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Embeddings for NVIDIA's Nemotron Personas
I extracted embedding vectors for nvidia/Nemotron-Personas dataset. It's an incredible resource cons…
Looking for efficient "eGPU" setup
Hi, I've been running 4 GPUs atop a dell workstation using PCIe risers, as just a single could even …
Does GPU spacing matter if we’re undervolting anyways?
How close can GPU cards be to each other on the mobo to remain safe and keep the hardware healthy ov…
NVFP4 + MTP - voilà on llama.cpp
As in title - NVFP4 + MTP at once on llama.cpp https://github.com/ggml-org/llama.cpp/releases/tag/b9…
Run Chrome’s tiny Gemma4 (aka Gemini Nano) directly on PC without GPU
Everyone remembers that sneaky download of Gemini Nano earlier this month? and if you talk to it, it…
Did a 30 runs of llama-bench to find optimal settings for my use case (Frigate and HomeAssistant) on my MI60 32gb VRAM GPU - two models tested Gemma4 and Qwen3.6 - Figured I'd share in case it helps anyone else
I'm running llama.cpp using this docker container: https://github.com/mixa3607/ML-gfx906 (it's just …
Any reason to run dense over MOE for RAGs?
I tend to use Claude for a lot of research and I also increasingly worry about things like misinform…
Benchmarked Needle 26M vs Qwen3-0.6B on CPU function calling, 50 queries across 5 difficulty tiers. The 23x smaller model wins on accuracy and is 4.4x faster.
Ran a head-to-head on two open-weight models for tool-calling on a 4-core CPU, no GPU, no cherry-pic…
GPT 5.5 "secret sauce" is just having the thinking be some stupid caveman mode?
I think I had GPT-5.5 leak its trace during a normal conversation, and it really reads like the cave…
What is the current best Small Language Model that can be run without GPU?
Curious with all the new model release this year, whats the best one in terms of accuracy and speed …
Removing Vision from model
I removed mmproj file from models to remove vision and save my vram. But just curious, is this reall…
Apex-Testing: real-world, real repos, agentic coding benchmark (Update)
BIG Apex-Testing update! https://www.apex-testing.org/ The Real-World Agentic Coding benchmark has …