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To turn ambiguous user queries into validated work definitions, this Skill uses a Socratic clarification process to detect vagueness and forces explicit definition of project requirements, constraints, and success metrics before generating a structured output.

A Definition of Works (DoW) document is a machine-readable YAML file that serves as a single source of truth for project requirements. It is schema-validated to ensure AI agents are grounded in reality before writing code.

To prevent AI hallucination risks when generating complex project plans, you need a rigorous Socratic clarification process that forces the definition of hard constraints, measurable success metrics, and failure modes before any work begins.

Yes, you can use a Socratic specification process for complex system development. When a user asks to build a complex system, the Skill automatically detects vagueness and guides the definition of clear success criteria and constraints.

The best way to validate project requirements against a strict schema is to generate a machine-readable Definition of Works document in YAML format, which is validated against a strict schema to ensure all project parameters are explicitly defined.

Yes, you need a reframe memo to ensure the chosen approach is intentional and verified. It is generated alongside the schema-validated Definition of Works to eliminate ambiguity risks inherent in AI-generated project plans.