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Home / Tag: production AI systems

Home / Tag: production AI systems
Stored AI request and response flows arranged for replay and auditability in a production system

Why AI Systems Without Replayability Are Operationally Unverifiable

January 15, 2026 M Media Lab Notes

The real failure mode AI systems rarely fail in obvious ways. More often, they produce an output that cannot be explained, reproduced, or confidently defended…

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Abstract representation of an AI request gateway showing controlled data flow between multiple language model providers

Why Direct-to-LLM Integrations Break the Moment They Reach Production

January 5, 2026 M Media Lab Notes

The real failure mode Most AI integrations fail quietly. Teams embed API keys directly into applications, route prompts straight to a model provider, and move…

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Latest Lab Notes

Stored AI request and response flows arranged for replay and auditability in a production system
Why AI Systems Without Replayability Are Operationally Unverifiable 3 weeks ago
OAuth authentication flows represented as layered data pipelines in an abstract infrastructure scene
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