AI-Constrained Development Loop

Governance Over Generation • Architectural Feedback Cycle

Layer 01 // Input Governance & Context Tokens Layer 02 // Core Execution & Synthesis Loop Layer 03 // Automated Audit & Evaluation Rubrics PROMPTS BINDS EMITS SUBMITS PASSES ITERATES REJECT / REVISE GOVERNS INJECTS AUDITS ENFORCES DEVELOPER INTENT AGENT SKILL FILE CODING RULES & CONVENTIONS GENERATED COMPONENT REVIEW AGAINST RUBRIC ACCEPTED INTO CODEBASE TYPOGRAPHY RULES SUPABASE BEST PRACTICES ACCESSIBILITY CHECKS UI REVIEW STANDARDS
System Governed Mode
Hover or click any node in the circular architecture loop to inspect governance rules, constraints, and operational bounds.
Status: Active Loop