Khizar Khan

[Andrej Karpathy @karpathy]

This is interesting as a first large diffusion-based LLM.

Most of the LLMs you've been seeing are ~clones as far as the core modeling approach goes. They're all trained "autoregressively", i.e. predicting tokens from left to right. Diffusion is different - it doesn't go left to right, but all at once. You start with noise and gradually denoise into a token stream.

Most of the image / video generation AI tools actually work this way and use Diffusion, not Autoregression. It's only text (and sometimes audio!) that have resisted. So it's been a bit of a mystery to me and many others why, for some reason, text prefers Autoregression, but images/videos prefer Diffusion. This turns out to be a fairly deep rabbit hole that has to do with the distribution of information and noise and our own perception of them, in these domains. If you look close enough, a lot of interesting connections emerge between the two as well.

All that to say that this model has the potential to be different, and possibly showcase new, unique psychology, or new strengths and weaknesses. I encourage people to try it out!

[Khizar Khan @khizarkhan]

@elonmusk Consider connectivity weighted votes? Might be interesting
Known people followers increase your weight (perhaps by a proportion of each followers own weight)
Known bots followers reduce your weight
if you follow a bot you have zero weight (community will reject bots over time)

[Khizar Khan @khizarkhan]

Sequencing as a service https://t.co/Pi6LT2Q1cA

[Khizar Khan @khizarkhan]

"If somebody is worthy of your currency, spend it! Your voice is at the heart of your power. Use it!"

#leadership https://t.co/qDOkeRZ5fg

[Khizar Khan @khizarkhan]

The yearly report captures the Ai state-of-play. Must read for those interested in AI. #ai https://t.co/rC3swmJoxt

[Khizar Khan @khizarkhan]

https://t.co/xvT1FYg0Ip

[Khizar Khan @khizarkhan]

SiGenex Inc one of 17 companies invited by Wyss Institute for Biologically Inspired Engineering Diagnostic Accelerator industrial participants programme

Harvard University HMX – Harvard Medical School https://t.co/fRn9GW6DKD

[Khizar Khan @khizarkhan]

We at Sigenex are honored to have been invited by the Wyss Institute @ Harvard University to participate in the first Industrial Participant Program to accelerate diagnostics capabilities. 

This is an important step in our journey…https://t.co/u06LqtRN5x https://t.co/gpJmhJuCyg

[Wyss Institute @wyssinstitute]

#WyssDxA is excited to collaborate with @AgeLess_AI @BioDotInc @Camtech @EthosLabs @Fluxergy @foliahealth @LumiraDx @KepheraDx @_PrimaryHealth @sigenexinc @WHPM1993 @ZoetisUS

[Khizar Khan @khizarkhan]

@shaheenindus It seems that only way Fawad Alam will make it into team is by replacing PCB with Alex Ferguson. https://t.co/GFimvQdKqK

[Khizar Khan @khizarkhan]

He has been kidnapped and taken tea with princesses: a British major's life in Pakistan's Hindu Kush http://t.co/37Bi5VPA via @guardian

[Khizar Khan @khizarkhan]

Chocolate reduces risk of strokes for men, research claims http://t.co/LlOwogyy via @guardian

[Khizar Khan @khizarkhan]

“These Birds Walk” – Filmmakers’ shot at discovering Edhi | http://t.co/Jkl7MeZW http://t.co/rd1oqRx2 via @dawn_com

[Khizar Khan @khizarkhan]

"No religion is higher than humanity" - Abdul Sattar Edhi: http://t.co/5SmqOO2V via @youtube

[Khizar Khan @khizarkhan]

RT @mashable: Android's fragmentation isn't THAT bad, is it? Check out this graphic and say ouch along with us - http://t.co/yZXEKcnp