📦 open sourceReal Shift
Monday, March 30, 2026
OPTIMIZE CJK LANGUAGE TOKEN ESTIMATION FOR LLM CONTEXT WINDOWS.
CJK-aware token estimation improves LLM context efficiency.
4/5
now
{"LLM developers","CJK language engineers","MLOps"}
◆ What Changed
Inaccurate CJK token count → Accurate CJK token count.
◇ Why It Matters
LLM devs reduce costs and expand context for CJK.
🛠 Builder Opportunity
Optimize LLM inference for CJK languages.
⚡ Next Step
→ Implement CJK-aware tokenizers for relevant LLM applications.
📎 Sources