguf-m...

Comments

Comment by CableNinja 3 days ago

Ive been trying to run local, effectively followed this guide (before the guide existed), and have not had any success. Llama builds fine, and then when i start it up, it just indefinitely spins its progress bar. I left it sit for 3 days and nada.

Running on an 8core 12gb ram vm, which has an amd rx5500xt (8gb) passed through. ROCm built, llama built with the correct flags.

What am i missing?

Comment by washadjeffmad 3 days ago

Logs to troubleshoot, for starters.

Comment by ANTHONY6632 2 days ago

[dead]

Comment by goran-j 19 hours ago

great tutorial