tom cruise

hedonista // stoic
Família Dinheiro e Carros

[will depue @willdepue]

I have a major result to share.

I’ve found conclusive forensic evidence that the top 4 Chinese AI labs—DeepSeek, Moonshot, MiniMax and Ant Group—have built their newest models on NVIDIA’s most advanced Blackwell chips, which are barred from export to China.

This sounds insane, but I discovered that almost every AI model carries a hidden signature of the GPU that trained it. When a model is first set up, the starting values of its weights are laid out in a pattern that depends on the exact GPU. Each combination of GPU and seed number produces a unique pattern—a sort of fingerprint of the hardware used to create the model. Traces of that pattern survive training into the published model.

Again, this evidence isn’t based on any insider information or leaking. It’s based on a forensic analysis of the model weights released by the companies themselves.

I searched more than six trillion combinations of chip layout and seed number and matched them to open-weights models. In doing so, I found conclusive evidence that six Chinese AI models—including DeepSeek-V4-Pro, Kimi K3, and MiniMax-M3—were initialized on NVIDIA Blackwell systems. Four of the models match Grace Blackwell, the GB200 and GB300 parts in NVIDIA’s flagship liquid-cooled rack-scale systems.

I then verified these results on real hardware. Running unmodified PyTorch with the seeds I’d recovered, a Blackwell B300 reproduced DeepSeek-V4-Flash’s untouched starting weights bit for bit, and a rented GB200 reproduced Kimi K3’s to a correlation of 0.999995. A Hopper H100 reproduced none of DeepSeek-V4-Flash’s, and changing the seed by one broke the match. (DeepSeek’s seed is 953049583 by the way.) The method also was verified to match 24 known open-weights models to the hardware that developers said they used.

It is exceedingly unlikely that these results are a coincidence. Across six trillion combinations, the best accidental match should reach only about 8 sigma (i.e., eight standard deviations above what random chance would produce). The real matches range from 49 to 1,385 sigma, and even the weakest single test hits 20.

These were data-center-scale training runs. With some analysis of release schedules and model details, I estimate that the largest, Kimi K3 and DeepSeek-V4-Pro, used 2,000 to 3,000 Blackwell GPUs each. Clusters of this size cost on the order of $150 to $200 million each to buy, and across these labs alone would add up to more than half a billion dollars of export-controlled GPUs, not counting experimental compute or otherwise. It’s quite likely that we see multi-billion dollar expenditure on export-controlled GPUs.

I am highly confident in this result, and it has been independently verified by senior researchers at OpenAI and Anthropic. You can read the full report at https://t.co/YOtzND0Jqk.

There is much more I’ve identified about these models through other forms of checkpoint forensics like this, and will have more to share soon.

[🫲🫨🫱 @20220904saki]

He’s fishing for Vini hate again. Do you know how unusual it is for him to post private video of players like this, esp players who are non-Barca and non-Argentine?? Next to none.
Check out WHEN he posts about Vini too. Nasty piece of shit.

[Null @Vhoyde]

Nvidia replaced an engineer with an accountant. Guess we know what happens next

[DrivenF1 @F1_driven]

So Fred Vasseur has had an F1 journalist that's been in the sport for decades removed (lost accreditation) because he defended Lewis in Mexico and put the blame on Leclerc???

[Alex Senna @PortalHamilton]

A BOLHA FUROU: O NOSSO DOSSIÊ ACABA DE VIRAR MATÉRIA JORNALÍSTICA OFICIAL! 🚨📰🔥

Vocês lembram de tudo o que eu venho denunciando e provando aqui nos últimos dias com documentos da bolsa Euronext, registros da Icona Racing e o Código de Conduta da Ferrari? Pois bem, a imprensa especializada começou a investigar e a primeira matéria exclusiva acabou de sair!

O portal Autoracing (do Adauto Silva) auditou os documentos financeiros apresentados à bolsa de Amsterdã e confirmou ponto por ponto a rede de negócios fora da pista entre Fred Vasseur e @Charles_Leclerc:

1️⃣ VÍNCULO COMPROVADO NA BOLSA: O prospecto oficial da SWI Capital Holding confirma que Vasseur e Leclerc dividem cadeiras no Comitê de Esportes e Entretenimento do grupo desde 2024.
2️⃣ NEGÓCIOS COM PILOTOS: Ambos integram o conselho consultivo da Icona Racing, empresa que financia jovens talentos em troca de parte dos rendimentos futuros deles e atua em parceria com a ART Grand Prix (equipe fundada pelo próprio Vasseur).
3️⃣ A PERGUNTA QUE CALOU MARANELLO: A reportagem cobrou formalmente a @ScuderiaFerrari sobre o risco de conflito de interesses previsto no Código de Conduta da empresa e sobre como garantem tratamento imparcial ao @LewisHamilton. A resposta da Ferrari? SILÊNCIO ABSOLUTO! Não responderam aos questionamentos da imprensa.

Enquanto os jornalistas de crachá da Itália tentavam me chamar de "stalker" e mandavam haters para me atacar na timeline, os fatos documentados venceram! O assunto saiu das redes e agora a Ferrari está na parede tendo que explicar as ligações empresariais do chefe com um dos pilotos.

E isso é só o começo! Leiam a matéria completa e compartilhem para o mundo ver:

👉 https://t.co/iaQU0Zprz5

#F1 #ScuderiaFerrari #LewisHamilton #CharlesLeclerc #FredVasseur #Formula1

[St. Apollo’s News @Apollo071598]

Adolf Hitler is the only world leader to ever arrest a Rothschild

Just one year later World War II started, leading to 85 million deaths

[Grolemance🇫🇷🇧🇷 @GroleMat]

J’aurais tellement rien fait jsjdjdjdjd

[Mohamed Hamdino 🇵🇸 @JustMohamedH]

Marley warriors realizing that they got sent to face the biggest tweaker oat man 😭

[HealthRanger @HealthRanger]

When Jensen removed, three Israelis are lined up to seize control over Nvidia.

Like I said, another deep state coup to install certain people in power.

[Dudu Brito 🙅🏻‍♂️ @dudufmbrito]

se deus quiser em instantes estarei assim

[Kalshi FC @KalshiFC]

Arda Güler's free kick from this angle is NUTSSSS !!! 🤯

[Carl Zha @CarlZha]

Bro likes age appropriate intelligent women.

That's unacceptable in Epstein country

[laele @laelereceba]

Esses 5 minutos pra endurecer a pica não passarão despercebidos amigão

[DrivenF1 @F1_driven]

The Israeli propaganda attack on Lewis Hamilton is about to be nasty 💀

[louis 👒 @ltfclouis]

And this ladies and gentlemen, is how propaganda works

[Pedro Pithan 🇨🇺🇵🇸 @pedropithan]

O cara foi o primeiro bilionário não pedófilo e por isso sofreu as consequências

[A @lconicCristiano]

They’re probably on the side line hating on Cristiano Jr 😭

[eurico @passevertical]

“nível europeu” em grande parte é só uma questão de acesso.

[αℓi 🏁 jurídico george russell @getawayrussell]

Achei essas perolas esquecidas da f1tt

[Jesse Lyons @jdlyonsKY]

@_Zaraquin They had to stop and pick up their AIPAC checks.