Context Windows

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Scoured 122 posts in 6.3 ms

RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention

 🤖LLM  Content type: Academic
arxiv.org·

Big Blue’s Redbook on Storage Scale KV Cache management

 🤖Agent  Content type: News
blocksandfiles.com·

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.

 🦙Llama  Content type: Code
github.com··Hacker News

PagedAttention vs Traditional KV Cache: How vLLM Reinvented GPU Memory for LLM Inference

 Inference Optimization  Content type: Blog
medium.com
·
Less-relevant results

The Inference Alpha: Maximizing Frontier Models on AMD

 Inference Optimization  Content type: Blog
digitalocean.com·

How we fight GPU scarcity without compromise

 🤖LLM  Content type: Blog
equixly.com··Hacker News

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

 🦙Llama

DiffusionGemma: The Developer Guide

 🎯Fine-tuning  Content type: Blog

Stateful Swarms: How Persistent Memory Beats Traditional Agent Architectures

 💭Context Management  Content type: News

Building & Benchmarking: LLMs on a 16GB Jetson Orin NX for Hermes Agent

 📞Function Calling  Content type: Blog
dnhkng.github.io·

Massive AI Storage Demand Creates a New Memory Wall

 🤖LLM  Content type: News
eetimes.com·

Youssof Altoukhi (@Youssofal_)

 Inference Optimization
xcancel.com··r/LocalLLaMA

WEKA software speeds long context AI inferencing on Oracle’s public cloud

 🤖Agent  Content type: News
blocksandfiles.com·

libertywing/FlashMemory-Deepseek-V4: FlashMemory DS-V4 Retriever: a lightweight retriever that sparsifies DeepSeek-V4 CSA KV-cache. Weights available on Hugging Face.

 🎯Fine-tuning  Content type: Code
github.com·

From Rigid to Dynamic: Entropy-Guided Adaptive Inference for Long-Context LLMs

 🤖LLM  Content type: Academic
arxiv.org·

google/gemma-4-12B-it-qat-q4_0-gguf

 Inference Optimization
huggingface.co·

Machinic Psychopharmacology: Do LLMs Self-Medicate?

 🤖LLM
lesswrong.com··Hacker News

Show HN: Taliesin – bit-exact KV-cache restore, 21x faster, cross-GPU verified

 💻Cursor  Content type: Blog
medium.com
··Hacker News

Report: GKE Inference Gateway delivers up to 92% faster AI responses

 🤖LLM  Content type: Blog

The hidden bottleneck in LLM inference and the impact on MLPerf benchmarking

 🤖LLM
edn.com·

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