The Three-Layer Pattern for AI in Production Operations
Why I separated the reasoning engine from the chat interface — and what years of incident response taught me about building AI-augmented workflows.
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2 articles tagged with “automation”.
Why I separated the reasoning engine from the chat interface — and what years of incident response taught me about building AI-augmented workflows.
Workflow prompts deliver consistency. Single-file scripts deliver power. Directory watchers deliver scale. Together, they multiply: 1 + 1 + 1 = 10, not 3.