Introduction
AI
JSON
TOON
Setup
This chapter introduces JSON and TOON, explaining their role in AI, why they are critical for Large Language Models, and guides you through setting up …
ACCESS_FILE >>TOON
Core Concepts
Data Structure
LLMs
Optimization
This chapter introduces TOON (Token-Oriented Object Notation), explaining its core syntax, design philosophy for token efficiency, and how it differs …
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Advanced Concepts
Best Practices
LLMs
Optimization
Explore TOON's advanced syntax, including key folding, custom delimiters, and detailed quoting rules. Learn best practices for maximizing token …
ACCESS_FILE >>Performance
Optimization
LLMs
JSON
TOON
Cost Saving
This chapter provides a deep dive into the performance characteristics of JSON and TOON. It covers token cost analysis, benchmarks across various LLMs …
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Hybrid
Ecosystem
JSON
TOON
Tools
Integration
This chapter delves into hybrid data strategies, integrating JSON and TOON in AI workflows. It covers the tools, libraries, and best practices for …
ACCESS_FILE >>Project
AI Agent
Data Extraction
JSON Schema
TOON
LLMs
A step-by-step guided project to build an AI agent capable of extracting structured information from unstructured text. This project leverages both …
ACCESS_FILE >>Project
TOON
LLMs
Optimization
Prompt Engineering
Cost Saving
This project guides you through refactoring complex JSON prompts into token-efficient TOON to reduce costs and improve LLM performance. You'll work …
ACCESS_FILE >>Resources
Learning
JSON
TOON
AI
Community
A curated list of recommended resources to deepen your understanding of JSON and TOON, including official documentation, online courses, influential …
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