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  • All (21023) +2
    • AI (3157)
    • DevOps (933) +1
    • Software (11078)
    • IT (5806)
    • Education (48)
  • Notice
  • All (21023) +2
  • AI (3157)
  • DevOps (933) +1
  • Software (11078)
  • IT (5806)
  • Education (48)
  • Notice
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  • 0 month ago · ai

    Two Efficient Technologies to Reduce AI Token Costs: TOON and Microsoft's LLMLingua-2

    'TOON Data Serialization and Microsoft’s LLMLingua‑2 Prompt Compressor

    #token cost #prompt compression #LLMLingua-2 #TOON #LLM optimization #generative AI #cost reduction
  • 0 month ago · ai

    I Built a TOON Playground: Save 40% on LLM Tokens

    Stop Burning Money on AI Tokens If you build with LLMs ChatGPT, Claude, Gemini, you know the pain: tokens = money. Every extra bracket and quote in your JSON p...

    #LLM #token optimization #TOON #JSON #cost reduction #prompt engineering #open-source #playground
  • 1 month ago · ai

    Meet TOON: A Token-First Data Format Built for AI

    '🚀 Why JSON Is Expensive for AI — And How TOON Fixes It

    #TOON #token-oriented data format #LLM #token efficiency #AI cost reduction #JSON alternative #serialization
  • 1 month ago · software

    Build a Bi‑Directional TOON Parser in C#: Convert TOON JSON with Ease

    Introduction Toon Token‑Oriented Object Notation is a newly promoted format designed specifically for saving LLM tokens. It is compact, human‑readable, extreme...

    #C# #.NET #TOON #JSON #parser #LLM #token-oriented object notation
  • 1 month ago · ai

    TOON vs JSON: A Reality Check — When It Saves Tokens and When It Doesn't

    Introduction There’s been a wave of articles lately about TOON Token‑Oriented Object Notation, many proclaiming it saves “50 % tokens” or calling JSON “outdate...

    #TOON #JSON #token savings #LLM #prompt engineering #data serialization #token efficiency
  • 1 month ago · software

    Why TOON Might Be Your Next JSON Replacement (And How to Get Started)

    Token‑Oriented Object Notation TOON offers 30‑60 % token reduction and up to 4.8× faster parsing compared to JSON. Here’s why that matters and how to get starte...

    #JSON #TOON #data format #token reduction #API #web development #LLM #parsing performance
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