Spec-Driven Development Framework
Replaces conversational prompt iteration with structured, machine-readable specifications as executable contracts for AI coding agents. Deploys JSON/YAML schema validation, deterministic acceptance criteria, and specification-bounded generation to eliminate the negative-carry code crisis.
- Claude Code
- Cursor
- Windsurf
- Cline
- Roo Code
- OpenAI Codex workflows
- Google Antigravity
- agentic engineering pipelines
not AI education.
Runtime Relevance
Enterprise Mandate
Complexity
What is Breaking in Real Systems
The Root Problem
- •AI generates code without understanding requirements
- •Code review burden exceeds generation savings
- •Technical debt compounds from unspecified agent output
Economic Damage
- × 60% of AI-generated code requires rework
- × Senior engineer time consumed by review
What This System Actually Does
This is not a prompt pack or an educational course. This system installs deterministic runtime middleware to mathematically contain the failure.
Installs the following infrastructure:
- + Machine-readable specification contracts
- + Deterministic validation gates
- + Automated acceptance testing
Common Failure Cascade
Operational failures do not exist in isolation. They compound systemically. Deploying this governance system breaks the following deterministic failure chain:
This System Includes
This governance system provides 5 deployable infrastructure assets designed to structurally eradicate Vibe Coding Debt & Untyped AI Code Generation across your application layer.
Included Operational Assets
Ontology Pathways
Explore the structurally connected systems, failures, and controls related to this concept.
Exogram Routing
System Control Plane Mappings
Enforced by: Admissibility Engine -> Specification Validation
This failure mode is structurally blocked at runtime by the Exogram Operating System. The specified admissibility routing layer intercepts execution before probabilistic variance can affect the deterministic core.
Want to apply this to your organization?
Run a free diagnostic first. If the numbers concern you, book a session to build a remediation plan.
Richard Ewing: AI Economist & Capital Auditor