News for hackers. Stuff that matters.
Re:Compress any LLM 3x in one click,near-lossless,in under 5... by goodmythical on Tuesday November 10, 2026 @09:44AM (#50441107)
Would be interesting if one could verify any of these claims via the reputation of any of the research participants.

As it stands, everything credits "NeuraCryption Private Limited" which was registered very recently [0][1][2] to an adress that is shared by several other recently registered businesses [scroll down on 0], and this is their very first offering according to the zenodo link they provided [3]

Further, looking at the code, it appears to be a standard quanitizer...

Like...there is no existing method by which one could genuinely compress a tens of GB weights file in to a third the space using only 50mb of RAM.

[0]https://www.zaubacorp.com/NEURACRYPTION-PRIVATE-LIMITED-U620...

[1]https://www.registerkaro.in/company/neuracryption-private-li...

[2]https://www.falconebiz.com/company/NEURACRYPTION-PRIVATE-LIM...

[3]https://zenodo.org/search?q=metadata.creators.person_or_org....

Re:Compress any LLM 3x in one click,near-lossless,in under 5... by tmule on Tuesday November 10, 2026 @01:00PM (#50443791)
I’ll probably get downvoted but the site is AI slop filled with math and issues that I guarantee the OP does not understand (based on, for example, the OP claiming a trillion parameter model can be compressed to be under 50 MB with near lossless performance).