https://sudonull.com/compression-of-glm-5-1-on-16-gb-vram-gqa-hacks
Breakdown of compressing 744B MoE model GLM-5.1 to 388 MB for T4. Fix GQA errors, config code, inference. For middle/senior dev — repeat on your hardware.
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In this project
https://sudonull.com/text-compression-brentwick-7-to-50-tokens
Learn how Cambridge compresses texts to prompts with 98% accuracy. Brentwick-7 method for developers: latent reduction, embeddings, markets. Test it yourself.
https://sudonull.com/turboquant-6x-compression-of-llm-kv-cache
Break down Google's TurboQuant: PolarQuant + QJL for 6x KV-cache compression without accuracy loss. Inference acceleration up to 8x. Benchmarks, principle of operation for LLM developers.
https://sudonull.com/llm-hallucinations-data-compression-artifacts
Breaking down LLM hallucinations through lossy compression: why they occur, how to minimize with RAG and fine-tuning. For developers: Shannon's theory and examples. Learn how to work with artifacts.
https://sudonull.com/turboquant-lossless-kv-cache-compression-for-ai
Learn how Google's TurboQuant compresses transformer memory down to 3 bits with PolarQuant and QJL. Benchmarks on Gemma, Mistral. Optimization for AI developers.
From other projects
https://lrivo.com/numbness-in-the-left-arm-causes-and-algorithm-of-actions
Find out what causes numbness in the left arm: from heart attack to nerve compression. Self-check algorithm and when to urgently call a doctor.
https://ymaho.com/rarity-of-heart-cancer-mechanical-force-of-contractions
Science reveals centuries-old mystery: why the heart does not get cancer. Compression suppresses proliferation through Nesprin-2. Learn about a new class of drugs.
https://ymaho.com/inflation-in-russia-5-47-why-this-is-not-a-reason-for-joy
Annual inflation slowed to 5.47%, but behind the statistics lies stagflation and demand compression. Find out what will happen to the Central Bank rate and the OFZ market. Risk analysis.
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