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Transparency & Human Control

Layer 2. Human authority must be designed, not assumed. HITL, HOTL, and HIC. Graduated autonomy, automation bias, and why a rubber stamp is not oversight.

Economic Architecture

+2

They Wanted to Replace Their Reps With AI. I Told Them No.

Aug 8, 2026

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4 min read

They Wanted to Replace Their Reps With AI. I Told Them No.

One question sorts every customer interaction into the ones AI belongs in and the ones where it will cost you. The same budget, pointed at a different surface, made their customer satisfaction go up.

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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