Berat Celik

founder · @cornell · ex-@commureos · building infra for the AI economy

[Arda Göreci @ArdaGoreci]

Fun fact: @jxbz described this a long time ago in one of his tweets, but the community hasn't seem to have adopted his version yet. https://t.co/MGw7UZ1j5s

[Arda Göreci @ArdaGoreci]

To read more, visit: https://t.co/PuUYix1fRe

[Arda Göreci @ArdaGoreci]

Excited to share more of our technical notes in the spirit of open-research. Blog 2: How Muon Lost its Geometry

As Muon spread from speedruns to LLM-scale, it lost the µP scaling rule that keeps the best LR as width changes. The bug ships in PyTorch and Optax 😱. (1/n)

[Berat Celik @beratcelik0]

@hellbetterthnsf u need the steps

[Berat Celik @beratcelik0]

samsung killing samsung messages feels right tbh. people do not want 4 versions of the same basic app anymore

if the default one works just... leave it alone

[Berat Celik @beratcelik0]

https://t.co/52m07EzDey

[Berat Celik @beratcelik0]

one ant for is such a funny sentence until you remember the internet can turn literally any weird niche into a luxury market

[Berat Celik @beratcelik0]

https://t.co/wxEUdN52sF

[Berat Celik @beratcelik0]

the AI race is starting to look weirdly fragile. one contractor gets hacked and suddenly Meta and OpenAI are both checking what leaked

[Berat Celik @beratcelik0]

https://t.co/shAzNNItqI

[Berat Celik @beratcelik0]

i still can't get over that people in Switzerland can switch internet providers by just reading an OTO number off the wall

meanwhile in the US half the experience is basically begging one monopoly to act normal

[Berat Celik @beratcelik0]

https://t.co/xlphwrOHE6

[Berat Celik @beratcelik0]

i know we're supposed to be used to space stuff by now but humans seeing the full orientale basin with their own eyes for the first time in 2026 is kind of insane

[Berat Celik @beratcelik0]

requiring an Apple or Google account for a government ID app feels like the most 2026 sentence possible

[Berat Celik @beratcelik0]

i keep learning that trees are way weirder than i thought

one banyan can cover acres and basically turn into its own little neighborhood

[Berat Celik @beratcelik0]

https://t.co/Xy6zZbv7M4

[Berat Celik @beratcelik0]

75 different things being named Copilot is such a perfect big company move

the product might be good idk but the naming already made me tired

[Berat Celik @beratcelik0]

https://t.co/2lq6VqA0XB

[Berat Celik @beratcelik0]

wait Apple signing a driver so Nvidia eGPUs can work on Arm Macs was not on my 2026 bingo card

[Berat Celik @beratcelik0]

if Perplexity's incognito mode was still sending conversations to Meta and Google that's such a brutal reminder that privacy features are mostly trust features

people click one toggle and assume the whole system changed