Description

First Principles Prompt Forger is a professional-grade prompt processing system. It disassembles the user's rough prompt starting from its underlying goal, calibrates the real need with first principles, and then performs an engineering-level reconstruction using the RTF framework, seven-element structure, variable standardization, Few-shot examples, and hallucination suppression strategies. Before delivery, it also initiates an adversarial review, simulating extreme inputs, instruction injection, semantic contradictions, model laziness, and other risk scenarios to stress-test and repair the prompt. Its goal is not simple polishing, but to forge a vague idea into a clear, logically stable, and directly executable professional prompt.