Need
What this desk is for.
A vendor screenshot treated as a capacity plan.
Tools · Featured · 2 of 37
VRAM allocator
Weights = P × bytes. KV = 2·L·n_kv·d_h·S·B·bytes. GQA labeled.
How
What runs in this tab.
Weights = P × bytes. KV = 2·L·n_kv·d_h·S·B·bytes. GQA labeled.
Role analog: MLOps Engineer · 2026 US year-1 replacement $255,300 (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: MLOps 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.
16.06 GBWeights / TP
1.07 GBKV cache
2.41 GBWorkspace est.
19.54 GBTotal
Fits the 24 GB class. GQA 32:8. KV is not sharded here. Implementation-dependent. Identity: Llama 3.1 8B fp16 KV/token = 2×32×8×128×2 = 131072 B.
Register a GQA card
Custom cards persist at engos.tools.vram.registry. Number() only. No eval.
Featured cluster
Same cluster. Nothing deleted.
Featured
PromptDiff
Jaccard on words, line hunks, ceil(chars/4). Not a judge model.
Featured
Seek
Hash-ngram cosine + Jaccard. Local. Not zg.
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.