Tech Update - Daily Breach

$This image is an informational graphic for Token-Oriented Object Notation (TOON), a compact, human-readable serialization format for JSON data used in LLM prompts.The graphic is divided into three main horizontal sections:Header: Displays the project name "Token-Oriented Object Notation" and its tagline: "Compact, human-readable serialization of JSON data for LLM prompts."Workflow Section:Shows a flow diagram: JSON $\rightarrow$ encode() $\rightarrow$ TOON $\rightarrow$ LLM.A bar graph illustrates token savings, indicating that TOON uses approximately 30–60% fewer tokens than JSON.Includes a command-line instruction to try the tool: npx @toon-format/cli *.json.Comparison Footer:Average Tokens: A visual bar chart shows TOON's significantly lower token footprint compared to JSON.Retrieval Accuracy: Lists TOON at 73.9% accuracy versus JSON at 69.7%.Best For: Lists ideal use cases including repeated structures, tables, varying fields, and deep trees.$

Blog Cyber Weekly Tech Update

TOON: How a New Data Format Slashes Your LLM Token Costs by 50% or More

BY Shubhendu Sen
January 5, 2026

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