diff --git a/cli.py b/cli.py
index 651a377..3c6e071 100644
--- a/cli.py
+++ b/cli.py
@@ -891,7 +891,7 @@ def _merge_best_results(existing: list, candidates: list, cfg) -> list:
 
 
 def _recover_unmatched_beats_via_vision(results: list, beats: list, cfg) -> list:
-    """Try a vision-led search for beats that ended up without a match.
+    """Try a vision-led search for beats that ended up weak or unmatched.
 
     For each unmatched beat that has scoreable visual content (i.e. not pure
     fade/title-card material), this pass:
@@ -919,17 +919,28 @@ def _recover_unmatched_beats_via_vision(results: list, beats: list, cfg) -> list
     from src.llm.vision_cache import find_action_window_in_scene, validate_match_window_with_vision
 
     logger = logging.getLogger(__name__)
-    matched_ids = {r.beat_id for r in results}
-    unmatched = [b for b in beats if b.beat_id not in matched_ids]
-    if not unmatched:
+    results_by_id = {r.beat_id: r for r in results}
+    recovery_targets = [
+        b for b in beats
+        if (
+            b.beat_id not in results_by_id
+            or (
+                not results_by_id[b.beat_id].is_confirmed
+                and results_by_id[b.beat_id].match_score < cfg.cv.deep_scan.match_threshold
+            )
+        )
+    ]
+    if not recovery_targets:
         return results
 
     scenes = build_scene_index(cfg)
     if not scenes:
         return results
 
-    new_results = list(results)
-    for beat in unmatched:
+    target_ids = {b.beat_id for b in recovery_targets}
+    new_results = [r for r in results if r.beat_id not in target_ids]
+    replaced_results = {r.beat_id: r for r in results if r.beat_id in target_ids}
+    for beat in recovery_targets:
         try:
             islands = _reference_scoreable_segments(beat, cfg)
         except Exception:
@@ -1029,6 +1040,9 @@ def _recover_unmatched_beats_via_vision(results: list, beats: list, cfg) -> list
                 best = candidate
 
         if best is None:
+            previous = replaced_results.get(beat.beat_id)
+            if previous is not None:
+                new_results.append(previous)
             continue
         score, scene, aligned_in_s, usable_duration_s, repair_reason = best
         logger.info(
diff --git a/docs/ALGORITHM.md b/docs/ALGORITHM.md
index d66c4b2..5f6c0e6 100644
--- a/docs/ALGORITHM.md
+++ b/docs/ALGORITHM.md
@@ -190,6 +190,10 @@ eine kurze Geste erst korrekt erkannt und anschließend in eine spätere
 ähnliche Körperhaltung verschoben wird. Wenn mehrere Vision-Kandidaten in
 derselben Source-Szene ähnlich gut scoren und die Beat-Dauer abdecken,
 bevorzugt der Matcher die frühere Phase.
+Die Vision-Recovery läuft nicht nur für komplett fehlende Beats, sondern auch
+für schwache unbestätigte Treffer. Gerade Low-Light-Beats dürfen nicht an einem
+falschen dunklen CV-Treffer hängen bleiben, wenn der Cache semantisch eine
+bessere Handlungsphase kennt.
 
 Der zusätzliche Hi-Res-Phasenrefine bleibt lokal um den bereits validierten
 Inpoint und übernimmt nur klare Verbesserungen. Er darf keine ganze lange