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At GTC Berlin, Nvidia added Agent Knowledge Foundation to Agent Toolkit, packaging the Nemotron Retriever models, the new Auto-Ontology library, the Kumo family of models for structured data, and CUDA-X data processing libraries; data remains in place and is managed under enterprises' existing permissions. Nvidia says Nemotron Retriever improved search relevance by 65% in tests in the open-source OpenSearch environment, SAP's fine-tuned reranker runs nearly three times faster, and ServiceNow's reranking delivers better quality with latency reduced by nearly 25%. Auto-Ontology provides a REST API and an MCP server for agents to query, and Nvidia says it does not compete with data platforms such as Snowflake but rather partners with them.
At GTC Berlin, Nvidia added Agent Knowledge Foundation to Agent Toolkit, packaging the Nemotron Retriever models, the new Auto-Ontology library, the Kumo family of models for structured data, and CUDA-X data processing libraries; data remains in place and is managed under enterprises' existing permissions. Nvidia says Nemotron Retriever improved search relevance by 65% in tests in the open-source OpenSearch environment, SAP's fine-tuned reranker runs nearly three times faster, and ServiceNow's r
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Hayete Gallot, Executive Vice President of Microsoft's security division, proposed in a blog post deploying Guardian Agents to monitor and intervene before AI agents execute actions, and stated that frontier models cannot be trusted regardless of their origin. The plan intends to bring enterprise agents under centralized management, assigning each agent an identity, container, and permission policy, then combining identity, data, cloud, endpoint, network, and runtime signals to assess risk in real time, with red team and blue team agents intervening when risk rises. The plan will be implemented on the basis of Microsoft's Project Perception security system announced in July.
Hayete Gallot, Executive Vice President of Microsoft's security division, proposed in a blog post deploying Guardian Agents to monitor and intervene before AI agents execute actions, and stated that frontier models cannot be trusted regardless of their origin. The plan intends to bring enterprise agents under centralized management, assigning each agent an identity, container, and permission policy, then combining identity, data, cloud, endpoint, network, and runtime signals to assess risk in re
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Meta's Muse Wonder Full (Max) ranks #7 in Agent Arena with a net gain of +11.3%, covering over 6.5K real agent sessions and helping Meta rise to #4 among labs. The model is 7.5 percentage points higher than Muse Wonder (Max) and 7.8 percentage points higher than Muse Spark 1.3 (Max), with category rankings of #5 in Chat, #6 in Code, and #7 in Work. At the signal level, it ranks #6 in Praise vs. Complaint (+21.9%), #6 in Confirmed Success (+13.4%), #7 in Steerability (+11.2%), and #16 in Bash Reliability (+7.7%), with no issues in Tool Hallucination.
Meta's Muse Wonder Full (Max) ranks 7 in Agent Arena with a net gain of +11.3%, covering over 6.5K real agent sessions and helping Meta rise to 4 among labs. The model is 7.5 percentage points higher than Muse Wonder (Max) and 7.8 percentage points higher than Muse Spark 1.3 (Max), with category rankings of 5 in Chat, 6 in Code, and 7 in Work. At the signal level, it ranks 6 in Praise vs. Complaint (+21.9%), 6 in Confirmed Success (+13.4%), 7 in Steerability (+11.2%), and 16 in Bash Reliability
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The combination of Amazon Quick and Amazon Bedrock AgentCore turns supply chain data from systems such as ERP, monitoring, and procurement into a conversational MCP tool layer, so users can get cross-system answers in natural language. In the example, a TechComp production stoppage event is assessed via assess_disruption_impact, which finds a $750K risk, 23 orders, and three days of inventory, and recommend_mitigation then chains together governance and quoting tools to generate an emergency RFQ. All changes require approval from designated personnel, and the same workflow can also be triggered to run automatically on a schedule or by email.

The combination of Amazon Quick and Amazon Bedrock AgentCore turns supply chain data from systems such as ERP, monitoring, and procurement into a conversational MCP tool layer, so users can get cross-system answers in natural language. In the example, a TechComp production stoppage event is assessed via assess disruption impact, which finds a $750K risk, 23 orders, and three days of inventory, and recommend mitigation then chains together governance and quoting tools to generate an emergency RFQ
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Trinity Logistics moved its inbound sales process to ElevenLabs' ElevenAgents, automating carrier quote requests, negotiation, and booking. Automated freight profit margins are 25% higher than with the old system, and platform costs per minute are 40% lower. The system handles about 30,000 inbound calls per month, automatically books 1,000 freight loads, matches the old system's 4% successful booking rate, and handles about 60% to 70% of carrier calls.

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Philipp Schmid explains that the easiest way to try Gemini 4 Argon in an agent environment is Gemini Managed Agents, where a single API call provides Python, Node.js, Git, and Bash, along with full network access and control, a dedicated Credentials API, a file system for persistent work, and background support. The tweet includes a link.
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