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A 1-trillion-parameter AI engineer that reviews your PRs and fixes bugs overnight — on Arm CPUs, no GPU on Earth involved. ~$1/hour on Azure Cobalt, and your code never leaves your tenant.
Most optimize the model. We optimized the wire: a binary, NEON-aligned format for MCP tool calls. ~12× more agent-turns per Neoverse core, 44% fewer bytes, confirmed on Arm Performix counters.
A real grow-cabinet monitors soil moisture and narrates plant health using a local LLM on the Orange Pi 5's NPU — with a measured CPU vs. NPU benchmark showing exactly where NPU inference pays off.