Need
What this desk is for.
A language model claim on counts.
Tools · Senses · 35 of 37
N-gram
Character n-grams. Counts only.
How
What runs in this tab.
Character n-grams. Counts only.
Role analog: NLP Engineer · 2026 US year-1 replacement $277,500 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
"the" · 2"he " · 2"e s" · 1" sw" · 1"swa" · 1"war" · 1"arm" · 1"rm " · 1"m s" · 1" si" · 1"sit" · 1"its" · 1"ts " · 1"s t" · 1" th" · 1"e d" · 1" de" · 1"des" · 1"esk" · 1"sk " · 1"k a" · 1" af" · 1"aft" · 1"fte" · 1
Character n-grams. Counts only.
Senses cluster
Same cluster. Nothing deleted.
Senses
Edge overlay
Sobel on an uploaded image. No claimed detector weights.
Senses
Embedding distance
Hash-ngram cosine. Exact cosine printed.
Senses
Hash n-gram
FNV-1a n-grams. Local analog. Not a hosted embedder.
Senses
Jaccard
Set overlap on words. Same kernel as PromptDiff.
Senses
PSI
Population Stability Index on two bins. Not a monitor.
Senses
KS
Kolmogorov–Smirnov analog on two samples. Not a production probe.