Need
What this desk is for.
A tiktoken clone that pretends to be the model vocab.
Tools · Generative · 13 of 37
Tokenizer & priority
ceil(chars/4) plus whitespace/punct pieces. Not tiktoken.
How
What runs in this tab.
ceil(chars/4) plus whitespace/punct pieces. Not tiktoken.
Role analog: Prompt Engineer · 2026 US year-1 replacement $202,760 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
Desks that sit this analog: Prompt Engineer. Unique pain, not a shared slogan.
18ceil(chars/4)
15Pieces
71Chars
System: return JSON only.↵User: summarize the ticket and cite evidence.
Highest weight terms: system (2.0) · return (1.9) · json (1.8) · only. (1.7) · user (1.6) · summarize (1.5) · the (1.5) · ticket (1.4). Not tiktoken.
Generative cluster