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AI Engineering 22 Mar 2026

PREVC Against the Methodologies

Where a five-phase agent workflow actually sits against PDCA, Scrum, waterfall, spec-driven development and the V-Model - one mapping table and five honest comparisons, because a workflow that cannot name its ancestors is hiding something.

AI Engineering 20 Mar 2026

Confirmation Closes the Circle

PREVC's fifth phase is the one most cycles skip - a structured retrospective that turns observations into harness changes, and release documentation that writes the next cycle's requirements before it starts.