Prompts Directory

# Prompts Directory

This directory contains configurable prompts for the Thaum optimization engine targeting lossless pseudocode golf embeddings.

## Available Prompts

### Optimization Prompts (Level 1)
- **optimize_function.txt**: Standard function optimization to essential operational semantics
- **optimize_class.txt**: Standard class optimization to core architectural abstraction  
- **optimize_key.txt**: Emergent pattern extraction via cross-embedding compression

### Compression Prompts (Level 2)
- **compress_function.txt**: Lossless pseudocode golf compression with emergent grammars
- **compress_class.txt**: Architectural compression to minimal state-behavior bindings
- **compress_key.txt**: Lossless pattern compression via emergent cross-embedding analysis

### Golf Prompts (Level 3)
- **golf_function.txt**: Maximal pseudocode golf with ultra-dense operational embeddings
- **golf_class.txt**: Maximal architectural compression to absolute essence with zero overhead
- **golf_key.txt**: Ultra-dense pattern compression via maximal architectural analysis

### Endgame Prompts (Level 4)
- **endgame_function.txt**: Superposed vector retopologization with maximal information density
- **endgame_class.txt**: Architectural retopologization through superposed compression vectors
- **endgame_key.txt**: Emergent pattern retopologization through superposed extraction vectors

## Template Variables

Prompts support the following template variables:

### Function/Method Prompts
- `{sourceCode}`: The source code of the symbol
- `{symbolName}`: Name of the function/method
- `{availableKeys}`: Context from previous optimization phases

### Class Prompts  
- `{sourceCode}`: The source code of the class
- `{symbolName}`: Name of the class
- `{availableKeys}`: Context from previous optimization phases

### Key Extraction Prompts
- `{summaries}`: Numbered list of optimizations to analyze
- `{level}`: Current hierarchical level (1 for functions, 2 for classes)

## Technical Approach

All prompts target:
1. **Lossless compression**: Complete behavioral preservation in minimal representation
2. **Emergent grammars**: Spontaneous technical encoding patterns
3. **Operational semantics**: Focus on algorithmic behavior and data transformation
4. **Maximal density**: Compressed abstractions with no conversational overhead
5. **Improvisational compression**: Dynamic technical language optimization