De-risking investment in AI agents

For businesses, the potential is transformative: AI agents that can handle complex service interactions, support employees in real time, and scale seamlessly as customer demands shift. But the move from scripted, deterministic flows to non-deterministic, generative systems brings new challenges. How can you test something that doesn’t always respond the same way twice? How can […]

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Who Counts as Middle or Upper Middle Class in America?

Location Matters: Manhattan, Kansas vs. Manhattan, New York Income and net worth don’t stretch equally across the country. What feels like an upper middle class lifestyle in rural Kansas may barely cover rent in Manhattan, New York. Example: In Mississippi, the threshold for upper middle class is just $85,400 in annual household income. In expensive […]

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Chaos Mesh Critical GraphQL Flaws Enable RCE and Full Kubernetes Cluster Takeover

Sep 16, 2025Ravie LakshmananVulnerability / Cloud Security Cybersecurity researchers have disclosed multiple critical security vulnerabilities in Chaos Mesh that, if successfully exploited, could lead to cluster takeover in Kubernetes environments. “Attackers need only minimal in-cluster network access to exploit these vulnerabilities, execute the platform’s fault injections (such as shutting down pods or disrupting network communications), […]

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