All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
arXiv:2609.12287v1 Announce Type: new Abstract: Industrial fault diagnosis often operates with only a handful of labeled fault examples, making few-shot learning attractive for sensor monitoring. Standard prototypical networks are simple and effective; however, their class…
arXiv:2609.12313v1 Announce Type: new Abstract: We evaluate Deep Perturbation Learning (DPL), which perturbs training images and labels along influence-derived directions, in three roles in which prior work has positioned it for machine unlearning: a direct deletion signal (the…
arXiv:2609.12320v1 Announce Type: new Abstract: Traditional large language models (LLMs) are scoped to individual user sessions, limiting their knowledge to a single conversation and preventing them from learning user preferences that evolve over time. Existing agentic memory…
arXiv:2609.12322v1 Announce Type: new Abstract: Affective computing has advanced wearable state inference, but on-device reasoning about whether, when, and how to intervene remains challenging. We present Affective Agent, a three-layer reference architecture for personalized…
arXiv:2609.12327v1 Announce Type: new Abstract: Reservoir computing (RC) trains only a linear readout over a fixed recurrent layer, making it fast and data-efficient for online prediction. However, a static reservoir degrades under system drift, readout-only adaptation is then…
arXiv:2609.12394v1 Announce Type: new Abstract: Mobile GUI agents are shifting from multi-module frameworks to native models trained end-to-end, yet industrial deployment faces three persistent gaps. Sandbox training produces a distribution mismatch with production environments;…
arXiv:2609.12398v1 Announce Type: new Abstract: The Core is a unique competitive co-evolution algorithm that allows agents to evolve autonomous control without utilizing a traditional fitness function. The agents evolve via local interactions through tournament selection,…
arXiv:2609.12165v1 Announce Type: new Abstract: Meeting continuation requires tracking the agenda, speaker roles, participant intentions, and disagreement across long multi-party discussions. We introduce the Meeting Dynamic Forecasting Benchmark (MDFB), constructed from 2,207…
The world needs more homes. The world also has too much plastic. Perhaps the only thing those two problems have in common is that they’re hard to solve. Atlas Building Composites, a spinout of MIT, is on a mission to address both problems with a single solution. The company has…
MIT researchers have developed a new technique that helps generative artificial intelligence models find solutions to high-stakes problems. In these settings, a plausible answer is not enough: The output often must also satisfy nonnegotiable safety, physical, or task-specific…
Hello everyone. Want more control over declarative agent? Is it possible? Definitely. Let's build one using M365 agent's toolkit. The only prerequisite that you would require is VS code and the M365 agent's toolkit. And then also you would need that developer account with a…
Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.
Yesterday, Anthropic CEO Dario Amodei published a lengthy open letter saying it was time to "pace the frontier" and slow down AI development. OpenAI's Sam Altman and Elon Musk both agreed, publicly voicing their support on X. Even Alphabet's Demis Hassabis offered tentative…
On Equity, we discussed the AI industry's latest debate about whether it poses an existential threat to humanity.
🃏 Что ждёт тебя, о программист? Если есть День программиста, должна быть и Ночь программистики — подумали мы и выкатили эту имбу! В конце концов, в каждом хорошем коде есть определенная доля колдунства. Колода настоялась — тяни 3 карты (левой кнопкой мыши, на себя) и узнай…
Watch how this moves. [music] The air rolls into a ring. It stretches and breaks into smaller curls. So, the Navier-Stokes equations are the main way that scientists try to predict and describe how fluids move. Airplanes don't exist without this, just for starters. There's a…
Obama recently said that Democrats need to make artificial intelligence one of their “central agendas” and “have a very clear plan” to address concerns around the technology’s economic impact and safety.
В математическом сообществе усиливается спор вокруг последних достижений Опна. Исследователи хотят получить доказательство того, что компания не использовала их неопубликованные работы и данные из разговоров ЧАggt при создании новых математических результатов. Один из…
В другом сравнении V41 флш сопоставились Kмика3. Псик выполнил задачу примерно за 1 минуту 15 секунд, тогда как хими потребовалось около 2 минут 10 секунд. По оценке автора теста, результаты были достаточно похожими. Это делает высредний флш одним из наиболее интересных…
So, give me a 1,000 word essay about deep seek. Watch this. Look how fast that is. If I had to estimate, I would probably put that in like the 200 tokens per second range. So, all in all, maybe it took about 6 seconds to output this 1,000 word essay. It [music] is 15 cents per…
Один из разработчиков сравнил Hред Flash с Clot Opus 5, попросив модели создать интерактивную симуляцию океана с использованием 3GS. В этом эксперименте Deep Псик оказался почти на 90% дешевле и примерно на 50% быстрее Опусus 5. При этом результат остался достаточно близким по…
Silicon Valley is shifting away from chatbot queries toward a future filled with resource-intensive agentic AI—and it's driving the data center buildout.
And the models broke mathematics. OpenAI solved a Millennium Prize problem, the Navier-Stokes equations, and got embroiled in a scandal. An Anthropic employee believes AI will destroy humanity within the next decade . What a time to be alive. New details on jailbreaks and…
Антропик обвинила китайские компании Deeps и маншут в том, что они перенаправляли запросы своих поятелей в КЛОТ, хотя сами поятели считали, что общаются с моделями этих компаний. Об этом говорится в новом отчёте разработчика CLТ. Google выкатил подборку бесплатных AI-курсов с…
OpenAI выкатили очень полезный материал, где объяснили как правильно работать с Astra.
Join My Newsletter for Regular AI Updates 👇🏼 https://forwardfuture.com My Links 🔗 👉🏻 X: https://x.com/matthewberman 👉🏻 Forward Future X: https://x.com/forwardfuture 👉🏻 Instagram: https://www.instagram.com/matthewberman_ai 👉🏻 Discord: https://discord.gg/u7wTTGWhuJ 👉🏻…
In May, hundreds of malicious and spam packages were uploaded to RubyGems, causing a serious disruption for the host. Now independent researchers have said that a swarm of OpenAI agents were responsible for the attack. Not only that, but the AI tried to steal users' API keys. At…
OpenAI CEO Sam Altman confirmed that there would be no OpenAI IPO in 2026 during an interview with Fortune. Over the course of 45 minutes, Altman discussed a variety of subjects including the Hugging Face hacking incident, recursive self-improvement, and the possibility of…
While OpenAI has filed confidentially for an IPO, the company will not be going public this year, according to CEO Sam Altman.
Anropic опубликовала подробный разбор четырёх инцидентов, во время которых разные версии CLД получили несанкционированный доступ к реальным системам сторонних компаний. Все случаи произошли во время тестов по кибербезопасности. Моделям говорили, что они работают в изолированной…