# LLM-Optimized Databank

This directory contains all databank information formatted for optimal LLM consumption. Files in this directory are:

- Structured data in JSON, YAML, or other machine-readable formats
- Minimally formatted for efficient parsing
- Organized for programmatic access patterns
- Rich with metadata and semantic structure
- Designed for LLM token efficiency and context window optimization

## Structure

```
llm/
├── personal/      # Personal information (AboutMe.json, TSYS.yaml, etc.)
├── agents/       # AI agent guidelines and tools (structured)
├── context/      # General context information (structured)
├── operations/   # Operational environment information (structured)
├── templates/    # Template files (structured)
├── coo/          # Chief Operating Officer information (structured)
├── cto/          # Chief Technology Officer information (structured)
└── README.md     # This file
```

## Purpose

Files in this directory are optimized for:
- Efficient token usage in LLM context windows
- Quick parsing and information extraction
- Semantic search and retrieval
- Programmatic processing and manipulation
- Integration with AI agent workflows

## Formats

Files may be in various structured formats:
- **JSON** - For hierarchical data with clear key-value relationships
- **YAML** - For human-readable structured data with comments
- **CSV** - For tabular data and lists
- **XML** - For complex nested structures when needed
- **Plain text with delimiters** - For simple, token-efficient data

## Relationship to Human Directory

This LLM directory is synchronized with the `../human/` directory, which contains the same information in beautifully formatted markdown for human consumption.

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