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Industry AI1 мин

Technofacts from Armeta📨

China installed more industrial robots in one year than the rest of the world combined. How do you like this scale? In the twenty-fourth year, 542,000 new robots were installed in enterprises around the world. Of these 295,000 in China [music] more than half. For comparison, in the US there are about...

YouTube — Armeta Kazakhstan
Research1 мин

When LLM Agents Fail to Read the Room: ReAdapt for Relational Social Reasoning

arXiv:2609.25284v1 Announce Type: new Abstract: A social agent's most basic decisions (should I react to this post? who should I reach out to?) are not purely content problems. The right action often hinges on the latent relationship between people -- tie strength, reciprocity,…

arXiv — cs.AI
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

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

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

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

Efficient Iterative Retrieval with Heterogeneous Batching

arXiv:2609.25405v1 Announce Type: new Abstract: Modern information retrieval increasingly employs both embedding and generative models to handle complex queries. However, current serving systems suffer from low throughput and poor GPU utilization because they execute these…

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

Spectra: A Rules-Driven LLM Pipeline for Automated KYC Document Processing

arXiv:2609.25474v1 Announce Type: new Abstract: Know Your Client (KYC) onboarding in capital markets requires analysts to manually classify documents, extract structured data from heterogeneous sources, and validate compliance against complex regulatory policies. This process…

arXiv — cs.AI