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

2065
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Research1 мин

World of SWECraft: Agent Collaboration at Scale via Simulated Software Worlds

arXiv:2610.24061v1 Announce Type: new Abstract: As teams of AI agents take on larger projects and long-standing open problems, agent collaboration offers another dimension for scaling inference-time compute. To understand what makes such collaboration effective and scalable, we…

arXiv — cs.AI
Research1 мин

Probing Ambiguity: Adversarial Intent Resolution for Robust Text-to-SQL

arXiv:2610.24248v1 Announce Type: new Abstract: Text-to-SQL systems typically assume a one-to-one mapping between natural-language queries and correct SQL translations. In practice, however, many queries are inherently ambiguous, admitting multiple valid interpretations that…

arXiv — cs.AI
Research1 мин

Self-Improving Video-to-Action Models

arXiv:2610.24177v1 Announce Type: new Abstract: Video generative models are an emerging tool for embodied agents: they can serve as scalable visual planners, generating videos that depict how to complete previously unseen tasks. However, executing these plans typically requires…

arXiv — cs.AI
Research1 мин

GardenBench: A lightweight, daily evaluation of LLM capabilities

arXiv:2610.23866v1 Announce Type: new Abstract: We introduce GardenBench, a benchmark with 11 test suites that evaluate the capabilities of Large Language Models (LLMs) across a range of tasks. By systematically prompting LLMs with various lightweight queries, we document…

arXiv — cs.AI
Research1 мин

Cache2LoRA: Understanding and Improving Context Internalization

arXiv:2610.24107v1 Announce Type: new Abstract: Context-to-LoRA methods encode documents as low-rank parameter updates, allowing language models to answer without retaining the source text in their decoding context. How reliably do these updates preserve facts and support their…

arXiv — cs.AI
Research1 мин

What Social Media Teaches Us About Accumulative AI Risks

arXiv:2610.24006v1 Announce Type: new Abstract: Prominent AI safety discussions emphasize existential threats and catastrophic events, such as AI-enabled nuclear conflict or engineered biological outbreaks. This position paper argues that there is another type of AI risk that…

arXiv — cs.AI
Research1 мин

Distillation, Self-Training, and the Fragility of Learned Chemical Reasoning

arXiv:2610.24199v1 Announce Type: new Abstract: Automating synthesis planning for small-molecule drug design requires chemical reasoners that are accurate as well as open to inspection and adaptation, yet frontier language models remain unreliable at predicting reaction outcomes…

arXiv — cs.AI
Research1 мин

Cortex: A Fixed-Point Theory of Governed Coding Agents - Technical Report

arXiv:2610.24255v1 Announce Type: new Abstract: A coding agent combines a large language model (LLM) with a harness that plans, edits, and executes code. We study Cortex, a supervisory layer for pre-execution governance, requirement tracking, and iterative validation and repair.…

arXiv — cs.AI
Research1 мин

AM-Bench: A Unified Taxonomy and Evaluation Suite for Agentic Misalignment

arXiv:2610.24264v1 Announce Type: new Abstract: As LLM-based agents are deployed with increasing autonomy in real-world environments, a critical failure mode emerges: agentic misalignment, where agents choose harmful actions over failure. However, existing safety benchmarks…

arXiv — cs.AI
Research1 мин

MPS in PyTorch 2.15

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

Hugging Face Blog
Research1 мин

Cooking with Codex: Ep. 1

I think you're the only qualified cook in this kitchen. [laughter] >> Welcome to Cooked from OpenAI. >> Always [music] did it my way. Never did it by [singing] the book. Let me cook now. >> I'm Danny. >> I'm Alex. >> And today we have a lot of things on the menu. Dots, catch…

YouTube — OpenAI Official
Policy & regulation1 мин

Бывший сотрудник OpenAI обвиняется в установке устройства с поддержкой Саудовской Аравии, согласно судебным документам

Бывший сотрудник OpenAI Абдулрахман Альфозан обвиняется в тайной установке записывающего устройства в комнате для встреч с предполагаемой поддержкой со стороны саудовского правительства. Он был арестован ФБР после обнаружения устройства, и прокуроры утверждают, что его действия…

Digital Donut AI Digest