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ARI/NMI/AMI/Macro-F1/KNN-transfer require published niche/cell-type labels. Today only the serial mouse-hypothalamus MERFISH set carries obs labels and DLPFC layers are class-A. The primary GSE282124 MERSCOPE ...

both review endpoints rank the entire append-only bunny_webhook_events table on every load. what happens - latestBunnyEventBySha (src/admin/bunny-events.mjs:17) and the FLAGGED CTE (src/index.mjs:1528) ...

migration 005-relay-replica.sql creates relay_videos / relay_creators (+ indexes), but nothing in src/ reads them — a designed local replica that was never wired up. opportunity if relay_videos were ...

reviewing through the queue is slow per-card because each flagged card makes an origin Funnelcake call that s never cached server-side. what happens - buildAdminVideoFromRow hardcodes client/content ...

two near-free latency wins on the per-card /admin/api/video/{sha} path. 1. use the cached REST host fetchFunnelcakeLookupVideo calls https://relay.divine.video/api/videos/{id} (src/index.mjs:322) — the ...

See: https://github.com/foundryvtt/dnd5e/pull/6563
system: items

/admin/api/untriaged filters already-moderated rows with 50 individual KV reads instead of a join. what happens src/index.mjs:1732-1735: Promise.all(rows.map(r = MODERATION_KV.get( moderation: + r.sha256))) ...

feature

Full-batch InfoNCE OOMs at ~232 GiB on the 124k MERSCOPE primary; the minibatch path runs it. The scalability table/curve must show the OOM marker for full-batch and the minibatch wall-clock beside it ...

the quick review queue s 10-12s cold loads are dominated by /admin/api/untriaged blocking on per-sha relay lookups it doesn t need. what happens - loadReviewQueue (src/admin/swipe-review.html:896) ...
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