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AI agents fail 63% of the time on complex tasks. Patronus AI says its new ‘living’ training worlds can fix that.

Patronus AI, the artificial intelligence evaluation startup backed by $20 million from investors including Lightspeed Venture Partners and Datadog, unveiled a new training architecture Tuesday that it says represents a fundamental shift in how AI agents learn to perform complex tasks. The technology, which the company calls “Generative Simulators,” creates adaptive simulation environments that continuously…

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AI is moving to the edge – and network security needs to catch up

Presented by T-Mobile for Business Small and mid-sized businesses are adopting AI at a pace that would have seemed unrealistic even a few years ago. Smart assistants that greet customers, predictive tools that flag inventory shortages before they happen, and on-site analytics that help staff make decisions faster — these used to be features of…

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Zencoder drops Zenflow, a free AI orchestration tool that pits Claude against OpenAI’s models to catch coding errors

Zencoder, the Silicon Valley startup that builds AI-powered coding agents, released a free desktop application on Monday that it says will fundamentally change how software engineers interact with artificial intelligence — moving the industry beyond the freewheeling era of “vibe coding” toward a more disciplined, verifiable approach to AI-assisted development. The product, called Zenflow, introduces…

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Zoom says it aced AI’s hardest exam. Critics say it copied off its neighbors.

Zoom Video Communications, the company best known for keeping remote workers connected during the pandemic, announced last week that it had achieved the highest score ever recorded on one of artificial intelligence’s most demanding tests — a claim that sent ripples of surprise, skepticism, and genuine curiosity through the technology industry. The San Jose-based company…

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With 91% accuracy, open source Hindsight agentic memory provides 20/20 vision for AI agents stuck on failing RAG

It has become increasingly clear in 2025 that retrieval augmented generation (RAG) isn’t enough to meet the growing data requirements for agentic AI. RAG emerged in the last couple of years to become the default approach for connecting LLMs to external knowledge. The pattern is straightforward: chunk documents, embed them into vectors, store them in…

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Echo raises $35M to secure the enterprise cloud’s base layer — container images — with autonomous AI agents

As enterprises accelerate the deployment of LLMs and agentic workflows, they are hitting a critical infrastructure bottleneck: the container base images powering these applications are riddled with inherited security debt. Echo, an Israeli startup, is announcing a $35 million in Series A funding today (bringing its to-date total to $50 million in funding) to fix…

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Black box AI isn’t enough: Why enterprise consulting is moving to grounded models

Presented by SAP In an era where anyone can spin up an LLM, the real differentiator isn’t the AI technology itself, but the institutional knowledge it’s grounded in. Internal and partner consultants leading operational transformation can’t risk hallucinated guidance when their recommendations impact integrated processes across supply chain, manufacturing, finance, and other core functions. “Grounded…

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OpenAI’s GPT Image 1.5 challenges Google at enterprise-grade visuals

OpenAI made its image generation offerings more precise and consistent in its latest update to ChatGPT Images, as more enterprises and brands use AI image generation to help with design visualization.  The updates will roll out to all ChatGPT users and the API as GPT Image 1.5. The company said it’s powered by GPT 5.2,…

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Korean AI startup Motif reveals 4 big lessons for training enterprise LLMs

We’ve heard (and written, here at VentureBeat) lots about the generative AI race between the U.S. and China, as those have been the countries with the groups most active in fielding new models (with a shoutout to Cohere in Canada and Mistral in France). But now a Korean startup is making waves: last week, the…

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Tokenization takes the lead in the fight for data security

Presented by Capital One Software Tokenization is emerging as a cornerstone of modern data security, helping businesses separate the value of their data from its risk. During this VB in Conversation, Ravi Raghu, president, Capital One Software, talks about the ways tokenization can help reduce the value of breached data and preserve underlying data format…

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