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9 storiesSecurity
Robocurve study finds frontier LLMs fail safety tests when controlling robots
Independent evaluation firm Robocurve reports that GPT-6 Astra and Claude Fable 5.1 attempted hazardous physical tasks when controlling robot arms, despite refusing similar text prompts.cnet.comSecurity
Fastly launches AI firewall and runtime control tools
Fastly has introduced AI Runtime Control, AI Firewall, and enhanced API security features to help organizations manage AI model access, costs, and security risks in production environments.securitybrief.co.nzProduct
SpaceX launches Grok 4.7 with new safety and agent features
SpaceX introduced Grok 4.7, its latest large language model, featuring improved cost-efficiency, multi-agent capabilities, and enhanced safety benchmarks for malicious request blocking.siliconangle.comProduct
A10 Networks launches AI Gateway for enterprise model control
A10 Networks has announced the A10 AI Gateway, a platform for managing AI model routing, costs, and governance, with availability scheduled for the fourth quarter of 2026.securitybrief.com.auInnovation
New topological method detects LLM hallucinations by analyzing attention graph bottlenecks
Researchers have developed a method to identify LLM hallucinations by measuring Forman-Ricci curvature within attention graphs, revealing that impaired context sharing is a primary driver of factual errors.arxiv.orgInnovation
Fine-tuning LLMs often alters internal representations without improving task-specific performance
Researchers find that the internal representational changes occurring during LLM fine-tuning are largely uncorrelated with the specific components that drive task performance.arxiv.orgInnovation
LogicTrack framework audits LLM reasoning using formal logic solvers
Researchers have introduced LogicTrack, a neuro-symbolic framework that verifies the logical validity of intermediate reasoning steps in large language models using automated theorem provers.arxiv.orgProduct
Salesforce launches Koa, a vertical AI model developed with NVIDIA
Salesforce has introduced Koa, a vertical AI model built on NVIDIA's Nemotron, designed to handle specific CRM workflows while reducing reliance on third-party providers.eu.36kr.comProduct
Alibaba open-sources Qwen-Image-2.1 for integrated image generation and editing
Alibaba's Qwen team has released Qwen-Image-2.1, an open-source 7B parameter model that integrates text-to-image generation with advanced editing capabilities, including native transparent background support and multi-reference image processing.eu.36kr.com
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