Engineering notes

Practical guidance for production AI.

Articles appear here only after they are written and reviewed. No filler cards.

Workflow Design

How to select the first production AI workflow

Pick a bounded workflow with clear inputs, decisions, actions, and measurable consequences before you scale AI across the business.

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Agent Evaluation

What an evaluation suite for an agentic workflow should contain

An agentic workflow needs more than prompt spot-checks. Define expected behavior, failure categories, release thresholds, and regression coverage before broad deployment.

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Security and Governance

When to use human approval, confidence thresholds, and fallbacks

Use human approval where consequences are high, confidence thresholds where uncertainty is measurable, and fallbacks where systems or models fail predictably.

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