feat(system-tags): process vs chrome groups + WIP provisional auto-apply (#1464)

Backend for the system-tag behavior refactor (milestone #157). editor screenshot
moves from chrome (hidden) to the PROCESS group (shown, like wip); wip+editor gain
provisional auto-apply so they stop needing endless manual identification —
without a runaway loop.

- tag.py: split PRESENTATION_SYSTEM_TAGS → CHROME_SYSTEM_TAGS (banner) +
  PROCESS_SYSTEM_TAGS (wip, editor screenshot).
- heads.py: generalize presentation_auto_apply_sweep → system_tag_auto_apply_sweep
  (mode chrome|process). Same Guard 1 (skip human/confirmed) + Guard 2 (ring-loud
  conflict → PresentationReview). process mode uses source 'process_auto' and does
  NOT hide (hide is a gallery-query effect of group membership).
- training_data._AUTO_SOURCES += 'process_auto' → the head never trains on its own
  auto-applied output; only wip_title/manual train it (the runaway break).
- ml_settings: process_auto_apply_enabled (OFF, opt-in) + threshold + conflict
  threshold. presentation_review.mode ('chrome'|'process'). Migration 0086.
- gallery_service: default-hide reads CHROME only (editor now shows); Explore
  neighbors exclude the whole PROCESS group.
- tasks/ml + celery beat: scheduled_process_auto_apply (daily, opt-in); prune
  covers both modes.
- api: ml_admin process_* CRUD+validation; hidden-review returns mode.
- tests: rename chrome sweep calls; new test_process_auto_apply (apply, guards,
  mode flag, no-self-train); gallery test asserts editor now visible.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

backend/app/api/gallery.py

@@ -236,8 +236,10 @@ async def jump():
 #    content", surfaced in the gallery's Show-hidden review strip. -----------
 @gallery_bp.route("/hidden-review", methods=["GET"])
 async def hidden_review():
-    """Unresolved presentation auto-hide flags, most-concerning first (highest
-    content score) — for the gallery's Hidden-view review strip."""
+    """Unresolved system-tag auto-apply review flags (chrome + process, #1464),
+    most-concerning first (highest content score) — for the review strip. `mode`
+    tells the client whether the flagged tag hid the image ('chrome') or left it
+    visible ('process'), which decides the resolve labels (un-hide vs remove-tag)."""
     ptag = aliased(Tag)
     ctag = aliased(Tag)
     async with get_session() as session:
@@ -247,6 +249,7 @@ async def hidden_review():
                 PresentationReview.tag_id,
                 PresentationReview.conflict_tag_id,
                 PresentationReview.conflict_score,
+                PresentationReview.mode,
                 ImageRecord.path, ImageRecord.thumbnail_path,
                 ImageRecord.sha256, ImageRecord.mime,
                 ptag.name.label("tag_name"),
@@ -266,6 +269,7 @@ async def hidden_review():
             "conflict_tag_id": r.conflict_tag_id,
             "conflict_name": r.conflict_name,
             "conflict_score": r.conflict_score,
+            "mode": r.mode,
             "thumbnail_url": thumbnail_url(r.thumbnail_path, r.sha256, r.mime),
             "image_url": image_url(r.path),
         }

backend/app/api/ml_admin.py

@@ -42,6 +42,9 @@ _EDITABLE = (
     "presentation_auto_apply_enabled",
     "presentation_auto_apply_threshold",
     "presentation_conflict_threshold",
+    "process_auto_apply_enabled",
+    "process_auto_apply_threshold",
+    "process_conflict_threshold",
     "embedder_model_name",
     "embedder_model_version",
     *_DETECTOR_FIELDS,
@@ -102,6 +105,9 @@ async def get_settings():
             "presentation_auto_apply_enabled": s.presentation_auto_apply_enabled,
             "presentation_auto_apply_threshold": s.presentation_auto_apply_threshold,
             "presentation_conflict_threshold": s.presentation_conflict_threshold,
+            "process_auto_apply_enabled": s.process_auto_apply_enabled,
+            "process_auto_apply_threshold": s.process_auto_apply_threshold,
+            "process_conflict_threshold": s.process_conflict_threshold,
             "embedder_model_name": s.embedder_model_name,
             **{f: getattr(s, f) for f in _DETECTOR_FIELDS},
         }
@@ -162,6 +168,12 @@ def _validate(p: dict) -> str | None:
         return "presentation_auto_apply_threshold must be between 0.5 and 0.999"
     if not (0.0 <= float(p["presentation_conflict_threshold"]) <= 1.0):
         return "presentation_conflict_threshold must be between 0 and 1"
+    # Process auto-apply (#1464). wip/editor stay VISIBLE so a false apply is
+    # low-harm (excludes-from-training + a review flag), but keep the same bar.
+    if not (0.5 <= float(p["process_auto_apply_threshold"]) <= 0.999):
+        return "process_auto_apply_threshold must be between 0.5 and 0.999"
+    if not (0.0 <= float(p["process_conflict_threshold"]) <= 1.0):
+        return "process_conflict_threshold must be between 0 and 1"
     # Embedder model swap (#1190): both must be non-empty. Changing them means a
     # different embedding space — the operator must re-embed + retrain after.
     for key in ("embedder_model_name", "embedder_model_version"):

backend/app/celery_app.py

@@ -171,9 +171,14 @@ def make_celery() -> Celery:
             },
             "presentation-auto-apply-daily": {
                 "task": "backend.app.tasks.ml.scheduled_presentation_auto_apply",
-                "schedule": 86400.0,  # auto-hide banner/editor chrome (#141);
+                "schedule": 86400.0,  # auto-hide banner chrome (#141);
                 # no-op unless presentation_auto_apply_enabled
             },
+            "process-auto-apply-daily": {
+                "task": "backend.app.tasks.ml.scheduled_process_auto_apply",
+                "schedule": 86400.0,  # auto-tag wip/editor process art (#1464);
+                # no-op unless process_auto_apply_enabled (opt-in)
+            },
             "prune-presentation-reviews-daily": {
                 "task": "backend.app.tasks.ml.prune_presentation_reviews",
                 "schedule": 86400.0,  # retention: drop resolved review flags >30d

backend/app/models/ml_settings.py

@@ -85,12 +85,14 @@ class MLSettings(Base):
         Float, nullable=False, default=0.95
     )
     # -- Presentation chrome auto-hide (#141) -------------------------------
-    # banner / editor screenshot auto-apply on the sweep with their OWN flat
-    # threshold (decoupled from content-head graduation). Hiding is consequential
-    # so it runs HIGH. `wip` is never auto-applied. When an image would be
-    # auto-hidden but ALSO scores >= presentation_conflict_threshold on a content
-    # head, it's still hidden but flagged for review (PresentationReview) instead
-    # of buried silently. ON by default (opt-out); every auto-tag is reversible.
+    # `banner` (chrome — clusters on UI, not content) auto-applies on the sweep
+    # with its OWN flat threshold (decoupled from content-head graduation) and is
+    # HIDDEN from the gallery. Hiding is consequential so it runs HIGH. When an
+    # image would be auto-hidden but ALSO scores >= presentation_conflict_threshold
+    # on a content head, it's still hidden but flagged for review
+    # (PresentationReview, mode='chrome') instead of buried silently. ON by default
+    # (opt-out); every auto-tag is reversible. NOTE (#1464): `wip` + `editor
+    # screenshot` are no longer chrome — they went to the PROCESS path below.
     presentation_auto_apply_enabled: Mapped[bool] = mapped_column(
         Boolean, nullable=False, default=True
     )
@@ -100,6 +102,26 @@ class MLSettings(Base):
     presentation_conflict_threshold: Mapped[float] = mapped_column(
         Float, nullable=False, default=0.50
     )
+    # -- Process auto-apply (#1464) ----------------------------------------
+    # `wip` / `editor screenshot` are PROCESS art — unfinished pieces + program
+    # screenshots that must stay OUT of head/CCIP training but, unlike chrome,
+    # remain VISIBLE in the gallery (operator 2026-07-12). They auto-apply on the
+    # sweep with their OWN flat threshold and a PROVISIONAL source (`process_auto`,
+    # in training_data._AUTO_SOURCES) so the head NEVER trains on its own output —
+    # it learns only from title (`wip_title`) + manual labels, which breaks the
+    # runaway loop. When a process tag would be applied but the image ALSO scores
+    # >= process_conflict_threshold on a content head, it's flagged for review
+    # (PresentationReview, mode='process') rather than silently marked. OFF by
+    # default — a new whole-library auto-tagger is opt-in; every auto-tag reversible.
+    process_auto_apply_enabled: Mapped[bool] = mapped_column(
+        Boolean, nullable=False, default=False
+    )
+    process_auto_apply_threshold: Mapped[float] = mapped_column(
+        Float, nullable=False, default=0.90
+    )
+    process_conflict_threshold: Mapped[float] = mapped_column(
+        Float, nullable=False, default=0.50
+    )
     # Default = SigLIP 2 (so400m, 512px) for new installs (migration 0069);
     # existing libraries keep their stored value until the operator re-embeds.
     embedder_model_version: Mapped[str] = mapped_column(

backend/app/models/presentation_review.py

@@ -1,15 +1,17 @@
-"""PresentationReview — an auto-hidden presentation tag that ALSO looked like
-real content, flagged for operator review (milestone 141).
+"""PresentationReview — a system-tag the auto-apply sweep applied that ALSO looked
+like real content, flagged for operator review (milestone 141 + #1464).
 
-When the auto-apply sweep hides an image as chrome (banner / editor screenshot)
-but the image ALSO scores highly on a content head, it still hides it but records
-this row so the Hidden view can surface it ("⚠ also looks like <conflict tag>")
-for a keep-hidden / un-hide decision. Resolved rows are pruned by retention.
+When a sweep applies a system tag but the image ALSO scores highly on a content
+head, it still applies the tag but records this row so a review strip can surface
+it ("⚠ also looks like <conflict tag>"). Two modes (#1464): 'chrome' (banner —
+image is HIDDEN, review is keep-hidden / un-hide) and 'process' (wip / editor
+screenshot — image stays VISIBLE, review is confirm / remove-tag). Resolved rows
+are pruned by retention.
 """
 
 from datetime import datetime
 
-from sqlalchemy import DateTime, Float, ForeignKey, func
+from sqlalchemy import DateTime, Float, ForeignKey, String, func
 from sqlalchemy.orm import Mapped, mapped_column
 
 from .base import Base
@@ -31,6 +33,12 @@ class PresentationReview(Base):
         ForeignKey("tag.id", ondelete="SET NULL"), nullable=True
     )
     conflict_score: Mapped[float] = mapped_column(Float, nullable=False)
+    # Which sweep flagged this (#1464): 'chrome' (banner, hidden) or 'process'
+    # (wip / editor screenshot, shown). Drives which review strip surfaces it and
+    # what "resolve" means (un-hide vs remove-tag). Existing rows backfill 'chrome'.
+    mode: Mapped[str] = mapped_column(
+        String(16), nullable=False, default="chrome", server_default="chrome"
+    )
     created_at: Mapped[datetime] = mapped_column(
         DateTime(timezone=True), nullable=False, server_default=func.now()
     )

backend/app/models/tag.py

@@ -43,14 +43,19 @@ class TagKind(StrEnum):
     # to keep historic tag rows queryable.
 
 
-# The seeded system tags (migration 0075). PRESENTATION tags additionally
-# hide from whole-image similarity results — they cluster on UI chrome, not
-# content. `wip` is real art: only the training pipelines exclude it.
+# The seeded system tags (migration 0075). Two behavior groups (#1464):
+#   CHROME (banner): clusters on UI chrome, not content → HIDDEN from the default
+#     gallery + from similarity; auto-applied via the sweep's chrome mode.
+#   PROCESS (wip, editor screenshot): real-but-unfinished art / program screenshots
+#     → SHOWN in the gallery (operator 2026-07-12), but excluded from the Explore
+#     rabbit-hole; auto-applied via the sweep's process mode (provisional source,
+#     ring-loud review guard).
+# ALL three are excluded from OTHER concepts' head/CCIP training (training-hygiene,
+# keyed on is_system); a system tag's OWN head trains on them — that's what makes
+# auto-flagging work.
 SYSTEM_TAG_NAMES = ("wip", "banner", "editor screenshot")
-PRESENTATION_SYSTEM_TAGS = ("banner", "editor screenshot")
-# `wip` marks real-but-unfinished art. It's kept in the gallery's own "similar"
-# results (#1274), but the Explore rabbit-hole opts to hide it (exclude_wip) so a
-# browse doesn't keep surfacing work-in-progress (operator, 2026-07-08).
+CHROME_SYSTEM_TAGS = ("banner",)
+PROCESS_SYSTEM_TAGS = ("wip", "editor screenshot")
 WIP_SYSTEM_TAG = "wip"
 
 image_tag = Table(

backend/app/services/gallery_service.py

@@ -31,7 +31,7 @@ from ..models import (
     Tag,
     TagPositiveConfirmation,
 )
-from ..models.tag import PRESENTATION_SYSTEM_TAGS, WIP_SYSTEM_TAG, image_tag
+from ..models.tag import CHROME_SYSTEM_TAGS, PROCESS_SYSTEM_TAGS, image_tag
 from .pagination import decode_cursor, encode_cursor
 from .tag_query import (
     fandom_join_alias,
@@ -419,16 +419,17 @@ class GalleryService:
     async def _hidden_tag_ids(
         self, include_hidden, tag_ids, tag_or_groups,
     ) -> list[int] | None:
-        """Presentation-chrome tag ids to implicitly exclude from a gallery query,
-        or None. None when the caller asked to include hidden, when the operator
-        is explicitly filtering FOR a presentation tag (they clearly want to see
-        it), or when no presentation tags exist. (milestone 141)"""
+        """Chrome (banner) tag ids to implicitly exclude from a gallery query, or
+        None. None when the caller asked to include hidden, when the operator is
+        explicitly filtering FOR a chrome tag (they clearly want to see it), or when
+        no chrome tags exist. (milestone 141; #1464: editor screenshot is now PROCESS
+        — shown — so only `banner` hides here.)"""
         if include_hidden:
             return None
         rows = await self.session.execute(
             select(Tag.id).where(
                 Tag.is_system.is_(True),
-                Tag.name.in_(PRESENTATION_SYSTEM_TAGS),
+                Tag.name.in_(CHROME_SYSTEM_TAGS),
             )
         )
         pres = [r[0] for r in rows]
@@ -749,15 +750,16 @@ class GalleryService:
         eff = _effective_date_col()
         stmt = select(ImageRecord, Post.post_date, eff.label("eff"))
         stmt = _outer_join_primary_post(stmt)
-        # Presentation images (banner / editor-screenshot system tags, #128)
-        # cluster on UI chrome rather than content, so near any one of them
-        # they'd fill the grid. Excluded from CANDIDATES only — the anchor
-        # itself may be a banner. `wip` stays surfaced here by default (real art;
-        # only the training pipelines exclude it), but the Explore rabbit-hole
-        # passes exclude_wip to also drop work-in-progress (operator, 2026-07-08).
-        excluded_system_tags = PRESENTATION_SYSTEM_TAGS
+        # Chrome (banner, #128) clusters on UI rather than content, so near any one
+        # of them they'd fill the grid → excluded from CANDIDATES always (the anchor
+        # itself may be a banner). PROCESS art (wip / editor screenshot) stays
+        # surfaced here by default (real content; only the training pipelines exclude
+        # it), but the Explore rabbit-hole passes exclude_wip to also drop the whole
+        # process group so a browse doesn't keep surfacing work-in-progress
+        # (operator, 2026-07-08; #1464 — editor now rides with wip here).
+        excluded_system_tags = CHROME_SYSTEM_TAGS
         if exclude_wip:
-            excluded_system_tags = (*PRESENTATION_SYSTEM_TAGS, WIP_SYSTEM_TAG)
+            excluded_system_tags = (*CHROME_SYSTEM_TAGS, *PROCESS_SYSTEM_TAGS)
         presentation = (
             select(image_tag.c.image_record_id)
             .join(Tag, Tag.id == image_tag.c.tag_id)

backend/app/services/ml/heads.py

@@ -39,7 +39,7 @@ from ...models import (
     TagPositiveConfirmation,
     TagSuggestionRejection,
 )
-from ...models.tag import PRESENTATION_SYSTEM_TAGS, image_tag
+from ...models.tag import CHROME_SYSTEM_TAGS, PROCESS_SYSTEM_TAGS, image_tag
 from .training_data import (
     _AUTO_SOURCES,
     _auto_apply_point,
@@ -759,18 +759,42 @@ def auto_apply_sweep(
 
 
 _PRESENTATION_SOURCE = "presentation_auto"
+_PROCESS_SOURCE = "process_auto"
+
+# System-tag auto-apply modes (#1464). Both modes run the identical sweep — apply
+# a system tag at a flat threshold with a PROVISIONAL source + a ring-loud review
+# guard — and differ ONLY in which tags, which settings knobs, and which
+# source/review-mode. 'chrome' (banner) is HIDDEN from the gallery; 'process'
+# (wip / editor screenshot) stays VISIBLE (the hide is a gallery-query effect of
+# the tag's group membership, not of this sweep).
+_SWEEP_MODES = {
+    "chrome": {
+        "names": CHROME_SYSTEM_TAGS,
+        "enabled": "presentation_auto_apply_enabled",
+        "threshold": "presentation_auto_apply_threshold",
+        "conflict": "presentation_conflict_threshold",
+        "source": _PRESENTATION_SOURCE,
+    },
+    "process": {
+        "names": PROCESS_SYSTEM_TAGS,
+        "enabled": "process_auto_apply_enabled",
+        "threshold": "process_auto_apply_threshold",
+        "conflict": "process_conflict_threshold",
+        "source": _PROCESS_SOURCE,
+    },
+}
 
 
-def _presentation_heads(session: Session, embedding_version: str):
-    """Trained heads for the presentation chrome tags (banner / editor screenshot).
-    They fire at the FLAT presentation threshold regardless of graduation — a head
-    exists once the operator has labelled enough chrome (head_min_positives)."""
+def _system_tag_heads(session: Session, embedding_version: str, names):
+    """Trained heads for a system-tag group (chrome banner / process wip+editor).
+    They fire at the group's FLAT threshold regardless of graduation — a head
+    exists once the operator has labelled enough (head_min_positives)."""
     return session.execute(
         select(TagHead.tag_id, Tag.name, TagHead.weights, TagHead.bias)
         .join(Tag, Tag.id == TagHead.tag_id)
         .where(TagHead.embedding_version == embedding_version)
         .where(Tag.is_system.is_(True))
-        .where(Tag.name.in_(PRESENTATION_SYSTEM_TAGS))
+        .where(Tag.name.in_(names))
     ).all()
 
 
@@ -802,27 +826,33 @@ def _valued_image_ids(session: Session) -> set[int]:
     return {r[0] for r in rows}
 
 
-def presentation_auto_apply_sweep(session: Session, dry_run: bool = False) -> dict:
-    """Auto-hide presentation chrome (banner / editor screenshot) at the FLAT
-    presentation threshold (#141) — NOT the per-head graduated threshold. Two
-    guards keep it safe: (1) never hide an image carrying a human/confirmed content
-    tag; (2) if an image about to be hidden ALSO scores >= the conflict threshold
-    on a content head, still hide it but flag it (PresentationReview) so the Hidden
-    view surfaces "also looks like <X>" for review. No-op unless
-    presentation_auto_apply_enabled. numpy-only (no sklearn). Returns
-    {n_applied, n_flagged, concepts}."""
+def system_tag_auto_apply_sweep(
+    session: Session, *, mode: str, dry_run: bool = False
+) -> dict:
+    """Auto-apply a system-tag group at its FLAT threshold. mode='chrome' (banner,
+    #141) hides the image; mode='process' (wip / editor screenshot, #1464) keeps it
+    VISIBLE — the ONLY difference is the tag group's gallery membership, not this
+    sweep. Two guards keep it safe: (1) never touch an image carrying a
+    human/confirmed content tag; (2) if the image ALSO scores >= the conflict
+    threshold on a content head, still apply but flag it (PresentationReview,
+    mode=<mode>) so the review strip surfaces "also looks like <X>". The source is
+    PROVISIONAL so the head never trains on its own output. No-op unless the mode's
+    enabled flag is set. numpy-only (no sklearn). Returns {n_applied, n_flagged,
+    concepts}."""
     import numpy as np
     from sqlalchemy.dialects.postgresql import insert as pg_insert
 
+    cfg = _SWEEP_MODES[mode]
     settings = _settings(session)
-    if not dry_run and not settings.presentation_auto_apply_enabled:
+    if not dry_run and not getattr(settings, cfg["enabled"]):
         return {"n_applied": 0, "n_flagged": 0, "concepts": []}
     ver = settings.embedder_model_version
-    pres = _presentation_heads(session, ver)
+    pres = _system_tag_heads(session, ver, cfg["names"])
     if not pres:
         return {"n_applied": 0, "n_flagged": 0, "concepts": []}
-    thr = float(settings.presentation_auto_apply_threshold)
-    conflict_thr = float(settings.presentation_conflict_threshold)
+    thr = float(getattr(settings, cfg["threshold"]))
+    conflict_thr = float(getattr(settings, cfg["conflict"]))
+    source = cfg["source"]
 
     Wp = np.vstack([np.asarray(r.weights, dtype=np.float32) for r in pres])
     bp = np.asarray([r.bias for r in pres], dtype=np.float32)
@@ -884,11 +914,13 @@ def presentation_auto_apply_sweep(session: Session, dry_run: bool = False) -> di
                         pg_insert(image_tag)
                         .values(
                             image_record_id=iid, tag_id=tid,
-                            source=_PRESENTATION_SOURCE,
+                            source=source,
                         )
                         .on_conflict_do_nothing()
                     )
-                # Guard 2: also looks like content → hide but flag for review.
+                # Guard 2: also looks like real content → still apply, but flag it
+                # for the review strip instead of silently marking (chrome hides,
+                # process stays visible — either way the operator gets a heads-up).
                 if Wc is not None and float(max_c[idx]) >= conflict_thr:
                     n_flagged += 1
                     if not dry_run:
@@ -898,6 +930,7 @@ def presentation_auto_apply_sweep(session: Session, dry_run: bool = False) -> di
                                 image_record_id=iid, tag_id=tid,
                                 conflict_tag_id=conf_tag_ids[int(arg_c[idx])],
                                 conflict_score=float(max_c[idx]),
+                                mode=mode,
                             )
                             .on_conflict_do_nothing()
                         )

backend/app/services/ml/training_data.py

@@ -29,7 +29,10 @@ from ...models.tag import image_tag
 # a CCIP reference) unless the operator confirms them (milestone 139). Keeping
 # auto-applied predictions out of training is what makes them "soft" — a misfire
 # can't reinforce itself, so the retraction sweep can actually drop it.
-_AUTO_SOURCES = ("head_auto", "ccip_auto", "ml_auto", "presentation_auto")
+# `process_auto` (#1464): wip/editor screenshot applied by the process sweep are
+# ALSO provisional — the head must learn only from title (`wip_title`) + manual
+# labels, never its own auto-applied output, or it would runaway (operator 2026-07-12).
+_AUTO_SOURCES = ("head_auto", "ccip_auto", "ml_auto", "presentation_auto", "process_auto")
 
 
 def _hygiene_excluded_ids(session: Session) -> set[int]:

backend/app/tasks/ml.py

@@ -599,15 +599,33 @@ def scheduled_ccip_auto_apply() -> str:
     soft_time_limit=1800, time_limit=2100,
 )
 def scheduled_presentation_auto_apply() -> str:
-    """Auto-hide presentation chrome (banner / editor screenshot) on a daily
-    passive sweep (#141). No-op unless presentation_auto_apply_enabled. Idempotent
-    — already-hidden images are skipped — so an interrupted run simply re-runs next
-    cycle (that IS the recovery). Wall-clock bounded by the task time limits."""
-    from ..services.ml.heads import presentation_auto_apply_sweep
+    """Auto-hide presentation chrome (banner) on a daily passive sweep (#141).
+    No-op unless presentation_auto_apply_enabled. Idempotent — already-tagged images
+    are skipped — so an interrupted run simply re-runs next cycle (that IS the
+    recovery). Wall-clock bounded by the task time limits."""
+    from ..services.ml.heads import system_tag_auto_apply_sweep
 
     SessionLocal = _sync_session_factory()
     with SessionLocal() as session:
-        result = presentation_auto_apply_sweep(session)
+        result = system_tag_auto_apply_sweep(session, mode="chrome")
+    return f"applied={result['n_applied']} flagged={result['n_flagged']}"
+
+
+@celery.task(
+    name="backend.app.tasks.ml.scheduled_process_auto_apply",
+    soft_time_limit=1800, time_limit=2100,
+)
+def scheduled_process_auto_apply() -> str:
+    """Auto-apply the PROCESS system tags (wip / editor screenshot) on a daily
+    passive sweep (#1464) — provisional source, ring-loud review guard, image stays
+    VISIBLE. No-op unless process_auto_apply_enabled (opt-in). Idempotent —
+    already-tagged/rejected images are skipped — so an interrupted run just re-runs
+    next cycle (the recovery). Wall-clock bounded by the task time limits."""
+    from ..services.ml.heads import system_tag_auto_apply_sweep
+
+    SessionLocal = _sync_session_factory()
+    with SessionLocal() as session:
+        result = system_tag_auto_apply_sweep(session, mode="process")
     return f"applied={result['n_applied']} flagged={result['n_flagged']}"