---
format: "aidr-story-markdown/v1"
id: "f4ede3c182fb15126b081f6add225dbeb00774cbc70fcea44a05ce2aae03ac98"
canonical_url: "https://aidr.today/f4ede3c1?lang=en"
title: "Compress any LLM 3x in one click,near-lossless,in under 50 MB RAM"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-11-10T13:51:51.000Z"
category: "Research"
topics: ["llm"]
source_urls: ["https://neuracryption.com/research","https://news.ycombinator.com/item?id=50440359"]
summary: "SPECTRA is a peer-reviewed publication with Zenodo DOI: 10.5281/zenodo.24058202. It achieves 3.31x model compression and 82.53 tok/s decoding on 4GB consumer GPUs with under 50 MB RAM."
---

# Compress any LLM 3x in one click,near\-lossless,in under 50 MB RAM

> [Open the canonical story](<https://aidr.today/f4ede3c1?lang=en>)

**Published:** 2026-11-10T13:51:51.000Z
**Category:** Research
**Topics:** llm

## Summary

SPECTRA is a peer\-reviewed publication with Zenodo DOI: 10\.5281/zenodo\.24058202\. It achieves 3\.31x model compression and 82\.53 tok/s decoding on 4GB consumer GPUs with under 50 MB RAM\.

## Sources

- [Story source](<https://neuracryption.com/research>)
- [Discussion](<https://news.ycombinator.com/item?id=50440359>)