Need
What this desk is for.
The wrong answer deleted because it lost the vote.
Tools · Featured · 4 of 37
Dissent Log
Losing claim is preserved. Outvoted is not erased.
How
What runs in this tab.
Losing claim is preserved. Outvoted is not erased.
Role analog: AI Trainer and Evaluator · 2026 US year-1 replacement $181,300 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
Desks that sit this analog: AI Trainer and Evaluator. Unique pain, not a shared slogan.
4quality
5relevance
4consistency
3coverage
preserved: trueerased: falseletter: false
Outvoted is not erased. Linker never merges. Not a deleted wrong answer.
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
Seek
Hash-ngram cosine + Jaccard. Local. Not zg.
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.