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Air-Gapped Generative AI in Regulated Manufacturing

Cloud-only generative AI doesn’t fit facilities that cannot accept internet egress. Here is what an air-gapped agentic stack actually looks like — local LLMs, local vector DB, local model registry — and what it costs.

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Multi-Agent Quality: a New Architecture for the QMS

Traditional QMS systems are forms-and-rules engines. A multi-agent QMS is something different — and the difference matters operationally.

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