Context Windows

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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

 🤝AI Agents  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.

 🤖LLM  Content type: Code
github.com··Hacker News

The Memory Problem is Solved: How Google’s Memory Caching Makes RNNs Smart Again

 🤖LLM  Content type: Blog
medium.com·

Larger context windows and configurable reasoning levels for GitHub Copilot - GitHub Changelog

 💬LLMs  Content type: Blog
github.blog··Hacker News

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

 💻Terminal Emulators  Content type: Code
github.com·

How we fight GPU scarcity without compromise

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

How LLMs Actually Work: A Friendly Map for Humans • oreoro

 💬LLMs

manavgup/context-analyzer: Context window usage analyzer for Claude Code — MCP server + interactive dashboard

 🔌MCP  Content type: Code
github.com··Hacker News

End-to-End Context Compression at Scale

 💬LLMs  Content type: Academic
arxiv.org·

Analyze Codex session logs for token cost, cache usage, compactions, and tool churn

 🤖LLM
gist.github.com··Substack

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

 🤖LLM
huggingface.co·

Hugging Face Transformers RCE flaw enables stealthy compromise via AI model configs

 🤖Automation
csoonline.com·

Context Engineering vs. Prompt Engineering: Why Your AI Agent Gets Dumber the Longer It Runs

 💬LLMs  Content type: Blog
medium.com
·

Towards Tight Bounds for Streaming Attention

 💬LLMs  Content type: Academic
arxiv.org·

Making Local LLM Go Brrr

 🤖LLM

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

 🤖LLM

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

 🤖LLM  Content type: Academic
arxiv.org··Hacker News

heterodoxin/graphkv: Graph-guided KV cache compression for memory-efficient LLM inference.

 🤖LLM  Content type: Code
github.com··r/LocalLLaMA

Blurry Window Attention

 🎯Hyperfocus  Content type: Academic
arxiv.org·

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