Two Efficient Technologies to Reduce AI Token Costs: TOON and Microsoft's LLMLingua-2
'TOON Data Serialization and Microsoft’s LLMLingua‑2 Prompt Compressor
'TOON Data Serialization and Microsoft’s LLMLingua‑2 Prompt Compressor
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...
'🚀 Why JSON Is Expensive for AI — And How TOON Fixes It
Introduction Toon Token‑Oriented Object Notation is a newly promoted format designed specifically for saving LLM tokens. It is compact, human‑readable, extreme...
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...
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...