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Prompt Forge is a specialized utility designed to stabilize and refine AI interactions by converting raw ideas into canonical prompt artifacts. It provides a structured workflow to iteratively eliminate ambiguity, ensuring that human intent is accurately captured and formatted before execution. By leveraging built-in schemas for validation and observability templates, it helps developers build reliable, repeatable, and high-quality AI behaviors within the Claude Code environment, moving beyond simple chat interactions to engineering-grade prompt management.