10 months ago
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Posted On: December 24th 2025, 03:08 pm
Is JSON burning LLM money? 💸
Meet TOON (Token-Oriented Object Notation) — a model-first encoding designed to reduce token count, latency, and inference cost for LLMs and Generative AI systems.
JSON is great for APIs and backend services, but for LLMs, it introduces token overhead, redundant keys, and parsing noise. TOON optimizes data representation by making it compact, predictable, and tokenizer-friendly, improving performance in AI agents, prompt pipelines, and tool calls.
📌 JSON is not dead.
📌 TOON complements JSON at the LLM boundary.
📌 Same data, smarter encoding.
If you work in frontend, backend, system design, or AI engineering, this shift matters.
#Programming #SystemDesign #SoftwareEngineering #FrontendDevelopment #BackendDevelopment #Coding #ProgrammingLogic #JSON #LLMs #GenerativeAI #AIEngineering #Tokenization #Encoding #Decoding #agenticai
Meet TOON (Token-Oriented Object Notation) — a model-first encoding designed to reduce token count, latency, and inference cost for LLMs and Generative AI systems.
JSON is great for APIs and backend services, but for LLMs, it introduces token overhead, redundant keys, and parsing noise. TOON optimizes data representation by making it compact, predictable, and tokenizer-friendly, improving performance in AI agents, prompt pipelines, and tool calls.
📌 JSON is not dead.
📌 TOON complements JSON at the LLM boundary.
📌 Same data, smarter encoding.
If you work in frontend, backend, system design, or AI engineering, this shift matters.
#Programming #SystemDesign #SoftwareEngineering #FrontendDevelopment #BackendDevelopment #Coding #ProgrammingLogic #JSON #LLMs #GenerativeAI #AIEngineering #Tokenization #Encoding #Decoding #agenticai
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