528 materials
On September 22, 2026, users in several regions reported issues with Claude, Claude Code, authentication, and the API. Anthropic did not provide a technical explanation for the incident; by the time of publication, access to the services had been restored.
The marketplace restricted Meta’s AI agent after Amazon said it did not disclose its role and could access buyers’ account credentials. Meta previously said that Muse cannot see protected payment information; however, a test by The Verge showed that the agent can make a purchase.
The article proposes a one-step detector of unreliable answers based on the topology of information flows in attention graphs and Forman–Ricci curvature. The authors show that disruptions in context transmission between tokens during autoregressive generation are reflected in the structure of connections and make it possible to distinguish hallucinations across several models and benchmarks.
The paper introduces CaLR, an approach that casts reasoning as constrained optimization in latent space. Its structure comes from a causal topology matrix derived from an expert model, while training relies on implicit differentiation. The method improves consistency and enables intermediate results to be adjusted during parallel generation, leading to better performance on challenging datasets and tasks with strict constraints, including Sudoku.
The Interleave architecture model recognizes 60 languages, speaks 29, and supports translation during conversations. The article covers reducing average latency, separating utterances by speaker, bilingual output, and access via the Alibaba Cloud and QwenCloud APIs.
Explores how Meta AI is used in everyday writing tasks: from shaping ideas and preparing posts to shortening, translating, and answering. Notes differences in feature availability and the need to verify facts and avoid sharing sensitive data.
During the demonstration, the implant converted the brain signals of a participant who had lost the ability to speak into a synthesized voice, helping them deliver a personal message. Musk links the technology’s future potential to restoring motor and visual functions, but for now, these are goals, not proven treatment outcomes.
Over the next five years, the companies plan to invest at least $2 billion in evaluating frontier models, including red-teaming and testing safeguards. Accenture Faculty specialists will gain access to Anthropic’s internal processes to identify vulnerabilities and assess compliance with safety commitments.
In TRACE, hidden interventions in the digital advertising simulator make it possible to automatically assess whether an agent correctly identified the source of a failure and the affected segment, even though it must analyze noisy data using Python and SQL. After reinforcement learning on synthesized signals, the Qwen3.5-35B-A3B model scored 0.757 on FullAttr@1 across 235 test episodes—higher than all tested prompted variants, while using fewer tool calls than the baseline model.
