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Applied AI·July 15, 2026·1 min read

Privado VPN unveils an MCP server on Windows and macOS to let your AI agent manage your connection

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Letting agents programmatically flip VPN endpoints is a concrete step toward network-as-an-API for AI. If you’re building agentic workflows, start mapping which security and network controls you’re willing to expose to automation and how you’ll audit those actions.

Applied AI

Sources: Apple is looking for chip companies to buy to boost its AI server chip efforts as it struggles with the performance of its servers running on M2 Ultra

If Apple is shopping for AI chip acquisitions because M2 Ultra can’t carry server workloads, the bar for in-house general-purpose silicon in AI infra just moved higher. Infra buyers should assume more vertical integration and custom accelerators across the majors — and design their own stacks to avoid single-vendor lock-in on any one chip architecture.