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Research1 мин

Implicit Rule Induction with Test-Time Task Embeddings in ARC-like Tasks

The Abstraction and Reasoning Corpus and related benchmarks evaluate whether AI models can solve novel reasoning tasks, but often leave unclear whether success reflects inference of the intended underlying rule or reliance on shortcuts. We address this gap by studying test-time…

arXiv — cs.AI
Research1 мин

PlaceReasoner-Beta: Reasoning-Driven Macro Placement and Benchmarking

Automated macro placement remains a fundamental challenge in VLSI physical design. Despite decades of research, existing approaches predominantly optimize hand-crafted proxy objectives, such as estimated wirelength, and typically produce placements through one-shot numerical…

arXiv — cs.AI
Research1 мин

Efficient Benchmarking in Production: A Study of an Evolving LLM Agent

Production LLM agents are evaluated repeatedly as they evolve, but full agent benchmarks are costly to rerun. We study efficient recurring evaluation for a production analytics agent serving tens of thousands of monthly active users and report first-hand deployment experience.…

arXiv — cs.AI
Research1 мин

LEGIT: Credentialing Protocol for Trustworthy AI Agent Marketplaces

Agentic marketplaces are emerging where AI agents with varying capabilities autonomously complete specialized tasks for buyers. A major challenge of such marketplaces is that buyers cannot easily determine which agent will perform best on their tasks. Reported benchmark scores…

arXiv — cs.AI
Research1 мин

Offline Multimodal Large Language Models for Decision Support in Air Operations

Air operations rely on complex rules, established procedures, and time-critical analysis under limited connectivity and strict security constraints. In such environments, analysts must combine written doctrine with images, often without access to external computing resources.…

arXiv — cs.AI
Research1 мин

Risk-Aware Occupancy for Safety-Oriented End-to-End Autonomous Driving

Sparse representation formulates the environment perception for the end-to-end driving system as a set of discrete elements like objects and lane lines. This formulation meets safety risks in crowded, occluded scenes dealing with unstructured obstacles, uncertain regions, and…

arXiv — cs.AI
Knowledge base1 мин

Did Elon catch up? (Grok 4.7 is here)

Grock 4.7 is here, but let me start with something different today. We're going to look at Elon's tweet. This was from about a week ago in which he was predicting how good the different Grock versions would be. And he says right here, "Grock 4.7 should be roughly on par with…

YouTube — Matthew Berman
Startups1 мин

Muse, Meta's extraordinarily privileged AI assistant, has a serious 0-day

Meta founder and CEO Mark Zuckerberg has gone to great lengths to hype the security of its new AI assistant, Muse, claiming it is “built from the ground up for privacy and security.” A zero-day vulnerability that gives locally run apps and terminal commands complete control of…

Ars Technica — AI
Startups1 мин

Kazakhstan is building world-scale data centers

The main topic of Kazakhstan Growth Forum'26 (K26), held on September 16, was the gap between experiments with artificial intelligence and its real impact on the economy. More than 400 experienced businessmen, global analysts, influential top managers gathered at The...

Digital Donut
Infrastructure1 мин

California tightens rules on AI data center energy and water use

California Gov. Gavin Newsom has signed seven bills designed to prevent AI data centers from passing utility costs onto residents, as reported earlier by the Los Angeles Times. The package of laws requires the California Public Utilities Commission to introduce a new rate…

The Verge — AI
Knowledge base1 мин

Figma Gave GPT-6 Astra a Moonshot. Here's what happened.

John gave GPT-6 Astra a moonshot: design the flight-control experience for a new personal aircraft. The gap between generating an interface and designing a system is massive, and AI models have always fallen short. Until now. Astra reasoned through the audience, jobs to be done,…

YouTube — OpenAI Official