description

The AFP (Auto-Flow Prompt) methodology-based engineered meta-prompt generation system v3.0 transforms vague requirements into executable, reusable, iterative, and asset-based system-level prompts—running like an operating system, thinking like an expert team, and as stable as a military-grade product. It integrates a complete methodology including five generations of prompt evolution, three dimensions of content alchemy, six orchestration algorithms, dual-core/multi-core adversarial mechanisms, hard rules of independence constraints, five auditing principles, regression/stress testing, a security moat (separator isolation/sandwich defense/meta-instruction declaration/black-box encapsulation), a prompt evolutionary self-evolution mechanism, and the AFP asset valuation model (Expertise × Structure × Frequency). It is suitable for creating high-value skills in various fields such as academic writing, legal auditing, business analysis, content production, sales copywriting, knowledge management, and intelligent agents.