.

[リポ・トウ @riposhima]

スケッチ　横向きに寝る犬の口元は垂れる

[Ulan Abdurazakov @defoemark]

We open-sourced Gepard 1.0 - a 555M streaming TTS that starts talking as text arrives.

~50ms to TTFA, ~20x RTF on 1 RTX 5090.

Voice cloning from seconds of audio.

vLLM native.

Apache 2.0.

Demo + weights:
https://t.co/H5MBzJxIRr

[. @benjez31]

Try wordcelling this; it is a tongue twister

[Probability Fact @ProbFact]

Var(X) = Var( E(X|Y) ) + E( Var(X|Y) )

[. @benjez31]

I've realized that I might never be truly happy or content, but I can find peace, and I think that's beautiful.

[Volodymyr Kuleshov 🇺🇦 @volokuleshov]

New blog post: How to Build a Diffusion Language Model.

Diffusion LLMs went from open problem to reality in 2 years (Mercury, Gemma Diffusion, Nemotron Diffusion). With my Cornell group, we wrote up the research advances that make them work.

We use today's OSS large diffusion models as examples and show how they're built from core techniques:
• masked diffusion (MDLM)
• iterative refinement (UDLM, ReMDM)
• variable-length generation (block diffusion, encoder-decoder architectures)
• controllable generation (D-CFG, D-CBG)
• fast samplers (Duo)
• RL post-training (d1, d2)

This post covers research led by a talented group of Cornell PhD students including @mariannearr @SchiffYair @Guanghan__Wang

The content is adapted from talks I gave this year on dLLMs. It covers most of the main ingredients behind open-source diffusion language models today.

Link: https://t.co/lpu3BCLwiE

[sankalp @dejavucoder]

few examples
a very nice b200 GPU interactive section

[alien @fastestUFO]

i dont know what your talking about i dont know what anything is

[Epic Jimmy @Epic_Jimmy]

@NebsGoodTakes Jesus christ Walter. Jesus fսcking christ. You're the Albuquerque Meth Cooker

[living manifestation of destiny @raptmoonman]

@NebsGoodTakes nailed it grok

[Fizzy @Fizzy0_]

@WildSentences Hang max there for not giving the £30

[People's Art of War @pplsartofwar]

Not sure who I should cheer. The Reich's bankers or the Reich's nursing home.

[Sentient Glycosphingolipid 🔜 BFF2026 @LEPER_KlNG]

larping actually sounds so fun like yes id like to play pretend to be a medieval knight for 4 days straight please

[Graham Banks @grahambanks01]

A few days ago, Dr Hussam Abu Safiyeh (@dr.hussam73) said these words to his lawyer: “This is the last time you will see me...they brought me here to kill me. I don't see myself surviving. This is the end”.
https://t.co/IekOkgmTvg

[YuHsi Tseng @iamhsihsi]

A Letter on the Carpet

[koa @seraphicpuppyy]

@k0izume literally this image 😭

[green du @k0izume]

this is frying me

[Khyle. @khyleri]

@otagoth Bruh im always burnt out 😭

[jay @greyxday]

This gotta be one of the worst images I’ve ever seen

[Kyle McDonald @kcimc]

i've had a pet technical problem for ten years. i know the solution space inside and out. a few months ago gpt-5.5 made a massive leap that broke new ground, but the solution was not elegant. last night, fable found the elegant solution 😳