Admin IA overhaul, cap-aware autoscaler, optional ml-worker, hardened tag reset #187
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Six CI-green commits (runs 1863, 1867, 1869–1872):
7c19ad9cap-aware autoscaler (agent 2026-07-02.5): downloaders stop growing (and shed to 3) when the bandwidth cap — not concurrency — is the bottleneck; UI says "holding at the bandwidth cap". Plus the whole-instance tag reset moves to a fenced Danger zone with a preview-derived typed confirm token.19b962fB3 — ml-worker optional:tag_and_embed→embed_image(embed-only role); GPU-queue coordination moved totasks/gpu_queue.pyon the maintenance lane;cpu_embed_enabledtoggle (migration 0074); regression test pins that CPU embeds never close ccip/siglip crop work.5b34c92–f08a64fadmin IA overhaul (4 waves): Import tab dissolved (filters → Maintenance "Ingestion & filters"; trigger/task-list retired); Maintenance regrouped by system; one extension home in Subscriptions Settings; Activity + Overview get GPU-agent and downloads pulse panels; Subscriptions landing reordered around "what needs me / what came in" (failing-sources card moved up, recent arrivals added, shared retry actions); section-header language unified. Bonus: the single-color import filter is now actually wired (was a dead switch since FC-2), PlaceholderView + the CSV-stub menu item deleted, stale docs fixed.Deploy notes: migration 0074 (add column, default ON) on web boot; agent re-pull → build 2026-07-02.5. Old-name celery messages (
tag_and_embed,ml.enqueue_gpu_backfill,ml.recover_orphaned_gpu_jobs,ml.reprocess_gpu_jobs) in flight at deploy are dropped; the sweeps re-fire under the new names within 60 s/hourly.🤖 Generated with Claude Code
https://claude.ai/code/session_01CDgx8bQS5YrGRK76v8HUnM