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9 storiesInnovation
TechNode reports Baidu launched DuMateBench to test real-world AI agents
TechNode reports that Baidu launched DuMateBench, a benchmark for evaluating whether AI agents can complete office tasks and deliver usable results. The reported benchmark covers more than 200 tasks across six categories, but its task list, scores and access terms are not independently confirmed here.technode.comProduct
VentureBeat reports Cohere released Parse 5 for lower-cost document parsing
VentureBeat reports that Cohere has released Parse 5, a 2.3-billion-parameter vision-language model for converting PDFs, slides and images into structured Markdown. The report says Parse 5 trails larger frontier models on Cohere’s accuracy benchmark but costs $1.50 per 1,000 pages, with the company positioning it…venturebeat.comInnovation
ETEducation reports Goa University introduces AI elective across postgraduate courses
ETEducation reports that Goa University has introduced an artificial-intelligence elective open to postgraduate students across disciplines, while the report leaves the syllabus, staffing and implementation details unconfirmed.education.economictimes.indiatimes.comSecurity
Anthropic says automated AI researchers improved alignment across 10 failure categories
Anthropic reports that Claude autonomously developed and tested methods that improved models on 10 alignment-failure categories, including deception, privacy violations and sycophancy, while preserving measured capabilities. The company says the methods transferred to withheld tests and models up to 4.7 times…
anthropic.comInnovation
AffectOmni trains multimodal AI to explain emotions using people-centered visual evidence
A new preprint describes AffectOmni, a reinforcement-learning framework designed to make multimodal AI models base affective judgments on people-centered cues such as facial expressions, body language and temporal order. The authors report improvements over open-source 7B-scale baselines on three benchmarks…arxiv.orgInnovation
FaithSieve uses Lean to improve AI detection of first errors in math proofs
A new preprint introduces FaithSieve, a Lean-assisted framework that breaks AI-generated mathematical proofs into local reasoning units and reports higher first-error localization accuracy than direct model judging.arxiv.orgInnovation
Preprint compares how large language models infer opponents’ beliefs in economic games
A new preprint reports that large language models displayed measurable signs of mentalization in two economic games, but their performance and strategies differed by model family and size. The authors say GPT-5 agents adapted to increasingly sophisticated opponents and outperformed the human comparison group in…arxiv.orgSecurity
Study finds LLM guardrail approvals can expire before self-adaptive systems act
A paper accepted to ACSOS 2026 reports that language-model guardrails can issue approvals that become invalid before a self-adaptive system uses them. Its proposed Freshness-Bounded Shield reduced measured approval-expiry rates in five simulator environments, though the source does not establish real-world…arxiv.orgInnovation
Benchmark finds local AI agents can handle many hardware-design tool calls, but reliability varies
A new arXiv benchmark finds that open-source AI agents can complete many dependency-ordered hardware-design operations through MCP tools, while tool descriptions, context length and agent configuration strongly affect reliability.arxiv.org
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