LLM Optimization

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GGUF vs GPTQ vs AWQ: The Plain-English Guide to LLM Quantization (and Which One to Pick)

 ⚡Model Efficiency
vettedconsumer.com··Hacker News

KaiFelixBennett/gemma4-turboquant-rdna4: Run Gemma-4-31B at full 256K context on a $1,400 AMD RDNA4 GPU (gfx1201): TurboQuant KV cache + HIP-graph-safe Flash-Attention for llama.cpp, fully measured on real hardware.

 ⚡Model Efficiency  Content type: Code
github.com··Hacker News

Inferoa AI harness claimed 90% cache savings. We ran it and measured 97.8%

 ✍️Prompt Engineering
zozo123.github.io··Hacker News

Anthropic apologizes for invisible Claude Fable guardrails

 ✍️Prompt Engineering  Content type: News
theverge.com
··Hacker News

Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving

 ⚡Model Efficiency  Content type: Academic
arxiv.org··Hacker News

DeepSeekV4 1.6T Day 0 to Day 43 Performance Over Time - Huawei, GB300 NVL72, MI355X, B200

 🤖AI  Content type: News
newsletter.semianalysis.com
··Hacker News

Gemma 4 QAT models: Optimizing model compression for mobile and laptop efficiency

 🤖AI  Content type: News  Content type: Blog
blog.google··Hacker News

Anatomy of a high-performance EP kernel

 ⚡Model Efficiency  Content type: Blog
fergusfinn.com··Hacker News

Running Qwen 35B MoE at 450k Context on a Single 32GB GPU

 ⚡Model Efficiency
local-llm.utop.workers.dev··Hacker News

CommBench: Can LLMs Write Correct and Efficient GPU Communication Code?

 🔓Open Source
uccl-project.github.io··Hacker News

How we fight GPU scarcity without compromise

 ✍️Prompt Engineering  Content type: Blog
equixly.com··Hacker News

Token4Token — pay-per-token inference on Gnosis + Swarm

 ⚡Model Efficiency
t4t.eth.link··Hacker News

Apples to Apples: MLX vs. Llama.cpp for Gemma 4 12B on an M1 16GB

 ⚡Model Efficiency  Content type: Blog
ziraph.com··Hacker News

Show HN: Run Llama.cpp In-Process from Java with Project Panama FFM

 🤖AI
deemwar-products.github.io··Hacker News

Machinic Psychopharmacology: Do LLMs Self-Medicate?

 ⚡Model Efficiency
lesswrong.com··Hacker News

A system programmer’s guide to LLM inference

 ⚡Model Efficiency  Content type: Blog
blog.xiangpeng.systems··Hacker News

Anthropic being a good citizen or pushing ideology?

 🔍AI Interpretability
anthropic.com··Hacker News

Making Local LLM Fast

 ✍️Prompt Engineering
bogdan.nimblex.net··Hacker News

How to Measure Time To First Token (TTFT) in AI Systems

 ⚡Model Efficiency
qainsights.com··Hacker News

FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention

 ⚡Model Efficiency  Content type: Academic
arxiv.org··Hacker News

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