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All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.

18
Stories
Crypto & Blockchain1 мин

The Token Trap

ultimate goal isn't just use fewer tokens. >> That's right. In some cases, using fewer tokens might actually produce worse results because your agent might be trying to get the same accuracy by calling multiple times. And so, that is not the best way to optimize just for…

YouTube — Microsoft Developer
Crypto & Blockchain1 мин

I Turned Structured Output Into a Game 🎮

The model’s top prediction can still break the rules. I built Token Arcade to make structured output and constrained decoding easier to understand: see the next-token probabilities, pick a card, and find out whether it’s allowed. Watch a capital letter break the “heads or tails”…

YouTube — Hugging Face
Research1 мин

RTX 5090 vs M5 Ultra: Which AI Powerhouse Wins?

Apple just started shipping the Mac Studio with the M5 Ultra. In this video, we're going to have a look at the important specs for the M5 Ultra, compare them to the RTX 5090, and then we're going to look at performance numbers that people are getting for both of these in an…

YouTube — Hugging Face
Crypto & Blockchain1 мин

Google Just DROPPED Its Most Powerful AI Ever

Google только что выпустила Gemini 4 Argon, которая способна запускать целые команды ИИ-агентов в течение нескольких часов, обучать роботов новым навыкам в физическом симуляторе и выявлять уязвимости безопасности, которые пропускают другие модели. Первый важный момент–Argon…

YouTube — The AI Grid
Crypto & Blockchain1 мин

The safest way to store Bitcoin was just hacked...

As if last year hasn't been hard enough on the hodlers, last week what used to be the safest way to store Bitcoin turned out to be the fastest way to lose it when Coldcard, a security-obsessed air-gapped Bitcoin hardware wallet, was hacked. The bad news is that a lot of people…

YouTube — Fireship AI
Research1 мин

Attention in transformers, step-by-step | Deep Learning Chapter 6

In the last chapter, you and I started to step through the internal workings of a transformer. This is one of the key pieces of technology inside large language models, and a lot of other tools in the modern wave of AI. It first hit the scene in a now-famous 2017 paper called…

YouTube — 3Blue1Brown
Crypto & Blockchain1 мин

I Turned Structured Output Into a Game 🎮

The model’s top prediction can still break the rules. I built Token Arcade to make structured output and constrained decoding easier to understand: see the next-token probabilities, pick a card, and find out whether it’s allowed. Watch a capital letter break the “heads or tails”…

YouTube — Hugging Face
Research1 мин

OpenAI’s “Alien Math” Is Freaking People Out

The math apocalypse has begun. Scott Aaronson calls this the biggest day in mathematical history. A global coalition of mathematicians formed together to oppose AI math. Only humans allowed. No clankers. Now, Anthropic worried that some of these strongly worded letters might…

YouTube — Wes Roth
Research1 мин

Ornith 1.5 35b-a3b | Достойная повседневная модель

Привет. И сегодня у меня наконец-таки спустя, наверное, почти месяц, если не больше, модель полтора 35 би. Когда я снял видос про девятимиллиардную версию этой модели, я тогда офигевал от того, что она может, учитывая её размер, учитывая, где её можно запустить и что я с ней мог…

YouTube — Amorev
Crypto & Blockchain1 мин

Structured Output in the browser with Transformers.js 4.3

Structured output is here. The new @huggingface/transformers-structured-output package hooks into token generation and makes sure every token follows your JSON Schema or regex. Full walkthrough in the linked video. npm:…

YouTube — Hugging Face
Crypto & Blockchain1 мин

Qwen 3.8 Flash Next . Пишем с ним систему умной техподдержки

Привет, и сегодня мы с вами будем тестировать Qwen 3.8 Flash Next. Это интересная модель, она довольно крупная, она маешная, 128 основных миллиардов параметров, 125, извиняюсь, но при этом есть там n-gram таблица эмбеддингов. В теории не шарю, меня можете захейтить, я не против,…

YouTube — Amorev
Crypto & Blockchain1 мин

Geneva's AI + Art conference (AiiA Festival)

https://aiiafestival.org/ Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher BitChute: https://www.bitchute.com/channel/yannic-kilcher Minds: https://www.minds.com/ykilcher Parler:…

YouTube — Yannic Kilcher
Startups1 мин

Madrid Travel Vlog (Startup Pitching Competition)

A travel vlog of our trip to a startup pitching competition in Madrid. Links: Merch: http://store.ykilcher.com TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher BitChute:…

YouTube — Yannic Kilcher
Research1 мин

Could AI solve this puzzle? (ARC-Game)

We play the ARC-Game. Game: https://volotat.github.io/ARC-Game/ Code: https://github.com/volotat/ARC-Game Original Dataset: https://github.com/fchollet/ARC Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher…

YouTube — Yannic Kilcher
Crypto & Blockchain1 мин

This game was made for robots, I played it anyway - Crafter Let's Play

Crafter Project Page: https://danijar.com/project/crafter/ Code: https://github.com/danijar/crafter Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher BitChute: https://www.bitchute.com/channel/yannic-kilcher…

YouTube — Yannic Kilcher
Crypto & Blockchain1 мин

Yannic DEBUNKS anonymous peer-review (Vision Transformer)

​​ Watch the full video here: https://www.youtube.com/watch?v=TrdevFK_am4&feature=youtu.be Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher BitChute: https://www.bitchute.com/channel/yannic-kilcher Minds:…

YouTube — Yannic Kilcher
Crypto & Blockchain1 мин

What is a Hopfield Network?

​​ Watch the full video here: https://youtu.be/nv6oFDp6rNQ Links: TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher BitChute: https://www.bitchute.com/channel/yannic-kilcher Minds: https://www.minds.com/ykilcher…

YouTube — Yannic Kilcher