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

2208
Stories
Исследования1 мин

WinSyn: An Automated Pipeline for Realistic Enterprise Question-Answering Evaluation

arXiv:2609.12171v1 Announce Type: new Abstract: Enterprise settings provide a challenging environment for question-answering agents, which often rely on Retrieval-Augmented Generation, Deep Research (DR), and related techniques. Much of this challenge comes from the complexity…

arXiv — cs.AI
Исследования1 мин

Occamy-1.0: Open Pareto-frontier 35B Intelligence for Co-work

arXiv:2609.11977v1 Announce Type: new Abstract: Co-work agents execute complex workflows that combine information gathering, tool use, coding, and file manipulation across many model invocations. Because cost and latency accumulate over the full episode, their practical value…

arXiv — cs.AI
Исследования1 мин

GTA: Graph Theory Agent and Benchmark for Algorithmic Graph Reasoning with LLMs

arXiv:2609.12265v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly asked to reason over structured data such as graphs, yet how reliably they can carry out multi-step graph algorithms in language remains unclear. Existing evaluations tend to use simple…

arXiv — cs.AI
Исследования1 мин

T-GADE: Thermodynamical Generative-AI-Driven Evolution of LLM Artifacts

arXiv:2609.12286v1 Announce Type: new Abstract: Integrating evolutionary computation and large language models (LLMs) requires control of population diversity as well as generative capability. Among LLM outputs, those with explicit structure, such as a description paired with…

arXiv — cs.AI
Исследования1 мин

Can LLMs in Draft-Verify-Revise Pipelines Resolve Deictic Ambiguity?

arXiv:2609.12162v1 Announce Type: new Abstract: Draft-verify-revise is a common LLM orchestration pattern for scaling inference-time compute. One LLM drafts, a second critiques the draft and provides feedback, and a third uses that feedback to revise the draft into the final…

arXiv — cs.AI
Исследования1 мин

Competence-Gated Pooling of Language Models and Priors for Event Forecasting

arXiv:2609.12101v1 Announce Type: new Abstract: In hybrid forecasting, a language model is often one of several available signals. A system may already have a market, crowd, or statistical forecast and must decide whether the model adds useful information or should be ignored.…

arXiv — cs.AI
Исследования1 мин

LoRA-RC: Reservoir Computing with Low-Rank Adaptation

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 — cs.AI
Исследования1 мин

Soft Symbol Grounding for Prototypical Concepts

arXiv:2609.12247v1 Announce Type: new Abstract: Neuro-symbolic models are usually trained with supervision only on final labels, leaving the intermediate concepts unobserved. Since many concept assignments are consistent with a given label, training can predict labels correctly…

arXiv — cs.AI
Исследования1 мин

Trump and Mike Johnson think the AI industry is overreacting

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…

The Verge — AI
Исследования1 мин

The $1 Million Fluid Problem

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…

YouTube — Matthew Berman
Исследования1 мин

Anthropic обвиняет DeepSeek и Moonshot в использовании Claude

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…

YouTube — AI Flash News
Исследования1 мин

OpenAI’s rogue AI tried to hack another company in May

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…

The Verge — AI
Исследования1 мин

Sam Altman says OpenAI going public in 2026 would be ‘ill-advised’

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…

The Verge — AI
Исследования1 мин

Глобальный провал Anthropic

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…

YouTube — AI Flash News
Исследования1 мин

Anthropic CEO says it’s time to pump the brakes on AI

Anthropic CEO Dario Amodei says the time has come to slow down AI development and will give third-party evaluators like METR access to its models to help ensure its "adherence to safety practices and commitments." In a winding essay, Amodei proposed a three-step plan to "pace…

The Verge — AI