A Successful AI Task Is an Accounting Boundary
Cost per successful AI task is meaningful only when success is externally testable. Acceptance criteria connect AI spending, engineering quality, and operational risk.
Workflow Design
3 articles in this category.
AI Slop Is What Happens When AI Averages Ambiguity
Most AI slop is unresolved workflow ambiguity made fluent. Better results come from engineering the objective, context, tools, stages, and checks around the model.
AI-Augmented Ticket Creation Without Outsourcing Thinking
AI can improve ticket clarity and completeness when used as a structuring layer. It should not replace human ownership of intent, boundaries, and risk decisions.