Need
What this desk is for.
A production monitor painted from two pasted bins.
Tools · Senses · 36 of 37
PSI
Population Stability Index on two bins. Not a monitor.
How
What runs in this tab.
Population Stability Index on two bins. Not a monitor.
Role analog: ML Engineer · 2026 US year-1 replacement $272,320 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
Desks that sit this analog: ML Engineer. Unique pain, not a shared slogan.
12.8978PSI
8n A
8n B
Population Stability Index on ten bins. Not a monitor.
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
N-gram
Character n-grams. Counts only.
Senses
KS
Kolmogorov–Smirnov analog on two samples. Not a production probe.