docs(wiki): phase B training path and hardware decisions — recorded, not built

Claude-Session: https://claude.ai/code/session_01FWncR69HgGPuei1dLrW3cU
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2026-09-07 10:00:18 +02:00
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@@ -3133,3 +3133,13 @@ in-process) + `enqueueEntry()` (crop + camera class, no order/operator/category)
kind column, operator agreement is wash-only. Setup line shows "1 in N entries sampled". Also:
Setup → Car wash is a two-column grid (the master-data card was squeezed at max-w-2xl). Tests
on both sides. Updated [[vision-review-outbox]].
## [2026-09-07] decide | Phase B training path + hardware — recorded, not built
User asked "now what about the training" and then "let's talk hardware". Recorded on the new
[[bodytype-classifier-training]]: the five-step loop (train on the collector host → evaluate with a
floor → publish weights to the registry → bake into the vision image → TAG bump; a booth gets a
model the way it gets code, never a runtime fetch); ~200 reviewed crops per class before the first
run; the Quadro FX 3800 is unusable (cc 1.3), the HD P530 irrelevant, the Xeon E3-1225 v5 is enough
(feature-extraction head in minutes, full fine-tune ~1 h); trainer image = CPU-only torch, the
compose seam drops the GPU reservation; cloud GPU rejected (crops stay on premises). Linked from
[[opencv-anpr-service]], [[vision-review-outbox]], index. User: "No build just yet."