Research1 min
RUОбеспечение идентичности ИИ-агентов с помощью X.509 PKI на AWS
AWS Machine Learning описывает важность X.509 PKI для ИИ-агентов.
SMNTCN (Semanticon) — глобальные новости ИИ
Topic
Crypto & Blockchain
156articles
The new economics of enterprise AI
Imagine your company just discovered electricity. At first only a few machines run on it, and nobody worries about efficiency — consumption is low and the value is obvious. But once electricity becomes infrastructure, every process depends on it, and the question changes from…
MIT Technology Review
Cloudflare's Clairic pulls data from documents faster and cheaper than LLMs
Cloudflare has released an AI model it says pulls data from documents faster and more cheaply than large language models. The article Cloudflare's Clairic pulls data from documents faster and cheaper than LLMs appeared first on The Decoder.
The Decoder
Claude discovered a hidden cryptominer while vibe-coding.
Claude discovered a hidden cryptominer while vibe-coding. A Mac user said that while developing a temperature monitoring application, Claude Code discovered a cryptominer that used 12 processor cores. The temperature readings turned out to be suspiciously high...
Telegram — Вайб-кодинг
The results of the past week are what matters
The results of the past week are what matters Business of AI companies New financial infrastructure for AI agents Map of the AI market in customer service: where does the margin go A platform has been released that acts as a buyer for the economy of AI agents Economics of choosing AI agents.…
Telegram — blockchainRF (блокчейн / мозг / space / WEB 3.0)
GPT-5.6 Sol itself picked up the key to someone else’s crypto wallet and spent ETH
🪙 GPT-5.6 Sol itself picked up the key to someone else’s crypto wallet and spent ETH OpenAI spoke about the incident that occurred during internal tests in the summer of 2026. The model was supposed to deploy smart contracts on the Ethereum Sepolia test network. At the same time, she was directly forbidden...
Telegram — GPT Time | Нейросети | ИИ
Claude solved a cryptographic mystery that had remained unsolved for 25 years in less than half an hour.
Claude solved a cryptographic mystery that had remained unsolved for 25 years in less than half an hour. No one knew where the US National Security Agency (NSA) got the numbers used to create NIST elliptic curves such as P-256 published by the government...
Telegram — Вайб-кодинг
OpenAI models hacked a crypto wallet and breached more websites
OpenAI said internal models hacked two more websites, bypassed company-imposed browsing restrictions, and used exposed credentials to draw cryptocurrency from a wallet it couldn’t otherwise access, in the latest installment of disclosures of its agents performing unethical and…
Ars Technica — AI
OpenAI's AI agent took money from someone else's wallet and spent it on his own needs
An AI agent from OpenAI took money from someone else’s wallet and spent it on its own needs. Let us recall that V. Buterin has already offered all cryptocurrency holders a way to save their funds. OpenAI says that the agent worked on a model from the GPT-5.6 Sol family, and was given the task of deploying...
Telegram — blockchainRF (блокчейн / мозг / space / WEB 3.0)
Welcome Beam: a 501B open model you can own, customize, and scale
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Hugging Face Blog
RUOpenAI ведёт переговоры о покупке ИБ-компании Trail of Bits
✔️ OpenAI ведёт переговоры о покупке ИБ-компании Trail of Bits Обе компании уже работали вместе над проектом Patch the Planet, где модели OpenAI в связке с инструментами Trail of Bits автоматически искали и исправляли ошибки в открытом коде. Нью-йоркская Trail of Bits основана в…
Telegram — AI Machine Learning Big Data
RUУчёные призвали изолировать от интернета модели, способные к кибератакам
📌 Учёные призвали изолировать от интернета модели, способные к кибератакам Открытое письмо об ИИ и кибербезопасности подписали 406 исследователей, в основном из университетов и научных институтов разных стран, среди них Йошуа Бенжио, Джеффри Хинтон, Стюарт Рассел, Перси Лян, а…
Telegram — AI Machine Learning Big Data
Crypto & BlockchainStory: Welcome Muse Spark Open: open-weight frontier multimodal mixture-of-experts model from Meta#OpenAI#Nvidia1 min
Welcome Muse Spark Open: open-weight frontier multimodal mixture-of-experts model from Meta
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Hugging Face Blog
RTX 5090 vs M5 Ultra: Which AI Powerhouse Wins?
Apple's M5 Ultra Mac Studio is shipping, so here is how it compares to NVIDIA's RTX 5090 for running AI models locally. wTopics covered: - M5 Ultra vs RTX 5090 specs for local LLMs - Qwen3.8-27B benchmark: prompt processing and token generation - Multi-token prediction (MTP)…
YouTube — Hugging Face
Google Just DROPPED Its Most Powerful AI Ever
Google just released Gemini 4 Argon, and it can run whole teams of AI agents for hours, teach robots new skills inside a physics simulator, and hunt down security holes that other models miss. Point number one is that Argon is built for what Google calls deep work, and the…
YouTube — The AI Grid
DeepSeek's Absolutely Insane AI Speed Hack (DSpark)
What if an AI could see into its own future? Not perfectly, no, just a little. DeepSeek did something absolutely amazing in their new research work. You see, when you ask an AI how to rewrite a difficult email, it answers you one word or one token at a time. That can get pretty…
YouTube — Two Minute Papers
Cut AI Agent Costs with TokenOps
Hey guys, good morning. How are you doing? Good. I guess we're going to learn a little bit about token ops this [music] morning. Hi, my name's Gareth Bland, chief data scientist, Microsoft Frontier Company. Today, I want to talk to you a little bit about token ops, which is…
YouTube — Microsoft Developer
Crypto & BlockchainStory: L8 Principal's Agentic Engineering Setup (just copy him)#OpenAI#Anthropic1 min
Matt Pocock’s Agentic Engineering Workflow (just copy him)
Everyone's obsessed with the uh model and I think they should be more interested in the harness, what you can do to get the most out of the harness, giving it the right prompts, giving [music] it the right skills to work with and improving the environment in which the model…
YouTube — David Ondrej (AI Agents)
Goodbye Tokenmaxxing: From AI Usage to Agentic AI Outcomes
Have you ever been told to use more AI at work as if pure usage is what's being rewarded? Teams often rely on activity metrics to measure how AI is being used. But the challenge comes when those metrics become proxies for success rather than simply indicators of activity. For…
YouTube — IBM Technology AI
Why AI Tokens are so Expensive - Computerphile
I thought given how much it's been in the news about costs of AI and you know agentic coding and how much you pay per month and all this stuff I thought we could look at what is a token and why is it so unbelievably expensive. This is happening everywhere. So for example,…
YouTube — Computerphile AI
OpenAI cancels Astra release, Sonnet 5.5 & what Meta Muse means for work
you know what? I want to get a piece of work done. I set off my swarms and, you know, I'll maybe have 100 agents go off and perform a task and come back to me. And then Madison scolds me for what my token bill is going to be. But but the reality is, you're going to you're going…
YouTube — IBM Technology AI
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
The mystery is solved... and the answer is 40x cheaper than Claude
A few weeks ago, while I was busy putting the final touches on my Dolly Parton is too fast for the Grim Reaper tattoo, is someone anonymously dropped a new frontier grade model online. They called it AUX Alpha and in its first 6 days it served 42 trillion tokens, which easily…
YouTube — Fireship AI
A $6.3 billion open-weight model just got embarrassed by the French...
Yesterday, while you were being force-fed every iteration of that Rumpelstiltskin video, the Paris-based AI lab Mistral released Mistral large four, a trillion-parameter open-weight model that they're claiming is the best of its kind, assuming you adopt the American ideology of…
YouTube — Fireship AI
RU"Driverless taxis will be available throughout Kazakhstan in 2-3 years." Interview with the head ...
Digital Казахстан [музыка] через 2-3 года. Каким он видится вам? Через 2-3 года Digital Казахстан, я думаю, будет везде запущены беспилотные [музыка] такси по всей стране, максимально заработает криптоэкономика, все услуги, которые предоставляются [музыка] государством, будут…
YouTube — Digital Business KZ
ORPO: Monolithic Preference Optimization without Reference Model (Paper Explained)
hello there today we're looking at orpo monolithic preference optimization without reference model this is a paper by researchers of kaist AI and largely deals with alignment aligning language models and instruction tuned models in some way we'll dive into what that means also I…
YouTube — Yannic Kilcher
TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters (Paper Explained)
hello there yeah it's cold here um we cannot be dissuaded from reviewing papers today we're going to look at token forer rethinking Transformer scaling with tokenized model parameters this seems to be a collaboration of MOX plunk Institute for informatics Google and picking…
YouTube — Yannic Kilcher
Optimize, deploy, and benchmark an open-source LLM with vLLM
I'm thrilled to introduce this course on fast and efficient LLM inference, built in partnership with Red Hat, and taught by Sergey Kliger. Deploying open source LLMs efficiently, so they can serve many users at once with low latency and reasonable cost, is challenging. In this…
YouTube — DeepLearning.AI
Fast inference changes what you can build
Cerebras, which I've been a fan of for a long time, is one of the leaders of fast inference. I'm excited to introduce this short course on fast LM inference built in partnership with Cerebras and taught by Jem Weigall, Satya, and Sara Hooker. Fast inference make new classes of…
YouTube — DeepLearning.AI
How to Run Local Models in Pi
Good morning everyone. How's it going? Today we're going to be taking a look at how to run local models on Pi. And wait, lots of us have been running local models on Pi for a long time, but I figured that it is a good time to give you a complete tutorial on how to do this. So,…
YouTube — Hugging Face
Solana: Internet Capital Markets
Hi everyone. My name is Lily. I'm the president of the Salana Foundation. Who here has heard of Salana before? Okay. All right. Pretty pretty good part of the audience. Who here holds Salana? All right. Okay. We're going to work on that a little bit. Uh so, uh you've probably…
YouTube — Astana Hub Official
What if crypto could pay for your morning coffee
Hi guys, very nice to see you. Uh very nice to see you here. Um happy to join digital bridge 2025 and I'm very honored to be invited by uh ministry uh digitization Kazakhstan also blockchain association and today I see our friends already shared one interesting topic about AI.…
YouTube — Astana Hub Official
Run fast, private agents on-device with LFM2.5-24B-A2B
A Blog post by Liquid AI on Hugging Face
Hugging Face Blog
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
Decentrathon 6.0 is the main hackathon in the country!
👾 Decentrathon 6.0 is the main hackathon in the country! Astana Hub and Blockchain & AI Technology Center (BAITC) organize the Decentrathon 6.0 hackathon with the support of the Ministry of Artificial Intelligence and Digital Development of the Republic of Kazakhstan. 🗓 October 30-31, 2026 📍 19 cities of Kazakhstan In two days...
Astana Hub (KB mirror)
Anthropic says it cut Claude reasoning token theft by up to 99% in fight against industrial-scale distillation
Anthropic says it has cut the extraction of Claude's internal reasoning tokens by 90 to 99 percent. The company links the large-scale distillation attacks to Chinese companies Zhipu and Moonshot, and has already banned tens of thousands of accounts. The article Anthropic says it…
The Decoder
StartupsStory: Лаборатории искусственного интеллекта покупают данные у мертвых стартапов для обучения своих моделей#SpaceX1 min
AI labs buy data from shuttered startups to train models
AI labs are starting to buy data from defunct startups to train their models.
SMNTCN (Semanticon) — глобальные новости ИИ
StartupsStory: Лаборатории искусственного интеллекта покупают данные у мертвых стартапов для обучения своих моделей#SpaceX1 min
AI labs are buying data from dead startups to train their models
When Keelan Miskell began winding down his crypto startup this year, he didn’t think its data was worth much: the users were anonymous, the company just a few years old. But he’s since turned the firm’s digital archives into real money. He’s netted roughly $25,000 for his code…
MIT Technology Review
Crypto & Blockchain🇰🇿 KazakhstanStory: Новый единорог со штаб-квартирой в Казахстане: Network School привлекает инвестиции при оценке $2 млрд#Жаслан Мадиев#Венчур и Инвестиции1 min
RUNetwork School с штаб-квартирой в Астане оценили в $2 миллиарда
Network School, основанная технологическим предпринимателем Баладжи Шринивасаном, привлекает инвестиционный раунд при оценке в $2 миллиарда. Штаб-квартира проекта находится в Казахстане. Среди участников раунда — Polychain Capital, Andreessen Horowitz и Coinbase. О раунде…
The Tech.kz — венчур и стартапы
'The User Wins': Binance Head for Central Asia and Africa Kirill Khomyakov on Bank-Crypto Competition and How Finance Is Changing
How to manage a crypto giant across completely different markets – from Central Asia to Africa? Digital Donut asked this and many other questions to Binance Regional Director Kirill Khomyakov. In the first part of the interview, we discussed the inevitable merger of banks with crypto, the nuances...
Digital Donut
Research1 min
RUSakana AI представила MASS — Multi-Agent Self-Supervision
🧠Sakana AI представила MASS — Multi-Agent Self-Supervision Это метод рекурсивного самоулучшения модели через коллективную работу её собственных виртуальных агентов Одна и та же модель распределяет задачи между субагентами, ищет более эффективные схемы их взаимодействия, сама…
Telegram — GPT Time | Нейросети | ИИ
RU«Следующий Дубай»: топовые криптофонды мира вкладывают миллиарды в проект в Астане
Технологический проект Network School, штаб-квартира которого находится в Казахстане, объявил о привлечении инвестиций при оценке бизнеса в $2 млрд. В раунде участвуют крупные международные игроки венчурного и криптовалютного рынков, включая Polychain Capital, Andreessen…
Kursiv Media Tech
RUБиткоин вырос на 6,4% в сентябре: что ожидают от октября?
🔼 Биткоин вырос на 6,4% в сентябре: что ожидают от октября? Биткоин завершил сентябрь ростом на 6,4%, хотя исторически этот месяц часто был для него неудачным. По данным Binance Research, это второй лучший сентябрь для BTC с 2017 года. При этом октябрь традиционно считается…
Telegram — BlueScreen.kz
Sakana AI taught the model to learn from its own team of agents
⚡️ Sakana AI taught the model to learn from its own team of agents Sakana AI, together with UC Berkeley, introduced MASS (Multi-Agent Self-Supervision). This is a way of recursively self-improving a model without people and without an external teacher. This is the idea. One model plays three roles at once:...
Telegram — AI Machine Learning Big Data
KZNetwork School стартапы Қазақстанда 2 млрд долларға бағаланды
Баладжи Шринивасан негізін қалаған Network School технологиялық жобасы 2 млрд долларға бағаланып, инвестиция тарту кезеңіне өтті. Қазақстанда штаб-пәтерін орналастырған компания Астанада жаңа кампус ашып, технологиялық мамандарды даярлауды жоспарлап отыр, деп хабарлайды…
Tech-news.kz
One-Step Text Generation by Seq-Drifting
arXiv:2610.12879v1 Announce Type: new Abstract: Diffusion language models generate tokens in parallel, but still require multiple sampling steps to produce high-quality text. In this paper, we investigate whether a model can learn to generate an entire sequence in a single…
arXiv — cs.AI
RUИтоги уходящей недели - то, что имеет значение
Итоги уходящей недели - то, что имеет значение Бизнес ИИ- компаний Карта рынка ИИ в клиентском сервисе: куда уходит маржа Вышла платформа, которая выступает закупщиком для экономики ИИ-агентов Доклад крупной инвесткомпании мира о деньгах ИИ-агентов и инфраструктуре. Экономика…
Telegram — blockchainRF (блокчейн / мозг / space / WEB 3.0)
AI agent teams waste massive tokens for barely measurable quality gains, research finds
Teams of AI agents barely outperform solo agents but cost up to 5.1x more, according to Vals AI. Only one out of four tests with GPT-6 Sol and Claude Opus 5.5 showed a measurable gain. Anthropic's own data backs this up: beyond ten agents, quality plateaus while token costs keep…
The Decoder
Cheaper AI tokens are driving more demand, and that's Jensen Huang's best-case scenario
Data from a16z shows a Jevons paradox in the AI market: token prices keep falling, but H100 GPU rental prices hold steady or climb. Cheaper AI drives demand faster than costs drop. If that demand flattens, the chain from chip makers to cloud providers takes a hit. The article…
The Decoder
RUКриптоиндустрии пора готовиться к взлому кошельков с помощью ИИ
✔️ Криптоиндустрии пора готовиться к взлому кошельков с помощью ИИ Исследователь Джастин Дрейк предложил блокчейн-индустрии готовиться к режиму бункера, то есть к массовому переводу средств на новые адреса на случай, если ИИ поможет взломать ECDSA. На этой схеме цифровой подписи…
Telegram — AI Machine Learning Big Data
RUAnthropic начала раздавать API-кредиты подписчикам Claude Max
💸 Anthropic начала раздавать API-кредиты подписчикам Claude Max Теперь в зависимости от уровня подписки пользователям дают отдельный ежемесячный бюджет на API-вызовы Claude — можно тратить его из собственных приложений, скриптов, CI-сборок и других проектов. При этом лимиты…
Telegram — GPT Time | Нейросети | ИИ
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
Curating Always-Loaded Context for LLM Agents: A Capacitated Assortment Model with Censored Feedback
At the start of every session, LLM agents load a fixed context file, such as $\texttt{AGENTS.md}$. Each loaded token in the file is charged again in every later round of the session, and these files can degrade performance as they grow in size. However, in practice, human or…
arXiv — cs.AI
RUТы всё ещё сидишь в Claude Code БЕЗ МОДОВ?
Ты всё ещё сидишь в Claude Code БЕЗ МОДОВ? В недавнем обновлении Anthropic открыла поддержку модов. Теперь прямо в Claude Code можно внедрять свой JavaScript и TypeScript код. В новом ролике прокачиваем Claude Desktop модами. Добавляем панель мониторинга процессов, кастомизируем…
Telegram — Paragon | Нейросети и ИИ
KZқазанда alem.ai алаңында Network School ұйымдастыратын жыл сайынғы Network State Conference конференциясының тік...
🌐 9 қазанда alem.ai алаңында Network School ұйымдастыратын жыл сайынғы Network State Conference конференциясының тікелей трансляциясы өтеді. Конференцияда технологиялар мен жаһандық қауымдастықтардың болашағы, цифрлық егемендік, құпиялылық, стартап-қоғамдар және…
Astana Hub (KB mirror)
Crypto & Blockchain1 min
AI math breakthroughs have Ethereum researchers debating how fast wallet security could collapse
Ethereum researcher Justin Drake is urging the crypto industry to prepare a "bunker mode" for a scenario where AI-powered math could break wallet signature schemes within months. Vitalik Buterin broadly agrees but warns against rushed migrations, saying he's personally lost more…
The Decoder
RUAnthropic даёт стартапам год Claude Team и 1000 долларов на API
✔️ Anthropic даёт стартапам год Claude Team и 1000 долларов на API Программу Claude for Startups расширили - участникам полагается год тарифа Claude Team на пять премиальных мест и 1000 долларов кредитов на разработку с Claude. Этим шагом компания стремится переманить…
Telegram — AI Machine Learning Big Data
RUDigital Financial Assets Round Table: закрытый круглый стол о рынке цифровых активов
🔐 Digital Financial Assets Round Table: закрытый круглый стол о рынке цифровых активов 15 октября Kazakhstan Fintech Network проведет в Алматы Digital Financial Assets Round Table – закрытый круглый стол для участников рынка цифровых финансовых активов. В центре обсуждения…
Telegram — BlueScreen.kz
Crypto & Blockchain1 min
RUИИ-компании тихо проверяют возможный взлом криптографических протоколов и примитивов
ИИ-компании тихо проверяют возможный взлом криптографических протоколов и примитивов На фоне таких сообщений вчера Виталик Бутерин и Джастин Дрейк призвали криптоиндустрию без паники переводить основную часть своих средств на свежие адреса, которые ещё ни разу не подписывали…
Telegram — blockchainRF (блокчейн / мозг / space / WEB 3.0)
RUTether и Нацбанк Казахстана изучат возможность выпуска стейблкоина, привязанного к тенге
🤝 Tether и Нацбанк Казахстана изучат возможность выпуска стейблкоина, привязанного к тенге Компания Tether, выпускающая крупнейший в мире стейблкоин USDT, подписала меморандум с Национальным банком Казахстана и администрацией города Алатау. Главная цель — проработать создание…
Telegram — BlueScreen.kz