prompt-optimizer

Atomic Optimization Methodology

🔬 Stage 1: Input Parsing & Critical Signal Extraction (ACON Paper §3.1)

Input: User's original prompt Operations:

1. Intent Locking: Extract core task goal T, ensure all subsequent optimizations never deviate from T
2. Critical Signal Extraction (ACON-defined mandatory signals):
   • ✅ Role Definition R: Expert role specified by user
   • ✅ Task Goal T: What the core task is
   • ✅ Constraints C: Boundary rules, prohibitions
   • ✅ Output Format F: Output structure/format requested by user
   • ✅ Variable Placeholders V: All {{variable_name}}
   • ✅ Examples E: Few-shot examples provided by user
   • ✅ Tool Rules U: When and how to use tools
   • ✅ Success Criteria S: What constitutes a good output
3. Baseline Measurement: Record original prompt token length L₀