
M5 Timing vs Platform Kernel Rebuild
Apple's M5 Pro and Max chips are tempting, but upgrading hardware before rebuilding your agent platform's control plane just accelerates a brittle system. Here's why we're choosing kernel-first.

Under the hood: MCP, agent protocols, model architectures, embeddings, and production AI systems.
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Apple's M5 Pro and Max chips are tempting, but upgrading hardware before rebuilding your agent platform's control plane just accelerates a brittle system. Here's why we're choosing kernel-first.

The M5 may improve local AI inference, but for agent platforms the smarter move is stabilizing the kernel first, then scaling hardware in phases.

Apple's M5 Pro and M5 Max improve local AI throughput, but better silicon only helps agent platforms with dependable scheduling, observability, and control-plane authority already in place.
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