AI 2025 trends

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A Record 14 Billion-Dollar Rounds In July Pushed Venture’s Historic Run Higher

Global venture funding showed no signs of slowing in July. Startup capital totaled $65 billion, up 100% year over year, as the month notched the highest-ever number of billion-dollar venture rounds on record, per Crunchbase data. July ranked as the third-largest funding month of the year, up 10% over June, following on the heels of

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VCF 9.1 and VMware vDefend: Turning NSX East-West Security into a Private Cloud Fabric

TL;DR The image presents VMware vDefend as more than a distributed firewall. It depicts a security fabric in which microsegmentation, distributed IDS/IPS, threat prevention, policy automation, and telemetry work together around VMware Cloud Foundation workloads. That is the right mental model, but the operational reality is more demanding than the visual suggests. VMware vDefend can

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Capability Debt: When AI Productivity Weakens the Expert Pipeline

TL;DR Capability debt is the future cost and operational risk created when an organization removes high-learning work faster than it rebuilds independent judgment, reviewer capacity, and succession depth. AI can improve cycle time and artifact quality while quietly reducing the practice loops through which people learn to frame unfamiliar problems, validate evidence, handle failure, and

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