AWS Trainium3 AI chip on a circuit board

Amazon’s Trainium Talks Push AWS Chips Beyond the Cloud

AWS is in early talks to sell Trainium AI chips for use in other companies’ data centers, a shift that could move Amazon from cloud-only accelerator provider toward a more direct role in the AI chip market. The opportunity is real, but so are the constraints: Trainium capacity is already tight, Nvidia still owns the broadest software ecosystem, and selling racks outside AWS could weaken the cloud bundle that makes custom silicon so valuable to Amazon.
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Abstract Google DeepMind image for its AI Control Roadmap showing connected points and layered panels

DeepMind’s AI Control Roadmap Makes Agent Security a Runtime Problem

Google DeepMind’s AI Control Roadmap treats powerful internal AI agents as systems that need monitoring, access limits, response plans, and shutdown paths. The framework is a signal for enterprises moving from chatbots to tool-using agents: alignment claims are no longer enough if the agent can touch code, data, infrastructure, or security workflows.
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Server racks in a data center used for enterprise networking and security systems

FortiSandbox Exploits Put Fortinet Appliances on a Patch Clock

Attackers are probing three critical FortiSandbox vulnerabilities that can expose Fortinet malware-analysis appliances to authentication bypass and command execution. Security teams should verify FortiSandbox 4.4 and 5.0 patch levels, check whether management interfaces are reachable, and review logs for exploit attempts rather than treating the April and June fixes as routine maintenance.
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