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Research1 мин

Learned Enterprise Data Comprehension: Compression and Routing for Data Agents

arXiv:2609.25286v1 Announce Type: new Abstract: Structured-data agents in enterprise settings must reason over complex data environments whose relevant evidence is distributed across schemas, relationships, policies, and recurring business roles. Modern agentic systems often…

arXiv — cs.AI
Research1 мин

ShowTellArena: Evaluating Business Workflow Understanding from Demonstrations

arXiv:2609.25467v1 Announce Type: new Abstract: We often teach a colleague by showing the work and explaining the decisions as we go. How can we check what an agent understood from the same lesson? We introduce ShowTellArena, a benchmark protocol and public dataset for…

arXiv — cs.AI
Research1 мин

X-Planner: Event-Structured Task Planning for Embodied Intelligence

arXiv:2609.25187v1 Announce Type: new Abstract: Task planning bridges high-level instructions and executable behavior in long-horizon manipulation, yet modern Vision-Language-Action (VLA) systems often leave this intermediate structure implicit. Existing chain-of-thought (CoT)…

arXiv — cs.AI
Research1 мин

ZeroGate: Trust-Preserving Fast Paths for Governed AI Agent Runtimes

arXiv:2609.25443v1 Announce Type: new Abstract: Moving authorization earlier can shorten an agent's dispatch boundary without removing authorization work. It can also admit an action whose payload, authority, or relevant state has changed. ZeroGate separates exact-action…

arXiv — cs.AI
Research1 мин

Clarification Is Not Correction: LLMs Fail to Let Go

arXiv:2609.25337v1 Announce Type: new Abstract: Dialogue failures in language models are usually framed as memory failures: context too long, summaries lossy, a constraint forgotten. We argue this misses a deeper problem: in many conversations the model does not forget, it…

arXiv — cs.AI
Research1 мин

Making Agents More Consistent: Skills Should Form Habits for Repeat Tasks

arXiv:2609.25299v1 Announce Type: new Abstract: On repeated work, agents are inconsistent. We ran 42 tasks three times each and found that, depending on the model, 38% to 74% returned answers that did not agree. Consistency is what a buyer, an auditor, or a regulator requires,…

arXiv — cs.AI
Research1 мин

Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings

arXiv:2609.25165v1 Announce Type: new Abstract: In this report, we introduce \textbf{Ovis-Embedding}, a state-of-the-art omni-modal embedding family built on native integration of text, image, video, and audio. Instead of assembling separate modality towers, Ovis-Embedding uses…

arXiv — cs.AI
Research1 мин

Anthropic went CRAZY (Opus 5.5)

Opus 5.5 is here. This is the first major model release from Anthropic since they are now pacing the Frontier. So, this is going to be an interesting one. And if you remember, the last time we had a.5 version was late last year when we had Opus 4.5, which really changed the…

YouTube — Matthew Berman
Research1 мин

OpenAI wants to consult elite mathematicians about how to not fumble again

After turning a string of spectacular mathematical results into a reputational crisis, OpenAI is consulting human mathematicians to help it figure out a less disastrous path forward. On Monday, the company announced a new independent panel of mathematicians tasked with advising…

The Verge — AI