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Quick note on sudden performance loss when running GGUFs

BACKGROUND
1 SIGNALFIRST DETECTED 22 May 2026
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24 Mar
FlashAttention-4: 1613 TFLOPs/s, 2.7x faster than Triton, written in Python. What it means for inference.

<!-- SC_OFF --><div class="md"><p>Wrote a deep dive on <strong>FlashAttention-4 (03/05/2026)</strong> that's relevant for anyone thinking about inference performance.</p>

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5 May
MTP on strix halo with llama.cpp (PR #22673)

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6 May
2.5x faster inference with Qwen 3.6 27B using MTP - Finally a viable option for local agentic coding - 262k context on 48GB - Fixed chat template - Drop-in OpenAI and Anthropic API endpoints

<!-- SC_OFF --><div class="md"><blockquote> <p><strong>WARNING: wait before download from HF: I just realised my upload of the new versions with the additional fix in the chat

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6 May
Qwen3.6-27B with MTP grafted on Unsloth UD XL: 2.5x throughput via unmerged llama.cpp PR

<!-- SC_OFF --><div class="md"><p>Hey everyone, I've been working on getting Multi-Token Prediction (MTP) working with quantized GGUFs for Qwen3-27B and the results are pretty

OPINION · HOW · LocalLLaMAOPEN STORY
8 Apr
It looks like we’ll need to download the new Gemma 4 GGUFs

<!-- SC_OFF --><div class="md"><p><a href="https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF">https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF</a></p> <p><a

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21 Apr
Where we are. In a year, everything has changed. Kimi - Minimax - Qwen - Gemma - GLM

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1srhtvg/where_we_are_in_a_year_everything_has_changed/"> <img alt="Where we are. In a year, everything has

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2 Apr
benchmarked 20+ Ollama coding models on everything from 4GB to 24GB VRAM , here are the best picks for 2026

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OPINION · WHAT · ArtificialInteligenceOPEN STORY
2 May
Mistral Medium 3.5 128b ggufs are fixed

<!-- SC_OFF --><div class="md"><p>All ggufs were broken, resulting in bad outputs, especially at long context.</p> <p>Anyway, it is fixed now: <a

OPINION · WHAT · LocalLLaMAOPEN STORY
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