Reliability

Layer 2. Silent failure is the AI failure mode. Evaluation replaces assertion, errors compound across chains, and monitoring without response capability is theater.

Reliability

I Mapped My AI Software Lifecycle. Code Wasn't the Bottleneck.

Aug 7, 2026

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6 min read

I Mapped My AI Software Lifecycle. Code Wasn't the Bottleneck.

AI made code generation fast. It did nothing for the two places the time actually goes, and one of them was quietly lying to me.

Reliability

I Mapped My AI Software Lifecycle. Code Wasn't the Bottleneck.

Chris Knows Production AI