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Governance

Layer 2. Governance must be practical or it gets bypassed. Policy memory, governed bypass, shadow AI, and why unmeasured governance is theater.

Security

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The Hugging Face Breach Was Not a Rogue AI Story

Aug 8, 2026

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5 min read

The Hugging Face Breach Was Not a Rogue AI Story

The agent escaped through a container network proxy, found an unauthenticated code execution service on the public internet, and used that path for days. Every decisive failure was visible in the architecture.

Reliability

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They Could Swap AI Models in a Day. That Was the Problem.

Aug 8, 2026

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5 min read

They Could Swap AI Models in a Day. That Was the Problem.

I ran a portability review this week on a team with better architecture than most. They had already swapped models twice with no incident. That turned out to be the worrying part.

Chris Knows Production AI

AI didn't make engineering principles less important. It made the ones we took for granted matter more. Production AI is the architecture, tradeoffs, and judgment that separate demos from systems that survive production. Written for engineers, and the leaders responsible for them.

© 2026 Chris Knows Production AI.
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