Writing
Stampede at the Gates
AI generation exposed an already flawed SDLC: faster code review moves the queue to verification, which needs functional acceptance testing at the boundary.
Topic
Code Review
Turning written guidance into rules a reviewer can apply consistently, by machine or by hand.
5 pages
Writing
Skills versus Controlled Workflows
Stakes and human verification determine where workflow control belongs. Explicit prompts guide a model; imperative code enforces steps, checks, and use of results.
Writing
A Suite the Team Can Keep Trusting
A growing acceptance suite stays trustworthy through explicit scenarios and owned resources. Organize by feature, keep Act visible, review complete comparisons, and retain useful CI failures.
Writing
Knowing Which Scenarios a Feature Requires
A green suite needs correct scenarios for established requirements. An obligation map connects each rule to its arrangement, expected outcome, independent observation, and assertion.
Writing
AI-native SDLC
Engineering both gates requires certified code review, functional acceptance tests at the boundary ratified by humans, and verification against the specification.