Every feature starts with an AI-consumable specification. Agents execute contracts, not vibes.
Natural language requirements lead to agent hallucination. Agents fill ambiguity with plausible-sounding nonsense. Structured specifications give agents contracts to execute — deterministic inputs, verifiable outputs, no room for creative interpretation.
A proper spec includes: input schemas with types and constraints, output schemas with acceptance criteria, edge cases enumerated explicitly, performance bounds, and error handling requirements. The spec is the source of truth — not the prompt, not the conversation.
The workflow is linear and auditable: specification authored by human, implementation by agent, verification against spec by adversarial reviewer, delivery only when all gates pass. Every step produces artifacts. Nothing is implicit.
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