Need
What this desk is for.
A detector that never loaded weights.
Tools · Senses · 31 of 37
Edge overlay
Sobel on an uploaded image. No claimed detector weights.
How
What runs in this tab.
Sobel on an uploaded image. No claimed detector weights.
Role analog: Computer Vision Engineer · 2026 US year-1 replacement $270,100 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken. Lite profile hides this canvas from default nav. Deep-link is calculator-only, not a 404. Device none.
Desks that sit this analog: Computer Vision Engineer. Unique pain, not a shared slogan.
Calculator-only. Device none. Lite profile hides this canvas from default nav. Deep-link is not a 404. This host does not start CUDA.
Sobel on upload. Click two corners to draw a box you own. Not a detector.
Senses cluster
Same cluster. Nothing deleted.
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
PSI
Population Stability Index on two bins. Not a monitor.
Senses
KS
Kolmogorov–Smirnov analog on two samples. Not a production probe.