Need
What this desk is for.
A second overlap formula that disagrees with PromptDiff.
Tools · Senses · 34 of 37
Set overlap on words. Same kernel as PromptDiff.
Need
A second overlap formula that disagrees with PromptDiff.
How
Set overlap on words. Same kernel as PromptDiff.
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.
Computed in this tab. Jaccard on words + line hunks + ceil(chars/4). Not a judge. Not a vulnerability score.
Senses cluster
Senses
Sobel on an uploaded image. No claimed detector weights.
Senses
Hash-ngram cosine. Exact cosine printed.
Senses
FNV-1a n-grams. Local analog. Not a hosted embedder.
Senses
Character n-grams. Counts only.
Senses
Population Stability Index on two bins. Not a monitor.
Senses
Kolmogorov–Smirnov analog on two samples. Not a production probe.