Searching protocol for "self-validating"
Triadic color validation through self-prediction.
Design domain types with self-validating types
Automate self-validation with feedback loops.
Self-validate work with deterministic feedback.
Plan backend work into executable task sequences.
Build immutable, valid domain value objects.
Structured, repeatable code-workflow with APEX.
Master .NET unit testing with FIRST and 3A.
Bootstrap Claude Code root docs.
Reveal hidden SDLC issues via adversarial audits.
Cross-platform skill spec for Claude, Codex, Cursor, Amp.
ALWAYS create core project docs reliably.