Need
What this desk is for.
A hosted embedder called from a sales page.
Tools · Featured · 3 of 37
Seek
Hash-ngram cosine + Jaccard. Local. Not zg.
How
What runs in this tab.
Hash-ngram cosine + Jaccard. Local. Not zg.
Role analog: AI Engineer · 2026 US year-1 replacement $259,000 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
Desks that sit this analog: AI Engineer. Unique pain, not a shared slogan.
0.752hash-ngram cosine
0.625Jaccard
Local. Not zg. Not a hosted embedder.
Featured cluster
Same cluster. Nothing deleted.
Featured
PromptDiff
Jaccard on words, line hunks, ceil(chars/4). Not a judge model.
Featured
VRAM allocator
Weights = P × bytes. KV = 2·L·n_kv·d_h·S·B·bytes. GQA labeled.
Featured
Dissent Log
Losing claim is preserved. Outvoted is not erased.
Featured
Fan-in Assembler
No seal until every required desk checks in.
Featured
Seat Token
Single-use, time-bound analog hash. Not a crypto product.
Featured
Ticket Outbox
Ticket id is the idempotency key. Replay is counted.
Featured
Seal Log
SHA-256 chain SAMPLE. Pack is not a letter.