added log + bugfixes

backend/ai_server.py

@@ -0,0 +1,244 @@
+# backend\ai_server.py
+
+import os
+from typing import List, Optional
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+from ultralytics import YOLO
+
+
+BODY_LABELS = {
+    "anus",
+    "ass",
+    "breasts",
+    "penis",
+    "tongue",
+    "pussy",
+}
+
+OBJECT_LABELS = {
+    "blindfold",
+    "buttplug",
+    "collar",
+    "dildo",
+    "handcuffs",
+    "shower",
+    "strapon",
+    "towel",
+    "vibrator",
+}
+
+CLOTHING_LABELS = {
+    "bikini",
+    "bra",
+    "dress",
+    "heels",
+    "hotpants",
+    "lingerie",
+    "panties",
+    "skirt",
+    "stockings",
+    "croptop",
+}
+
+POSITION_LABELS = {
+    "missionary",
+    "doggy",
+    "cowgirl",
+    "reverse_cowgirl",
+    "cunnilingus",
+    "prone_bone",
+    "standing",
+    "standing_doggy",
+    "spooning",
+    "sitting",
+    "facesitting",
+    "handjob",
+    "blowjob",
+    "toy_play",
+    "fingering",
+    "69",
+    "other",
+}
+
+
+class PredictBatchRequest(BaseModel):
+    paths: List[str]
+    detectorOnly: bool = False
+    imageSize: int = 640
+    model: Optional[str] = None
+
+
+app = FastAPI()
+
+from pathlib import Path
+
+BASE_DIR = Path(__file__).resolve().parent
+DEFAULT_MODEL_PATH = BASE_DIR / "generated" / "training" / "detector" / "model" / "best.pt"
+
+def resolve_model_path() -> str:
+    env_path = os.environ.get("YOLO_MODEL", "").strip()
+    if env_path:
+        p = Path(env_path)
+        if p.exists():
+            return str(p)
+        raise RuntimeError(f"YOLO_MODEL not found: {p}")
+
+    default_path = DEFAULT_MODEL_PATH
+    if default_path.exists():
+        return str(default_path)
+
+    raise RuntimeError(f"YOLO model not found: {default_path}")
+
+
+_MODEL_PATH = resolve_model_path()
+_DEVICE = os.environ.get("YOLO_DEVICE", "")
+_CONF = float(os.environ.get("YOLO_CONF", "0.25"))
+_BATCH = int(os.environ.get("YOLO_BATCH", "16"))
+_IMGSZ = int(os.environ.get("YOLO_IMGSZ", "640"))
+_HALF = os.environ.get("YOLO_HALF", "0").lower() in {"1", "true", "yes", "on"}
+
+model = YOLO(_MODEL_PATH)
+
+
+def scored(label: str, score: float) -> dict:
+    return {
+        "label": label,
+        "score": float(score),
+    }
+
+
+def best_score(items: list[dict], label: str, score: float) -> None:
+    for item in items:
+        if item["label"] == label:
+            if score > item["score"]:
+                item["score"] = float(score)
+            return
+
+    items.append(scored(label, score))
+
+
+def prediction_from_result(result) -> dict:
+    names = result.names or {}
+
+    boxes_out = []
+    body_parts = []
+    objects = []
+    clothing = []
+
+    sex_position = "unknown"
+    sex_position_score = 0.0
+
+    if result.boxes is not None:
+        xywhn = result.boxes.xywhn.cpu().tolist()
+        cls_values = result.boxes.cls.cpu().tolist()
+        conf_values = result.boxes.conf.cpu().tolist()
+
+        for box_xywhn, cls_id, conf in zip(xywhn, cls_values, conf_values):
+            label = str(names.get(int(cls_id), int(cls_id))).strip().lower()
+            score = float(conf)
+
+            if not label:
+                continue
+
+            cx, cy, w, h = [float(v) for v in box_xywhn]
+            x = max(0.0, min(1.0, cx - w / 2.0))
+            y = max(0.0, min(1.0, cy - h / 2.0))
+            w = max(0.0, min(1.0 - x, w))
+            h = max(0.0, min(1.0 - y, h))
+
+            boxes_out.append({
+                "label": label,
+                "score": score,
+                "x": x,
+                "y": y,
+                "w": w,
+                "h": h,
+            })
+
+            if label in BODY_LABELS:
+                best_score(body_parts, label, score)
+
+            if label in OBJECT_LABELS:
+                best_score(objects, label, score)
+
+            if label in CLOTHING_LABELS:
+                best_score(clothing, label, score)
+
+            if label in POSITION_LABELS and score > sex_position_score:
+                sex_position = label
+                sex_position_score = score
+
+    people_count = sum(
+        1 for box in boxes_out
+        if box["label"] in {"person", "person_male", "person_female", "person_unknown"}
+    )
+    male_count = sum(1 for box in boxes_out if box["label"] in {"person_male", "male_person"})
+    female_count = sum(1 for box in boxes_out if box["label"] in {"person_female", "female_person"})
+    unknown_count = max(0, people_count - male_count - female_count)
+
+    return {
+        "modelAvailable": True,
+        "source": f"yolo-server:{Path(_MODEL_PATH).name}",
+        "peopleCount": people_count,
+        "maleCount": male_count,
+        "femaleCount": female_count,
+        "unknownCount": unknown_count,
+        "sexPosition": sex_position,
+        "sexPositionScore": sex_position_score,
+        "bodyPartsPresent": body_parts,
+        "objectsPresent": objects,
+        "clothingPresent": clothing,
+        "boxes": boxes_out,
+    }
+
+
+@app.post("/predict-batch")
+def predict_batch(req: PredictBatchRequest):
+    paths = [str(path).strip() for path in req.paths if str(path).strip()]
+    if not paths:
+        return {
+            "ok": False,
+            "predictions": [],
+            "error": "no paths supplied",
+        }
+
+    imgsz = int(req.imageSize or _IMGSZ or 640)
+
+    try:
+        results = model.predict(
+            source=paths,
+            imgsz=imgsz,
+            conf=_CONF,
+            batch=_BATCH,
+            device=_DEVICE or None,
+            half=_HALF,
+            verbose=False,
+        )
+
+        predictions = [prediction_from_result(result) for result in results]
+
+        return {
+            "ok": True,
+            "predictions": predictions,
+        }
+
+    except Exception as exc:
+        return {
+            "ok": False,
+            "predictions": [],
+            "error": str(exc),
+        }
+
+
+@app.get("/health")
+def health():
+    names = getattr(model, "names", {}) or {}
+
+    return {
+        "ok": True,
+        "model": _MODEL_PATH,
+        "classCount": len(names),
+        "classes": list(names.values())[:80] if isinstance(names, dict) else names,
+    }

backend/assets_generate.go

@@ -83,12 +83,12 @@ func postWorkSortForVideoPath(videoPath string) (bucket int, sortName string) {
 func assetPathsForID(id string) (assetDir, thumbPath, previewPath, spritePath, metaPath string, err error) {
 	id = strings.TrimSpace(id)
 	if id == "" {
-		return "", "", "", "", "", fmt.Errorf("empty id")
+		return "", "", "", "", "", appErrorf("empty id")
 	}
 
 	assetDir, err = ensureGeneratedDir(id)
 	if err != nil || strings.TrimSpace(assetDir) == "" {
-		return "", "", "", "", "", fmt.Errorf("generated dir: %v", err)
+		return "", "", "", "", "", appErrorf("generated dir: %v", err)
 	}
 
 	thumbPath = filepath.Join(assetDir, "preview.jpg")
@@ -103,6 +103,115 @@ func assetPathsForID(id string) (assetDir, thumbPath, previewPath, spritePath, m
 	return assetDir, thumbPath, previewPath, spritePath, metaPath, nil
 }
 
+func requiredAnalyzeGoals() []string {
+	return []string{"nsfw", "highlights"}
+}
+
+func hasAIResultsForAllOutputGoals(outPath string, goals []string) bool {
+	// Der Name bleibt für Kompatibilität,
+	// aber semantisch heißt das jetzt:
+	// "Sind alle Analysen gespeichert?"
+	return hasAIAnalysisForAllOutputGoals(outPath, goals)
+}
+
+func ensureAnalyzeAllGoalsForVideoCtx(
+	ctx context.Context,
+	videoPath string,
+	sourceURL string,
+) (bool, error) {
+	return ensureAnalyzeAllGoalsForVideoCtxForce(ctx, videoPath, sourceURL, false)
+}
+
+func ensureAnalyzeAllGoalsForVideoCtxForce(
+	ctx context.Context,
+	videoPath string,
+	sourceURL string,
+	force bool,
+) (bool, error) {
+	videoPath = strings.TrimSpace(videoPath)
+	if videoPath == "" {
+		return false, nil
+	}
+
+	// Normaler Asset-/Postwork-Pfad:
+	// vorhandene Analyse behalten.
+	if !force && hasAIAnalysisForAllOutputGoals(videoPath, requiredAnalyzeGoals()) {
+		return false, nil
+	}
+
+	fi, err := os.Stat(videoPath)
+	if err != nil || fi == nil || fi.IsDir() || fi.Size() <= 0 {
+		return false, nil
+	}
+
+	id := assetIDFromVideoPath(videoPath)
+	if id == "" {
+		return false, nil
+	}
+
+	_, _, _, _, metaPath, perr := assetPathsForID(id)
+	if perr != nil {
+		return false, perr
+	}
+
+	meta, _ := ensureVideoMeta(ctx, videoPath, metaPath, sourceURL, fi)
+
+	actx, cancel := context.WithTimeout(ctx, 30*time.Minute)
+	defer cancel()
+
+	durationSec := meta.durSec
+	if durationSec <= 0 {
+		durationSec, _ = durationSecondsForAnalyze(actx, videoPath)
+	}
+	if durationSec <= 0 {
+		return false, appErrorf("videolänge konnte nicht bestimmt werden")
+	}
+
+	// NSFW + Highlights in EINEM Frame-Extraktionslauf analysieren.
+	nsfwHits, highlightHits, err := analyzeVideoFromFramesForGoal(
+		actx,
+		videoPath,
+		"all",
+	)
+	if err != nil {
+		return false, err
+	}
+
+	nsfwSegments := buildAnalyzeSegmentsForGoal(nsfwHits, durationSec, "nsfw")
+	nsfwRating := computeNSFWRating(nsfwSegments, durationSec)
+
+	nsfwAI := &aiAnalysisMeta{
+		Goal:           "nsfw",
+		Mode:           "video",
+		Hits:           nsfwHits,
+		Segments:       nsfwSegments,
+		Rating:         nsfwRating,
+		AnalyzedAtUnix: time.Now().Unix(),
+	}
+
+	if err := writeVideoAIForFile(actx, videoPath, meta.sourceURL, nsfwAI); err != nil {
+		return false, err
+	}
+
+	highlightSegments := buildAnalyzeSegmentsForGoal(highlightHits, durationSec, "highlights")
+	highlightRating := computeNSFWRating(highlightSegments, durationSec)
+
+	highlightAI := &aiAnalysisMeta{
+		Goal:           "highlights",
+		Mode:           "video",
+		Hits:           highlightHits,
+		Segments:       highlightSegments,
+		Rating:         highlightRating,
+		AnalyzedAtUnix: time.Now().Unix(),
+	}
+
+	if err := writeVideoAIForFile(actx, videoPath, meta.sourceURL, highlightAI); err != nil {
+		return false, err
+	}
+
+	return hasAIAnalysisForAllOutputGoals(videoPath, requiredAnalyzeGoals()), nil
+}
+
 func assetsTruthForVideo(videoPath string) finishedPhaseTruth {
 	videoPath = strings.TrimSpace(videoPath)
 
@@ -132,8 +241,8 @@ func assetsTruthForVideo(videoPath string) finishedPhaseTruth {
 	truth.TeaserReady = fileExistsNonEmpty(previewPath)
 	truth.SpritesReady = fileExistsNonEmpty(spritePath)
 
-	// Analyse weiterhin inhaltlich prüfen
+	// Analyse für Standard-Postwork: NSFW-Rating
-	truth.AnalyzeReady = hasAIResultsForOutput(videoPath)
+	truth.AnalyzeReady = truth.SpritesReady && hasAIAnalysisForAllOutputGoals(videoPath, requiredAnalyzeGoals())
 
 	return truth
 }
@@ -365,7 +474,7 @@ func ensurePrimaryAssetsForVideoWithProgressCtx(
 				if err := atomicWriteFile(thumbPath, img); err == nil {
 					out.ThumbGenerated = true
 				} else {
-					fmt.Println("⚠️ thumb write:", err)
+					appLogln("⚠️ thumb write:", err)
 				}
 			}
 		}()
@@ -628,14 +737,14 @@ func ensureTeaserForVideoCtx(
 		nil,
 	); err != nil {
 		if isFFmpegInputInvalidError(err) {
-			return false, fmt.Errorf("teaser ffmpeg input ungültig für %s: %w", videoPath, err)
+			return false, appErrorf("teaser ffmpeg input ungültig für %s: %w", videoPath, err)
 		}
-		return false, fmt.Errorf("teaser generation fehlgeschlagen für %s: %w", videoPath, err)
+		return false, appErrorf("teaser generation fehlgeschlagen für %s: %w", videoPath, err)
 	}
 
 	// Zusätzliche Sicherheitsprüfung: Datei muss nach der Generierung wirklich existieren
 	if pfi, err := os.Stat(previewPath); err != nil || pfi == nil || pfi.IsDir() || pfi.Size() <= 0 {
-		return false, fmt.Errorf("teaser wurde ohne gültige preview.mp4 beendet: %s", previewPath)
+		return false, appErrorf("teaser wurde ohne gültige preview.mp4 beendet: %s", previewPath)
 	}
 
 	var computedPreviewClips []previewClip
@@ -781,7 +890,12 @@ func ensureAnalyzeForVideoCtx(
 		return false, nil
 	}
 
-	if hasAIResultsForOutput(videoPath) {
+	goal = normalizeAIGoal(goal)
+	if goal == "" {
+		goal = "nsfw"
+	}
+
+	if hasAIAnalysisForOutputGoal(videoPath, goal) {
 		return false, nil
 	}
 
@@ -795,55 +909,20 @@ func ensureAnalyzeForVideoCtx(
 		return false, nil
 	}
 
-	_, _, _, spritePath, metaPath, perr := assetPathsForID(id)
+	_, _, _, _, _, perr := assetPathsForID(id)
 	if perr != nil {
 		return false, perr
 	}
 
-	meta, _ := ensureVideoMeta(ctx, videoPath, metaPath, sourceURL, fi)
+	// Analyse läuft jetzt frame-basiert und braucht kein preview-sprite.jpg mehr.
-
+	if _, err := ensureAnalyzeAllGoalsForVideoCtx(ctx, videoPath, sourceURL); err != nil {
-	if sfi, err := os.Stat(spritePath); err != nil || sfi == nil || sfi.IsDir() || sfi.Size() <= 0 {
+		return false, err
-		return false, nil
 	}
 
-	goal = strings.ToLower(strings.TrimSpace(goal))
+	return hasAIAnalysisForOutputGoal(videoPath, goal), nil
-	if goal == "" {
-		goal = "nsfw"
-	}
-
-	actx, cancel := context.WithTimeout(ctx, 90*time.Second)
-	defer cancel()
-
-	durationSec, _ := durationSecondsForAnalyze(actx, videoPath)
-	hits, aerr := analyzeVideoFromSprite(actx, videoPath, goal)
-	if aerr != nil {
-		return false, nil
-	}
-
-	segments := buildSegmentsFromAnalyzeHits(hits, durationSec)
-
-	var rating *aiRatingMeta
-	if goal == "nsfw" {
-		rating = computeNSFWRating(segments, durationSec)
-	}
-
-	ai := &aiAnalysisMeta{
-		Goal:           goal,
-		Mode:           "sprite",
-		Hits:           hits,
-		Segments:       segments,
-		Rating:         rating,
-		AnalyzedAtUnix: time.Now().Unix(),
-	}
-
-	if werr := writeVideoAIForFile(actx, videoPath, meta.sourceURL, ai); werr != nil {
-		return false, nil
-	}
-
-	return true, nil
 }
 
-func ensureDeferredAssetsAndAI(ctx context.Context, videoPath, sourceURL string) error {
+func ensureDeferredAssetsAndAI(ctx context.Context, videoPath, sourceURL string, goal string) error {
 	videoPath = strings.TrimSpace(videoPath)
 	if videoPath == "" {
 		return nil
@@ -859,26 +938,23 @@ func ensureDeferredAssetsAndAI(ctx context.Context, videoPath, sourceURL string)
 		return nil
 	}
 
-	// NUR noch langsame Background-Schritte:
+	// Sprite weiterhin best-effort erzeugen.
-	// 1) Sprite
 	if _, err := ensureSpritesForVideoCtx(ctx, videoPath, sourceURL); err != nil {
-		return fmt.Errorf("deferred sprite failed for %s: %w", videoPath, err)
+		appLogln("⚠️ deferred sprite failed:", err)
 	}
 
-	spriteTruth := assetsTruthForVideo(videoPath)
+	// Analyse genau einmal für alle Standard-Ziele.
-	if !spriteTruth.SpritesReady {
+	if _, err := ensureAnalyzeAllGoalsForVideoCtx(ctx, videoPath, sourceURL); err != nil {
-		return fmt.Errorf("preview-sprite.jpg fehlt nach deferred generation: %s", id)
+		return appErrorf("deferred analyze failed for %s: %w", videoPath, err)
 	}
 
-	// 2) Analyse
+	goal = normalizeAIGoal(goal)
-	analyzeReady, err := ensureAnalyzeForVideoCtx(ctx, videoPath, sourceURL, "nsfw")
+	if goal == "" {
-	if err != nil {
+		goal = "highlights"
-		return fmt.Errorf("deferred analyze failed for %s: %w", videoPath, err)
 	}
 
-	analyzeTruth := assetsTruthForVideo(videoPath)
+	if !hasAIAnalysisForOutputGoal(videoPath, goal) {
-	if !analyzeReady && !analyzeTruth.AnalyzeReady {
+		return appErrorf("Analyse fehlt nach deferred analyze: %s", id)
-		return fmt.Errorf("Analyse fehlt nach deferred analyze: %s", id)
 	}
 
 	return nil
@@ -896,13 +972,22 @@ func enqueueDeferredAssetsAndAI(job *RecordJob, outPath string, sourceURL string
 		return false
 	}
 
+	requiredGoals := requiredAnalyzeGoals()
+
 	truth := assetsTruthForVideo(outPath)
 
 	needMeta := !truth.MetaReady
 	needThumb := !truth.ThumbReady
 	needTeaser := !truth.TeaserReady
 	needSprites := !truth.SpritesReady
-	needAnalyze := !truth.AnalyzeReady
+
+	needAnalyze := false
+	for _, goal := range requiredGoals {
+		if !hasAIAnalysisForOutputGoal(outPath, goal) {
+			needAnalyze = true
+			break
+		}
+	}
 
 	// Nichts zu tun -> erfolgreich
 	if !needMeta && !needThumb && !needTeaser && !needSprites && !needAnalyze {
@@ -923,7 +1008,7 @@ func enqueueDeferredAssetsAndAI(job *RecordJob, outPath string, sourceURL string
 		publishDeferredPhase(fileName, assetID, "postwork", "sprites", "queued", "Sprites warten", nil)
 	}
 	if needAnalyze {
-		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "queued", "Analyse wartet", nil)
+		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "queued", "Analysen warten", nil)
 	}
 
 	sortBucket, sortName := postWorkSortForVideoPath(outPath)
@@ -945,7 +1030,7 @@ func enqueueDeferredAssetsAndAI(job *RecordJob, outPath string, sourceURL string
 		return true
 	}
 
-	enqueueErr := fmt.Errorf("enqueue failed")
+	enqueueErr := appErrorf("enqueue failed")
 
 	// queued-Zustände auf error drehen, aber nur für wirklich fehlende Phasen
 	if needMeta {
@@ -961,7 +1046,7 @@ func enqueueDeferredAssetsAndAI(job *RecordJob, outPath string, sourceURL string
 		publishDeferredPhase(fileName, assetID, "postwork", "sprites", "error", "Sprites konnten nicht eingeplant werden", enqueueErr)
 	}
 	if needAnalyze {
-		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "error", "Analyse konnte nicht eingeplant werden", enqueueErr)
+		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "error", "Analysen konnten nicht eingeplant werden", enqueueErr)
 	}
 
 	return false
@@ -1056,7 +1141,7 @@ func ensureAssetsForVideoDetailed(ctx context.Context, videoPath string, sourceU
 		metaHasSprite = true
 	}
 
-	metaHasAI := hasAIResultsForOutput(videoPath)
+	metaHasAI := hasAIAnalysisForAllOutputGoals(videoPath, requiredAnalyzeGoals())
 
 	// Nur dann wirklich komplett "fertig", wenn auch AI vorhanden ist
 	if thumbBefore && previewBefore && spriteBefore && meta.ok && metaHasSprite && metaHasAI {
@@ -1120,7 +1205,7 @@ func ensureAssetsForVideoDetailed(ctx context.Context, videoPath string, sourceU
 				if err := atomicWriteFile(thumbPath, img); err == nil {
 					out.ThumbGenerated = true
 				} else {
-					fmt.Println("⚠️ thumb write:", err)
+					appLogln("⚠️ thumb write:", err)
 				}
 			}
 		}()
@@ -1296,7 +1381,7 @@ func ensureAssetsForVideoDetailed(ctx context.Context, videoPath string, sourceU
 	return out, nil
 }
 
-func hasAIResultsForOutput(outPath string) bool {
+func hasAIResultsForOutputGoal(outPath string, goal string) bool {
 	outPath = strings.TrimSpace(outPath)
 	if outPath == "" {
 		return false
@@ -1312,7 +1397,9 @@ func hasAIResultsForOutput(outPath string) bool {
 		return false
 	}
 
-	aiMap, ok := readVideoMetaAI(metaPath)
+	goal = normalizeAIGoal(goal)
+
+	aiMap, ok := readVideoMetaAIForGoal(metaPath, goal)
 	if !ok || aiMap == nil {
 		return false
 	}
@@ -1323,6 +1410,74 @@ func hasAIResultsForOutput(outPath string) bool {
 	return (hasHits && len(rawHits) > 0) || (hasSegs && len(rawSegs) > 0)
 }
 
+func hasAIAnalysisForOutputGoal(outPath string, goal string) bool {
+	outPath = strings.TrimSpace(outPath)
+	if outPath == "" {
+		return false
+	}
+
+	id := assetIDFromVideoPath(outPath)
+	if id == "" {
+		return false
+	}
+
+	metaPath, err := generatedMetaFile(id)
+	if err != nil || strings.TrimSpace(metaPath) == "" {
+		return false
+	}
+
+	goal = normalizeAIGoal(goal)
+
+	aiMap, ok := readVideoMetaAIForGoal(metaPath, goal)
+	if !ok || aiMap == nil {
+		return false
+	}
+
+	// Wichtig:
+	// Auch eine Analyse ohne Treffer ist fertig, solange sie gespeichert wurde.
+	if rawGoal, ok := aiMap["goal"].(string); ok && normalizeAIGoal(rawGoal) == goal {
+		return true
+	}
+
+	if rawMode, ok := aiMap["mode"].(string); ok && strings.TrimSpace(rawMode) != "" {
+		return true
+	}
+
+	if _, ok := aiMap["hits"]; ok {
+		return true
+	}
+
+	if _, ok := aiMap["segments"]; ok {
+		return true
+	}
+
+	if _, ok := aiMap["analyzedAtUnix"]; ok {
+		return true
+	}
+
+	return false
+}
+
+func hasAIAnalysisForAllOutputGoals(outPath string, goals []string) bool {
+	outPath = strings.TrimSpace(outPath)
+	if outPath == "" {
+		return false
+	}
+
+	if len(goals) == 0 {
+		goals = requiredAnalyzeGoals()
+	}
+
+	for _, goal := range goals {
+		goal = normalizeAIGoal(goal)
+		if !hasAIAnalysisForOutputGoal(outPath, goal) {
+			return false
+		}
+	}
+
+	return true
+}
+
 type PrepareSplitResult struct {
 	AssetsReady  bool
 	AnalyzeReady bool
@@ -1335,12 +1490,12 @@ func prepareVideoForSplit(ctx context.Context, videoPath, sourceURL, goal string
 
 	videoPath = strings.TrimSpace(videoPath)
 	if videoPath == "" {
-		return out, fmt.Errorf("empty videoPath")
+		return out, appErrorf("empty videoPath")
 	}
 
 	fi, err := os.Stat(videoPath)
 	if err != nil || fi == nil || fi.IsDir() || fi.Size() <= 0 {
-		return out, fmt.Errorf("video datei nicht gefunden")
+		return out, appErrorf("video datei nicht gefunden")
 	}
 
 	// 1) Nur schnelle / primäre Assets sicherstellen:
@@ -1356,7 +1511,7 @@ func prepareVideoForSplit(ctx context.Context, videoPath, sourceURL, goal string
 
 	id := assetIDFromVideoPath(videoPath)
 	if id == "" {
-		return out, fmt.Errorf("konnte asset id nicht ableiten")
+		return out, appErrorf("konnte asset id nicht ableiten")
 	}
 
 	_, thumbPath, previewPath, spritePath, _, perr := assetPathsForID(id)
@@ -1382,15 +1537,15 @@ func prepareVideoForSplit(ctx context.Context, videoPath, sourceURL, goal string
 
 	goal = strings.ToLower(strings.TrimSpace(goal))
 	if goal == "" {
-		goal = "nsfw"
+		goal = "highlights"
 	}
 
 	// 2) Für Split brauchen wir zusätzlich Sprite + AI.
 	//    Deshalb die langsamen Deferred-Schritte hier bei Bedarf synchron nachziehen.
 	//    (Im normalen Record-Flow laufen sie separat im Hintergrund.)
-	if err := ensureDeferredAssetsAndAI(ctx, videoPath, sourceURL); err != nil {
+	if err := ensureDeferredAssetsAndAI(ctx, videoPath, sourceURL, goal); err != nil {
 		// best effort: kein harter Fehler, Status unten nochmal aus Dateisystem/meta ableiten
-		fmt.Println("⚠️ prepareVideoForSplit deferred enrich:", err)
+		appLogln("⚠️ prepareVideoForSplit deferred enrich:", err)
 	}
 
 	spriteExists := func() bool {
@@ -1403,27 +1558,22 @@ func prepareVideoForSplit(ctx context.Context, videoPath, sourceURL, goal string
 	out.SpriteReady = spriteExists
 
 	// 3) AI-Segmente prüfen
-	if hasAIResultsForOutput(videoPath) {
+	if hasAIAnalysisForOutputGoal(videoPath, goal) {
 		out.AnalyzeReady = true
 		return out, nil
 	}
 
-	// 4) Falls trotz Deferred-Step noch kein Sprite da ist, können wir AI nicht ausführen
+	// 4) Fallback: AI direkt berechnen
-	if !spriteExists {
-		return out, nil
-	}
-
-	// 5) Letzter Fallback: AI jetzt direkt berechnen
 	durationSec, _ := durationSecondsForAnalyze(ctx, videoPath)
-	hits, aerr := analyzeVideoFromSprite(ctx, videoPath, goal)
+	hits, aerr := analyzeVideoFromFrames(ctx, videoPath, goal)
 	if aerr != nil {
 		return out, nil
 	}
 
-	segments := buildSegmentsFromAnalyzeHits(hits, durationSec)
+	segments := buildAnalyzeSegmentsForGoal(hits, durationSec, goal)
 
 	var rating *aiRatingMeta
-	if goal == "nsfw" {
+	if goal == "nsfw" || goal == "highlights" {
 		rating = computeNSFWRating(segments, durationSec)
 	}
 
@@ -1440,6 +1590,6 @@ func prepareVideoForSplit(ctx context.Context, videoPath, sourceURL, goal string
 		return out, nil
 	}
 
-	out.AnalyzeReady = len(segments) > 0
+	out.AnalyzeReady = hasAIAnalysisForOutputGoal(videoPath, goal)
 	return out, nil
 }

backend/assets_sprite.go

@@ -14,11 +14,20 @@ import (
 )
 
 const (
+	// Weniger Frames als vorher, aber Qualität pro Frame bleibt gut genug
+	// für Analyse + UI.
 	previewSpriteCols       = 20
 	previewSpriteRows       = 12
 	previewSpriteFrameCount = previewSpriteCols * previewSpriteRows
-	previewSpriteCellW      = 320
+
-	previewSpriteCellH      = 180
+	// Nicht kleiner machen, solange die Analyse dieselben Sprites nutzt.
+	// 320x180 ist für Positionen/Body/Object-Erkennung deutlich sicherer
+	// als 240x135.
+	previewSpriteCellW = 320
+	previewSpriteCellH = 180
+
+	// 4 ist kleiner als 3, aber noch gut genug für Analyse.
+	previewSpriteJpegQ = "4"
 )
 
 func fixedPreviewSpriteLayout() (cols, rows, count, cellW, cellH int) {
@@ -66,23 +75,23 @@ func generatePreviewSpriteJPG(
 	outPath = strings.TrimSpace(outPath)
 
 	if videoPath == "" {
-		return fmt.Errorf("generatePreviewSpriteJPG: empty videoPath")
+		return appErrorf("generatePreviewSpriteJPG: empty videoPath")
 	}
 	if outPath == "" {
-		return fmt.Errorf("generatePreviewSpriteJPG: empty outPath")
+		return appErrorf("generatePreviewSpriteJPG: empty outPath")
 	}
 	if cols <= 0 || rows <= 0 {
-		return fmt.Errorf("generatePreviewSpriteJPG: invalid grid %dx%d", cols, rows)
+		return appErrorf("generatePreviewSpriteJPG: invalid grid %dx%d", cols, rows)
 	}
 	if stepSec <= 0 {
-		return fmt.Errorf("generatePreviewSpriteJPG: invalid stepSec %.3f", stepSec)
+		return appErrorf("generatePreviewSpriteJPG: invalid stepSec %.3f", stepSec)
 	}
 	if cellW <= 0 || cellH <= 0 {
-		return fmt.Errorf("generatePreviewSpriteJPG: invalid cell size %dx%d", cellW, cellH)
+		return appErrorf("generatePreviewSpriteJPG: invalid cell size %dx%d", cellW, cellH)
 	}
 
 	if err := os.MkdirAll(filepath.Dir(outPath), 0o755); err != nil {
-		return fmt.Errorf("mkdir sprite dir: %w", err)
+		return appErrorf("mkdir sprite dir: %w", err)
 	}
 
 	ext := filepath.Ext(outPath)
@@ -111,7 +120,7 @@ func generatePreviewSpriteJPG(
 	// robustere Filterkette
 	vf := fmt.Sprintf(
 		"fps=fps=1/%f:start_time=0:round=up,"+
-			"scale=%d:%d:force_original_aspect_ratio=decrease:flags=bilinear,"+
+			"scale=%d:%d:force_original_aspect_ratio=decrease:flags=fast_bilinear,"+
 			"pad=%d:%d:(ow-iw)/2:(oh-ih)/2:black,"+
 			"setsar=1,"+
 			"tile=%dx%d:margin=0:padding=0",
@@ -135,7 +144,7 @@ func generatePreviewSpriteJPG(
 		"-frames:v", "1",
 		"-update", "1",
 		"-c:v", "mjpeg",
-		"-q:v", "3",
+		"-q:v", previewSpriteJpegQ,
 		tmpPath,
 	)
 
@@ -164,7 +173,7 @@ func generatePreviewSpriteJPG(
 			msgErr = "(kein stderr)"
 		}
 
-		return fmt.Errorf(
+		return appErrorf(
 			"ffmpeg sprite failed for %q -> %q: %w | args=%q | stderr=%s",
 			videoPath,
 			tmpPath,
@@ -176,15 +185,15 @@ func generatePreviewSpriteJPG(
 
 	fi, err := os.Stat(tmpPath)
 	if err != nil {
-		return fmt.Errorf("sprite temp stat failed: %w", err)
+		return appErrorf("sprite temp stat failed: %w", err)
 	}
 	if fi.IsDir() || fi.Size() <= 0 {
-		return fmt.Errorf("sprite temp file invalid/empty")
+		return appErrorf("sprite temp file invalid/empty")
 	}
 
 	_ = os.Remove(outPath)
 	if err := os.Rename(tmpPath, outPath); err != nil {
-		return fmt.Errorf("sprite rename failed: %w", err)
+		return appErrorf("sprite rename failed: %w", err)
 	}
 
 	renameOK = true

backend/auth.go

@@ -6,7 +6,6 @@ import (
 	"encoding/base64"
 	"encoding/json"
 	"errors"
-	"fmt"
 	"net/http"
 	"net/url"
 	"os"
@@ -98,11 +97,11 @@ func (am *AuthManager) loadFromFileIfExists() error {
 			// ✅ Datei fehlt: bootstrap erzeugen + Passwort ausgeben
 			return am.bootstrapAuthFile(abs)
 		}
-		return fmt.Errorf("read auth config: %w", err)
+		return appErrorf("read auth config: %w", err)
 	}
 	var c authConfig
 	if err := json.Unmarshal(b, &c); err != nil {
-		return fmt.Errorf("parse auth config: %w", err)
+		return appErrorf("parse auth config: %w", err)
 	}
 	am.confMu.Lock()
 	am.conf = c
@@ -191,13 +190,13 @@ func (am *AuthManager) bootstrapAuthFile(abs string) error {
 	if passHash == "" {
 		p, err := generateRandomPassword()
 		if err != nil {
-			return fmt.Errorf("generate password: %w", err)
+			return appErrorf("generate password: %w", err)
 		}
 		plain = p
 
 		h, err := bcrypt.GenerateFromPassword([]byte(plain), bcrypt.DefaultCost)
 		if err != nil {
-			return fmt.Errorf("bcrypt: %w", err)
+			return appErrorf("bcrypt: %w", err)
 		}
 		passHash = string(h)
 	}
@@ -216,31 +215,31 @@ func (am *AuthManager) bootstrapAuthFile(abs string) error {
 
 	// Datei schreiben
 	if err := os.MkdirAll(filepath.Dir(abs), 0o755); err != nil {
-		return fmt.Errorf("mkdir auth dir: %w", err)
+		return appErrorf("mkdir auth dir: %w", err)
 	}
 
 	b, err := json.MarshalIndent(c, "", "  ")
 	if err != nil {
-		return fmt.Errorf("marshal auth config: %w", err)
+		return appErrorf("marshal auth config: %w", err)
 	}
 	b = append(b, '\n')
 
 	if err := atomicWriteFileCompat(abs, b); err != nil {
-		return fmt.Errorf("write auth config: %w", err)
+		return appErrorf("write auth config: %w", err)
 	}
 
 	// Passwort in Konsole anzeigen (nur wenn wir es generiert haben)
 	if plain != "" {
-		fmt.Println("🔐 auth.json wurde neu erstellt:")
+		appLogln("🔐 auth.json wurde neu erstellt:")
-		fmt.Println("   Datei:   ", abs)
+		appLogln("   Datei:   ", abs)
-		fmt.Println("   Username:", user)
+		appLogln("   Username:", user)
-		fmt.Println("   Passwort:", plain)
+		appLogln("   Passwort:", plain)
-		fmt.Println("   Hinweis: Bitte sofort sichern/ändern – das Passwort wird nur beim Erstellen angezeigt.")
+		appLogln("   Hinweis: Bitte sofort sichern/ändern – das Passwort wird nur beim Erstellen angezeigt.")
 	} else {
-		fmt.Println("🔐 auth.json wurde neu erstellt (aus ENV AUTH_PASS_HASH):")
+		appLogln("🔐 auth.json wurde neu erstellt (aus ENV AUTH_PASS_HASH):")
-		fmt.Println("   Datei:   ", abs)
+		appLogln("   Datei:   ", abs)
-		fmt.Println("   Username:", user)
+		appLogln("   Username:", user)
-		fmt.Println("   Hinweis: Klartext-Passwort ist unbekannt (AUTH_PASS_HASH war gesetzt).")
+		appLogln("   Hinweis: Klartext-Passwort ist unbekannt (AUTH_PASS_HASH war gesetzt).")
 	}
 
 	return nil

backend/chaturbate_autostart.go

@@ -298,7 +298,7 @@ func clearAllPendingAutoStartOnStartup() error {
 func startChaturbateAutoStartWorker(store *ModelStore) {
 	if store == nil {
 		if verboseLogs() {
-			fmt.Println("⚠️ [autostart] model store is nil")
+			appLogln("⚠️ [autostart] model store is nil")
 		}
 		return
 	}
@@ -359,9 +359,9 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 			if !fresh {
 				if verboseLogs() {
 					if fetchedAt.IsZero() {
-						fmt.Println("⚠️ [autostart] chaturbate snapshot missing")
+						appLogln("⚠️ [autostart] chaturbate snapshot missing")
 					} else {
-						fmt.Println("⚠️ [autostart] chaturbate snapshot stale:", time.Since(fetchedAt).Round(time.Second))
+						appLogln("⚠️ [autostart] chaturbate snapshot stale:", time.Since(fetchedAt).Round(time.Second))
 					}
 				}
 				continue
@@ -384,7 +384,7 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 			pendingAutoStartMu.Unlock()
 			if err != nil {
 				if verboseLogs() {
-					fmt.Println("⚠️ [autostart] load manual chaturbate pending failed:", err)
+					appLogln("⚠️ [autostart] load manual chaturbate pending failed:", err)
 				}
 				continue
 			}
@@ -394,7 +394,7 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 			pendingAutoStartMu.Unlock()
 			if err != nil {
 				if verboseLogs() {
-					fmt.Println("⚠️ [autostart] load resume chaturbate pending failed:", err)
+					appLogln("⚠️ [autostart] load resume chaturbate pending failed:", err)
 				}
 				continue
 			}
@@ -643,7 +643,7 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 				resumePendingThisScan[user] = true
 
 				if verboseLogs() {
-					fmt.Println("⏸️ [autostart] stopped because model is no longer public:", user, show)
+					appLogln("⏸️ [autostart] stopped because model is no longer public:", user, show)
 				}
 
 				stopJobsInternal([]*RecordJob{runningJob})
@@ -953,16 +953,16 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 				})
 				if err != nil {
 					if verboseLogs() {
-						fmt.Println("❌ [autostart] start failed:", it.url, err)
+						appLogln("❌ [autostart] start failed:", it.url, err)
 					}
 					continue
 				}
 
 				if verboseLogs() {
 					if it.source == "resume" {
-						fmt.Println("▶️ [autostart] resumed:", it.url)
+						appLogln("▶️ [autostart] resumed:", it.url)
 					} else {
-						fmt.Println("▶️ [autostart] started:", it.url)
+						appLogln("▶️ [autostart] started:", it.url)
 					}
 				}
 
@@ -1016,13 +1016,13 @@ func startChaturbateAutoStartWorker(store *ModelStore) {
 				})
 				if err != nil || job == nil {
 					if verboseLogs() {
-						fmt.Println("❌ [autostart] blind start failed:", it.url, err)
+						appLogln("❌ [autostart] blind start failed:", it.url, err)
 					}
 					continue
 				}
 
 				if verboseLogs() {
-					fmt.Println("▶️ [autostart] blind try started:", it.url)
+					appLogln("▶️ [autostart] blind try started:", it.url)
 				}
 
 				if it.source == "manual" {

backend/chaturbate_online.go

@@ -183,7 +183,7 @@ func fetchChaturbateOnlineRooms(ctx context.Context) ([]ChaturbateRoom, error) {
 
 	if resp.StatusCode != 200 {
 		b, _ := io.ReadAll(io.LimitReader(resp.Body, 8<<10))
-		return nil, fmt.Errorf("chaturbate online rooms: HTTP %d: %s", resp.StatusCode, strings.TrimSpace(string(b)))
+		return nil, appErrorf("chaturbate online rooms: HTTP %d: %s", resp.StatusCode, strings.TrimSpace(string(b)))
 	}
 
 	dec := json.NewDecoder(resp.Body)
@@ -194,7 +194,7 @@ func fetchChaturbateOnlineRooms(ctx context.Context) ([]ChaturbateRoom, error) {
 		return nil, err
 	}
 	if d, ok := tok.(json.Delim); !ok || d != '[' {
-		return nil, fmt.Errorf("chaturbate online rooms: expected JSON array")
+		return nil, appErrorf("chaturbate online rooms: expected JSON array")
 	}
 
 	rooms := make([]ChaturbateRoom, 0, 4096)
@@ -365,7 +365,7 @@ func selectBestRoomImageURL(rm ChaturbateRoom) string {
 func fetchProfileImageBytes(ctx context.Context, rawURL string) (mime string, data []byte, err error) {
 	u := strings.TrimSpace(rawURL)
 	if u == "" {
-		return "", nil, fmt.Errorf("empty image url")
+		return "", nil, appErrorf("empty image url")
 	}
 
 	req, err := http.NewRequestWithContext(ctx, http.MethodGet, u, nil)
@@ -383,7 +383,7 @@ func fetchProfileImageBytes(ctx context.Context, rawURL string) (mime string, da
 
 	if resp.StatusCode < 200 || resp.StatusCode >= 300 {
 		b, _ := io.ReadAll(io.LimitReader(resp.Body, 2048))
-		return "", nil, fmt.Errorf("image fetch HTTP %d: %s", resp.StatusCode, strings.TrimSpace(string(b)))
+		return "", nil, appErrorf("image fetch HTTP %d: %s", resp.StatusCode, strings.TrimSpace(string(b)))
 	}
 
 	// Sicherheitslimit (Profilbilder sind klein)
@@ -393,10 +393,10 @@ func fetchProfileImageBytes(ctx context.Context, rawURL string) (mime string, da
 		return "", nil, err
 	}
 	if len(b) == 0 {
-		return "", nil, fmt.Errorf("empty image body")
+		return "", nil, appErrorf("empty image body")
 	}
 	if len(b) > maxImageBytes {
-		return "", nil, fmt.Errorf("image too large")
+		return "", nil, appErrorf("image too large")
 	}
 
 	ct := strings.TrimSpace(strings.ToLower(resp.Header.Get("Content-Type")))
@@ -598,7 +598,7 @@ func startChaturbateOnlinePoller(store *ModelStore) {
 				// wiederholt loggen, nicht nur bei geändertem Fehlertext
 				if msg != lastLoggedErr || time.Since(lastAttempt) > 30*time.Second {
 					if prevFetchedAt.IsZero() {
-						fmt.Println("❌ [chaturbate] online rooms fetch failed (no snapshot yet):", msg)
+						appLogln("❌ [chaturbate] online rooms fetch failed (no snapshot yet):", msg)
 					} else {
 						fmt.Printf(
 							"⚠️ [chaturbate] refresh failed, keeping snapshot from %s (%d rooms): %s\n",
@@ -634,7 +634,7 @@ func startChaturbateOnlinePoller(store *ModelStore) {
 			}
 
 			if lastLoggedErr != "" {
-				fmt.Println("✅ [chaturbate] online rooms fetch recovered")
+				appLogln("✅ [chaturbate] online rooms fetch recovered")
 				lastLoggedErr = ""
 			}
 

backend/cookies_crypto.go

@@ -6,7 +6,6 @@ import (
 	"crypto/rand"
 	"encoding/base64"
 	"encoding/json"
-	"fmt"
 	"io"
 	"os"
 	"path/filepath"
@@ -137,7 +136,7 @@ func decryptBase64ToBytes(blob string) ([]byte, error) {
 	}
 	ns := gcm.NonceSize()
 	if len(buf) < ns {
-		return nil, fmt.Errorf("encrypted cookies: invalid length")
+		return nil, appErrorf("encrypted cookies: invalid length")
 	}
 	nonce := buf[:ns]
 	ciphertext := buf[ns:]

backend/disk_guard.go

@@ -460,7 +460,7 @@ func startDiskSpaceGuard() {
 
 func ensureDiskGuardAllowsStart() error {
 	if atomic.LoadInt32(&diskEmergency) == 1 {
-		return fmt.Errorf("Speicherplatz-Notbremse aktiv: neuer Download wird blockiert")
+		return appErrorf("Speicherplatz-Notbremse aktiv: neuer Download wird blockiert")
 	}
 
 	s := getSettings()
@@ -480,7 +480,7 @@ func ensureDiskGuardAllowsStart() error {
 
 	stopped := stopAllStoppableJobs()
 
-	return fmt.Errorf(
+	return appErrorf(
 		"Speicherplatz-Notbremse aktiv: frei=%s, benötigt=%s, pause=%dGB, resume=%dGB, reserve=%s, gestoppt=%d, pfad=%s",
 		formatBytesSI(u64ToI64(free)),
 		formatBytesSI(u64ToI64(pauseNeed)),

backend/embed.go

@@ -1,3 +1,5 @@
+// backend\embed.go
+
 package main
 
 import (
@@ -6,7 +8,7 @@ import (
 	"path/filepath"
 )
 
-//go:embed ml/*.py ml/*.json
+//go:embed ml/*.py ml/*.json ai_server.py
 var embeddedMLFiles embed.FS
 
 func trainingEmbeddedMLDir() (string, error) {
@@ -40,3 +42,23 @@ func trainingEmbeddedMLDir() (string, error) {
 
 	return dir, nil
 }
+
+func embeddedAIServerDir() (string, error) {
+	dir := filepath.Join(os.TempDir(), "nsfwapp-ai-server")
+
+	if err := os.MkdirAll(dir, 0755); err != nil {
+		return "", err
+	}
+
+	b, err := embeddedMLFiles.ReadFile("ai_server.py")
+	if err != nil {
+		return "", err
+	}
+
+	dstPath := filepath.Join(dir, "ai_server.py")
+	if err := os.WriteFile(dstPath, b, 0644); err != nil {
+		return "", err
+	}
+
+	return dir, nil
+}

backend/frontend.go

@@ -4,7 +4,6 @@ package main
 
 import (
 	"embed"
-	"fmt"
 	"io/fs"
 	"net/http"
 	"path"
@@ -20,13 +19,13 @@ var embeddedFrontend embed.FS
 func makeFrontendHandler() (http.Handler, bool) {
 	distFS, err := fs.Sub(embeddedFrontend, "web/dist")
 	if err != nil {
-		fmt.Println("⚠️  Frontend dist nicht im Binary gefunden – API läuft trotzdem:", err)
+		appLogln("⚠️  Frontend dist nicht im Binary gefunden – API läuft trotzdem:", err)
 		return nil, false
 	}
 
 	// Prüfen, ob index.html vorhanden ist
 	if _, err := fs.Stat(distFS, "index.html"); err != nil {
-		fmt.Println("⚠️  Frontend index.html nicht im Binary gefunden – API läuft trotzdem:", err)
+		appLogln("⚠️  Frontend index.html nicht im Binary gefunden – API läuft trotzdem:", err)
 		return nil, false
 	}
 

backend/live.go

@@ -67,7 +67,7 @@ func shouldRefreshHLS(userLower string, minInterval time.Duration) bool {
 func fetchCurrentBestHLS(ctx context.Context, username string, cookie string, userAgent string) (string, error) {
 	u := strings.TrimSpace(username)
 	if u == "" {
-		return "", fmt.Errorf("empty username")
+		return "", appErrorf("empty username")
 	}
 
 	if strings.TrimSpace(userAgent) == "" {
@@ -89,7 +89,7 @@ func fetchCurrentBestHLS(ctx context.Context, username string, cookie string, us
 
 	master = strings.TrimSpace(master)
 	if master == "" {
-		return "", fmt.Errorf("empty parsed hls url")
+		return "", appErrorf("empty parsed hls url")
 	}
 
 	return master, nil
@@ -161,7 +161,7 @@ func stopPreview(job *RecordJob) {
 
 func refreshPreviewLiveSourceForJob(r *http.Request, job *RecordJob) error {
 	if job == nil {
-		return fmt.Errorf("job nil")
+		return appErrorf("job nil")
 	}
 
 	jobsMu.RLock()
@@ -189,7 +189,7 @@ func refreshPreviewLiveSourceForJob(r *http.Request, job *RecordJob) error {
 
 	username := strings.TrimSpace(extractUsername(sourceURL))
 	if username == "" {
-		return fmt.Errorf("username not found")
+		return appErrorf("username not found")
 	}
 
 	// ✅ wichtig: doppelten Refresh verhindern
@@ -206,7 +206,7 @@ func refreshPreviewLiveSourceForJob(r *http.Request, job *RecordJob) error {
 	}
 	newHls = strings.TrimSpace(newHls)
 	if newHls == "" {
-		return fmt.Errorf("empty hls")
+		return appErrorf("empty hls")
 	}
 
 	var oldHls string
@@ -501,7 +501,7 @@ func classifyPreviewFFmpegStderr(stderr string) (state string, httpStatus int) {
 // It also starts your existing live-thumb loop: startLiveThumbJPGLoop(ctx, job).
 func startPreviewHLS(ctx context.Context, job *RecordJob, m3u8URL, previewDir, httpCookie, userAgent string) error {
 	if strings.TrimSpace(ffmpegPath) == "" {
-		return fmt.Errorf("kein ffmpeg gefunden – setze FFMPEG_PATH oder lege ffmpeg(.exe) neben das Backend")
+		return appErrorf("kein ffmpeg gefunden – setze FFMPEG_PATH oder lege ffmpeg(.exe) neben das Backend")
 	}
 	if err := os.MkdirAll(previewDir, 0o755); err != nil {
 		return err

backend/log.go

@@ -0,0 +1,266 @@
+// backend\log.go
+
+package main
+
+import (
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"path/filepath"
+	"strings"
+	"sync"
+	"time"
+)
+
+var (
+	appLogMu   sync.Mutex
+	appLogFile *os.File
+)
+
+func appLogPath() string {
+	exePath, _ := os.Executable()
+	exeDir := ""
+
+	if exePath != "" {
+		exeDir = filepath.Dir(exePath)
+	}
+
+	if exeDir == "" {
+		exeDir, _ = os.Getwd()
+	}
+
+	return filepath.Join(exeDir, "recorder.log")
+}
+
+func openAppLogFile() (*os.File, error) {
+	path := appLogPath()
+
+	if err := os.MkdirAll(filepath.Dir(path), 0755); err != nil {
+		return nil, err
+	}
+
+	return os.OpenFile(path, os.O_CREATE|os.O_WRONLY|os.O_APPEND, 0644)
+}
+
+func initAppLog() {
+	appLogMu.Lock()
+	defer appLogMu.Unlock()
+
+	if appLogFile != nil {
+		return
+	}
+
+	f, err := openAppLogFile()
+	if err != nil {
+		// Wichtig: hier NICHT appLogln verwenden, weil appLogMu schon gelockt ist.
+		fmt.Println("⚠️ recorder log konnte nicht geöffnet werden:", err)
+		return
+	}
+
+	appLogFile = f
+
+	_, _ = fmt.Fprintf(
+		appLogFile,
+		"\n\n--- Recorder Start %s ---\nlog=%s\n",
+		time.Now().Format(time.RFC3339),
+		appLogPath(),
+	)
+	_ = appLogFile.Sync()
+}
+
+func closeAppLog() {
+	appLogMu.Lock()
+	defer appLogMu.Unlock()
+
+	if appLogFile == nil {
+		return
+	}
+
+	_, _ = fmt.Fprintf(
+		appLogFile,
+		"--- Recorder Stop %s ---\n",
+		time.Now().Format(time.RFC3339),
+	)
+
+	_ = appLogFile.Sync()
+	_ = appLogFile.Close()
+	appLogFile = nil
+}
+
+func appLogWriter() io.Writer {
+	initAppLog()
+
+	appLogMu.Lock()
+	defer appLogMu.Unlock()
+
+	if appLogFile != nil {
+		return appLogFile
+	}
+
+	return os.Stderr
+}
+
+func appLogWriteLine(line string) {
+	line = strings.TrimRight(line, "\r\n")
+
+	ts := time.Now().Format("2006-01-02 15:04:05")
+	out := fmt.Sprintf("[%s] %s\n", ts, line)
+
+	appLogMu.Lock()
+	defer appLogMu.Unlock()
+
+	fmt.Print(out)
+
+	if appLogFile != nil {
+		_, _ = appLogFile.WriteString(out)
+		_ = appLogFile.Sync()
+	}
+}
+
+func appLogln(args ...any) {
+	appLogWriteLine(fmt.Sprintln(args...))
+}
+
+func appLogf(format string, args ...any) {
+	appLogWriteLine(fmt.Sprintf(format, args...))
+}
+
+func appErrorf(format string, args ...any) error {
+	err := fmt.Errorf(format, args...)
+	appLogln("❌", err)
+	return err
+}
+
+// Nur zentraler Ersatz für fmt.Sprintf.
+// Loggt absichtlich NICHT, weil Sprintf oft nur UI-/Command-Strings baut.
+func appSprintf(format string, args ...any) string {
+	return fmt.Sprintf(format, args...)
+}
+
+// Zentraler Ersatz für fmt.Sprint.
+func appSprint(args ...any) string {
+	return fmt.Sprint(args...)
+}
+
+func appLogHandler(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodGet {
+		http.Error(w, "Nur GET erlaubt", http.StatusMethodNotAllowed)
+		return
+	}
+
+	path := appLogPath()
+
+	maxBytes := int64(64 * 1024)
+	switch strings.TrimSpace(r.URL.Query().Get("maxBytes")) {
+	case "16384":
+		maxBytes = 16 * 1024
+	case "32768":
+		maxBytes = 32 * 1024
+	case "131072":
+		maxBytes = 128 * 1024
+	case "262144":
+		maxBytes = 256 * 1024
+	}
+
+	info, err := os.Stat(path)
+	if err != nil {
+		if os.IsNotExist(err) {
+			writeJSON(w, http.StatusOK, map[string]any{
+				"ok":     false,
+				"path":   path,
+				"exists": false,
+				"log":    "",
+				"error":  "Logdatei existiert noch nicht.",
+			})
+			return
+		}
+
+		writeJSON(w, http.StatusOK, map[string]any{
+			"ok":     false,
+			"path":   path,
+			"exists": false,
+			"log":    "",
+			"error":  err.Error(),
+		})
+		return
+	}
+
+	if info.IsDir() {
+		writeJSON(w, http.StatusOK, map[string]any{
+			"ok":     false,
+			"path":   path,
+			"exists": true,
+			"log":    "",
+			"error":  "Logpfad ist ein Ordner.",
+		})
+		return
+	}
+
+	f, err := os.Open(path)
+	if err != nil {
+		writeJSON(w, http.StatusOK, map[string]any{
+			"ok":     false,
+			"path":   path,
+			"exists": true,
+			"log":    "",
+			"error":  err.Error(),
+		})
+		return
+	}
+	defer f.Close()
+
+	size := info.Size()
+	offset := int64(0)
+	if size > maxBytes {
+		offset = size - maxBytes
+	}
+
+	buf := make([]byte, size-offset)
+	if len(buf) > 0 {
+		if _, err := f.ReadAt(buf, offset); err != nil && err != io.EOF {
+			writeJSON(w, http.StatusOK, map[string]any{
+				"ok":     false,
+				"path":   path,
+				"exists": true,
+				"log":    "",
+				"error":  err.Error(),
+			})
+			return
+		}
+	}
+
+	logText := string(buf)
+	if offset > 0 {
+		logText = "… Log gekürzt, zeige die letzten " + fmt.Sprint(maxBytes/1024) + " KB …\n\n" + logText
+	}
+
+	writeJSON(w, http.StatusOK, map[string]any{
+		"ok":        true,
+		"path":      path,
+		"exists":    true,
+		"sizeBytes": size,
+		"log":       logText,
+	})
+}
+
+func clearAppLog() {
+	appLogMu.Lock()
+	defer appLogMu.Unlock()
+
+	if appLogFile != nil {
+		_ = appLogFile.Close()
+		appLogFile = nil
+	}
+
+	path := appLogPath()
+
+	if err := os.MkdirAll(filepath.Dir(path), 0755); err != nil {
+		fmt.Println("⚠️ recorder log dir konnte nicht erstellt werden:", err)
+		return
+	}
+
+	if err := os.WriteFile(path, []byte{}, 0644); err != nil {
+		fmt.Println("⚠️ recorder log konnte nicht geleert werden:", err)
+	}
+}

backend/main.go

@@ -249,7 +249,7 @@ func parseFFRate(s string) float64 {
 func probeVideoProps(ctx context.Context, filePath string) (w int, h int, fps float64, err error) {
 	filePath = strings.TrimSpace(filePath)
 	if filePath == "" {
-		return 0, 0, 0, fmt.Errorf("empty path")
+		return 0, 0, 0, appErrorf("empty path")
 	}
 
 	cmd := exec.CommandContext(ctx, ffprobePath,
@@ -274,7 +274,7 @@ func probeVideoProps(ctx context.Context, filePath string) (w int, h int, fps fl
 		return 0, 0, 0, err
 	}
 	if len(info.Streams) == 0 {
-		return 0, 0, 0, fmt.Errorf("no video stream")
+		return 0, 0, 0, appErrorf("no video stream")
 	}
 
 	s := info.Streams[0]
@@ -512,14 +512,14 @@ func durationSecondsCached(ctx context.Context, path string) (float64, error) {
 	re := regexp.MustCompile(`Duration:\s*(\d+):(\d+):(\d+(?:\.\d+)?)`)
 	m := re.FindStringSubmatch(text)
 	if len(m) != 4 {
-		return 0, fmt.Errorf("duration not found")
+		return 0, appErrorf("duration not found")
 	}
 	hh, _ := strconv.ParseFloat(m[1], 64)
 	mm, _ := strconv.ParseFloat(m[2], 64)
 	ss, _ := strconv.ParseFloat(m[3], 64)
 	sec := hh*3600 + mm*60 + ss
 	if sec <= 0 {
-		return 0, fmt.Errorf("invalid duration")
+		return 0, appErrorf("invalid duration")
 	}
 
 	durCache.mu.Lock()
@@ -816,7 +816,7 @@ func (h *HTTPClient) FetchPage(ctx context.Context, url, cookieStr string) (stri
 	}
 
 	if resp.StatusCode != http.StatusOK {
-		return "", fmt.Errorf("HTTP %d beim Laden von %s", resp.StatusCode, url)
+		return "", appErrorf("HTTP %d beim Laden von %s", resp.StatusCode, url)
 	}
 
 	return body, nil
@@ -839,7 +839,7 @@ func remuxTSToMP4(tsPath, mp4Path string) error {
 	var stderr bytes.Buffer
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
-		return fmt.Errorf("ffmpeg remux failed: %v (%s)", err, stderr.String())
+		return appErrorf("ffmpeg remux failed: %v (%s)", err, stderr.String())
 	}
 	return nil
 }
@@ -996,7 +996,7 @@ func remuxTSToMP4WithProgress(
 	}
 
 	if err := cmd.Wait(); err != nil {
-		return fmt.Errorf("ffmpeg remux failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
+		return appErrorf("ffmpeg remux failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 	return nil
 }
@@ -1094,18 +1094,18 @@ func ensureFastStartMP4(path string) error {
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("ffmpeg faststart failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
+		return appErrorf("ffmpeg faststart failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 
 	// atomar austauschen
 	if err := os.Rename(path, bak); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("rename original to bak failed: %w", err)
+		return appErrorf("rename original to bak failed: %w", err)
 	}
 	if err := os.Rename(tmp, path); err != nil {
 		_ = os.Rename(bak, path)
 		_ = os.Remove(tmp)
-		return fmt.Errorf("rename tmp to original failed: %w", err)
+		return appErrorf("rename tmp to original failed: %w", err)
 	}
 	_ = os.Remove(bak)
 	return nil
@@ -1133,19 +1133,19 @@ func generatedMetaRoot() (string, error) {
 func generatedThumbJPGFile(assetID string) (string, error) {
 	assetID = stripHotPrefix(strings.TrimSpace(assetID))
 	if assetID == "" {
-		return "", fmt.Errorf("empty assetID")
+		return "", appErrorf("empty assetID")
 	}
 
 	// gleiche Normalisierung wie bei Ordnernamen
 	var err error
 	assetID, err = sanitizeID(assetID)
 	if err != nil || assetID == "" {
-		return "", fmt.Errorf("invalid assetID: %w", err)
+		return "", appErrorf("invalid assetID: %w", err)
 	}
 
 	dir, err := ensureGeneratedDir(assetID)
 	if err != nil || strings.TrimSpace(dir) == "" {
-		return "", fmt.Errorf("ensureGeneratedDir: %w", err)
+		return "", appErrorf("ensureGeneratedDir: %w", err)
 	}
 
 	return filepath.Join(dir, "preview.jpg"), nil
@@ -1204,7 +1204,7 @@ func uniqueDestPath(dstDir, file string) (string, error) {
 				return cand, nil
 			}
 		}
-		return "", fmt.Errorf("too many duplicates for %s", file)
+		return "", appErrorf("too many duplicates for %s", file)
 	} else if err != nil && !os.IsNotExist(err) {
 		return "", err
 	}
@@ -1300,7 +1300,7 @@ func fixKeepRootFilesIntoModelSubdirs() {
 		if os.IsNotExist(err) {
 			return
 		}
-		fmt.Println("⚠️ keep scan failed:", err)
+		appLogln("⚠️ keep scan failed:", err)
 		return
 	}
 
@@ -1341,7 +1341,7 @@ func fixKeepRootFilesIntoModelSubdirs() {
 
 		dstDir := filepath.Join(keepRoot, modelKey)
 		if err := os.MkdirAll(dstDir, 0o755); err != nil {
-			fmt.Println("⚠️ keep mkdir failed:", err)
+			appLogln("⚠️ keep mkdir failed:", err)
 			skipped++
 			continue
 		}
@@ -1364,19 +1364,19 @@ func fixKeepRootFilesIntoModelSubdirs() {
 				}
 			}
 			if !found {
-				fmt.Println("⚠️ keep fix: too many duplicates, skip:", name)
+				appLogln("⚠️ keep fix: too many duplicates, skip:", name)
 				skipped++
 				continue
 			}
 		} else if err != nil && !os.IsNotExist(err) {
-			fmt.Println("⚠️ keep stat dst failed:", err)
+			appLogln("⚠️ keep stat dst failed:", err)
 			skipped++
 			continue
 		}
 
 		// Verschieben (Windows-lock robust)
 		if err := renameWithRetry(src, dst); err != nil {
-			fmt.Println("⚠️ keep fix rename failed:", err)
+			appLogln("⚠️ keep fix rename failed:", err)
 			skipped++
 			continue
 		}
@@ -1396,7 +1396,7 @@ func findFinishedFileByID(id string) (string, error) {
 
 	base := stripHotPrefix(strings.TrimSpace(id))
 	if base == "" {
-		return "", fmt.Errorf("not found")
+		return "", appErrorf("not found")
 	}
 
 	names := []string{
@@ -1419,7 +1419,7 @@ func findFinishedFileByID(id string) (string, error) {
 		}
 	}
 
-	return "", fmt.Errorf("not found")
+	return "", appErrorf("not found")
 }
 
 const maxInt64 = int64(^uint64(0) >> 1)
@@ -1486,22 +1486,22 @@ func FetchPlaylist(ctx context.Context, hc *HTTPClient, hlsSource, httpCookie st
 
 	req, err := hc.NewRequest(ctx, http.MethodGet, hlsSource, httpCookie)
 	if err != nil {
-		return nil, fmt.Errorf("Fehler beim Erstellen der Playlist-Request: %w", err)
+		return nil, appErrorf("Fehler beim Erstellen der Playlist-Request: %w", err)
 	}
 
 	resp, err := hc.client.Do(req)
 	if err != nil {
-		return nil, fmt.Errorf("Fehler beim Laden der Playlist: %w", err)
+		return nil, appErrorf("Fehler beim Laden der Playlist: %w", err)
 	}
 	defer resp.Body.Close()
 
 	if resp.StatusCode < 200 || resp.StatusCode >= 300 {
-		return nil, fmt.Errorf("master playlist bad status: %d %s", resp.StatusCode, hlsSource)
+		return nil, appErrorf("master playlist bad status: %d %s", resp.StatusCode, hlsSource)
 	}
 
 	playlist, listType, err := m3u8.DecodeFrom(resp.Body, true)
 	if err != nil {
-		return nil, fmt.Errorf("master playlist decode failed: %w", err)
+		return nil, appErrorf("master playlist decode failed: %w", err)
 	}
 	if listType != m3u8.MASTER {
 		return nil, errors.New("keine gültige Master-Playlist")
@@ -1514,7 +1514,7 @@ func FetchPlaylist(ctx context.Context, hc *HTTPClient, hlsSource, httpCookie st
 
 	baseURL, err := url.Parse(hlsSource)
 	if err != nil {
-		return nil, fmt.Errorf("master url parse failed: %w", err)
+		return nil, appErrorf("master url parse failed: %w", err)
 	}
 
 	var bestVariant *m3u8.Variant
@@ -1587,14 +1587,14 @@ func FetchPlaylist(ctx context.Context, hc *HTTPClient, hlsSource, httpCookie st
 
 	variantRef, err := url.Parse(strings.TrimSpace(bestVariant.URI))
 	if err != nil {
-		return nil, fmt.Errorf("variant uri parse failed: %w", err)
+		return nil, appErrorf("variant uri parse failed: %w", err)
 	}
 
 	playlistURL := baseURL.ResolveReference(variantRef).String()
 
 	playlistParsed, err := url.Parse(playlistURL)
 	if err != nil {
-		return nil, fmt.Errorf("playlist url parse failed: %w", err)
+		return nil, appErrorf("playlist url parse failed: %w", err)
 	}
 
 	rootParsed := *playlistParsed
@@ -1630,7 +1630,7 @@ func fileExists(path string) bool {
 func validateVideoDecodesNearEnd(ctx context.Context, path string) error {
 	path = strings.TrimSpace(path)
 	if path == "" {
-		return fmt.Errorf("empty path")
+		return appErrorf("empty path")
 	}
 
 	dur, err := durationSecondsCached(ctx, path)
@@ -1645,10 +1645,10 @@ func validateVideoDecodesNearEnd(ctx context.Context, path string) error {
 
 	img, err := extractFrameAtTimeJPG(path, t)
 	if err != nil {
-		return fmt.Errorf("decode near end failed at %.3fs: %w", t, err)
+		return appErrorf("decode near end failed at %.3fs: %w", t, err)
 	}
 	if len(img) == 0 {
-		return fmt.Errorf("decode near end returned empty frame at %.3fs", t)
+		return appErrorf("decode near end returned empty frame at %.3fs", t)
 	}
 
 	return nil
@@ -1715,7 +1715,7 @@ func reencodeTSToMP4(ctx context.Context, tsPath, mp4Path string) error {
 
 	if err := cmd.Run(); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("ffmpeg reencode failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
+		return appErrorf("ffmpeg reencode failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 
 	if err := requireNonEmptyRegularFile(tmp, "reencode tmp result"); err != nil {
@@ -1727,7 +1727,7 @@ func reencodeTSToMP4(ctx context.Context, tsPath, mp4Path string) error {
 
 	if err := os.Rename(tmp, mp4Path); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("rename reencode tmp -> target failed: %w", err)
+		return appErrorf("rename reencode tmp -> target failed: %w", err)
 	}
 
 	return nil

backend/meta.go

@@ -61,7 +61,9 @@ type previewMeta struct {
 }
 
 type analysisMeta struct {
-	AI *aiAnalysisMeta `json:"ai,omitempty"`
+	AI         *aiAnalysisMeta `json:"ai,omitempty"`
+	NSFW       *aiAnalysisMeta `json:"nsfw,omitempty"`
+	Highlights *aiAnalysisMeta `json:"highlights,omitempty"`
 }
 
 type postworkHistoryEntry struct {
@@ -141,7 +143,7 @@ func metaJSONPathForAssetID(assetID string) (string, error) {
 		return "", err
 	}
 	if strings.TrimSpace(root) == "" {
-		return "", fmt.Errorf("generated/meta root leer")
+		return "", appErrorf("generated/meta root leer")
 	}
 	return filepath.Join(root, assetID, "meta.json"), nil
 }
@@ -393,6 +395,39 @@ func hasAIAnalysisMeta(ai *aiAnalysisMeta) bool {
 	return false
 }
 
+func normalizeAIGoal(goal string) string {
+	goal = strings.ToLower(strings.TrimSpace(goal))
+	if goal == "" {
+		return "nsfw"
+	}
+	return goal
+}
+
+func pickAnalysisAIForGoal(a analysisMeta, goal string) *aiAnalysisMeta {
+	goal = normalizeAIGoal(goal)
+
+	switch goal {
+	case "nsfw":
+		if hasAIAnalysisMeta(a.NSFW) {
+			return a.NSFW
+		}
+	case "highlights":
+		if hasAIAnalysisMeta(a.Highlights) {
+			return a.Highlights
+		}
+	}
+
+	// Legacy-Fallback: alte meta.json hatte nur analysis.ai
+	if hasAIAnalysisMeta(a.AI) {
+		storedGoal := normalizeAIGoal(a.AI.Goal)
+		if storedGoal == goal {
+			return a.AI
+		}
+	}
+
+	return nil
+}
+
 func readVideoMetaSourceURL(metaPath string, fi os.FileInfo) (string, bool) {
 	m, ok := readVideoMetaIfValid(metaPath, fi)
 	if !ok || m == nil {
@@ -626,12 +661,12 @@ func writeVideoMetaDuration(metaPath string, fi os.FileInfo, dur float64, source
 func generatedMetaFile(assetID string) (string, error) {
 	assetID = stripHotPrefix(strings.TrimSpace(assetID))
 	if assetID == "" {
-		return "", fmt.Errorf("empty assetID")
+		return "", appErrorf("empty assetID")
 	}
 
 	id, err := sanitizeID(assetID)
 	if err != nil || id == "" {
-		return "", fmt.Errorf("invalid assetID: %w", err)
+		return "", appErrorf("invalid assetID: %w", err)
 	}
 
 	return metaJSONPathForAssetID(id)
@@ -647,7 +682,7 @@ func generatedDirForID(id string) (string, error) {
 		return "", err
 	}
 	if strings.TrimSpace(root) == "" {
-		return "", fmt.Errorf("generated meta root ist leer")
+		return "", appErrorf("generated meta root ist leer")
 	}
 	return filepath.Join(root, id), nil
 }
@@ -721,7 +756,7 @@ func ensureGeneratedDirs() error {
 		return err
 	}
 	if strings.TrimSpace(root) == "" {
-		return fmt.Errorf("generated meta root ist leer")
+		return appErrorf("generated meta root ist leer")
 	}
 	return os.MkdirAll(root, 0o755)
 }
@@ -729,10 +764,10 @@ func ensureGeneratedDirs() error {
 func sanitizeID(id string) (string, error) {
 	id = strings.TrimSpace(id)
 	if id == "" {
-		return "", fmt.Errorf("id fehlt")
+		return "", appErrorf("id fehlt")
 	}
 	if strings.ContainsAny(id, `/\`) {
-		return "", fmt.Errorf("ungültige id")
+		return "", appErrorf("ungültige id")
 	}
 	return id, nil
 }
@@ -773,18 +808,13 @@ func writeVideoMetaAI(
 				Resolution: formatResolution(w, h),
 			},
 		},
-		Analysis: analysisMeta{
-			AI: ai,
-		},
 	}
 
 	if existing != nil {
 		m.Preview = existing.Preview
+		m.Analysis = existing.Analysis
 		m.Postwork = existing.Postwork
-
+		m.Validation = existing.Validation
-		if !hasAIAnalysisMeta(ai) && hasAIAnalysisMeta(existing.Analysis.AI) {
-			m.Analysis = existing.Analysis
-		}
 
 		if m.Media.Video.Width <= 0 {
 			m.Media.Video.Width = existing.Media.Video.Width
@@ -806,6 +836,31 @@ func writeVideoMetaAI(
 		}
 	}
 
+	if hasAIAnalysisMeta(ai) {
+		goal := normalizeAIGoal(ai.Goal)
+		ai.Goal = goal
+
+		switch goal {
+		case "nsfw":
+			m.Analysis.NSFW = ai
+
+			// Legacy/default für bestehende UI: RatingOverlay liest aktuell analysis.ai.
+			m.Analysis.AI = ai
+
+		case "highlights":
+			m.Analysis.Highlights = ai
+
+			// Wichtig: analysis.ai NICHT mit highlights überschreiben,
+			// sonst verschwindet dein NSFW-Rating/Stern.
+			if !hasAIAnalysisMeta(m.Analysis.AI) {
+				m.Analysis.AI = ai
+			}
+
+		default:
+			m.Analysis.AI = ai
+		}
+	}
+
 	buf, err := json.MarshalIndent(m, "", "  ")
 	if err != nil {
 		return err
@@ -827,23 +882,23 @@ func writeVideoAIForFile(
 
 	fi, err := os.Stat(fullPath)
 	if err != nil || fi == nil || fi.IsDir() || fi.Size() <= 0 {
-		return fmt.Errorf("datei nicht gefunden")
+		return appErrorf("datei nicht gefunden")
 	}
 
 	m, ok := ensureVideoMetaForFileBestEffort(ctx, fullPath, sourceURL)
 	if !ok || m == nil {
-		return fmt.Errorf("meta konnte nicht erzeugt werden")
+		return appErrorf("meta konnte nicht erzeugt werden")
 	}
 
 	stem := strings.TrimSuffix(filepath.Base(fullPath), filepath.Ext(fullPath))
 	assetID := stripHotPrefix(strings.TrimSpace(stem))
 	if assetID == "" {
-		return fmt.Errorf("asset id fehlt")
+		return appErrorf("asset id fehlt")
 	}
 
 	assetID, err = sanitizeID(assetID)
 	if err != nil || assetID == "" {
-		return fmt.Errorf("asset id ungültig: %w", err)
+		return appErrorf("asset id ungültig: %w", err)
 	}
 
 	metaPath, err := metaJSONPathForAssetID(assetID)
@@ -851,6 +906,10 @@ func writeVideoAIForFile(
 		return err
 	}
 
+	if strings.TrimSpace(sourceURL) == "" {
+		sourceURL = m.File.SourceURL
+	}
+
 	return writeVideoMetaAI(
 		metaPath,
 		fi,
@@ -951,7 +1010,7 @@ func writeVideoMetaPostworkEntry(
 	return atomicWriteFile(metaPath, buf)
 }
 
-func readVideoMetaAI(metaPath string) (map[string]any, bool) {
+func readVideoMetaAIForGoal(metaPath string, goal string) (map[string]any, bool) {
 	b, err := os.ReadFile(metaPath)
 	if err != nil || len(b) == 0 {
 		return nil, false
@@ -969,12 +1028,29 @@ func readVideoMetaAI(metaPath string) (map[string]any, bool) {
 		return nil, false
 	}
 
-	ai, ok := rawAnalysis["ai"].(map[string]any)
+	goal = normalizeAIGoal(goal)
-	if !ok || ai == nil {
+
-		return nil, false
+	keys := []string{goal}
+
+	// Legacy-Fallback: alte meta.json hatte nur analysis.ai.
+	// Aber nur akzeptieren, wenn goal wirklich passt.
+	keys = append(keys, "ai")
+
+	for _, key := range keys {
+		ai, ok := rawAnalysis[key].(map[string]any)
+		if !ok || ai == nil {
+			continue
+		}
+
+		storedGoal := normalizeAIGoal(fmt.Sprint(ai["goal"]))
+		if storedGoal != goal {
+			continue
+		}
+
+		return ai, true
 	}
 
-	return ai, true
+	return nil, false
 }
 
 func writePostworkEntryForFile(
@@ -990,18 +1066,18 @@ func writePostworkEntryForFile(
 ) error {
 	fullPath = strings.TrimSpace(fullPath)
 	if fullPath == "" {
-		return fmt.Errorf("fullPath fehlt")
+		return appErrorf("fullPath fehlt")
 	}
 
 	fi, err := os.Stat(fullPath)
 	if err != nil || fi == nil || fi.IsDir() {
-		return fmt.Errorf("datei nicht gefunden")
+		return appErrorf("datei nicht gefunden")
 	}
 
 	stem := strings.TrimSuffix(filepath.Base(fullPath), filepath.Ext(fullPath))
 	assetID := stripHotPrefix(strings.TrimSpace(stem))
 	if assetID == "" {
-		return fmt.Errorf("asset id fehlt")
+		return appErrorf("asset id fehlt")
 	}
 
 	assetID, err = sanitizeID(assetID)
@@ -1016,7 +1092,7 @@ func writePostworkEntryForFile(
 
 	// sorgt dafür, dass meta.json grundsätzlich existiert
 	if _, ok := ensureVideoMetaForFileBestEffort(context.Background(), fullPath, ""); !ok {
-		return fmt.Errorf("meta konnte nicht erzeugt werden")
+		return appErrorf("meta konnte nicht erzeugt werden")
 	}
 
 	return writeVideoMetaPostworkEntry(metaPath, fi, postworkHistoryEntry{

backend/ml/detection_labels.json

@@ -10,10 +10,10 @@
     "cowgirl",
     "reverse_cowgirl",
     "cunnilingus",
+    "prone_bone",
     "standing",
     "standing_doggy",
     "spooning",
-    "sideways",
     "sitting",
     "facesitting",
     "handjob",
@@ -46,8 +46,6 @@
     "bikini",
     "bra",
     "dress",
-    "fishnet",
-    "harness",
     "heels",
     "hotpants",
     "lingerie",

backend/models_store.go

@@ -6,7 +6,6 @@ import (
 	"database/sql"
 	"encoding/json"
 	"errors"
-	"fmt"
 	"net/http"
 	"net/url"
 	"strings"
@@ -1035,10 +1034,10 @@ ORDER BY updated_at DESC;
 	rows, err := s.db.Query(q1)
 	if err != nil {
 		// ✅ genau dein Fall: "Spalte existiert nicht" -> fallback
-		fmt.Println("models List query err (q1):", err)
+		appLogln("models List query err (q1):", err)
 		rows, err = s.db.Query(q2)
 		if err != nil {
-			fmt.Println("models List query err (q2):", err)
+			appLogln("models List query err (q2):", err)
 			return []StoredModel{}
 		}
 	}

backend/myfreecams_autostart.go

@@ -137,7 +137,7 @@ func startMyFreeCamsAutoStartWorker(store *ModelStore) {
 			manualItems, err := loadManualPendingAutoStartItemsForProvider("mfc")
 			pendingAutoStartMu.Unlock()
 			if err != nil {
-				fmt.Println("⚠️ [mfc autostart] load manual pending failed:", err)
+				appLogln("⚠️ [mfc autostart] load manual pending failed:", err)
 				continue
 			}
 

backend/nsfw_assets.go

@@ -4,7 +4,6 @@ package main
 
 import (
 	"embed"
-	"fmt"
 	"io"
 	"io/fs"
 	"os"
@@ -27,7 +26,7 @@ func nsfwRuntimeBaseDir() (string, error) {
 			base = strings.TrimSpace(os.Getenv("TEMP"))
 		}
 		if base == "" {
-			return "", fmt.Errorf("LOCALAPPDATA/TEMP nicht gefunden")
+			return "", appErrorf("LOCALAPPDATA/TEMP nicht gefunden")
 		}
 		return filepath.Join(base, appName, nsfwRuntimeVersion), nil
 	}
@@ -51,22 +50,22 @@ func ensureNSFWAssetsExtracted() (string, error) {
 	}
 
 	if _, err := fs.Stat(embeddedNSFWAssets, "assets/nsfw"); err != nil {
-		return "", fmt.Errorf("embedded assets/nsfw nicht gefunden: %w", err)
+		return "", appErrorf("embedded assets/nsfw nicht gefunden: %w", err)
 	}
 
 	if err := os.RemoveAll(root); err != nil {
-		return "", fmt.Errorf("runtime-ordner konnte nicht bereinigt werden: %w", err)
+		return "", appErrorf("runtime-ordner konnte nicht bereinigt werden: %w", err)
 	}
 	if err := os.MkdirAll(root, 0o755); err != nil {
-		return "", fmt.Errorf("runtime-ordner konnte nicht erstellt werden: %w", err)
+		return "", appErrorf("runtime-ordner konnte nicht erstellt werden: %w", err)
 	}
 
 	if err := extractEmbeddedDir("assets/nsfw", root); err != nil {
-		return "", fmt.Errorf("nsfw-assets extrahieren fehlgeschlagen: %w", err)
+		return "", appErrorf("nsfw-assets extrahieren fehlgeschlagen: %w", err)
 	}
 
 	if err := os.WriteFile(marker, []byte("ok"), 0o644); err != nil {
-		return "", fmt.Errorf("markerdatei konnte nicht geschrieben werden: %w", err)
+		return "", appErrorf("markerdatei konnte nicht geschrieben werden: %w", err)
 	}
 
 	return root, nil

backend/nsfw_detector.go

@@ -5,7 +5,6 @@ package main
 import (
 	"bytes"
 	"encoding/base64"
-	"fmt"
 	"image"
 	_ "image/jpeg"
 	_ "image/png"
@@ -94,22 +93,22 @@ func initNSFWDetector() error {
 	case "darwin":
 		libName = "libonnxruntime.dylib"
 	default:
-		return fmt.Errorf("onnxruntime für OS %s nicht unterstützt", runtime.GOOS)
+		return appErrorf("onnxruntime für OS %s nicht unterstützt", runtime.GOOS)
 	}
 
 	dllPath := filepath.Join(root, libName)
 	modelPath := filepath.Join(root, "320n.onnx")
 
 	if _, err := os.Stat(dllPath); err != nil {
-		return fmt.Errorf("onnxruntime.dll nicht gefunden: %w", err)
+		return appErrorf("onnxruntime.dll nicht gefunden: %w", err)
 	}
 	if _, err := os.Stat(modelPath); err != nil {
-		return fmt.Errorf("320n.onnx nicht gefunden: %w", err)
+		return appErrorf("320n.onnx nicht gefunden: %w", err)
 	}
 
 	ort.SetSharedLibraryPath(dllPath)
 	if err := ort.InitializeEnvironment(); err != nil {
-		return fmt.Errorf("onnxruntime init fehlgeschlagen: %w", err)
+		return appErrorf("onnxruntime init fehlgeschlagen: %w", err)
 	}
 
 	inputShape := ort.NewShape(1, 3, nsfwInputSize, nsfwInputSize)
@@ -117,7 +116,7 @@ func initNSFWDetector() error {
 	inputTensor, err := ort.NewTensor(inputShape, inputData)
 	if err != nil {
 		ort.DestroyEnvironment()
-		return fmt.Errorf("input tensor fehlgeschlagen: %w", err)
+		return appErrorf("input tensor fehlgeschlagen: %w", err)
 	}
 
 	outputShape := ort.NewShape(1, 4+nsfwNumClasses, nsfwNumAnchors)
@@ -125,7 +124,7 @@ func initNSFWDetector() error {
 	if err != nil {
 		inputTensor.Destroy()
 		ort.DestroyEnvironment()
-		return fmt.Errorf("output tensor fehlgeschlagen: %w", err)
+		return appErrorf("output tensor fehlgeschlagen: %w", err)
 	}
 
 	session, err := ort.NewAdvancedSession(
@@ -140,7 +139,7 @@ func initNSFWDetector() error {
 		outputTensor.Destroy()
 		inputTensor.Destroy()
 		ort.DestroyEnvironment()
-		return fmt.Errorf("onnx session fehlgeschlagen: %w", err)
+		return appErrorf("onnx session fehlgeschlagen: %w", err)
 	}
 
 	globalNSFW.runtimeRoot = root
@@ -159,13 +158,13 @@ func detectNSFWFromImage(img image.Image) ([]NsfwFrameResult, error) {
 	defer globalNSFW.mu.Unlock()
 
 	if !globalNSFW.initialized || globalNSFW.session == nil {
-		return nil, fmt.Errorf("nsfw detector nicht initialisiert")
+		return nil, appErrorf("nsfw detector nicht initialisiert")
 	}
 
 	fillInputTensor(globalNSFW.inputTensor.GetData(), img)
 
 	if err := globalNSFW.session.Run(); err != nil {
-		return nil, fmt.Errorf("onnx run fehlgeschlagen: %w", err)
+		return nil, appErrorf("onnx run fehlgeschlagen: %w", err)
 	}
 
 	raw := globalNSFW.outputTensor.GetData()
@@ -237,11 +236,11 @@ func detectNSFWFromBase64(imageB64 string) ([]NsfwFrameResult, error) {
 func decodeBase64Image(imageB64 string) (image.Image, error) {
 	raw, err := base64.StdEncoding.DecodeString(strings.TrimSpace(imageB64))
 	if err != nil {
-		return nil, fmt.Errorf("base64 decode fehlgeschlagen: %w", err)
+		return nil, appErrorf("base64 decode fehlgeschlagen: %w", err)
 	}
 	img, _, err := image.Decode(bytes.NewReader(raw))
 	if err != nil {
-		return nil, fmt.Errorf("bild decode fehlgeschlagen: %w", err)
+		return nil, appErrorf("bild decode fehlgeschlagen: %w", err)
 	}
 	return img, nil
 }

backend/preview.go

@@ -106,7 +106,7 @@ func ensureCoversDir() (string, error) {
 		return "", err
 	}
 	if strings.TrimSpace(root) == "" {
-		return "", fmt.Errorf("covers root ist leer")
+		return "", appErrorf("covers root ist leer")
 	}
 	if err := os.MkdirAll(root, 0o755); err != nil {
 		return "", err
@@ -303,7 +303,7 @@ type coverModel struct {
 
 func listModelsForCovers() ([]coverModel, error) {
 	if coverModelStore == nil {
-		return nil, fmt.Errorf("model store not set")
+		return nil, appErrorf("model store not set")
 	}
 
 	ms := coverModelStore.List()
@@ -321,7 +321,7 @@ func listModelsForCovers() ([]coverModel, error) {
 func pickRandomThumbForCategory(ctx context.Context, category string) (thumbPath string, err error) {
 	category = strings.TrimSpace(category)
 	if category == "" {
-		return "", fmt.Errorf("category empty")
+		return "", appErrorf("category empty")
 	}
 
 	select {
@@ -346,7 +346,7 @@ func pickRandomThumbForCategory(ctx context.Context, category string) (thumbPath
 		}
 	}
 	if len(cands) == 0 {
-		return "", fmt.Errorf("no model with tag")
+		return "", appErrorf("no model with tag")
 	}
 
 	rand.Shuffle(len(cands), func(i, j int) { cands[i], cands[j] = cands[j], cands[i] })
@@ -354,7 +354,7 @@ func pickRandomThumbForCategory(ctx context.Context, category string) (thumbPath
 	s := getSettings()
 	doneAbs, derr := resolvePathRelativeToApp(s.DoneDir)
 	if derr != nil || strings.TrimSpace(doneAbs) == "" {
-		return "", fmt.Errorf("doneDir resolve failed: %v", derr)
+		return "", appErrorf("doneDir resolve failed: %v", derr)
 	}
 
 	type candFile struct {
@@ -424,7 +424,7 @@ func pickRandomThumbForCategory(ctx context.Context, category string) (thumbPath
 		}
 	}
 
-	return "", fmt.Errorf("no downloads/thumbs for category")
+	return "", appErrorf("no downloads/thumbs for category")
 }
 
 var coverKeyRe = regexp.MustCompile(`[^a-z0-9._-]+`)
@@ -436,13 +436,13 @@ func sanitizeCoverKey(category string) (string, error) {
 		c = "tag_" + hex.EncodeToString(sum[:8])
 	}
 	if c == "" {
-		return "", fmt.Errorf("category fehlt")
+		return "", appErrorf("category fehlt")
 	}
 	c = strings.ReplaceAll(c, " ", "_")
 	c = coverKeyRe.ReplaceAllString(c, "_")
 	c = strings.Trim(c, "._-")
 	if c == "" {
-		return "", fmt.Errorf("category ungültig")
+		return "", appErrorf("category ungültig")
 	}
 	if len(c) > 120 {
 		c = c[:120]
@@ -481,7 +481,7 @@ func coverPathForCategory(key string, ext string) (string, error) {
 		return "", err
 	}
 	if strings.TrimSpace(root) == "" {
-		return "", fmt.Errorf("covers root ist leer")
+		return "", appErrorf("covers root ist leer")
 	}
 	if ext == "" {
 		ext = ".jpg"
@@ -507,37 +507,37 @@ func findExistingCoverFile(key string) (string, os.FileInfo, bool) {
 func downloadBytes(ctx context.Context, rawURL string, ua string) ([]byte, string, error) {
 	rawURL = strings.TrimSpace(rawURL)
 	if rawURL == "" {
-		return nil, "", fmt.Errorf("src fehlt")
+		return nil, "", appErrorf("src fehlt")
 	}
 
 	// local: only /generated/...
 	if strings.HasPrefix(rawURL, "/") {
 		clean := path.Clean(rawURL)
 		if !strings.HasPrefix(clean, "/generated/") {
-			return nil, "", fmt.Errorf("src ungültig")
+			return nil, "", appErrorf("src ungültig")
 		}
 		if strings.Contains(clean, "..") {
-			return nil, "", fmt.Errorf("src ungültig")
+			return nil, "", appErrorf("src ungültig")
 		}
 
 		rel := strings.TrimPrefix(clean, "/")
 		abs, err := resolvePathRelativeToApp(rel)
 		if err != nil || strings.TrimSpace(abs) == "" {
-			return nil, "", fmt.Errorf("src ungültig")
+			return nil, "", appErrorf("src ungültig")
 		}
 
 		f, err := os.Open(abs)
 		if err != nil {
-			return nil, "", fmt.Errorf("download failed: %v", err)
+			return nil, "", appErrorf("download failed: %v", err)
 		}
 		defer f.Close()
 
 		b, err := io.ReadAll(io.LimitReader(f, 10*1024*1024))
 		if err != nil {
-			return nil, "", fmt.Errorf("download failed: %v", err)
+			return nil, "", appErrorf("download failed: %v", err)
 		}
 		if len(b) == 0 {
-			return nil, "", fmt.Errorf("download empty")
+			return nil, "", appErrorf("download empty")
 		}
 
 		ext := strings.ToLower(filepath.Ext(abs))
@@ -556,10 +556,10 @@ func downloadBytes(ctx context.Context, rawURL string, ua string) ([]byte, strin
 
 	u, err := url.Parse(rawURL)
 	if err != nil || u.Scheme == "" || u.Host == "" {
-		return nil, "", fmt.Errorf("src ungültig")
+		return nil, "", appErrorf("src ungültig")
 	}
 	if u.Scheme != "http" && u.Scheme != "https" {
-		return nil, "", fmt.Errorf("src schema nicht erlaubt")
+		return nil, "", appErrorf("src schema nicht erlaubt")
 	}
 
 	req, err := http.NewRequestWithContext(ctx, http.MethodGet, rawURL, nil)
@@ -580,7 +580,7 @@ func downloadBytes(ctx context.Context, rawURL string, ua string) ([]byte, strin
 	defer resp.Body.Close()
 
 	if resp.StatusCode != http.StatusOK {
-		return nil, "", fmt.Errorf("download failed: HTTP %d", resp.StatusCode)
+		return nil, "", appErrorf("download failed: HTTP %d", resp.StatusCode)
 	}
 
 	b, err := io.ReadAll(io.LimitReader(resp.Body, 10*1024*1024))
@@ -588,7 +588,7 @@ func downloadBytes(ctx context.Context, rawURL string, ua string) ([]byte, strin
 		return nil, "", err
 	}
 	if len(b) == 0 {
-		return nil, "", fmt.Errorf("download empty")
+		return nil, "", appErrorf("download empty")
 	}
 
 	return b, resp.Header.Get("Content-Type"), nil
@@ -1205,14 +1205,14 @@ func extractLastFrameJPG(path string) ([]byte, error) {
 
 	if err := cmd.Run(); err != nil {
 		if ctx.Err() == context.DeadlineExceeded {
-			return nil, fmt.Errorf("ffmpeg last-frame jpg: timeout")
+			return nil, appErrorf("ffmpeg last-frame jpg: timeout")
 		}
-		return nil, fmt.Errorf("ffmpeg last-frame jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
+		return nil, appErrorf("ffmpeg last-frame jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 
 	b := out.Bytes()
 	if len(b) == 0 {
-		return nil, fmt.Errorf("ffmpeg last-frame jpg: empty output")
+		return nil, appErrorf("ffmpeg last-frame jpg: empty output")
 	}
 
 	return b, nil
@@ -1246,11 +1246,11 @@ func extractFrameAtTimeJPG(path string, seconds float64) ([]byte, error) {
 	cmd.Stdout = &out
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
-		return nil, fmt.Errorf("ffmpeg frame-at-time jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
+		return nil, appErrorf("ffmpeg frame-at-time jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 	b := out.Bytes()
 	if len(b) == 0 {
-		return nil, fmt.Errorf("ffmpeg frame-at-time jpg: empty output")
+		return nil, appErrorf("ffmpeg frame-at-time jpg: empty output")
 	}
 	return b, nil
 }
@@ -1294,11 +1294,11 @@ func extractLastFrameJPGScaled(path string, width int, quality int) ([]byte, err
 	cmd.Stdout = &out
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
-		return nil, fmt.Errorf("ffmpeg last-frame scaled jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
+		return nil, appErrorf("ffmpeg last-frame scaled jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 	b := out.Bytes()
 	if len(b) == 0 {
-		return nil, fmt.Errorf("ffmpeg last-frame scaled jpg: empty output")
+		return nil, appErrorf("ffmpeg last-frame scaled jpg: empty output")
 	}
 	return b, nil
 }
@@ -1333,11 +1333,11 @@ func extractFirstFrameJPGScaled(path string, width int, quality int) ([]byte, er
 	cmd.Stdout = &out
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
-		return nil, fmt.Errorf("ffmpeg first-frame scaled jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
+		return nil, appErrorf("ffmpeg first-frame scaled jpg: %w (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 	b := out.Bytes()
 	if len(b) == 0 {
-		return nil, fmt.Errorf("ffmpeg first-frame scaled jpg: empty output")
+		return nil, appErrorf("ffmpeg first-frame scaled jpg: empty output")
 	}
 	return b, nil
 }
@@ -1345,7 +1345,7 @@ func extractFirstFrameJPGScaled(path string, width int, quality int) ([]byte, er
 func extractLiveFrameFromM3U8ThumbJPG(ctx context.Context, m3u8URL, cookie, userAgent string) ([]byte, error) {
 	m3u8URL = strings.TrimSpace(m3u8URL)
 	if m3u8URL == "" {
-		return nil, fmt.Errorf("m3u8 leer")
+		return nil, appErrorf("m3u8 leer")
 	}
 
 	if strings.TrimSpace(userAgent) == "" {
@@ -1387,12 +1387,12 @@ func extractLiveFrameFromM3U8ThumbJPG(ctx context.Context, m3u8URL, cookie, user
 	cmd.Stderr = &stderr
 
 	if err := cmd.Run(); err != nil {
-		return nil, fmt.Errorf("ffmpeg live m3u8 jpg failed: %w (%s)", err, strings.TrimSpace(stderr.String()))
+		return nil, appErrorf("ffmpeg live m3u8 jpg failed: %w (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 
 	b := out.Bytes()
 	if len(b) == 0 {
-		return nil, fmt.Errorf("ffmpeg live m3u8 jpg: empty output")
+		return nil, appErrorf("ffmpeg live m3u8 jpg: empty output")
 	}
 
 	return b, nil
@@ -1504,7 +1504,7 @@ func fallbackPreviewImageAssetPathForProvider(provider string) (string, error) {
 	case "mfc":
 		return "assets/img/mfc.jpg", nil
 	default:
-		return "", fmt.Errorf("unknown provider")
+		return "", appErrorf("unknown provider")
 	}
 }
 
@@ -1969,7 +1969,7 @@ func previewImageURLForJob(job *RecordJob) string {
 
 func imageBytesToJPG(raw []byte, quality int) ([]byte, error) {
 	if len(raw) == 0 {
-		return nil, fmt.Errorf("empty image")
+		return nil, appErrorf("empty image")
 	}
 	if quality <= 0 || quality > 100 {
 		quality = 80
@@ -1985,7 +1985,7 @@ func imageBytesToJPG(raw []byte, quality int) ([]byte, error) {
 		return nil, err
 	}
 	if buf.Len() == 0 {
-		return nil, fmt.Errorf("jpeg encode returned empty data")
+		return nil, appErrorf("jpeg encode returned empty data")
 	}
 	return buf.Bytes(), nil
 }

backend/rating.go

@@ -4,6 +4,7 @@ package main
 
 import (
 	"math"
+	"sort"
 	"strings"
 )
 
@@ -58,23 +59,658 @@ func ratingEffectiveDurationSeconds(seconds float64) float64 {
 	return kneeSeconds * math.Log1p(seconds/kneeSeconds)
 }
 
-func nsfwSegmentSeverityWeight(label string) float64 {
+func segmentSeverityWeight(label string) float64 {
-	switch strings.ToLower(strings.TrimSpace(label)) {
+	label = strings.ToLower(strings.TrimSpace(label))
+	if label == "" {
+		return 0.50
+	}
+
+	// -------------------------
+	// Kombi-Highlights
+	// -------------------------
+	if strings.HasPrefix(label, "combo:") {
+		return comboSegmentSeverityWeight(label)
+	}
+
+	// -------------------------
+	// Sexpositionen
+	// -------------------------
+	if strings.HasPrefix(label, "position:") {
+		pos := strings.TrimPrefix(label, "position:")
+		return positionSeverityWeight(pos)
+	}
+
+	// -------------------------
+	// Body / Objects / Clothing
+	// -------------------------
+	if strings.HasPrefix(label, "body:") {
+		body := strings.TrimPrefix(label, "body:")
+		return bodyPartSeverityWeight(body)
+	}
+
+	if strings.HasPrefix(label, "object:") {
+		obj := strings.TrimPrefix(label, "object:")
+		return objectSeverityWeight(obj)
+	}
+
+	if strings.HasPrefix(label, "clothing:") {
+		clothing := strings.TrimPrefix(label, "clothing:")
+		return clothingSeverityWeight(clothing)
+	}
+
+	if strings.HasPrefix(label, "detector:") {
+		det := strings.TrimPrefix(label, "detector:")
+		return detectorSeverityWeight(det)
+	}
+
+	// -------------------------
+	// Direkte YOLO-Labels
+	// -------------------------
+	return detectorSeverityWeight(label)
+}
+
+func isPersonSegmentLabel(label string) bool {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	label = strings.TrimPrefix(label, "detector:")
+	label = strings.TrimPrefix(label, "body:")
+	label = strings.TrimPrefix(label, "object:")
+	label = strings.TrimPrefix(label, "clothing:")
+	label = strings.TrimPrefix(label, "position:")
+
+	switch label {
+	case "person",
+		"person_male",
+		"person_female",
+		"person_unknown",
+		"male_person",
+		"female_person",
+		"people_male",
+		"people_female":
+		return true
+	default:
+		return false
+	}
+}
+
+func detectorSeverityWeight(label string) float64 {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	// Personen werden vor dem Rating komplett herausgefiltert.
+	// Dieser Fallback bleibt nur für alte Pfade.
+	case "person", "person_male", "person_female", "person_unknown", "people_male", "people_female":
+		return 0.00
+
+	// bodyParts aus detecton_labels.json
+	case "pussy", "vulva":
+		return 1.00
+	case "penis":
+		return 0.95
+	case "anus":
+		return 0.90
+	case "breasts":
+		return 0.80
+	case "ass", "buttocks":
+		return 0.65
+	case "tongue":
+		return 0.45
+
+	// objects aus detecton_labels.json
+	case "dildo", "vibrator", "strapon", "buttplug":
+		return 0.85
+	case "handcuffs", "blindfold", "collar":
+		return 0.55
+	case "shower":
+		return 0.40
+	case "towel":
+		return 0.25
+
+	// clothing aus detecton_labels.json
+	case "lingerie":
+		return 0.60
+	case "panties", "bra":
+		return 0.55
+	case "bikini":
+		return 0.35
+	case "stockings", "heels":
+		return 0.35
+	case "skirt", "dress", "hotpants", "croptop":
+		return 0.30
+
+	// optionale alte/alias Labels, falls noch in alten Metas vorhanden
 	case "female_genitalia_exposed":
 		return 1.00
-	case "female_breast_exposed":
+	case "male_genitalia_exposed":
 		return 0.95
 	case "anus_exposed":
-		return 0.85
+		return 0.90
-	case "male_genitalia_exposed":
+	case "female_breast_exposed", "breast_exposed":
 		return 0.80
 	case "buttocks_exposed":
 		return 0.65
+
 	default:
 		return 0.50
 	}
 }
 
+func bodyPartSeverityWeight(label string) float64 {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	case "pussy", "vulva":
+		return 1.00
+	case "penis":
+		return 0.95
+	case "anus":
+		return 0.90
+	case "breasts":
+		return 0.80
+	case "ass", "buttocks":
+		return 0.65
+	case "tongue":
+		return 0.45
+	case "mouth", "face":
+		return 0.45
+	case "hands":
+		return 0.35
+	default:
+		return 0.50
+	}
+}
+
+func objectSeverityWeight(label string) float64 {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	case "dildo", "vibrator", "strapon", "buttplug", "sex_toy":
+		return 0.85
+	case "handcuffs", "blindfold", "collar":
+		return 0.55
+	case "shower":
+		return 0.40
+	case "towel":
+		return 0.25
+	default:
+		return 0.45
+	}
+}
+
+func clothingSeverityWeight(label string) float64 {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	case "nude", "naked":
+		return 0.90
+	case "lingerie":
+		return 0.60
+	case "panties", "bra", "underwear":
+		return 0.55
+	case "bikini", "swimwear":
+		return 0.35
+	case "stockings", "heels":
+		return 0.35
+	case "skirt", "dress", "hotpants", "croptop":
+		return 0.30
+	default:
+		return 0.30
+	}
+}
+
+func positionSeverityWeight(label string) float64 {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	// sehr explizit / klar sexuelle Handlung
+	case "doggy", "doggystyle", "standing_doggy":
+		return 1.00
+	case "cowgirl", "reverse_cowgirl":
+		return 0.98
+	case "missionary":
+		return 0.95
+	case "prone_bone":
+		return 0.95
+	case "blowjob", "cunnilingus", "oral", "69", "facesitting":
+		return 0.94
+
+	// explizit, aber etwas niedriger
+	case "toy_play":
+		return 0.88
+	case "handjob", "fingering":
+		return 0.84
+	case "spooning":
+		return 0.78
+
+	// Pose/Kontext, aber nicht stark genug alleine
+	case "standing", "sitting":
+		return 0.42
+	case "other":
+		return 0.45
+
+	case "unknown", "":
+		return 0.00
+
+	default:
+		return 0.00
+	}
+}
+
+type ratingSignalSet struct {
+	Position float64
+	Body     float64
+	Object   float64
+	Clothing float64
+
+	HasPosition bool
+	HasBody     bool
+	HasObject   bool
+	HasClothing bool
+}
+
+func isKnownPositionLabel(label string) bool {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	switch label {
+	case "doggy",
+		"doggystyle",
+		"standing_doggy",
+		"cowgirl",
+		"reverse_cowgirl",
+		"missionary",
+		"prone_bone",
+		"blowjob",
+		"cunnilingus",
+		"oral",
+		"69",
+		"facesitting",
+		"toy_play",
+		"handjob",
+		"fingering",
+		"spooning",
+		"standing",
+		"sitting",
+		"other":
+		return true
+	default:
+		return false
+	}
+}
+
+func ratingSignalSetAddLabel(set *ratingSignalSet, label string) {
+	label = strings.ToLower(strings.TrimSpace(label))
+	if label == "" || isPersonSegmentLabel(label) {
+		return
+	}
+
+	switch {
+	case strings.HasPrefix(label, "position:"):
+		raw := strings.TrimPrefix(label, "position:")
+		if !isKnownPositionLabel(raw) {
+			return
+		}
+
+		w := positionSeverityWeight(raw)
+		if w > set.Position {
+			set.Position = w
+		}
+		if w > 0 {
+			set.HasPosition = true
+		}
+
+	case strings.HasPrefix(label, "body:"):
+		w := bodyPartSeverityWeight(strings.TrimPrefix(label, "body:"))
+		if w > set.Body {
+			set.Body = w
+		}
+		if w > 0 {
+			set.HasBody = true
+		}
+
+	case strings.HasPrefix(label, "object:"):
+		w := objectSeverityWeight(strings.TrimPrefix(label, "object:"))
+		if w > set.Object {
+			set.Object = w
+		}
+		if w > 0 {
+			set.HasObject = true
+		}
+
+	case strings.HasPrefix(label, "clothing:"):
+		w := clothingSeverityWeight(strings.TrimPrefix(label, "clothing:"))
+		if w > set.Clothing {
+			set.Clothing = w
+		}
+		if w > 0 {
+			set.HasClothing = true
+		}
+
+	case strings.HasPrefix(label, "detector:"):
+		raw := strings.TrimPrefix(label, "detector:")
+
+		// Detector-Labels sind meistens Body/Object/Clothing, nicht Position.
+		switch {
+		case bodyPartSeverityWeight(raw) >= 0.65:
+			ratingSignalSetAddLabel(set, "body:"+raw)
+		case objectSeverityWeight(raw) >= 0.50:
+			ratingSignalSetAddLabel(set, "object:"+raw)
+		case clothingSeverityWeight(raw) >= 0.50:
+			ratingSignalSetAddLabel(set, "clothing:"+raw)
+		case isKnownPositionLabel(raw):
+			ratingSignalSetAddLabel(set, "position:"+raw)
+		}
+
+	default:
+		// Direkte alte YOLO-Labels sinnvoll einsortieren.
+		// Wichtig: Position zuletzt prüfen, sonst greift positionSeverityWeight(default=0.60)
+		// für fast alles.
+		switch {
+		case bodyPartSeverityWeight(label) >= 0.65:
+			ratingSignalSetAddLabel(set, "body:"+label)
+		case objectSeverityWeight(label) >= 0.50:
+			ratingSignalSetAddLabel(set, "object:"+label)
+		case clothingSeverityWeight(label) >= 0.50:
+			ratingSignalSetAddLabel(set, "clothing:"+label)
+		case isKnownPositionLabel(label):
+			ratingSignalSetAddLabel(set, "position:"+label)
+		}
+	}
+}
+
+func ratingSignalSetFromLabel(label string) ratingSignalSet {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	var set ratingSignalSet
+
+	if strings.HasPrefix(label, "combo:") {
+		raw := strings.TrimPrefix(label, "combo:")
+		for _, part := range strings.Split(raw, "+") {
+			ratingSignalSetAddLabel(&set, part)
+		}
+		return set
+	}
+
+	ratingSignalSetAddLabel(&set, label)
+	return set
+}
+
+func contextualSegmentSeverityWeight(label string) float64 {
+	set := ratingSignalSetFromLabel(label)
+
+	hasAny :=
+		set.HasPosition ||
+			set.HasBody ||
+			set.HasObject ||
+			set.HasClothing
+
+	if !hasAny {
+		return 0
+	}
+
+	var score float64
+
+	if set.HasPosition {
+		// Position ist der Hauptanker.
+		score =
+			0.72*set.Position +
+				0.14*set.Body +
+				0.09*set.Object +
+				0.05*set.Clothing
+
+		// Echte Kombi-Boni.
+		if set.HasBody {
+			score += 0.04
+		}
+		if set.HasObject {
+			score += 0.035
+		}
+		if set.HasClothing {
+			score += 0.015
+		}
+
+		// Schwache Positionslabels wie standing/sitting sollen ohne Kontext niedrig bleiben.
+		if set.Position < 0.60 && !set.HasBody && !set.HasObject {
+			score = math.Min(score, 0.45)
+		}
+
+		return ratingClamp01(score)
+	}
+
+	// Ohne Position: Kontext darf zählen, aber gedeckelt.
+	score =
+		0.58*set.Body +
+			0.28*set.Object +
+			0.14*set.Clothing
+
+	if set.HasBody && set.HasObject {
+		score += 0.08
+	}
+	if set.HasBody && set.HasClothing {
+		score += 0.03
+	}
+
+	// Kleidung alleine niemals stark bewerten.
+	if set.HasClothing && !set.HasBody && !set.HasObject {
+		score = math.Min(score, 0.32)
+	}
+
+	// Keine Position => nicht höher als "mittel-hoch".
+	score = math.Min(score, 0.68)
+
+	return ratingClamp01(score)
+}
+
+func comboSegmentSeverityWeight(label string) float64 {
+	raw := strings.TrimPrefix(strings.ToLower(strings.TrimSpace(label)), "combo:")
+	if raw == "" {
+		return 0.00
+	}
+
+	parts := strings.Split(raw, "+")
+
+	var weights []float64
+	hasPersonContext := false
+
+	for _, part := range parts {
+		part = strings.TrimSpace(part)
+		if part == "" {
+			continue
+		}
+
+		if isPersonSegmentLabel(part) {
+			hasPersonContext = true
+			continue
+		}
+
+		weight := 0.0
+
+		switch {
+		case strings.HasPrefix(part, "position:"):
+			weight = positionSeverityWeight(strings.TrimPrefix(part, "position:"))
+
+		case strings.HasPrefix(part, "body:"):
+			weight = bodyPartSeverityWeight(strings.TrimPrefix(part, "body:"))
+
+		case strings.HasPrefix(part, "object:"):
+			weight = objectSeverityWeight(strings.TrimPrefix(part, "object:"))
+
+		case strings.HasPrefix(part, "clothing:"):
+			weight = clothingSeverityWeight(strings.TrimPrefix(part, "clothing:"))
+
+		case strings.HasPrefix(part, "detector:"):
+			det := strings.TrimPrefix(part, "detector:")
+			if isPersonSegmentLabel(det) {
+				hasPersonContext = true
+				continue
+			}
+			weight = detectorSeverityWeight(det)
+
+		default:
+			if isPersonSegmentLabel(part) {
+				hasPersonContext = true
+				continue
+			}
+			weight = detectorSeverityWeight(part)
+		}
+
+		if weight > 0 {
+			weights = append(weights, weight)
+		}
+	}
+
+	// Nur Person in der Combo => kein Rating-/Highlight-Gewicht.
+	if len(weights) == 0 {
+		return 0.00
+	}
+
+	var sum float64
+	var maxWeight float64
+
+	for _, weight := range weights {
+		sum += weight
+		if weight > maxWeight {
+			maxWeight = weight
+		}
+	}
+
+	avg := sum / float64(len(weights))
+
+	// Kombi = stärkstes Signal plus leichter Kontext-Boost.
+	combined := 0.70*maxWeight + 0.30*avg
+
+	// Person macht das Highlight verständlicher, soll aber nicht stark boosten.
+	if hasPersonContext {
+		combined += 0.03
+	}
+
+	// Echte Combos sollen sichtbar relevant bleiben,
+	// aber nur wenn mindestens ein Nicht-Personen-Signal existiert.
+	if combined < 0.60 {
+		combined = 0.60
+	}
+	if combined > 1.00 {
+		combined = 1.00
+	}
+
+	return combined
+}
+
+func normalizeSegmentLabel(label string) string {
+	label = strings.ToLower(strings.TrimSpace(label))
+
+	label = strings.TrimPrefix(label, "detector:")
+	label = strings.TrimPrefix(label, "body:")
+	label = strings.TrimPrefix(label, "object:")
+	label = strings.TrimPrefix(label, "clothing:")
+	label = strings.TrimPrefix(label, "position:")
+
+	return strings.TrimSpace(label)
+}
+
+func mergeAdjacentAISegments(segments []aiSegmentMeta, maxGapSec float64) []aiSegmentMeta {
+	if len(segments) == 0 {
+		return nil
+	}
+
+	// Pro normalisiertem Label separat mergen.
+	// Dadurch verhindern andere Labels zwischen zwei Treffern nicht mehr das Zusammenführen.
+	byLabel := make(map[string][]aiSegmentMeta)
+
+	for _, s := range segments {
+		if strings.TrimSpace(s.Label) == "" {
+			continue
+		}
+
+		if s.DurationSeconds <= 0 {
+			s.DurationSeconds = s.EndSeconds - s.StartSeconds
+		}
+
+		if s.EndSeconds <= s.StartSeconds {
+			continue
+		}
+
+		key := normalizeSegmentLabel(s.Label)
+		if key == "" {
+			continue
+		}
+
+		byLabel[key] = append(byLabel[key], s)
+	}
+
+	out := make([]aiSegmentMeta, 0, len(segments))
+
+	for _, items := range byLabel {
+		sort.SliceStable(items, func(i, j int) bool {
+			if items[i].StartSeconds != items[j].StartSeconds {
+				return items[i].StartSeconds < items[j].StartSeconds
+			}
+			if items[i].EndSeconds != items[j].EndSeconds {
+				return items[i].EndSeconds < items[j].EndSeconds
+			}
+			return items[i].Label < items[j].Label
+		})
+
+		cur := items[0]
+
+		for i := 1; i < len(items); i++ {
+			n := items[i]
+
+			gap := n.StartSeconds - cur.EndSeconds
+
+			if gap >= -0.25 && gap <= maxGapSec {
+				oldDur := cur.DurationSeconds
+				if oldDur <= 0 {
+					oldDur = cur.EndSeconds - cur.StartSeconds
+				}
+
+				newDur := n.DurationSeconds
+				if newDur <= 0 {
+					newDur = n.EndSeconds - n.StartSeconds
+				}
+
+				totalDur := oldDur + newDur
+
+				cur.Label = preferAnalyzeSegmentLabel(cur.Label, n.Label)
+
+				if n.StartSeconds < cur.StartSeconds {
+					cur.StartSeconds = n.StartSeconds
+				}
+				if n.EndSeconds > cur.EndSeconds {
+					cur.EndSeconds = n.EndSeconds
+				}
+
+				cur.DurationSeconds = cur.EndSeconds - cur.StartSeconds
+				cur.AutoSelected = cur.AutoSelected || n.AutoSelected
+
+				if totalDur > 0 {
+					cur.Score = ((cur.Score * oldDur) + (n.Score * newDur)) / totalDur
+				} else if n.Score > cur.Score {
+					cur.Score = n.Score
+				}
+
+				continue
+			}
+
+			out = append(out, cur)
+			cur = n
+		}
+
+		out = append(out, cur)
+	}
+
+	sort.SliceStable(out, func(i, j int) bool {
+		if out[i].StartSeconds != out[j].StartSeconds {
+			return out[i].StartSeconds < out[j].StartSeconds
+		}
+		if out[i].EndSeconds != out[j].EndSeconds {
+			return out[i].EndSeconds < out[j].EndSeconds
+		}
+		return normalizeSegmentLabel(out[i].Label) < normalizeSegmentLabel(out[j].Label)
+	})
+
+	return out
+}
+
 func ratingConfidenceWeight(conf float64) float64 {
 	conf = ratingClamp01(conf)
 
@@ -87,13 +723,13 @@ func ratingConfidenceWeight(conf float64) float64 {
 
 func starsFromNSFWScore(score float64) int {
 	switch {
-	case score < 15:
+	case score < 18:
 		return 1
-	case score < 35:
+	case score < 38:
 		return 2
-	case score < 58:
+	case score < 60:
 		return 3
-	case score < 78:
+	case score < 80:
 		return 4
 	default:
 		return 5
@@ -101,6 +737,8 @@ func starsFromNSFWScore(score float64) int {
 }
 
 func computeNSFWRating(segments []aiSegmentMeta, durationSec float64) *aiRatingMeta {
+	segments = mergeAdjacentAISegments(segments, 5.0)
+
 	r := &aiRatingMeta{
 		Score: 0,
 		Stars: 1,
@@ -115,11 +753,20 @@ func computeNSFWRating(segments []aiSegmentMeta, durationSec float64) *aiRatingM
 	var totalFlagged float64
 	var totalWeighted float64
 	var totalEffectiveWeighted float64
+
+	var positionEffectiveWeighted float64
+	var contextEffectiveWeighted float64
+	var peakQuality float64
+
 	var longest float64
 	var confSum float64
 	var n int
 
 	for _, s := range segments {
+		if isPersonSegmentLabel(s.Label) {
+			continue
+		}
+
 		segDur := s.DurationSeconds
 		if segDur <= 0 {
 			segDur = s.EndSeconds - s.StartSeconds
@@ -128,13 +775,37 @@ func computeNSFWRating(segments []aiSegmentMeta, durationSec float64) *aiRatingM
 			continue
 		}
 
-		sev := nsfwSegmentSeverityWeight(s.Label)
+		sev := contextualSegmentSeverityWeight(s.Label)
+		if sev <= 0 {
+			continue
+		}
+
 		conf := ratingClamp01(s.Score)
-		weight := sev * ratingConfidenceWeight(conf)
+		confWeight := ratingConfidenceWeight(conf)
+		quality := sev * confWeight
+
+		if quality <= 0 {
+			continue
+		}
+
+		effectiveDur := ratingEffectiveDurationSeconds(segDur)
+		weightedDur := segDur * quality
+		effectiveWeightedDur := effectiveDur * quality
 
 		totalFlagged += segDur
-		totalWeighted += segDur * weight
+		totalWeighted += weightedDur
-		totalEffectiveWeighted += ratingEffectiveDurationSeconds(segDur) * weight
+		totalEffectiveWeighted += effectiveWeightedDur
+
+		set := ratingSignalSetFromLabel(s.Label)
+		if set.HasPosition {
+			positionEffectiveWeighted += effectiveWeightedDur
+		} else {
+			contextEffectiveWeighted += effectiveWeightedDur
+		}
+
+		if quality > peakQuality {
+			peakQuality = quality
+		}
 
 		confSum += conf
 		n++
@@ -152,22 +823,39 @@ func computeNSFWRating(segments []aiSegmentMeta, durationSec float64) *aiRatingM
 	weightedCoverageRatio := ratingClamp01(totalWeighted / durationSec)
 	segmentsPerMinute := float64(n) / videoMinutes
 	avgConfidence := confSum / float64(n)
-	effectiveWeightedSecondsPerMinute := totalEffectiveWeighted / videoMinutes
 
-	// Weichere Normalisierung statt harter Sättigung.
+	positionEffectiveWeightedPerMinute := positionEffectiveWeighted / videoMinutes
-	// Das reduziert 1/5-Ausreißer und verteilt mehr Fälle auf 2–4 Sterne.
+	contextEffectiveWeightedPerMinute := contextEffectiveWeighted / videoMinutes
-	densityNorm := ratingSoftCap(effectiveWeightedSecondsPerMinute, 8.0)
+
+	// Position ist der Haupttreiber.
+	// Kontext ohne Position zählt mit, wird aber schwächer normalisiert.
+	peakNorm := ratingSmoothStep(peakQuality)
+	positionDensityNorm := ratingSoftCap(positionEffectiveWeightedPerMinute, 6.0)
+	contextDensityNorm := ratingSoftCap(contextEffectiveWeightedPerMinute, 10.0)
 	coverageNorm := ratingSoftCap(weightedCoverageRatio, 0.22)
-	frequencyNorm := ratingSoftCap(segmentsPerMinute, 1.25)
+	frequencyNorm := ratingSoftCap(segmentsPerMinute, 1.40)
-	longestNorm := ratingSoftCap(longest, 25.0)
+	longestNorm := ratingSoftCap(longest, 28.0)
 	confNorm := ratingSmoothStep((avgConfidence - 0.35) / 0.60)
 
 	raw :=
-		0.38*densityNorm +
+		0.34*peakNorm +
-			0.30*coverageNorm +
+			0.28*positionDensityNorm +
-			0.12*frequencyNorm +
+			0.14*coverageNorm +
-			0.10*longestNorm +
+			0.10*contextDensityNorm +
-			0.10*confNorm
+			0.06*longestNorm +
+			0.04*frequencyNorm +
+			0.04*confNorm
+
+	// Sicherheits-Caps:
+	// Ohne Positionssignal soll Kontext alleine nicht auf 4–5 Sterne kippen.
+	if positionEffectiveWeighted <= 0 {
+		raw = math.Min(raw, 0.58)
+	}
+
+	// Sehr kurze/spärliche Treffer nicht überbewerten.
+	if totalFlagged < 4.0 && n <= 1 {
+		raw = math.Min(raw, 0.42)
+	}
 
 	score := ratingRound(ratingClamp01(raw)*100, 1)
 

backend/record.go

@@ -1373,7 +1373,7 @@ func recordVideo(w http.ResponseWriter, r *http.Request) {
 
 	writeErr := func(code int, msg string) {
 		if tw.wrote {
-			fmt.Println("[recordVideo] late error (headers already sent):", code, msg)
+			appLogln("[recordVideo] late error (headers already sent):", code, msg)
 			return
 		}
 		http.Error(w, msg, code)

backend/record_paths.go

@@ -2,7 +2,6 @@
 package main
 
 import (
-	"fmt"
 	"net/http"
 	"net/url"
 	"os"
@@ -29,7 +28,7 @@ func safeBasenameQuery(r *http.Request, key string) (string, bool, error) {
 	}
 	dec = strings.TrimSpace(dec)
 	if !isSafeBasename(dec) {
-		return "", false, fmt.Errorf("invalid basename")
+		return "", false, appErrorf("invalid basename")
 	}
 	return dec, true, nil
 }
@@ -252,7 +251,7 @@ func resolveDoneFileByName(doneAbs string, file string) (full string, from strin
 		return p, "keep", fi, nil
 	}
 
-	return "", "", nil, fmt.Errorf("not found")
+	return "", "", nil, appErrorf("not found")
 }
 
 func isTrashPath(p string) bool {

backend/record_stream_cb.go

@@ -6,7 +6,6 @@ import (
 	"context"
 	"encoding/json"
 	"errors"
-	"fmt"
 	"net/http"
 	"net/url"
 	"os"
@@ -43,12 +42,12 @@ func RecordStream(
 	loadFreshHLS := func() (*selectedHLSStream, error) {
 		body, err := hc.FetchPage(ctx, pageURL, httpCookie)
 		if err != nil {
-			return nil, fmt.Errorf("seite laden: %w", err)
+			return nil, appErrorf("seite laden: %w", err)
 		}
 
 		hlsURL, err := ParseStream(body)
 		if err != nil {
-			return nil, fmt.Errorf("stream-parsing: %w", err)
+			return nil, appErrorf("stream-parsing: %w", err)
 		}
 
 		hlsURL = strings.TrimSpace(hlsURL)
@@ -64,7 +63,7 @@ func RecordStream(
 			pageURL,
 		)
 		if err != nil {
-			return nil, fmt.Errorf("variant-playlist: %w", err)
+			return nil, appErrorf("variant-playlist: %w", err)
 		}
 		if stream == nil || strings.TrimSpace(stream.VideoURL) == "" {
 			return nil, errors.New("leere final video url")
@@ -119,7 +118,7 @@ func RecordStream(
 
 		if mergeAfterRun && fileExistsNonEmpty(attemptOut) {
 			if aerr := appendFileAndRemove(outputPath, attemptOut); aerr != nil {
-				return fmt.Errorf("retry-chunk merge failed: %w", aerr)
+				return appErrorf("retry-chunk merge failed: %w", aerr)
 			}
 		}
 
@@ -147,7 +146,7 @@ func RecordStream(
 
 		refreshes++
 		if refreshes > maxPlaylistRefreshes {
-			return fmt.Errorf("cb refresh-limit erreicht nach %d versuchen: %w", refreshes-1, err)
+			return appErrorf("cb refresh-limit erreicht nach %d versuchen: %w", refreshes-1, err)
 		}
 
 		select {
@@ -193,14 +192,14 @@ func ParseStream(html string) (string, error) {
 		strings.Replace(strconv.Quote(matches[1]), `\\u`, `\u`, -1),
 	)
 	if err != nil {
-		return "", fmt.Errorf("Unicode-decode failed: %w", err)
+		return "", appErrorf("Unicode-decode failed: %w", err)
 	}
 
 	var rd struct {
 		HLSSource string `json:"hls_source"`
 	}
 	if err := json.Unmarshal([]byte(decoded), &rd); err != nil {
-		return "", fmt.Errorf("JSON-parse failed: %w", err)
+		return "", appErrorf("JSON-parse failed: %w", err)
 	}
 	if rd.HLSSource == "" {
 		return "", errors.New("kein HLS-Quell-URL im JSON")

backend/record_stream_hls.go

@@ -147,19 +147,19 @@ func getWantedResolutionPlaylistWithHeaders(
 	defer resp.Body.Close()
 
 	if resp.StatusCode != http.StatusOK {
-		return nil, fmt.Errorf("HTTP %d beim Abruf der m3u8", resp.StatusCode)
+		return nil, appErrorf("HTTP %d beim Abruf der m3u8", resp.StatusCode)
 	}
 
 	rawBody, err := io.ReadAll(resp.Body)
 	if err != nil {
-		return nil, fmt.Errorf("m3u8 read: %w", err)
+		return nil, appErrorf("m3u8 read: %w", err)
 	}
 
 	masterText := string(rawBody)
 
 	playlist, listType, err := m3u8.DecodeFrom(bytes.NewReader(rawBody), true)
 	if err != nil {
-		return nil, fmt.Errorf("m3u8 parse: %w", err)
+		return nil, appErrorf("m3u8 parse: %w", err)
 	}
 
 	// Schon Media-Playlist
@@ -354,7 +354,7 @@ func appendFileAndRemove(dstPath, srcPath string) error {
 	dstPath = strings.TrimSpace(dstPath)
 
 	if srcPath == "" || dstPath == "" {
-		return fmt.Errorf("append path leer")
+		return appErrorf("append path leer")
 	}
 	if filepath.Clean(srcPath) == filepath.Clean(dstPath) {
 		return nil
@@ -423,13 +423,13 @@ func handleM3U8Mode(
 
 	u, err := url.Parse(videoURL)
 	if err != nil || (u.Scheme != "http" && u.Scheme != "https") {
-		return fmt.Errorf("ungültige video URL: %q", videoURL)
+		return appErrorf("ungültige video URL: %q", videoURL)
 	}
 
 	if audioURL != "" {
 		au, err := url.Parse(audioURL)
 		if err != nil || (au.Scheme != "http" && au.Scheme != "https") {
-			return fmt.Errorf("ungültige audio URL: %q", audioURL)
+			return appErrorf("ungültige audio URL: %q", audioURL)
 		}
 	}
 
@@ -440,7 +440,7 @@ func handleM3U8Mode(
 
 	ext := strings.ToLower(filepath.Ext(outFile))
 	if ext != ".ts" && ext != ".mp4" {
-		return fmt.Errorf("nicht unterstützte output-endung: %q", ext)
+		return appErrorf("nicht unterstützte output-endung: %q", ext)
 	}
 
 	// Wichtig:
@@ -562,9 +562,9 @@ func handleM3U8Mode(
 	if err != nil {
 		msg := strings.TrimSpace(stderr.String())
 		if msg != "" {
-			return fmt.Errorf("ffmpeg m3u8 failed: %w: %s", err, msg)
+			return appErrorf("ffmpeg m3u8 failed: %w: %s", err, msg)
 		}
-		return fmt.Errorf("ffmpeg m3u8 failed: %w", err)
+		return appErrorf("ffmpeg m3u8 failed: %w", err)
 	}
 
 	if job != nil {

backend/record_stream_mfc.go

@@ -54,9 +54,9 @@ func RecordStreamMFC(
 
 		if time.Now().After(deadline) {
 			if lastSt == nil {
-				return fmt.Errorf("mfc: stream wurde nicht public innerhalb %s", waitPublicMax)
+				return appErrorf("mfc: stream wurde nicht public innerhalb %s", waitPublicMax)
 			}
-			return fmt.Errorf("mfc: stream ist nicht public nach %s (letzter Status: %s)", waitPublicMax, *lastSt)
+			return appErrorf("mfc: stream ist nicht public nach %s (letzter Status: %s)", waitPublicMax, *lastSt)
 
 		}
 
@@ -66,10 +66,10 @@ func RecordStreamMFC(
 	// ✅ erst jetzt die Video URL holen (weil public)
 	stream, err := mfc.GetSelectedStream(false)
 	if err != nil {
-		return fmt.Errorf("mfc get video url: %w", err)
+		return appErrorf("mfc get video url: %w", err)
 	}
 	if stream == nil || strings.TrimSpace(stream.VideoURL) == "" {
-		return fmt.Errorf("mfc: keine m3u8 URL gefunden")
+		return appErrorf("mfc: keine m3u8 URL gefunden")
 	}
 
 	// ✅ WICHTIG: fMP4 live preview (/api/preview/live) braucht job.PreviewM3U8 als Input
@@ -127,7 +127,7 @@ func (m *MyFreeCams) GetVideoURL(refresh bool) (string, error) {
 
 	midInt, err := strconv.Atoi(midBase)
 	if err != nil {
-		return "", fmt.Errorf("model-id parse error: %w", err)
+		return "", appErrorf("model-id parse error: %w", err)
 	}
 	mid := 100000000 + midInt
 	a := ""
@@ -180,7 +180,7 @@ func (m *MyFreeCams) GetStatus() (Status, error) {
 		return StatusNotExist, nil
 	}
 	if resp.StatusCode != 200 {
-		return StatusUnknown, fmt.Errorf("HTTP %d", resp.StatusCode)
+		return StatusUnknown, appErrorf("HTTP %d", resp.StatusCode)
 	}
 
 	// wir brauchen sowohl Bytes (für Suche) als auch Reader (für HTML)
@@ -202,7 +202,7 @@ func (m *MyFreeCams) GetStatus() (Status, error) {
 	raw := string(bodyBytes[start : start+end])
 	u, err := url.Parse(raw)
 	if err != nil {
-		return StatusUnknown, fmt.Errorf("tracking url invalid: %w", err)
+		return StatusUnknown, appErrorf("tracking url invalid: %w", err)
 	}
 	qs := u.Query()
 	if qs.Get("model_id") == "" {
@@ -255,7 +255,7 @@ func runMFC(ctx context.Context, username string, outArg string) error {
 		return err
 	}
 	if st != StatusPublic {
-		return fmt.Errorf("Stream ist nicht live (Status: %s)", st)
+		return appErrorf("Stream ist nicht live (Status: %s)", st)
 	}
 
 	stream, err := mfc.GetSelectedStream(false)
@@ -277,12 +277,12 @@ func getWantedResolutionPlaylist(playlistURL string) (string, error) {
 	}
 	defer resp.Body.Close()
 	if resp.StatusCode != 200 {
-		return "", fmt.Errorf("HTTP %d beim Abruf der m3u8", resp.StatusCode)
+		return "", appErrorf("HTTP %d beim Abruf der m3u8", resp.StatusCode)
 	}
 
 	playlist, listType, err := m3u8.DecodeFrom(resp.Body, true)
 	if err != nil {
-		return "", fmt.Errorf("m3u8 parse: %w", err)
+		return "", appErrorf("m3u8 parse: %w", err)
 	}
 	if listType == m3u8.MEDIA {
 		return playlistURL, nil

backend/recorder.go

@@ -190,7 +190,7 @@ func scrubberIndexToTime(index, count int, durationSec float64) float64 {
 func lookupDurationForScrubber(r *http.Request) (float64, error) {
 	path, ok, _, _ := resolvePlayablePathFromQuery(r)
 	if !ok || strings.TrimSpace(path) == "" {
-		return 0, fmt.Errorf("unable to resolve file")
+		return 0, appErrorf("unable to resolve file")
 	}
 
 	// best-effort meta
@@ -335,7 +335,7 @@ func statOutputForLog(path string) string {
 func waitForUsableOutput(path string, timeout time.Duration) (os.FileInfo, error) {
 	path = strings.TrimSpace(path)
 	if path == "" {
-		return nil, fmt.Errorf("path empty")
+		return nil, appErrorf("path empty")
 	}
 
 	deadline := time.Now().Add(timeout)
@@ -350,11 +350,11 @@ func waitForUsableOutput(path string, timeout time.Duration) (os.FileInfo, error
 		if err != nil {
 			lastErr = err
 		} else if fi == nil {
-			lastErr = fmt.Errorf("stat returned nil")
+			lastErr = appErrorf("stat returned nil")
 		} else if fi.IsDir() {
-			lastErr = fmt.Errorf("path is dir")
+			lastErr = appErrorf("path is dir")
 		} else {
-			lastErr = fmt.Errorf("file size is 0")
+			lastErr = appErrorf("file size is 0")
 		}
 
 		if time.Now().After(deadline) {
@@ -364,7 +364,7 @@ func waitForUsableOutput(path string, timeout time.Duration) (os.FileInfo, error
 	}
 
 	if lastErr == nil {
-		lastErr = fmt.Errorf("usable output not ready in time")
+		lastErr = appErrorf("usable output not ready in time")
 	}
 	return nil, lastErr
 }
@@ -433,7 +433,7 @@ func startRecordingInternal(req RecordRequest) (*RecordJob, error) {
 
 	provider := detectProvider(url)
 	if provider != "chaturbate" && provider != "mfc" {
-		return nil, fmt.Errorf("unsupported provider: %q", url)
+		return nil, appErrorf("unsupported provider: %q", url)
 	}
 
 	if err := ensureDiskGuardAllowsStart(); err != nil {
@@ -470,7 +470,7 @@ func startRecordingInternal(req RecordRequest) (*RecordJob, error) {
 		}
 
 		if active >= max {
-			return nil, fmt.Errorf("Download-Limit erreicht (%d/%d aktiv)", active, max)
+			return nil, appErrorf("Download-Limit erreicht (%d/%d aktiv)", active, max)
 		}
 	}
 
@@ -520,18 +520,18 @@ func startRecordingInternal(req RecordRequest) (*RecordJob, error) {
 func requireNonEmptyRegularFile(path string, label string) error {
 	path = strings.TrimSpace(path)
 	if path == "" {
-		return fmt.Errorf("%s: path empty", label)
+		return appErrorf("%s: path empty", label)
 	}
 
 	fi, err := os.Stat(path)
 	if err != nil {
-		return fmt.Errorf("%s: %w", label, err)
+		return appErrorf("%s: %w", label, err)
 	}
 	if fi == nil || fi.IsDir() {
-		return fmt.Errorf("%s: not a file", label)
+		return appErrorf("%s: not a file", label)
 	}
 	if fi.Size() <= 0 {
-		return fmt.Errorf("%s: empty file", label)
+		return appErrorf("%s: empty file", label)
 	}
 	return nil
 }
@@ -541,16 +541,16 @@ func buildPostworkTempMP4Path(tsPath string) (string, error) {
 
 	doneAbs, err := resolvePathRelativeToApp(s.DoneDir)
 	if err != nil {
-		return "", fmt.Errorf("doneDir auflösung fehlgeschlagen: %w", err)
+		return "", appErrorf("doneDir auflösung fehlgeschlagen: %w", err)
 	}
 	doneAbs = strings.TrimSpace(doneAbs)
 	if doneAbs == "" {
-		return "", fmt.Errorf("doneDir ist leer")
+		return "", appErrorf("doneDir ist leer")
 	}
 
 	tmpDir := filepath.Join(doneAbs, ".postwork_tmp")
 	if err := os.MkdirAll(tmpDir, 0o755); err != nil {
-		return "", fmt.Errorf("postwork tmp dir erstellen fehlgeschlagen: %w", err)
+		return "", appErrorf("postwork tmp dir erstellen fehlgeschlagen: %w", err)
 	}
 
 	base := strings.TrimSuffix(filepath.Base(strings.TrimSpace(tsPath)), filepath.Ext(tsPath)) + ".mp4"
@@ -581,14 +581,14 @@ func runPrimaryPostworkPipeline(
 
 		fi, err := os.Stat(tsPath)
 		if err != nil || fi == nil || fi.IsDir() || fi.Size() <= 0 {
-			return out, fmt.Errorf("ts invalid before remux")
+			return out, appErrorf("ts invalid before remux")
 		}
 
 		inSize := fi.Size()
 
 		mp4Path, err := buildPostworkTempMP4Path(tsPath)
 		if err != nil {
-			return tsPath, fmt.Errorf("postwork temp mp4 path failed: %w", err)
+			return tsPath, appErrorf("postwork temp mp4 path failed: %w", err)
 		}
 		_ = removeWithRetry(mp4Path)
 
@@ -620,7 +620,7 @@ func runPrimaryPostworkPipeline(
 		)
 		if err != nil {
 			_ = removeWithRetry(mp4Path)
-			return tsPath, fmt.Errorf("ts remux failed: %w", err)
+			return tsPath, appErrorf("ts remux failed: %w", err)
 		}
 
 		if err := requireNonEmptyRegularFile(mp4Path, "remux result"); err != nil {
@@ -629,13 +629,13 @@ func runPrimaryPostworkPipeline(
 		}
 
 		if err := validateVideoDecodesNearEnd(ctx, mp4Path); err != nil {
-			fmt.Println("⚠️ remux mp4 decode validation failed, fallback to reencode:", err)
+			appLogln("⚠️ remux mp4 decode validation failed, fallback to reencode:", err)
 
 			_ = removeWithRetry(mp4Path)
 
 			if rerr := reencodeTSToMP4(ctx, tsPath, mp4Path); rerr != nil {
 				_ = removeWithRetry(mp4Path)
-				return tsPath, fmt.Errorf("remux invalid (%v), reencode fallback failed: %w", err, rerr)
+				return tsPath, appErrorf("remux invalid (%v), reencode fallback failed: %w", err, rerr)
 			}
 
 			if err2 := requireNonEmptyRegularFile(mp4Path, "reencode result"); err2 != nil {
@@ -645,7 +645,7 @@ func runPrimaryPostworkPipeline(
 
 			if err2 := validateVideoDecodesNearEnd(ctx, mp4Path); err2 != nil {
 				_ = removeWithRetry(mp4Path)
-				return tsPath, fmt.Errorf("reencoded mp4 still invalid: %w", err2)
+				return tsPath, appErrorf("reencoded mp4 still invalid: %w", err2)
 			}
 		}
 
@@ -673,9 +673,9 @@ func runPrimaryPostworkPipeline(
 		}
 
 		if err != nil {
-			return fallbackOut, fmt.Errorf("moveToDoneDir failed: %w", err)
+			return fallbackOut, appErrorf("moveToDoneDir failed: %w", err)
 		}
-		return fallbackOut, fmt.Errorf("moveToDoneDir returned empty path")
+		return fallbackOut, appErrorf("moveToDoneDir returned empty path")
 	}
 
 	out = strings.TrimSpace(moved)
@@ -691,7 +691,7 @@ func runPrimaryPostworkPipeline(
 
 	if cleanupTSAfterMove != "" {
 		if err := removeWithRetry(cleanupTSAfterMove); err != nil && !os.IsNotExist(err) {
-			fmt.Println("⚠️ ts cleanup after successful move:", err)
+			appLogln("⚠️ ts cleanup after successful move:", err)
 		}
 		purgeDurationCacheForPath(cleanupTSAfterMove)
 	}
@@ -711,14 +711,14 @@ func runPrimaryPostworkPipeline(
 	}
 
 	if _, err := ensureMetaForVideoCtx(ctx, out, job.SourceURL); err != nil {
-		return out, fmt.Errorf("meta.json generation failed: %w", err)
+		return out, appErrorf("meta.json generation failed: %w", err)
 	}
 
 	attachMetaToJobBestEffort(ctx, job, out)
 
 	assetID := assetIDFromVideoPath(out)
 	if assetID == "" {
-		return out, fmt.Errorf("asset id missing after move")
+		return out, appErrorf("asset id missing after move")
 	}
 
 	_, thumbPath, previewPath, _, metaPath, err := assetPathsForID(assetID)
@@ -763,7 +763,7 @@ func runPrimaryPostworkPipeline(
 	}
 
 	if _, err := ensurePrimaryAssetsForVideoWithProgressCtx(ctx, out, job.SourceURL, update); err != nil {
-		return out, fmt.Errorf("primary assets failed: %w", err)
+		return out, appErrorf("primary assets failed: %w", err)
 	}
 
 	if err := requireNonEmptyRegularFile(thumbPath, "preview.jpg"); err != nil {
@@ -859,7 +859,7 @@ func runChaturbateRecording(
 	s := getSettings()
 	recordDirAbs, err := resolvePathRelativeToApp(s.RecordDir)
 	if err != nil || strings.TrimSpace(recordDirAbs) == "" {
-		return fmt.Errorf("recordDir auflösung fehlgeschlagen: %v", err)
+		return appErrorf("recordDir auflösung fehlgeschlagen: %v", err)
 	}
 
 	_ = os.MkdirAll(recordDirAbs, 0o755)
@@ -897,7 +897,7 @@ func runMFCRecording(
 	s := getSettings()
 	recordDirAbs, err := resolvePathRelativeToApp(s.RecordDir)
 	if err != nil || strings.TrimSpace(recordDirAbs) == "" {
-		return fmt.Errorf("recordDir auflösung fehlgeschlagen: %v", err)
+		return appErrorf("recordDir auflösung fehlgeschlagen: %v", err)
 	}
 
 	_ = os.MkdirAll(recordDirAbs, 0o755)
@@ -1053,7 +1053,7 @@ func maybeDeleteSmallRecordedOutput(job *RecordJob, out string) bool {
 	}
 
 	if isFavoriteProtectedDownload(out, job.SourceURL) {
-		fmt.Println("⭐ auto-delete skipped for favorite:", filepath.Base(out))
+		appLogln("⭐ auto-delete skipped for favorite:", filepath.Base(out))
 		return false
 	}
 
@@ -1066,7 +1066,7 @@ func maybeDeleteSmallRecordedOutput(job *RecordJob, out string) bool {
 		removeJobAndPublish(job)
 		return true
 	} else {
-		fmt.Println("⚠️ auto-delete before enqueue failed:", derr)
+		appLogln("⚠️ auto-delete before enqueue failed:", derr)
 	}
 
 	return false
@@ -1292,15 +1292,17 @@ func publishDeferredPhase(fileName, assetID, queue, phase, state, label string,
 func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL string) error {
 	outPath = strings.TrimSpace(outPath)
 	if outPath == "" {
-		return fmt.Errorf("output path leer")
+		return appErrorf("output path leer")
 	}
 
 	fileName := filepath.Base(outPath)
 	assetID := assetIDFromVideoPath(outPath)
 	if assetID == "" {
-		return fmt.Errorf("asset id fehlt")
+		return appErrorf("asset id fehlt")
 	}
 
+	requiredGoals := requiredAnalyzeGoals()
+
 	// best effort sourceURL aus meta.json nachziehen, falls leer
 	if strings.TrimSpace(sourceURL) == "" {
 		if _, _, _, _, metaPath, err := assetPathsForID(assetID); err == nil {
@@ -1337,7 +1339,7 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 		}
 		if err != nil || !okMeta || !assetsTruthForVideo(outPath).MetaReady {
 			if err == nil {
-				err = fmt.Errorf("meta konnte nicht erzeugt werden")
+				err = appErrorf("meta konnte nicht erzeugt werden")
 			}
 			publishDeferredPhase(fileName, assetID, "postwork", "meta", "error", "Meta fehlgeschlagen", err)
 			return err
@@ -1356,7 +1358,7 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 		}
 		if err != nil || !assetsTruthForVideo(outPath).ThumbReady {
 			if err == nil {
-				err = fmt.Errorf("vorschaubild konnte nicht erzeugt werden")
+				err = appErrorf("vorschaubild konnte nicht erzeugt werden")
 			}
 			publishDeferredPhase(fileName, assetID, "postwork", "thumb", "error", "Vorschaubild fehlgeschlagen", err)
 			return err
@@ -1375,7 +1377,7 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 		}
 		if err != nil || !assetsTruthForVideo(outPath).TeaserReady {
 			if err == nil {
-				err = fmt.Errorf("teaser konnte nicht erzeugt werden")
+				err = appErrorf("teaser konnte nicht erzeugt werden")
 			}
 			publishDeferredPhase(fileName, assetID, "postwork", "teaser", "error", "Teaser fehlgeschlagen", err)
 			return err
@@ -1385,9 +1387,12 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 		truth = assetsTruthForVideo(outPath)
 	}
 
-	// Ab hier erst die langsamen Hintergrundphasen
 	var firstErr error
 
+	// -------------------------------------------------
+	// Langsame Hintergrundphase: Sprite
+	// -------------------------------------------------
+
 	if !truth.SpritesReady {
 		publishDeferredPhase(fileName, assetID, "postwork", "sprites", "running", "Sprites", nil)
 
@@ -1397,7 +1402,7 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 		}
 		if err != nil || !assetsTruthForVideo(outPath).SpritesReady {
 			if err == nil {
-				err = fmt.Errorf("sprites konnten nicht erzeugt werden")
+				err = appErrorf("sprites konnten nicht erzeugt werden")
 			}
 			publishDeferredPhase(fileName, assetID, "postwork", "sprites", "error", "Sprites fehlgeschlagen", err)
 			if firstErr == nil {
@@ -1405,7 +1410,7 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 			}
 		} else {
 			if _, checkErr := runTailBlackoutCheck(ctx, outPath); checkErr != nil {
-				fmt.Println("⚠️ sprite tail blackout check failed:", outPath, checkErr)
+				appLogln("⚠️ sprite tail blackout check failed:", outPath, checkErr)
 			}
 
 			publishDeferredPhase(fileName, assetID, "postwork", "sprites", "done", "Sprites", nil)
@@ -1414,23 +1419,40 @@ func runDeferredEnrichPipeline(ctx context.Context, outPath string, sourceURL st
 
 	truth = assetsTruthForVideo(outPath)
 
-	if !truth.AnalyzeReady {
+	// Ohne Sprite kann keine Sprite-basierte Analyse laufen.
-		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "running", "Analyse", nil)
+	if !truth.SpritesReady {
+		if firstErr == nil {
+			firstErr = appErrorf("Analysen übersprungen: preview-sprite.jpg fehlt")
+		}
+		return firstErr
+	}
 
-		_, err := ensureAnalyzeForVideoCtx(ctx, outPath, sourceURL, "nsfw")
+	// -------------------------------------------------
+	// Langsame Hintergrundphase: NSFW + Highlights zusammen
+	// -------------------------------------------------
+
+	analyzeReady := hasAIResultsForAllOutputGoals(outPath, requiredGoals)
+
+	if !analyzeReady {
+		publishDeferredPhase(fileName, assetID, "enrich", "analyze", "running", "Analysen", nil)
+
+		_, err := ensureAnalyzeAllGoalsForVideoCtx(ctx, outPath, sourceURL)
 		if cerr := abortIfCanceled(err, "enrich", "analyze"); cerr != nil {
 			return cerr
 		}
-		if err != nil || !assetsTruthForVideo(outPath).AnalyzeReady {
+
+		analyzeReady = hasAIResultsForAllOutputGoals(outPath, requiredGoals)
+
+		if err != nil || !analyzeReady {
 			if err == nil {
-				err = fmt.Errorf("Analyse konnte nicht erzeugt werden")
+				err = appErrorf("Analysen konnten nicht erzeugt werden")
 			}
-			publishDeferredPhase(fileName, assetID, "enrich", "analyze", "error", "Analyse fehlgeschlagen", err)
+			publishDeferredPhase(fileName, assetID, "enrich", "analyze", "error", "Analysen fehlgeschlagen", err)
 			if firstErr == nil {
 				firstErr = err
 			}
 		} else {
-			publishDeferredPhase(fileName, assetID, "enrich", "analyze", "done", "Analyse", nil)
+			publishDeferredPhase(fileName, assetID, "enrich", "analyze", "done", "Analysen", nil)
 		}
 	}
 
@@ -1500,7 +1522,7 @@ func handlePrimaryPostworkSuccess(job *RecordJob, out string, postTarget JobStat
 	})
 
 	if ok := enqueueDeferredAssetsAndAI(job, out, job.SourceURL); !ok {
-		fmt.Println("⚠️ deferred enrichment enqueue failed:", out)
+		appLogln("⚠️ deferred enrichment enqueue failed:", out)
 	}
 
 	if postTarget == JobStopped {

backend/routes.go

@@ -3,7 +3,6 @@
 package main
 
 import (
-	"fmt"
 	"net/http"
 	"net/url"
 	"strings"
@@ -33,6 +32,8 @@ func registerRoutes(mux *http.ServeMux, auth *AuthManager) *ModelStore {
 	api.HandleFunc("/api/events/stream", eventsStream)
 	api.HandleFunc("/api/perf/stream", perfStreamHandler)
 	api.HandleFunc("/api/status/disk", diskStatusHandler)
+	api.HandleFunc("/api/status/ai-server", aiServerStatusHandler)
+	api.HandleFunc("/api/status/log", appLogHandler)
 
 	api.HandleFunc("/api/autostart/state", autostartStateHandler)
 	api.HandleFunc("/api/autostart/state/stream", autostartStateStreamHandler)
@@ -100,13 +101,13 @@ func registerRoutes(mux *http.ServeMux, auth *AuthManager) *ModelStore {
 
 	dsn, err := buildPostgresDSNFromSettings()
 	if err != nil {
-		fmt.Println("⚠️ models DSN:", err)
+		appLogln("⚠️ models DSN:", err)
 	}
-	fmt.Println("📦 Models DB (Postgres):", sanitizeDSNForLog(dsn))
+	appLogln("📦 Models DB (Postgres):", sanitizeDSNForLog(dsn))
 
 	store := NewModelStore(dsn)
 	if err := store.Load(); err != nil {
-		fmt.Println("⚠️ models load:", err)
+		appLogln("⚠️ models load:", err)
 	}
 
 	setCoverModelStore(store)
@@ -147,14 +148,14 @@ func buildPostgresDSNFromSettings() (string, error) {
 
 	dbURL := strings.TrimSpace(s.DatabaseURL)
 	if dbURL == "" {
-		return "", fmt.Errorf("databaseUrl ist leer")
+		return "", appErrorf("databaseUrl ist leer")
 	}
 
 	// Wenn databaseUrl ein Passwort enthält: verwenden,
 	// aber gleichzeitig safe sein, falls da Altbestand drin ist.
 	u, err := url.Parse(dbURL)
 	if err != nil {
-		return "", fmt.Errorf("databaseUrl ungültig: %w", err)
+		return "", appErrorf("databaseUrl ungültig: %w", err)
 	}
 
 	// 1) Wenn URL bereits Passwort enthält -> nur verwenden, wenn es NICHT der Placeholder ist
@@ -177,7 +178,7 @@ func buildPostgresDSNFromSettings() (string, error) {
 
 	plainPw, err := decryptSettingString(enc)
 	if err != nil {
-		return "", fmt.Errorf("db password decrypt failed: %w", err)
+		return "", appErrorf("db password decrypt failed: %w", err)
 	}
 	plainPw = strings.TrimSpace(plainPw)
 	if plainPw == "" {
@@ -190,7 +191,7 @@ func buildPostgresDSNFromSettings() (string, error) {
 		user = u.User.Username()
 	}
 	if strings.TrimSpace(user) == "" {
-		return "", fmt.Errorf("databaseUrl enthält keinen Username, kann Passwort nicht einsetzen")
+		return "", appErrorf("databaseUrl enthält keinen Username, kann Passwort nicht einsetzen")
 	}
 
 	u.User = url.UserPassword(user, plainPw)
@@ -200,12 +201,12 @@ func buildPostgresDSNFromSettings() (string, error) {
 func buildPostgresDSNFromRecorderSettings(s RecorderSettings) (string, error) {
 	dbURL := strings.TrimSpace(s.DatabaseURL)
 	if dbURL == "" {
-		return "", fmt.Errorf("databaseUrl ist leer")
+		return "", appErrorf("databaseUrl ist leer")
 	}
 
 	u, err := url.Parse(dbURL)
 	if err != nil {
-		return "", fmt.Errorf("databaseUrl ungültig: %w", err)
+		return "", appErrorf("databaseUrl ungültig: %w", err)
 	}
 
 	// Wenn URL bereits ein echtes Passwort enthält, direkt verwenden
@@ -226,7 +227,7 @@ func buildPostgresDSNFromRecorderSettings(s RecorderSettings) (string, error) {
 
 	plainPw, err := decryptSettingString(enc)
 	if err != nil {
-		return "", fmt.Errorf("db password decrypt failed: %w", err)
+		return "", appErrorf("db password decrypt failed: %w", err)
 	}
 	plainPw = strings.TrimSpace(plainPw)
 	if plainPw == "" {
@@ -238,7 +239,7 @@ func buildPostgresDSNFromRecorderSettings(s RecorderSettings) (string, error) {
 		user = u.User.Username()
 	}
 	if strings.TrimSpace(user) == "" {
-		return "", fmt.Errorf("databaseUrl enthält keinen Username, kann Passwort nicht einsetzen")
+		return "", appErrorf("databaseUrl enthält keinen Username, kann Passwort nicht einsetzen")
 	}
 
 	u.User = url.UserPassword(user, plainPw)

backend/serve_video.go

@@ -5,7 +5,6 @@ package main
 import (
 	"bytes"
 	"context"
-	"fmt"
 	"math"
 	"net/http"
 	"os"
@@ -178,7 +177,7 @@ func maybeRemuxTSForJob(job *RecordJob, path string) (string, error) {
 func moveToDoneDir(src string) (string, error) {
 	src = strings.TrimSpace(src)
 	if src == "" {
-		return "", fmt.Errorf("src empty")
+		return "", appErrorf("src empty")
 	}
 
 	s := getSettings()
@@ -189,7 +188,7 @@ func moveToDoneDir(src string) (string, error) {
 		doneAbs = strings.TrimSpace(s.DoneDir)
 	}
 	if strings.TrimSpace(doneAbs) == "" {
-		return "", fmt.Errorf("doneDir empty")
+		return "", appErrorf("doneDir empty")
 	}
 
 	// Quelle normalisieren/abs machen (best effort)
@@ -202,7 +201,7 @@ func moveToDoneDir(src string) (string, error) {
 
 	fi, err := os.Stat(srcAbs)
 	if err != nil || fi.IsDir() {
-		return "", fmt.Errorf("src not found: %v", err)
+		return "", appErrorf("src not found: %v", err)
 	}
 
 	file := filepath.Base(srcAbs)

backend/server.go

@@ -9,6 +9,7 @@ import (
 	"os"
 	"os/exec"
 	"os/signal"
+	"path/filepath"
 	"runtime"
 	"strings"
 	"sync"
@@ -82,10 +83,333 @@ func buildStartupNotificationMessage() string {
 	return "Die App läuft im Hintergrund."
 }
 
+type aiServerProcess struct {
+	cmd *exec.Cmd
+}
+
+func aiServerAutostartEnabled() bool {
+	raw := strings.ToLower(strings.TrimSpace(os.Getenv("AI_SERVER_AUTOSTART")))
+
+	// Standard: aktiv.
+	if raw == "" {
+		return true
+	}
+
+	switch raw {
+	case "0", "false", "no", "off":
+		return false
+	default:
+		return true
+	}
+}
+
+func aiServerURL() string {
+	raw := strings.TrimSpace(os.Getenv("AI_SERVER_URL"))
+	if raw == "" {
+		raw = "http://127.0.0.1:8765"
+	}
+
+	return strings.TrimRight(raw, "/")
+}
+
+func aiServerPortFromURL() string {
+	url := aiServerURL()
+
+	if strings.Contains(url, ":8765") {
+		return "8765"
+	}
+
+	// Einfacher Fallback. Wenn du später andere Ports willst,
+	// setze AI_SERVER_PORT explizit.
+	port := strings.TrimSpace(os.Getenv("AI_SERVER_PORT"))
+	if port != "" {
+		return port
+	}
+
+	return "8765"
+}
+
+func aiServerPythonPath() string {
+	raw := strings.TrimSpace(os.Getenv("AI_SERVER_PYTHON"))
+	if raw != "" {
+		return raw
+	}
+
+	// Windows py launcher zuerst versuchen.
+	if runtime.GOOS == "windows" {
+		if _, err := exec.LookPath("py"); err == nil {
+			return "py"
+		}
+	}
+
+	if _, err := exec.LookPath("python"); err == nil {
+		return "python"
+	}
+
+	if _, err := exec.LookPath("python3"); err == nil {
+		return "python3"
+	}
+
+	return "python"
+}
+
+func findAIServerScriptDir() (string, error) {
+	cwd, _ := os.Getwd()
+
+	exePath, _ := os.Executable()
+	exeDir := ""
+	if exePath != "" {
+		exeDir = filepath.Dir(exePath)
+	}
+
+	candidates := []string{
+		filepath.Join(cwd, "backend", "ai_server.py"),
+		filepath.Join(cwd, "ai_server.py"),
+	}
+
+	if exeDir != "" {
+		candidates = append(candidates,
+			filepath.Join(exeDir, "backend", "ai_server.py"),
+			filepath.Join(exeDir, "ai_server.py"),
+		)
+	}
+
+	appLogln("🔎 Suche ai_server.py")
+	appLogln("   cwd:", cwd)
+	appLogln("   exeDir:", exeDir)
+
+	for _, path := range candidates {
+		cleanPath := filepath.Clean(path)
+		appLogln("   prüfe:", cleanPath)
+
+		if fi, err := os.Stat(cleanPath); err == nil && fi != nil && !fi.IsDir() {
+			appLogln("✅ ai_server.py gefunden:", cleanPath)
+			return filepath.Dir(cleanPath), nil
+		}
+	}
+
+	embeddedDir, err := embeddedAIServerDir()
+	if err != nil {
+		return "", appErrorf("embedded ai_server.py konnte nicht extrahiert werden: %w", err)
+	}
+
+	appLogln("✅ embedded ai_server.py extrahiert:", filepath.Join(embeddedDir, "ai_server.py"))
+	return embeddedDir, nil
+}
+
+func waitForAIServer(ctx context.Context, url string, timeout time.Duration) error {
+	deadline := time.Now().Add(timeout)
+	client := &http.Client{
+		Timeout: 800 * time.Millisecond,
+	}
+
+	for {
+		if time.Now().After(deadline) {
+			return appErrorf("AI Server nicht rechtzeitig bereit")
+		}
+
+		req, err := http.NewRequestWithContext(ctx, http.MethodGet, url+"/health", nil)
+		if err == nil {
+			res, err := client.Do(req)
+			if err == nil {
+				_ = res.Body.Close()
+
+				if res.StatusCode >= 200 && res.StatusCode < 300 {
+					return nil
+				}
+			}
+		}
+
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		case <-time.After(300 * time.Millisecond):
+		}
+	}
+}
+
+func aiServerStatusHandler(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodGet {
+		http.Error(w, "Nur GET erlaubt", http.StatusMethodNotAllowed)
+		return
+	}
+
+	url := aiServerURL()
+	client := &http.Client{
+		Timeout: 900 * time.Millisecond,
+	}
+
+	status := map[string]any{
+		"ok":      false,
+		"running": false,
+		"url":     url,
+	}
+
+	req, err := http.NewRequestWithContext(r.Context(), http.MethodGet, url+"/health", nil)
+	if err != nil {
+		status["error"] = err.Error()
+		writeJSON(w, http.StatusOK, status)
+		return
+	}
+
+	res, err := client.Do(req)
+	if err != nil {
+		status["error"] = err.Error()
+		writeJSON(w, http.StatusOK, status)
+		return
+	}
+	defer res.Body.Close()
+
+	status["statusCode"] = res.StatusCode
+
+	if res.StatusCode >= 200 && res.StatusCode < 300 {
+		status["ok"] = true
+		status["running"] = true
+	}
+
+	writeJSON(w, http.StatusOK, status)
+}
+
+func startAIServer(ctx context.Context) (*aiServerProcess, error) {
+	if !aiServerAutostartEnabled() {
+		appLogln("ℹ️ AI Server Autostart deaktiviert.")
+		return nil, nil
+	}
+
+	scriptDir, err := findAIServerScriptDir()
+	if err != nil {
+		return nil, err
+	}
+
+	exePath, _ := os.Executable()
+	exeDir := ""
+	if exePath != "" {
+		exeDir = filepath.Dir(exePath)
+	}
+
+	defaultProdModel := filepath.Join(exeDir, "generated", "training", "detector", "model", "best.pt")
+	scriptDirModel := filepath.Join(scriptDir, "generated", "training", "detector", "model", "best.pt")
+
+	pythonPath := aiServerPythonPath()
+	port := aiServerPortFromURL()
+
+	args := []string{}
+
+	// Windows py launcher braucht meist -3.
+	if runtime.GOOS == "windows" && filepath.Base(strings.ToLower(pythonPath)) == "py" {
+		args = append(args, "-3")
+	}
+
+	args = append(args,
+		"-m", "uvicorn",
+		"ai_server:app",
+		"--host", "127.0.0.1",
+		"--port", port,
+		"--log-level", "warning",
+	)
+
+	cmd := exec.CommandContext(ctx, pythonPath, args...)
+	cmd.Dir = scriptDir
+
+	env := os.Environ()
+	env = append(env,
+		"PYTHONUNBUFFERED=1",
+		"AI_SERVER_URL="+aiServerURL(),
+	)
+
+	// Defaults nur setzen, wenn nicht schon extern gesetzt.
+	if strings.TrimSpace(os.Getenv("YOLO_MODEL")) == "" {
+		if fi, err := os.Stat(scriptDirModel); err == nil && fi != nil && !fi.IsDir() {
+			env = append(env, "YOLO_MODEL="+scriptDirModel)
+		} else if fi, err := os.Stat(defaultProdModel); err == nil && fi != nil && !fi.IsDir() {
+			env = append(env, "YOLO_MODEL="+defaultProdModel)
+		}
+	}
+	if strings.TrimSpace(os.Getenv("YOLO_IMGSZ")) == "" {
+		env = append(env, "YOLO_IMGSZ=640")
+	}
+	if strings.TrimSpace(os.Getenv("YOLO_BATCH")) == "" {
+		env = append(env, "YOLO_BATCH=16")
+	}
+	if strings.TrimSpace(os.Getenv("YOLO_CONF")) == "" {
+		env = append(env, "YOLO_CONF=0.25")
+	}
+
+	cmd.Env = env
+
+	appLogf(
+		"--- AI Server Start --- python=%s scriptDir=%s url=%s port=%s args=%s",
+		pythonPath,
+		scriptDir,
+		aiServerURL(),
+		port,
+		strings.Join(args, " "),
+	)
+
+	logWriter := appLogWriter()
+	cmd.Stdout = logWriter
+	cmd.Stderr = logWriter
+
+	if runtime.GOOS == "windows" {
+		cmd.SysProcAttr = &syscall.SysProcAttr{
+			HideWindow:    true,
+			CreationFlags: 0x08000000, // CREATE_NO_WINDOW
+		}
+	}
+
+	if err := cmd.Start(); err != nil {
+		return nil, err
+	}
+
+	proc := &aiServerProcess{
+		cmd: cmd,
+	}
+
+	go func() {
+		err := cmd.Wait()
+
+		if err != nil && ctx.Err() == nil {
+			appLogf("⚠️ AI Server beendet: %v", err)
+		} else {
+			appLogln("AI Server beendet.")
+		}
+	}()
+
+	waitCtx, cancel := context.WithTimeout(ctx, 30*time.Second)
+	defer cancel()
+
+	if err := waitForAIServer(waitCtx, aiServerURL(), 30*time.Second); err != nil {
+		appLogln("⚠️ AI Server noch nicht bereit:", err)
+		// Nicht hart abbrechen. Deine Analyse kann auf den Fallback gehen.
+		return proc, nil
+	}
+
+	appLogln("🧠 AI Server bereit:", aiServerURL())
+	return proc, nil
+}
+
+func (p *aiServerProcess) Stop() {
+	if p == nil {
+		return
+	}
+
+	if p.cmd != nil && p.cmd.Process != nil {
+		appLogln("🛑 Beende AI Server...")
+		_ = p.cmd.Process.Kill()
+	}
+}
+
 // --- main ---
 func main() {
+	clearAppLog()
+	initAppLog()
+	defer closeAppLog()
+
 	loadSettings()
 
+	appCtx, appCancel := context.WithCancel(context.Background())
+	defer appCancel()
+
 	// Nur eine Instanz erlauben:
 	appLn, err := net.Listen("tcp", ":9999")
 	if err != nil {
@@ -93,14 +417,17 @@ func main() {
 			"Recorder",
 			"Die Anwendung wird bereits ausgeführt.",
 		)
-		fmt.Println("⚠️ Die App läuft bereits oder Port 9999 ist bereits belegt.")
+		appLogln("⚠️ Die App läuft bereits oder Port 9999 ist bereits belegt.")
 		os.Exit(0)
 	}
 	defer appLn.Close()
 
+	aiProc, err := startAIServer(appCtx)
+	if err != nil {
+		appLogln("⚠️ AI Server konnte nicht gestartet werden:", err)
+	}
+
 	// ✅ Hier: alte manuelle Autostart-Pause beim echten App-Start zurücksetzen.
-	// Disk-Notbremse bleibt trotzdem aktiv, weil isAutostartPaused()
-	// zusätzlich diskEmergency prüft.
 	resetAutostartPauseOnStartup()
 
 	fixKeepRootFilesIntoModelSubdirs()
@@ -112,11 +439,8 @@ func main() {
 
 	go startGeneratedGarbageCollector()
 
-	if err := initNSFWDetector(); err != nil {
+	// Altes NSFW-ONNX nicht mehr hart initialisieren.
-		fmt.Println("❌ NSFW-ONNX Fehler:", err)
+	// Das neue Training-/YOLO-Modell wird über trainingPredictFrame genutzt.
-		os.Exit(1)
-	}
-
 	var closeNSFWOnce sync.Once
 	closeNSFW := func() {
 		closeNSFWOnce.Do(func() {
@@ -129,7 +453,7 @@ func main() {
 
 	auth, err := NewAuthManager()
 	if err != nil {
-		fmt.Println("❌ auth init:", err)
+		appLogln("❌ auth init:", err)
 		closeNSFW()
 		os.Exit(1)
 	}
@@ -138,7 +462,7 @@ func main() {
 	setChaturbateOnlineModelStore(store)
 
 	if err := clearAllPendingAutoStartOnStartup(); err != nil {
-		fmt.Println("⚠️ [pending-autostart] startup clear failed:", err)
+		appLogln("⚠️ [pending-autostart] startup clear failed:", err)
 	}
 
 	// Hintergrund-Worker
@@ -154,18 +478,18 @@ func main() {
 			defer cancel()
 
 			if _, err := refreshChaturbateSnapshotNow(ctx); err != nil {
-				fmt.Println("⚠️ Chaturbate API failed:", err)
+				appLogln("⚠️ Chaturbate API failed:", err)
 			} else {
-				fmt.Println("✅ Chaturbate API geladen")
+				appLogln("✅ Chaturbate API geladen")
 			}
 		}()
 	}
 
 	if _, err := ensureCoversDir(); err != nil {
-		fmt.Println("⚠️ covers dir:", err)
+		appLogln("⚠️ covers dir:", err)
 	}
 
-	fmt.Println("🌐 HTTP-API aktiv: http://localhost:9999")
+	appLogln("🌐 HTTP-API aktiv: http://localhost:9999")
 
 	handler := withCORS(mux)
 	srv := &http.Server{
@@ -176,12 +500,19 @@ func main() {
 	var shutdownOnce sync.Once
 	shutdown := func() {
 		shutdownOnce.Do(func() {
-			fmt.Println("🛑 Beende Server...")
+			appLogln("🛑 Shutdown gestartet")
+
+			if aiProc != nil {
+				aiProc.Stop()
+			}
+
+			appCancel()
 
 			ctx, cancel := context.WithTimeout(context.Background(), 10*time.Second)
 			defer cancel()
 
 			_ = srv.Shutdown(ctx)
+
 			closeNSFW()
 		})
 	}
@@ -214,7 +545,7 @@ func main() {
 	go func() {
 		err := <-serverErrCh
 		if err != nil {
-			fmt.Println("❌ HTTP-Server Fehler:", err)
+			appLogln("❌ HTTP-Server Fehler:", err)
 			shutdown()
 		}
 	}()

backend/settings.go

@@ -4,7 +4,6 @@ package main
 
 import (
 	"encoding/json"
-	"fmt"
 	"net/http"
 	"os"
 	"path/filepath"
@@ -114,7 +113,7 @@ func getSettings() RecorderSettings {
 func loadSettings() {
 	p := settingsFilePath()
 	b, err := os.ReadFile(p)
-	fmt.Println("🔧 settingsFile:", p)
+	appLogln("🔧 settingsFile:", p)
 	if err == nil {
 		s := getSettings() // ✅ startet mit Defaults
 		if json.Unmarshal(b, &s) == nil {
@@ -200,10 +199,10 @@ func loadSettings() {
 
 	// ffmpeg-Pfad anhand Settings/Env/PATH bestimmen
 	ffmpegPath = detectFFmpegPath()
-	fmt.Println("🔍 ffmpegPath:", ffmpegPath)
+	appLogln("🔍 ffmpegPath:", ffmpegPath)
 
 	ffprobePath = detectFFprobePath()
-	fmt.Println("🔍 ffprobePath:", ffprobePath)
+	appLogln("🔍 ffprobePath:", ffprobePath)
 
 }
 
@@ -212,18 +211,18 @@ func saveSettingsToDisk() {
 
 	b, err := json.MarshalIndent(s, "", "  ")
 	if err != nil {
-		fmt.Println("⚠️ settings marshal:", err)
+		appLogln("⚠️ settings marshal:", err)
 		return
 	}
 	b = append(b, '\n')
 
 	p := settingsFilePath()
 	if err := atomicWriteFile(p, b); err != nil {
-		fmt.Println("⚠️ settings write:", err)
+		appLogln("⚠️ settings write:", err)
 		return
 	}
 	// optional
-	// fmt.Println("✅ settings saved:", p)
+	// appLogln("✅ settings saved:", p)
 }
 
 type RecorderSettingsPublic struct {
@@ -505,10 +504,10 @@ func recordSettingsHandler(w http.ResponseWriter, r *http.Request) {
 		} else {
 			ffmpegPath = detectFFmpegPath()
 		}
-		//fmt.Println("🔍 ffmpegPath:", ffmpegPath)
+		//appLogln("🔍 ffmpegPath:", ffmpegPath)
 
 		ffprobePath = detectFFprobePath()
-		//fmt.Println("🔍 ffprobePath:", ffprobePath)
+		//appLogln("🔍 ffprobePath:", ffprobePath)
 
 		w.Header().Set("Content-Type", "application/json")
 		w.Header().Set("Cache-Control", "no-store")

backend/split.go

@@ -378,10 +378,10 @@ type normalizedSegment struct {
 
 func normalizeSegments(raw []splitVideoSegmentIn, duration float64) ([]normalizedSegment, error) {
 	if duration <= 0 {
-		return nil, fmt.Errorf("duration <= 0")
+		return nil, appErrorf("duration <= 0")
 	}
 	if len(raw) == 0 {
-		return nil, fmt.Errorf("keine segmente übergeben")
+		return nil, appErrorf("keine segmente übergeben")
 	}
 
 	out := make([]normalizedSegment, 0, len(raw))
@@ -415,7 +415,7 @@ func normalizeSegments(raw []splitVideoSegmentIn, duration float64) ([]normalize
 	}
 
 	if len(out) == 0 {
-		return nil, fmt.Errorf("keine gültigen segmente übrig")
+		return nil, appErrorf("keine gültigen segmente übrig")
 	}
 
 	sort.Slice(out, func(i, j int) bool {
@@ -445,7 +445,7 @@ func normalizeSegments(raw []splitVideoSegmentIn, duration float64) ([]normalize
 	}
 
 	if len(dedup) == 0 {
-		return nil, fmt.Errorf("keine eindeutigen segmente übrig")
+		return nil, appErrorf("keine eindeutigen segmente übrig")
 	}
 
 	return dedup, nil
@@ -474,7 +474,7 @@ func uniqueSplitOutPath(dir, fileName string) string {
 
 func normalizeSplitPoints(raw []float64, duration float64) ([]float64, error) {
 	if duration <= 0 {
-		return nil, fmt.Errorf("duration <= 0")
+		return nil, appErrorf("duration <= 0")
 	}
 
 	out := make([]float64, 0, len(raw))
@@ -489,7 +489,7 @@ func normalizeSplitPoints(raw []float64, duration float64) ([]float64, error) {
 	}
 
 	if len(out) == 0 {
-		return nil, fmt.Errorf("alle split-punkte liegen außerhalb der videodauer")
+		return nil, appErrorf("alle split-punkte liegen außerhalb der videodauer")
 	}
 
 	sort.Float64s(out)
@@ -502,7 +502,7 @@ func normalizeSplitPoints(raw []float64, duration float64) ([]float64, error) {
 	}
 
 	if len(dedup) == 0 {
-		return nil, fmt.Errorf("keine eindeutigen split-punkte übrig")
+		return nil, appErrorf("keine eindeutigen split-punkte übrig")
 	}
 
 	return dedup, nil
@@ -555,13 +555,13 @@ func splitSingleSegment(
 	onProgress func(ratio float64),
 ) error {
 	if strings.TrimSpace(srcPath) == "" {
-		return fmt.Errorf("srcPath leer")
+		return appErrorf("srcPath leer")
 	}
 	if strings.TrimSpace(outPath) == "" {
-		return fmt.Errorf("outPath leer")
+		return appErrorf("outPath leer")
 	}
 	if durSec <= 0 {
-		return fmt.Errorf("dauer <= 0")
+		return appErrorf("dauer <= 0")
 	}
 
 	ext := strings.ToLower(filepath.Ext(outPath))
@@ -682,12 +682,12 @@ func splitSingleSegment(
 		_ = os.Remove(tmpPath)
 
 		if ctx.Err() != nil {
-			return fmt.Errorf("ffmpeg timeout nach %s: %w", timeout, ctx.Err())
+			return appErrorf("ffmpeg timeout nach %s: %w", timeout, ctx.Err())
 		}
 
 		msg := strings.TrimSpace(stderr.String())
 		if msg != "" {
-			return fmt.Errorf("%w (%s)", err, msg)
+			return appErrorf("%w (%s)", err, msg)
 		}
 		return err
 	}
@@ -695,12 +695,12 @@ func splitSingleSegment(
 	fi, err := os.Stat(tmpPath)
 	if err != nil || fi == nil || fi.IsDir() || fi.Size() <= 0 {
 		_ = os.Remove(tmpPath)
-		return fmt.Errorf("ffmpeg hat keine gültige datei erzeugt")
+		return appErrorf("ffmpeg hat keine gültige datei erzeugt")
 	}
 
 	if err := os.Rename(tmpPath, outPath); err != nil {
 		_ = os.Remove(tmpPath)
-		return fmt.Errorf("rename fehlgeschlagen: %w", err)
+		return appErrorf("rename fehlgeschlagen: %w", err)
 	}
 
 	if onProgress != nil {

backend/sse.go

@@ -117,7 +117,7 @@ func publishAnalysisProgress(ev analysisProgressEvent) {
 	publishSSE("analysisProgress", b)
 }
 
-func publishAnalysisStarted(total int, message string) int64 {
+func publishAnalysisStarted(file string, total int, message string) int64 {
 	startedAtMs := time.Now().UnixMilli()
 
 	publishAnalysisProgress(analysisProgressEvent{
@@ -126,6 +126,7 @@ func publishAnalysisStarted(total int, message string) int64 {
 		Progress:    0,
 		Current:     0,
 		Total:       total,
+		File:        strings.TrimSpace(file),
 		Message:     message,
 		StartedAtMs: startedAtMs,
 	})
@@ -145,13 +146,13 @@ func publishAnalysisStep(startedAtMs int64, current int, total int, file string,
 		Progress:    progress,
 		Current:     current,
 		Total:       total,
-		File:        file,
+		File:        strings.TrimSpace(file),
 		Message:     message,
 		StartedAtMs: startedAtMs,
 	})
 }
 
-func publishAnalysisFinished(startedAtMs int64, total int, message string) {
+func publishAnalysisFinished(startedAtMs int64, total int, file string, message string) {
 	finishedAtMs := time.Now().UnixMilli()
 	durationMs := finishedAtMs - startedAtMs
 	if durationMs < 0 {
@@ -164,6 +165,7 @@ func publishAnalysisFinished(startedAtMs int64, total int, message string) {
 		Progress:     1,
 		Current:      total,
 		Total:        total,
+		File:         strings.TrimSpace(file),
 		Message:      message,
 		StartedAtMs:  startedAtMs,
 		FinishedAtMs: finishedAtMs,
@@ -171,7 +173,7 @@ func publishAnalysisFinished(startedAtMs int64, total int, message string) {
 	})
 }
 
-func publishAnalysisError(startedAtMs int64, message string, err error) {
+func publishAnalysisError(startedAtMs int64, file string, message string, err error) {
 	finishedAtMs := time.Now().UnixMilli()
 	durationMs := finishedAtMs - startedAtMs
 	if durationMs < 0 {
@@ -187,6 +189,7 @@ func publishAnalysisError(startedAtMs int64, message string, err error) {
 		Running:      false,
 		Phase:        "error",
 		Progress:     0,
+		File:         strings.TrimSpace(file),
 		Message:      message,
 		Error:        errText,
 		StartedAtMs:  startedAtMs,

backend/tasks_assets.go

@@ -5,7 +5,6 @@ import (
 	"context"
 	"encoding/json"
 	"errors"
-	"fmt"
 	"net/http"
 	"os"
 	"path/filepath"
@@ -462,9 +461,10 @@ func assetsTaskTruthForVideo(id string, videoPath string) finishedPhaseTruth {
 	truth.TeaserReady = fileExistsNonEmpty(previewPath)
 	truth.SpritesReady = fileExistsNonEmpty(spritePath)
 
-	// Analyse bleibt inhaltlich/meta-basiert
+	// Analyse gilt als fertig, wenn alle Standard-Ziele gespeichert sind.
+	// Auch "keine Treffer" zählt als fertig.
 	if strings.TrimSpace(videoPath) != "" {
-		truth.AnalyzeReady = hasAIResultsForOutput(videoPath)
+		truth.AnalyzeReady = hasAIAnalysisForAllOutputGoals(videoPath, requiredAnalyzeGoals())
 	}
 
 	return truth
@@ -551,7 +551,13 @@ func runGenerateMissingAssetsJob(jobID string, ctx context.Context) {
 
 	doneAbs, err := resolvePathRelativeToApp(settings.DoneDir)
 	if err != nil || strings.TrimSpace(doneAbs) == "" {
-		finishWithErr(fmt.Errorf("doneDir auflösung fehlgeschlagen: %v", err))
+		if err == nil {
+			err = appErrorf("doneDir auflösung fehlgeschlagen: doneDir ist leer")
+		} else {
+			err = appErrorf("doneDir auflösung fehlgeschlagen: %w", err)
+		}
+
+		finishWithErr(err)
 		return
 	}
 
@@ -759,7 +765,7 @@ func runGenerateMissingAssetsJob(jobID string, ctx context.Context) {
 			})
 
 			finishFileControl()
-			fmt.Println("⚠️ assetPathsForID:", perr)
+			appLogln("⚠️ assetPathsForID:", perr)
 			continue
 		}
 

backend/tasks_check_video.go

@@ -243,7 +243,7 @@ func finishCheckVideosTask(jobID string, err error) {
 func runCheckVideosTask(jobID string, ctx context.Context) {
 	if err := acquireExclusiveTask(ctx); err != nil {
 		if errors.Is(err, context.Canceled) || errors.Is(err, context.DeadlineExceeded) {
-			finishCheckVideosTask(jobID, fmt.Errorf("abgebrochen"))
+			finishCheckVideosTask(jobID, appErrorf("abgebrochen"))
 		} else {
 			finishCheckVideosTask(jobID, err)
 		}
@@ -271,7 +271,7 @@ func runCheckVideosTask(jobID string, ctx context.Context) {
 	for i, file := range files {
 		select {
 		case <-ctx.Done():
-			finishCheckVideosTask(jobID, fmt.Errorf("abgebrochen"))
+			finishCheckVideosTask(jobID, appErrorf("abgebrochen"))
 			return
 		default:
 		}
@@ -369,7 +369,7 @@ func analyzeImageBoundsBlackness(img image.Image, bounds image.Rectangle) (avgLu
 	w := b.Dx()
 	h := b.Dy()
 	if w <= 0 || h <= 0 {
-		return 0, 0, fmt.Errorf("invalid image bounds")
+		return 0, 0, appErrorf("invalid image bounds")
 	}
 
 	totalPixels := w * h
@@ -403,7 +403,7 @@ func analyzeImageBoundsBlackness(img image.Image, bounds image.Rectangle) (avgLu
 	}
 
 	if count == 0 {
-		return 0, 0, fmt.Errorf("no sampled pixels")
+		return 0, 0, appErrorf("no sampled pixels")
 	}
 
 	avgLuma = sumLuma / float64(count)
@@ -421,10 +421,10 @@ func analyzeJPGBlackness(jpg []byte) (avgLuma float64, blackRatio float64, err e
 
 func spriteCellBounds(img image.Image, cols, rows, index int) (image.Rectangle, error) {
 	if cols <= 0 || rows <= 0 {
-		return image.Rectangle{}, fmt.Errorf("invalid sprite layout")
+		return image.Rectangle{}, appErrorf("invalid sprite layout")
 	}
 	if index < 0 || index >= cols*rows {
-		return image.Rectangle{}, fmt.Errorf("sprite index out of range")
+		return image.Rectangle{}, appErrorf("sprite index out of range")
 	}
 
 	b := img.Bounds()
@@ -438,7 +438,7 @@ func spriteCellBounds(img image.Image, cols, rows, index int) (image.Rectangle,
 
 	rect := image.Rect(x0, y0, x1, y1)
 	if rect.Dx() <= 0 || rect.Dy() <= 0 {
-		return image.Rectangle{}, fmt.Errorf("invalid sprite cell bounds")
+		return image.Rectangle{}, appErrorf("invalid sprite cell bounds")
 	}
 
 	return rect, nil
@@ -519,7 +519,7 @@ func uniqueTailTimes(times []float64, dur float64) []float64 {
 func inspectVideoTailBlackout(videoPath string) (*tailBlackoutResult, error) {
 	assetID := assetIDFromVideoPath(videoPath)
 	if assetID == "" {
-		return nil, fmt.Errorf("asset id fehlt")
+		return nil, appErrorf("asset id fehlt")
 	}
 
 	_, _, _, spritePath, metaPath, err := assetPathsForID(assetID)
@@ -529,13 +529,13 @@ func inspectVideoTailBlackout(videoPath string) (*tailBlackoutResult, error) {
 
 	f, err := os.Open(spritePath)
 	if err != nil {
-		return nil, fmt.Errorf("sprite open failed: %w", err)
+		return nil, appErrorf("sprite open failed: %w", err)
 	}
 	defer f.Close()
 
 	img, err := jpeg.Decode(f)
 	if err != nil {
-		return nil, fmt.Errorf("sprite decode failed: %w", err)
+		return nil, appErrorf("sprite decode failed: %w", err)
 	}
 
 	cols, rows, count, _, _ := fixedPreviewSpriteLayout()
@@ -558,7 +558,7 @@ func inspectVideoTailBlackout(videoPath string) (*tailBlackoutResult, error) {
 
 	maxCells := cols * rows
 	if maxCells <= 0 {
-		return nil, fmt.Errorf("invalid sprite layout")
+		return nil, appErrorf("invalid sprite layout")
 	}
 	if count <= 0 {
 		count = maxCells
@@ -567,7 +567,7 @@ func inspectVideoTailBlackout(videoPath string) (*tailBlackoutResult, error) {
 		count = maxCells
 	}
 	if count < 2 {
-		return nil, fmt.Errorf("sprite enthält zu wenige frames")
+		return nil, appErrorf("sprite enthält zu wenige frames")
 	}
 
 	res := &tailBlackoutResult{
@@ -641,7 +641,7 @@ func persistTailBlackoutResult(videoPath string, res *tailBlackoutResult) error
 
 	assetID := assetIDFromVideoPath(videoPath)
 	if assetID == "" {
-		return fmt.Errorf("asset id fehlt")
+		return appErrorf("asset id fehlt")
 	}
 
 	_, _, _, _, metaPath, err := assetPathsForID(assetID)

backend/tasks_cleanup.go

@@ -493,7 +493,7 @@ func removeDirIfEmpty(dir string) (bool, error) {
 func triggerGeneratedGarbageCollectorSync() generatedGCStats {
 	// nur 1 GC gleichzeitig
 	if !atomic.CompareAndSwapInt32(&generatedGCRunning, 0, 1) {
-		fmt.Println("🧹 [gc] skip: already running")
+		appLogln("🧹 [gc] skip: already running")
 		return generatedGCStats{}
 	}
 	defer atomic.StoreInt32(&generatedGCRunning, 0)
@@ -580,7 +580,7 @@ func runGeneratedGarbageCollector() generatedGCStats {
 
 	doneAbs, err := resolvePathRelativeToApp(s.DoneDir)
 	if err != nil {
-		fmt.Println("🧹 [gc] resolve doneDir failed:", err)
+		appLogln("🧹 [gc] resolve doneDir failed:", err)
 		return stats
 	}
 	doneAbs = strings.TrimSpace(doneAbs)

backend/tasks_regenerate_assets.go

@@ -85,9 +85,13 @@ type regeneratePhaseTruth struct {
 	AnalyzeReady bool
 }
 
-func regeneratePhaseTruthForVideo(videoPath string, assetID string) regeneratePhaseTruth {
+func regeneratePhaseTruthForVideo(videoPath string, assetID string, goal string) regeneratePhaseTruth {
 	videoPath = strings.TrimSpace(videoPath)
 	assetID = strings.TrimSpace(assetID)
+	goal = strings.ToLower(strings.TrimSpace(goal))
+	if goal == "" {
+		goal = "nsfw"
+	}
 
 	if assetID == "" && videoPath != "" {
 		assetID = assetIDFromVideoPath(videoPath)
@@ -120,15 +124,15 @@ func regeneratePhaseTruthForVideo(videoPath string, assetID string) regeneratePh
 			}
 		}
 
-		// KI nur dann fertig, wenn Sprite existiert UND AI in meta.json vorhanden ist
+		// KI nur dann fertig, wenn Sprite existiert UND passende AI in meta.json vorhanden ist
-		out.AnalyzeReady = out.SpritesReady && hasAIResultsForOutput(videoPath)
+		out.AnalyzeReady = out.SpritesReady && hasAIAnalysisForOutputGoal(videoPath, goal)
 	}
 
 	return out
 }
 
 func firstMissingPrimaryRegeneratePhaseError(videoPath string, assetID string) error {
-	truth := regeneratePhaseTruthForVideo(videoPath, assetID)
+	truth := regeneratePhaseTruthForVideo(videoPath, assetID, "nsfw")
 
 	if !truth.MetaReady {
 		return errors.New("meta.json fehlt oder ist noch unvollständig")
@@ -143,7 +147,7 @@ func firstMissingPrimaryRegeneratePhaseError(videoPath string, assetID string) e
 }
 
 func firstMissingDeferredRegeneratePhaseError(videoPath string, assetID string) error {
-	truth := regeneratePhaseTruthForVideo(videoPath, assetID)
+	truth := regeneratePhaseTruthForVideo(videoPath, assetID, "nsfw")
 
 	if !truth.SpritesReady {
 		return errors.New("preview-sprite.jpg fehlt oder ist leer")
@@ -329,6 +333,8 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 	videoPath := job.VideoPath
 	id := job.AssetID
 	ctx := job.Ctx
+	requiredGoals := requiredAnalyzeGoals()
+	primaryGoal := "nsfw"
 
 	setRegenerateAssetsTaskRunning(file, file)
 	cancelDeferredEnrichForFile(file)
@@ -390,7 +396,7 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 		return
 	}
 
-	if !regeneratePhaseTruthForVideo(videoPath, id).MetaReady {
+	if !regeneratePhaseTruthForVideo(videoPath, id, primaryGoal).MetaReady {
 		failJob("postwork", "meta", "meta.json fehlt oder ist noch unvollständig")
 		return
 	}
@@ -409,7 +415,7 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 		return
 	}
 
-	if !regeneratePhaseTruthForVideo(videoPath, id).ThumbReady {
+	if !regeneratePhaseTruthForVideo(videoPath, id, primaryGoal).ThumbReady {
 		failJob("postwork", "thumb", "preview.jpg fehlt oder ist leer")
 		return
 	}
@@ -428,7 +434,7 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 		return
 	}
 
-	if !regeneratePhaseTruthForVideo(videoPath, id).TeaserReady {
+	if !regeneratePhaseTruthForVideo(videoPath, id, primaryGoal).TeaserReady {
 		failJob("postwork", "teaser", "preview.mp4 fehlt oder ist leer")
 		return
 	}
@@ -447,7 +453,7 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 		return
 	}
 
-	if !regeneratePhaseTruthForVideo(videoPath, id).SpritesReady {
+	if !regeneratePhaseTruthForVideo(videoPath, id, primaryGoal).SpritesReady {
 		failJob("postwork", "sprites", "preview-sprite.jpg fehlt oder ist leer")
 		return
 	}
@@ -457,7 +463,7 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 	// 5) Analyse
 	publishFinishedPostworkPhase(file, id, "enrich", "analyze", "running", "Analyse", "")
 
-	if _, err := ensureAnalyzeForVideoCtx(ctx, videoPath, "", "nsfw"); err != nil {
+	if _, err := ensureAnalyzeAllGoalsForVideoCtxForce(ctx, videoPath, "", true); err != nil {
 		if errors.Is(err, context.Canceled) || ctx.Err() == context.Canceled {
 			cancelJob()
 			return
@@ -466,7 +472,15 @@ func runRegenerateAssetsJob(job *regenerateAssetsJob) {
 		return
 	}
 
-	if !regeneratePhaseTruthForVideo(videoPath, id).AnalyzeReady {
+	allAnalyzeReady := true
+	for _, goal := range requiredGoals {
+		if !hasAIAnalysisForOutputGoal(videoPath, goal) {
+			allAnalyzeReady = false
+			break
+		}
+	}
+
+	if !allAnalyzeReady {
 		failJob("enrich", "analyze", "Analyse fehlt oder wurde nicht in meta.json gespeichert")
 		return
 	}

backend/tasks_status.go

@@ -47,12 +47,26 @@ type RegenerateAssetsTaskState struct {
 	Error   string `json:"error,omitempty"`
 }
 
+type GenerateAssetsLiveStatus struct {
+	Running      bool    `json:"running"`
+	Queued       bool    `json:"queued"`
+	CurrentFile  string  `json:"currentFile,omitempty"`
+	CurrentQueue string  `json:"currentQueue,omitempty"`
+	CurrentPhase string  `json:"currentPhase,omitempty"`
+	CurrentLabel string  `json:"currentLabel,omitempty"`
+	Progress     float64 `json:"progress,omitempty"`
+	Current      int     `json:"current,omitempty"`
+	Total        int     `json:"total,omitempty"`
+	TS           int64   `json:"ts,omitempty"`
+}
+
 type TasksStatusResponse struct {
-	GenerateAssetsJobs   []AssetsTaskState      `json:"generateAssetsJobs"`
+	GenerateAssets       GenerateAssetsLiveStatus `json:"generateAssets"`
-	RegenerateAssetsJobs []map[string]any       `json:"regenerateAssetsJobs"`
+	GenerateAssetsJobs   []AssetsTaskState        `json:"generateAssetsJobs"`
-	CheckVideosJobs      []CheckVideosTaskState `json:"checkVideosJobs"`
+	RegenerateAssetsJobs []map[string]any         `json:"regenerateAssetsJobs"`
-	CleanupJobs          []CleanupTaskState     `json:"cleanupJobs"`
+	CheckVideosJobs      []CheckVideosTaskState   `json:"checkVideosJobs"`
-	AnyRunning           bool                   `json:"anyRunning"`
+	CleanupJobs          []CleanupTaskState       `json:"cleanupJobs"`
+	AnyRunning           bool                     `json:"anyRunning"`
 }
 
 var (
@@ -86,6 +100,268 @@ func anyToString(v any) string {
 	}
 }
 
+func anyToBool(v any) bool {
+	switch x := v.(type) {
+	case bool:
+		return x
+	case string:
+		s := strings.TrimSpace(strings.ToLower(x))
+		return s == "1" || s == "true" || s == "yes" || s == "running" || s == "queued"
+	default:
+		return false
+	}
+}
+
+func anyToInt(v any) int {
+	switch x := v.(type) {
+	case int:
+		return x
+	case int64:
+		return int(x)
+	case float64:
+		return int(x)
+	case json.Number:
+		n, _ := x.Int64()
+		return int(n)
+	default:
+		return 0
+	}
+}
+
+func anyToFloat64(v any) float64 {
+	switch x := v.(type) {
+	case float64:
+		return x
+	case float32:
+		return float64(x)
+	case int:
+		return float64(x)
+	case int64:
+		return float64(x)
+	case json.Number:
+		n, _ := x.Float64()
+		return n
+	default:
+		return 0
+	}
+}
+
+func anyToMap(v any) map[string]any {
+	if m, ok := v.(map[string]any); ok {
+		return m
+	}
+
+	b, err := json.Marshal(v)
+	if err != nil {
+		return nil
+	}
+
+	var out map[string]any
+	if err := json.Unmarshal(b, &out); err != nil {
+		return nil
+	}
+
+	return out
+}
+
+func taskFirstString(m map[string]any, keys ...string) string {
+	for _, key := range keys {
+		if s := strings.TrimSpace(anyToString(m[key])); s != "" {
+			return s
+		}
+	}
+	return ""
+}
+
+func firstFloat(m map[string]any, keys ...string) float64 {
+	for _, key := range keys {
+		if v, ok := m[key]; ok {
+			f := anyToFloat64(v)
+			if f != 0 {
+				return f
+			}
+		}
+	}
+	return 0
+}
+
+func normalizeTaskProgress(v float64) float64 {
+	if v > 1 && v <= 100 {
+		v = v / 100
+	}
+	if v < 0 {
+		return 0
+	}
+	if v > 1 {
+		return 1
+	}
+	return v
+}
+
+func taskStepLabel(queue, phase string) string {
+	queue = strings.TrimSpace(strings.ToLower(queue))
+	phase = strings.TrimSpace(strings.ToLower(phase))
+
+	switch queue + ":" + phase {
+	case "postwork:meta":
+		return "Meta"
+	case "postwork:thumb":
+		return "Vorschaubild"
+	case "postwork:teaser", "postwork:assets":
+		return "Teaser"
+	case "postwork:sprites":
+		return "Sprites"
+	case "enrich:analyze", "enrich:assets", "enrich:":
+		return "Analyse"
+	default:
+		if queue == "enrich" {
+			return "Analyse"
+		}
+		if phase != "" {
+			return phase
+		}
+		return "Meta"
+	}
+}
+
+func taskLabelWithProgress(queue, phase, label string, progress float64) string {
+	queue = strings.TrimSpace(strings.ToLower(queue))
+	phase = strings.TrimSpace(strings.ToLower(phase))
+	label = strings.TrimSpace(label)
+	progress = normalizeTaskProgress(progress)
+
+	isAnalyze := queue == "enrich" && (phase == "" || phase == "analyze" || phase == "assets")
+
+	if isAnalyze && progress > 0 {
+		return fmt.Sprintf("Analyse %d%%", int(progress*100+0.5))
+	}
+
+	if label != "" {
+		return label
+	}
+
+	return taskStepLabel(queue, phase)
+}
+
+func liveStatusFromJobMap(m map[string]any) GenerateAssetsLiveStatus {
+	if m == nil {
+		return GenerateAssetsLiveStatus{}
+	}
+
+	state := strings.TrimSpace(strings.ToLower(taskFirstString(m, "state", "status")))
+	running := anyToBool(m["running"]) || state == "running"
+	queued := anyToBool(m["queued"]) || state == "queued"
+
+	if !running && !queued {
+		return GenerateAssetsLiveStatus{}
+	}
+
+	file := taskFirstString(m, "currentFile", "file")
+	queue := strings.TrimSpace(strings.ToLower(taskFirstString(m, "currentQueue", "queue")))
+	phase := strings.TrimSpace(strings.ToLower(taskFirstString(m, "currentPhase", "phase")))
+	label := taskFirstString(m, "currentLabel", "label", "text", "message")
+
+	current := anyToInt(m["current"])
+	total := anyToInt(m["total"])
+
+	progress := firstFloat(m, "progress", "overallProgress", "overall")
+	progress = normalizeTaskProgress(progress)
+
+	if progress == 0 && total > 0 && current > 0 {
+		progress = normalizeTaskProgress(float64(current) / float64(total))
+	}
+
+	if queue == "" {
+		queue = "postwork"
+	}
+	if queue == "enrich" && (phase == "" || phase == "assets") {
+		phase = "analyze"
+	}
+
+	return GenerateAssetsLiveStatus{
+		Running:      running,
+		Queued:       queued,
+		CurrentFile:  file,
+		CurrentQueue: queue,
+		CurrentPhase: phase,
+		CurrentLabel: taskLabelWithProgress(queue, phase, label, progress),
+		Progress:     progress,
+		Current:      current,
+		Total:        total,
+		TS:           time.Now().UnixMilli(),
+	}
+}
+
+func liveStatusFromRegenerateJob(job map[string]any) GenerateAssetsLiveStatus {
+	if job == nil {
+		return GenerateAssetsLiveStatus{}
+	}
+
+	file := taskFirstString(job, "currentFile", "file")
+	assetID := taskFirstString(job, "assetId")
+
+	rawPhases, _ := job["phases"].([]any)
+
+	for _, raw := range rawPhases {
+		p := anyToMap(raw)
+		if p == nil {
+			continue
+		}
+
+		state := strings.TrimSpace(strings.ToLower(taskFirstString(p, "state", "status")))
+		if state != "running" && state != "queued" {
+			continue
+		}
+
+		if file != "" {
+			p["file"] = file
+		}
+		if assetID != "" {
+			p["assetId"] = assetID
+		}
+
+		return liveStatusFromJobMap(p)
+	}
+
+	return liveStatusFromJobMap(job)
+}
+
+func buildGenerateAssetsLiveStatus(
+	assetsJobs []AssetsTaskState,
+	regenerateJobs []map[string]any,
+) GenerateAssetsLiveStatus {
+	// Running gewinnt vor queued.
+	for _, st := range assetsJobs {
+		status := liveStatusFromJobMap(anyToMap(st))
+		if status.Running {
+			return status
+		}
+	}
+
+	for _, job := range regenerateJobs {
+		status := liveStatusFromRegenerateJob(job)
+		if status.Running {
+			return status
+		}
+	}
+
+	for _, st := range assetsJobs {
+		status := liveStatusFromJobMap(anyToMap(st))
+		if status.Queued {
+			return status
+		}
+	}
+
+	for _, job := range regenerateJobs {
+		status := liveStatusFromRegenerateJob(job)
+		if status.Queued {
+			return status
+		}
+	}
+
+	return GenerateAssetsLiveStatus{}
+}
+
 func snapshotRegenerateAssetsTaskState() RegenerateAssetsTaskState {
 	regenerateAssetsTaskMu.Lock()
 	st := regenerateAssetsTaskState
@@ -261,6 +537,7 @@ func tasksStatusHandler(w http.ResponseWriter, r *http.Request) {
 	regenerateJobs := getRegenerateAssetsJobsSnapshot()
 	checkVideosJobs := snapshotCheckVideosJobs()
 	cleanupJobs := snapshotCleanupJobs()
+	generateAssets := buildGenerateAssetsLiveStatus(assetsJobs, regenerateJobs)
 
 	anyRunning := false
 
@@ -302,6 +579,7 @@ func tasksStatusHandler(w http.ResponseWriter, r *http.Request) {
 	}
 
 	resp := TasksStatusResponse{
+		GenerateAssets:       generateAssets,
 		GenerateAssetsJobs:   assetsJobs,
 		RegenerateAssetsJobs: regenerateJobs,
 		CheckVideosJobs:      checkVideosJobs,

backend/teaser.go

@@ -159,7 +159,7 @@ func generateTeaserChunkMP4(
 	cmd.Stderr = &stderr
 	if err := cmd.Run(); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("ffmpeg teaser chunk failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
+		return appErrorf("ffmpeg teaser chunk failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 	_ = os.Remove(out)
 	return os.Rename(tmp, out)
@@ -377,7 +377,7 @@ func generateTeaserPreviewMP4WithProgress(
 
 	if err := cmd.Wait(); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("ffmpeg teaser preview failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
+		return appErrorf("ffmpeg teaser preview failed: %v (%s)", err, strings.TrimSpace(stderr.String()))
 	}
 
 	_ = os.Remove(outPath)
@@ -461,7 +461,7 @@ func generateTeaserMP4(ctx context.Context, srcPath, outPath string, startSec, d
 
 	if out, err := cmd.CombinedOutput(); err != nil {
 		_ = os.Remove(tmp)
-		return fmt.Errorf("ffmpeg teaser failed: %v (%s)", err, strings.TrimSpace(string(out)))
+		return appErrorf("ffmpeg teaser failed: %v (%s)", err, strings.TrimSpace(string(out)))
 	}
 
 	_ = os.Remove(outPath)

backend/training.go

@@ -4,6 +4,7 @@ package main
 
 import (
 	"bufio"
+	"context"
 	"crypto/sha1"
 	"encoding/hex"
 	"encoding/json"
@@ -394,19 +395,19 @@ func trainingNextHandler(w http.ResponseWriter, r *http.Request) {
 		var startedAtMs int64
 
 		if refreshPrediction {
-			startedAtMs = publishAnalysisStarted(2, "Aktuelles Bild wird neu analysiert…")
+			startedAtMs = publishAnalysisStarted("", 2, "Aktuelles Bild wird neu analysiert…")
 		}
 
 		if sample, ok, err := trainingLatestOpenSample(root, refreshPrediction, startedAtMs); err != nil {
 			if refreshPrediction {
-				publishAnalysisError(startedAtMs, "Aktuelles Bild konnte nicht neu analysiert werden.", err)
+				publishAnalysisError(startedAtMs, "", "Aktuelles Bild konnte nicht neu analysiert werden.", err)
 			}
 
 			trainingWriteError(w, http.StatusInternalServerError, err.Error())
 			return
 		} else if ok {
 			if refreshPrediction {
-				publishAnalysisFinished(startedAtMs, 2, "Analyse abgeschlossen.")
+				publishAnalysisFinished(startedAtMs, 2, sample.SourceFile, "Analyse abgeschlossen.")
 			}
 
 			trainingWriteJSON(w, http.StatusOK, sample)
@@ -414,16 +415,16 @@ func trainingNextHandler(w http.ResponseWriter, r *http.Request) {
 		}
 	}
 
-	startedAtMs := publishAnalysisStarted(4, "Neues Trainingsbild wird vorbereitet…")
+	startedAtMs := publishAnalysisStarted("", 4, "Neues Trainingsbild wird vorbereitet…")
 
 	sample, err := trainingCreateNextSampleWithProgress(startedAtMs)
 	if err != nil {
-		publishAnalysisError(startedAtMs, "Trainingsbild konnte nicht erstellt werden.", err)
+		publishAnalysisError(startedAtMs, "", "Trainingsbild konnte nicht erstellt werden.", err)
 		trainingWriteError(w, http.StatusInternalServerError, err.Error())
 		return
 	}
 
-	publishAnalysisFinished(startedAtMs, 4, "Analyse abgeschlossen.")
+	publishAnalysisFinished(startedAtMs, 4, sample.SourceFile, "Analyse abgeschlossen.")
 
 	trainingWriteJSON(w, http.StatusOK, sample)
 }
@@ -494,6 +495,35 @@ func trainingLatestOpenSample(root string, refreshPrediction bool, startedAtMs i
 			continue
 		}
 
+		if refreshPrediction {
+			sourceFile := strings.TrimSpace(sample.SourceFile)
+			if sourceFile == "" {
+				sourceFile = filepath.Base(sample.SourcePath)
+			}
+
+			publishAnalysisStep(
+				startedAtMs,
+				1,
+				2,
+				sourceFile,
+				"Aktuelles Bild wird analysiert…",
+			)
+
+			sample.Prediction = trainingPredictFrame(framePath)
+
+			publishAnalysisStep(
+				startedAtMs,
+				2,
+				2,
+				sourceFile,
+				"Analyse-Ergebnis wird gespeichert…",
+			)
+
+			if err := trainingWriteSample(root, sample); err != nil {
+				return nil, false, err
+			}
+		}
+
 		return sample, true, nil
 	}
 
@@ -627,7 +657,7 @@ func trainingFeedbackHandler(w http.ResponseWriter, r *http.Request) {
 
 	if len(detectorBoxes) > 0 {
 		if err := trainingWriteDetectorSample(root, sample, detectorBoxes); err != nil {
-			fmt.Println("⚠️ detector sample write failed:", err)
+			appLogln("⚠️ detector sample write failed:", err)
 		}
 	}
 
@@ -703,7 +733,7 @@ func trainingTrainHandler(w http.ResponseWriter, r *http.Request) {
 	// ein Validation-Sample durch Kopieren. Bei mehr Daten solltest du später
 	// einen echten 80/20 Split verwenden.
 	if err := trainingEnsureDetectorValidationSample(root); err != nil {
-		fmt.Println("⚠️ detector val sample ensure failed:", err)
+		appLogln("⚠️ detector val sample ensure failed:", err)
 	}
 
 	feedbackPath := filepath.Join(root, "feedback.jsonl")
@@ -799,15 +829,15 @@ func trainingRunJob(root string, count int) {
 	if sceneErr != nil {
 		sceneStatus = "failed"
 
-		fmt.Println("⚠️ scene position training failed:", sceneErr)
+		appLogln("⚠️ scene position training failed:", sceneErr)
 		if sceneOutputClean != "" {
-			fmt.Println("⚠️ scene position output:", sceneOutputClean)
+			appLogln("⚠️ scene position output:", sceneOutputClean)
 		}
 	} else {
 		sceneStatus = "trained"
 
 		if sceneOutputClean != "" {
-			fmt.Println("✅ scene position training:", sceneOutputClean)
+			appLogln("✅ scene position training:", sceneOutputClean)
 		}
 	}
 
@@ -826,7 +856,7 @@ func trainingRunJob(root string, count int) {
 	detectorValLabels := filepath.Join(root, "detector", "dataset", "labels", "val")
 
 	if err := trainingEnsureDetectorValidationSample(root); err != nil {
-		fmt.Println("⚠️ detector val sample ensure failed:", err)
+		appLogln("⚠️ detector val sample ensure failed:", err)
 	}
 
 	trainCount := trainingCountDetectorSamples(detectorTrainImages, detectorTrainLabels)
@@ -860,7 +890,7 @@ func trainingRunJob(root string, count int) {
 				)
 			},
 			"--root", root,
-			"--base", "yolo11n.pt",
+			"--base", "yolo26n.pt",
 			"--epochs", strconv.Itoa(trainingDetectorEpochs()),
 			"--imgsz", "640",
 		)
@@ -871,15 +901,15 @@ func trainingRunJob(root string, count int) {
 		if detectorErr != nil {
 			detectorStatus = "failed"
 
-			fmt.Println("⚠️ detector training failed:", detectorErr)
+			appLogln("⚠️ detector training failed:", detectorErr)
 			if detectorOutputClean != "" {
-				fmt.Println("⚠️ detector output:", detectorOutputClean)
+				appLogln("⚠️ detector output:", detectorOutputClean)
 			}
 		} else {
 			detectorStatus = "trained"
 
 			if detectorOutputClean != "" {
-				fmt.Println("✅ detector training:", detectorOutputClean)
+				appLogln("✅ detector training:", detectorOutputClean)
 			}
 		}
 	} else {
@@ -892,7 +922,7 @@ func trainingRunJob(root string, count int) {
 			minDetectorValCount,
 		)
 
-		fmt.Println("⚠️", detectorOutput)
+		appLogln("⚠️", detectorOutput)
 	}
 
 	detectorOutputClean := cleanOutput(detectorOutput)
@@ -998,7 +1028,7 @@ func trainingStatusHandler(w http.ResponseWriter, r *http.Request) {
 		}
 
 		if err := trainingEnsureDetectorValidationSample(root); err != nil {
-			fmt.Println("⚠️ detector val sample ensure failed:", err)
+			appLogln("⚠️ detector val sample ensure failed:", err)
 		}
 	}
 
@@ -1735,7 +1765,7 @@ func trainingCreateNextSample() (*TrainingSample, error) {
 		framePath = filepath.Join(root, "frames", id+".jpg")
 
 		if err2 := trainingExtractFrame(videoPath, framePath, second); err2 != nil {
-			return nil, fmt.Errorf("frame extraction failed: %v / fallback: %w", err, err2)
+			return nil, appErrorf("frame extraction failed: %v / fallback: %w", err, err2)
 		}
 	}
 
@@ -1809,7 +1839,7 @@ func trainingCreateNextSampleWithProgress(startedAtMs int64) (*TrainingSample, e
 		framePath = filepath.Join(root, "frames", id+".jpg")
 
 		if err2 := trainingExtractFrame(videoPath, framePath, second); err2 != nil {
-			return nil, fmt.Errorf("frame extraction failed: %v / fallback: %w", err, err2)
+			return nil, appErrorf("frame extraction failed: %v / fallback: %w", err, err2)
 		}
 	}
 
@@ -1914,7 +1944,7 @@ func trainingExtractFrame(videoPath string, framePath string, second float64) er
 
 	out, err := cmd.CombinedOutput()
 	if err != nil {
-		return fmt.Errorf("%w: %s", err, strings.TrimSpace(string(out)))
+		return appErrorf("%w: %s", err, strings.TrimSpace(string(out)))
 	}
 
 	if st, err := os.Stat(framePath); err != nil || st.Size() == 0 {
@@ -1932,7 +1962,7 @@ func trainingPredictFrame(framePath string) TrainingPrediction {
 
 	root, err := trainingRootDir()
 	if err != nil {
-		fmt.Println("⚠️ training predict root error:", err)
+		appLogln("⚠️ training predict root error:", err)
 		return trainingEmptyPrediction("root_error")
 	}
 
@@ -1947,6 +1977,172 @@ func trainingPredictFrame(framePath string) TrainingPrediction {
 	return pred
 }
 
+func trainingPredictFrameDetectorOnly(framePath string) TrainingPrediction {
+	settings := getSettings()
+	if !settings.TrainingRecognitionEnabled {
+		return trainingEmptyPrediction("recognition_disabled")
+	}
+
+	root, err := trainingRootDir()
+	if err != nil {
+		appLogln("⚠️ training predict root error:", err)
+		return trainingEmptyPrediction("root_error")
+	}
+
+	det := trainingPredictDetector(root, framePath)
+	return trainingPredictionFromDetector(det)
+}
+
+type TrainingSpriteBatchCandidate struct {
+	Index int     `json:"index"`
+	Time  float64 `json:"time"`
+}
+
+type TrainingSpriteBatchRequest struct {
+	SpritePath string                         `json:"spritePath"`
+	Cols       int                            `json:"cols"`
+	Rows       int                            `json:"rows"`
+	Count      int                            `json:"count"`
+	Candidates []TrainingSpriteBatchCandidate `json:"candidates"`
+}
+
+type TrainingSpriteBatchResult struct {
+	Index      int                `json:"index"`
+	Time       float64            `json:"time"`
+	Prediction TrainingPrediction `json:"prediction"`
+	Error      string             `json:"error,omitempty"`
+}
+
+type TrainingSpriteBatchResponse struct {
+	OK      bool                        `json:"ok"`
+	Results []TrainingSpriteBatchResult `json:"results"`
+	Error   string                      `json:"error,omitempty"`
+}
+
+func trainingPredictSpriteBatch(
+	ctx context.Context,
+	spritePath string,
+	ps previewSpriteMetaFileInfo,
+	candidates []spriteFrameCandidate,
+) ([]TrainingSpriteBatchResult, error) {
+	spritePath = strings.TrimSpace(spritePath)
+	if spritePath == "" {
+		return nil, appErrorf("spritePath fehlt")
+	}
+
+	if !trainingRecognitionEnabled() {
+		out := make([]TrainingSpriteBatchResult, 0, len(candidates))
+		for _, c := range candidates {
+			out = append(out, TrainingSpriteBatchResult{
+				Index:      c.Index,
+				Time:       c.Time,
+				Prediction: trainingEmptyPrediction("recognition_disabled"),
+			})
+		}
+		return out, nil
+	}
+
+	if ps.Cols <= 0 || ps.Rows <= 0 || ps.Count <= 0 {
+		return nil, appErrorf("ungültige sprite meta")
+	}
+
+	reqCandidates := make([]TrainingSpriteBatchCandidate, 0, len(candidates))
+	for _, c := range candidates {
+		if c.Index < 0 || c.Index >= ps.Count {
+			continue
+		}
+		reqCandidates = append(reqCandidates, TrainingSpriteBatchCandidate{
+			Index: c.Index,
+			Time:  c.Time,
+		})
+	}
+
+	if len(reqCandidates) == 0 {
+		return []TrainingSpriteBatchResult{}, nil
+	}
+
+	tmp, err := os.CreateTemp("", "sprite-batch-request-*.json")
+	if err != nil {
+		return nil, err
+	}
+	tmpPath := tmp.Name()
+	defer os.Remove(tmpPath)
+
+	req := TrainingSpriteBatchRequest{
+		SpritePath: spritePath,
+		Cols:       ps.Cols,
+		Rows:       ps.Rows,
+		Count:      ps.Count,
+		Candidates: reqCandidates,
+	}
+
+	enc := json.NewEncoder(tmp)
+	if err := enc.Encode(req); err != nil {
+		_ = tmp.Close()
+		return nil, err
+	}
+	if err := tmp.Close(); err != nil {
+		return nil, err
+	}
+
+	python := trainingPythonExe()
+	script := trainingScriptPath("predict_sprite_batch.py")
+
+	cmd := exec.CommandContext(
+		ctx,
+		python,
+		script,
+		"--input",
+		tmpPath,
+	)
+
+	cmd.SysProcAttr = &syscall.SysProcAttr{
+		HideWindow:    true,
+		CreationFlags: 0x08000000,
+	}
+
+	var stdout strings.Builder
+	var stderr strings.Builder
+
+	cmd.Stdout = &stdout
+	cmd.Stderr = &stderr
+
+	err = cmd.Run()
+
+	outText := strings.TrimSpace(stdout.String())
+	errText := strings.TrimSpace(stderr.String())
+
+	if errText != "" {
+		appLogln("🔎 sprite batch stderr:", errText)
+	}
+
+	if err != nil {
+		return nil, appErrorf("sprite batch predict failed: %w: %s", err, errText)
+	}
+
+	if outText == "" {
+		return nil, appErrorf("sprite batch predict returned empty stdout")
+	}
+
+	var resp TrainingSpriteBatchResponse
+	if err := json.Unmarshal([]byte(outText), &resp); err != nil {
+		return nil, appErrorf("sprite batch json failed: %w: %s", err, outText)
+	}
+
+	if !resp.OK {
+		if strings.TrimSpace(resp.Error) != "" {
+			return nil, appErrorf("%s", resp.Error)
+		}
+		return nil, appErrorf("sprite batch predict failed")
+	}
+
+	if resp.Results == nil {
+		resp.Results = []TrainingSpriteBatchResult{}
+	}
+
+	return resp.Results, nil
+}
+
 func trainingPredictScenePosition(root string, framePath string) TrainingScenePositionPrediction {
 	python := trainingPythonExe()
 	script := trainingScriptPath("predict_scene_model.py")
@@ -1987,9 +2183,9 @@ func trainingPredictScenePosition(root string, framePath string) TrainingScenePo
 	errText := strings.TrimSpace(stderr.String())
 
 	if err != nil {
-		fmt.Println("⚠️ scene position predict failed:", err)
+		appLogln("⚠️ scene position predict failed:", err)
-		fmt.Println("  stdout:", outText)
+		appLogln("  stdout:", outText)
-		fmt.Println("  stderr:", errText)
+		appLogln("  stderr:", errText)
 
 		return TrainingScenePositionPrediction{
 			Available:        false,
@@ -2000,7 +2196,7 @@ func trainingPredictScenePosition(root string, framePath string) TrainingScenePo
 	}
 
 	if outText == "" {
-		fmt.Println("⚠️ scene position predict empty stdout")
+		appLogln("⚠️ scene position predict empty stdout")
 
 		return TrainingScenePositionPrediction{
 			Available:        false,
@@ -2012,8 +2208,8 @@ func trainingPredictScenePosition(root string, framePath string) TrainingScenePo
 
 	var scenePred TrainingPrediction
 	if err := json.Unmarshal([]byte(outText), &scenePred); err != nil {
-		fmt.Println("⚠️ scene position json failed:", err)
+		appLogln("⚠️ scene position json failed:", err)
-		fmt.Println("  stdout:", outText)
+		appLogln("  stdout:", outText)
 
 		return TrainingScenePositionPrediction{
 			Available:        false,
@@ -2099,7 +2295,7 @@ func trainingPredictionFromDetector(det TrainingDetectorPrediction) TrainingPred
 
 	grouped, err := trainingGroupedLabels()
 	if err != nil {
-		fmt.Println("⚠️ detector label grouping failed:", err)
+		appLogln("⚠️ detector label grouping failed:", err)
 		return pred
 	}
 
@@ -2197,7 +2393,7 @@ func trainingPredictDetector(root string, framePath string) TrainingDetectorPred
 		}
 	}
 
-	confValues := []string{"0.40", "0.30", "0.20"}
+	confValues := []string{"0.30"}
 
 	best := TrainingDetectorPrediction{
 		Available: true,
@@ -2232,31 +2428,31 @@ func trainingPredictDetector(root string, framePath string) TrainingDetectorPred
 		errText := strings.TrimSpace(stderr.String())
 
 		if errText != "" {
-			fmt.Println("🔎 detector stderr:", errText)
+			appLogln("🔎 detector stderr:", errText)
 		}
 
 		if err != nil {
-			fmt.Println("⚠️ detector predict failed")
+			appLogln("⚠️ detector predict failed")
-			fmt.Println("  conf:", conf)
+			appLogln("  conf:", conf)
-			fmt.Println("  error:", err)
+			appLogln("  error:", err)
-			fmt.Println("  stdout:", outText)
+			appLogln("  stdout:", outText)
-			fmt.Println("  stderr:", errText)
+			appLogln("  stderr:", errText)
 			continue
 		}
 
 		if outText == "" {
-			fmt.Println("⚠️ detector predict empty stdout")
+			appLogln("⚠️ detector predict empty stdout")
-			fmt.Println("  conf:", conf)
+			appLogln("  conf:", conf)
-			fmt.Println("  stderr:", errText)
+			appLogln("  stderr:", errText)
 			continue
 		}
 
 		var det TrainingDetectorPrediction
 		if err := json.Unmarshal([]byte(outText), &det); err != nil {
-			fmt.Println("⚠️ detector predict json failed:", err)
+			appLogln("⚠️ detector predict json failed:", err)
-			fmt.Println("  conf:", conf)
+			appLogln("  conf:", conf)
-			fmt.Println("  stdout:", outText)
+			appLogln("  stdout:", outText)
-			fmt.Println("  stderr:", errText)
+			appLogln("  stderr:", errText)
 			continue
 		}
 
@@ -2341,7 +2537,7 @@ func trainingApplyDetectorToPrediction(pred TrainingPrediction, det TrainingDete
 
 	grouped, err := trainingGroupedLabels()
 	if err != nil {
-		fmt.Println("⚠️ detector label grouping failed:", err)
+		appLogln("⚠️ detector label grouping failed:", err)
 
 		pred.Boxes = boxes
 		pred.BodyPartsPresent = []TrainingScoredLabel{}
@@ -2382,7 +2578,7 @@ func trainingWriteDetectorSample(root string, sample *TrainingSample, boxes []Tr
 
 	srcFrame := filepath.Join(root, "frames", sample.SampleID+".jpg")
 	if _, err := os.Stat(srcFrame); err != nil {
-		return fmt.Errorf("frame missing: %w", err)
+		return appErrorf("frame missing: %w", err)
 	}
 
 	// Stabiler 80/20 Split: gleicher sampleID landet immer im gleichen Split.

backend/training_label_loader.go

@@ -50,12 +50,12 @@ func trainingGroupedLabels() (TrainingGroupedLabels, error) {
 
 	b, err := os.ReadFile(path)
 	if err != nil {
-		return TrainingGroupedLabels{}, fmt.Errorf("detection_labels.json konnte nicht gelesen werden: %w", err)
+		return TrainingGroupedLabels{}, appErrorf("detection_labels.json konnte nicht gelesen werden: %w", err)
 	}
 
 	var grouped TrainingGroupedLabels
 	if err := json.Unmarshal(b, &grouped); err != nil {
-		return TrainingGroupedLabels{}, fmt.Errorf("detection_labels.json ist ungültig: %w", err)
+		return TrainingGroupedLabels{}, appErrorf("detection_labels.json ist ungültig: %w", err)
 	}
 
 	grouped.People = uniqueNonEmptyLabels(grouped.People)
@@ -69,11 +69,11 @@ func trainingGroupedLabels() (TrainingGroupedLabels, error) {
 	}
 
 	if len(grouped.BodyParts)+len(grouped.Objects)+len(grouped.Clothing) == 0 {
-		return TrainingGroupedLabels{}, fmt.Errorf("detection_labels.json enthält keine Detection-Labels")
+		return TrainingGroupedLabels{}, appErrorf("detection_labels.json enthält keine Detection-Labels")
 	}
 
 	if len(grouped.People)+len(grouped.BodyParts)+len(grouped.Objects)+len(grouped.Clothing) == 0 {
-		return TrainingGroupedLabels{}, fmt.Errorf("detection_labels.json enthält keine Detection-Labels")
+		return TrainingGroupedLabels{}, appErrorf("detection_labels.json enthält keine Detection-Labels")
 	}
 
 	return grouped, nil

frontend/src/App.tsx

@@ -127,6 +127,22 @@ type TaskStateEvent = {
   ts?: number
 }
 
+type AnalysisProgressEvent = {
+  type?: 'analysis_progress'
+  running?: boolean
+  phase?: 'starting' | 'running' | 'done' | 'error' | string
+  progress?: number
+  current?: number
+  total?: number
+  file?: string
+  message?: string
+  error?: string
+  startedAtMs?: number
+  finishedAtMs?: number
+  durationMs?: number
+  ts?: number
+}
+
 type BackgroundSplitProgress = {
   phase: 'preparing' | 'splitting' | 'done' | 'error'
   total: number
@@ -2822,6 +2838,75 @@ export default function App() {
       } catch {}
     }
 
+    const onAnalysisProgress = (ev: MessageEvent) => {
+      try {
+        const msg = JSON.parse(String(ev.data ?? 'null')) as AnalysisProgressEvent
+
+        if (msg?.type !== 'analysis_progress') return
+
+        const file = baseName(String(msg?.file ?? '').trim())
+        if (!file) return
+
+        const phase = String(msg?.phase ?? '').trim().toLowerCase()
+        const progressRaw = Number(msg?.progress ?? 0)
+        const progress = Number.isFinite(progressRaw)
+          ? Math.max(0, Math.min(1, progressRaw))
+          : 0
+
+        const totalRaw = Number(msg?.total ?? 0)
+
+        const total =
+          Number.isFinite(totalRaw) && totalRaw > 0
+            ? Math.floor(totalRaw)
+            : 0
+
+        const percent = Math.round(progress * 100)
+
+        const state =
+          phase === 'error'
+            ? 'error'
+            : phase === 'done'
+              ? 'done'
+              : 'running'
+
+        const label =
+          phase === 'error'
+            ? 'Analyse Fehler'
+            : phase === 'done'
+              ? 'Analyse fertig'
+              : total > 0
+                ? `Analyse ${percent}%`
+                : String(msg?.message ?? '').trim() || 'Analyse läuft'
+
+        window.dispatchEvent(
+          new CustomEvent('finished-downloads:postwork', {
+            detail: {
+              file,
+              assetId: file.replace(/\.[^.]+$/, ''),
+              queue: 'enrich',
+              phase: 'analyze',
+              state,
+              label,
+              error: String(msg?.error ?? '').trim() || undefined,
+              ts: typeof msg?.ts === 'number' && Number.isFinite(msg.ts)
+                ? msg.ts
+                : Date.now(),
+            },
+          })
+        )
+
+        if (state === 'done' || state === 'error') {
+          bumpAssets()
+
+          if (selectedTabRef.current === 'finished') {
+            void loadDonePage(donePageRef.current, doneSortRef.current)
+          }
+        }
+      } catch {
+        // ignore
+      }
+    }
+
     const onTaskState = (ev: MessageEvent) => {
       try {
         const msg = JSON.parse(String(ev.data ?? 'null')) as TaskStateEvent
@@ -2887,6 +2972,7 @@ export default function App() {
     es.addEventListener('finishedPostwork', onFinishedPostwork as any)
     es.addEventListener('taskState', onTaskState as any)
     es.addEventListener('training', onTraining as any)
+    es.addEventListener('analysisProgress', onAnalysisProgress as any)
 
     const onVis = () => {
       if (document.hidden) return
@@ -2912,6 +2998,7 @@ export default function App() {
         es.removeEventListener('finishedPostwork', onFinishedPostwork as any)
         es.removeEventListener('taskState', onTaskState as any)
         es.removeEventListener('training', onTraining as any)
+        es.removeEventListener('analysisProgress', onAnalysisProgress as any)
 
         const handler = onModelJobEventRef.current
         if (handler) {
@@ -3785,15 +3872,29 @@ export default function App() {
   const mobileHeaderStatBadgeClass =
     'inline-flex h-6 min-w-[3.1rem] items-center justify-center gap-1 rounded-full border border-gray-200/70 bg-white/70 px-1.5 text-[10px] font-semibold text-gray-900 shadow-sm backdrop-blur dark:border-white/10 dark:bg-white/10 dark:text-gray-100'
 
+  const isTrainingTab = selectedTab === 'training'
+  
   return (
-    <div className="min-h-[100dvh] bg-gray-50 text-gray-900 dark:bg-gray-950 dark:text-gray-100">
+    <div
+      className={[
+        isTrainingTab
+          ? 'min-h-[100dvh] lg:h-[100dvh] lg:overflow-hidden'
+          : 'min-h-[100dvh]',
+        'bg-gray-50 text-gray-900 dark:bg-gray-950 dark:text-gray-100',
+      ].join(' ')}
+    >
       <div aria-hidden="true" className="pointer-events-none fixed inset-0 overflow-hidden">
         <div className="absolute -top-28 left-1/2 h-80 w-[52rem] -translate-x-1/2 rounded-full bg-indigo-500/10 blur-3xl dark:bg-indigo-400/10" />
         <div className="absolute -bottom-28 right-[-6rem] h-80 w-[46rem] rounded-full bg-sky-500/10 blur-3xl dark:bg-sky-400/10" />
       </div>
 
-      <div className="relative">
+      <div
-        <header className="z-[70] bg-white/70 backdrop-blur dark:bg-gray-950/60 sm:sticky sm:top-0 sm:border-b sm:border-gray-200/70 sm:dark:border-white/10">
+        className={[
+          'relative',
+          isTrainingTab ? 'min-h-[100dvh] lg:flex lg:h-full lg:min-h-0 lg:flex-col' : '',
+        ].join(' ')}
+      >
+        <header className="z-[70] shrink-0 bg-white/70 backdrop-blur dark:bg-gray-950/60 sm:sticky sm:top-0 sm:border-b sm:border-gray-200/70 sm:dark:border-white/10">
           <div className="mx-auto max-w-7xl px-4 sm:px-6 lg:px-8 pt-2.5 sm:py-4 space-y-2 sm:space-y-3">
             <div className="flex items-center justify-between gap-3 sm:gap-4">
               <div className="min-w-0 flex-1">
@@ -3993,13 +4094,20 @@ export default function App() {
           </div>
         </header>
 
-        <div className="sm:hidden sticky top-0 z-[65] border-b border-gray-200/70 bg-white/70 backdrop-blur dark:border-white/10 dark:bg-gray-950/60">
+        <div className="sm:hidden sticky top-0 z-[65] shrink-0 border-b border-gray-200/70 bg-white/70 backdrop-blur dark:border-white/10 dark:bg-gray-950/60">
           <div className="mx-auto max-w-7xl px-4 pt-0 pb-2">
             <Tabs tabs={tabs} value={selectedTab} onChange={setSelectedTab} ariaLabel="Tabs" variant="barUnderline" />
           </div>
         </div>
 
-        <main className="mx-auto max-w-7xl px-4 sm:px-6 lg:px-8 py-2 space-y-2">
+        <main
+          className={[
+            'mx-auto w-full max-w-7xl px-4 py-2 sm:px-6 lg:px-8',
+            isTrainingTab
+              ? 'min-h-0 pb-4 lg:flex-1 lg:overflow-hidden'
+              : 'space-y-2',
+          ].join(' ')}
+        >
           {selectedTab === 'running' ? (
             <Downloads
               jobs={jobs}

frontend/src/components/ui/Button.tsx

@@ -26,7 +26,7 @@ function cn(...parts: Array<string | false | null | undefined>) {
 }
 
 const base =
-  'inline-flex items-center justify-center font-semibold transition-colors duration-150 focus-visible:outline-2 focus-visible:outline-offset-2 disabled:opacity-50 disabled:cursor-not-allowed'
+  'inline-flex items-center justify-center font-semibold transition-colors duration-150 focus-visible:outline-2 focus-visible:outline-offset-2 disabled:cursor-not-allowed'
 
 const roundedMap = {
   sm: 'rounded-sm',
@@ -47,8 +47,10 @@ const colorMap: Record<Color, Record<Variant, string>> = {
       '!bg-indigo-600 !text-white shadow-sm hover:!bg-indigo-700 focus-visible:outline-indigo-600 ' +
       'dark:!bg-indigo-500 dark:hover:!bg-indigo-400 dark:focus-visible:outline-indigo-500',
     secondary:
-      'bg-white text-gray-900 hover:bg-gray-100 ' +
+      'bg-white text-gray-900 shadow-xs ring-1 ring-gray-200 hover:bg-gray-100 ' +
-      'dark:bg-white/10 dark:text-white dark:shadow-none dark:hover:bg-white/20',
+      'disabled:bg-gray-100 disabled:text-gray-500 disabled:ring-gray-300 disabled:shadow-none disabled:hover:bg-gray-100 ' +
+      'dark:bg-white/10 dark:text-white dark:shadow-none dark:ring-white/10 dark:hover:bg-white/20 ' +
+      'dark:disabled:bg-white/5 dark:disabled:text-white/40 dark:disabled:ring-white/10 dark:disabled:hover:bg-white/5',
     soft:
       'bg-indigo-500/14 text-indigo-700 shadow-xs inset-ring inset-ring-indigo-500/20 hover:bg-indigo-500/24 hover:inset-ring-indigo-500/30 ' +
       'dark:bg-indigo-500/20 dark:text-indigo-400 dark:shadow-none dark:inset-ring-0 dark:hover:bg-indigo-500/30',
@@ -59,8 +61,10 @@ const colorMap: Record<Color, Record<Variant, string>> = {
       '!bg-blue-600 !text-white shadow-sm hover:!bg-blue-700 focus-visible:outline-blue-600 ' +
       'dark:!bg-blue-500 dark:hover:!bg-blue-400 dark:focus-visible:outline-blue-500',
     secondary:
-      'bg-white text-gray-900 hover:bg-gray-100 ' +
+      'bg-white text-gray-900 shadow-xs ring-1 ring-gray-200 hover:bg-gray-100 ' +
-      'dark:bg-white/10 dark:text-white dark:shadow-none dark:hover:bg-white/20',
+      'disabled:bg-gray-100 disabled:text-gray-500 disabled:ring-gray-300 disabled:shadow-none disabled:hover:bg-gray-100 ' +
+      'dark:bg-white/10 dark:text-white dark:shadow-none dark:ring-white/10 dark:hover:bg-white/20 ' +
+      'dark:disabled:bg-white/5 dark:disabled:text-white/40 dark:disabled:ring-white/10 dark:disabled:hover:bg-white/5',
     soft:
       'bg-blue-500/14 text-blue-700 shadow-xs inset-ring inset-ring-blue-500/20 hover:bg-blue-500/24 hover:inset-ring-blue-500/30 ' +
       'dark:bg-blue-500/20 dark:text-blue-400 dark:shadow-none dark:inset-ring-0 dark:hover:bg-blue-500/30',
@@ -71,8 +75,10 @@ const colorMap: Record<Color, Record<Variant, string>> = {
       '!bg-emerald-600 !text-white shadow-sm hover:!bg-emerald-700 focus-visible:outline-emerald-600 ' +
       'dark:!bg-emerald-500 dark:hover:!bg-emerald-400 dark:focus-visible:outline-emerald-500',
     secondary:
-      'bg-white text-gray-900 hover:bg-gray-100 ' +
+      'bg-white text-gray-900 shadow-xs ring-1 ring-gray-200 hover:bg-gray-100 ' +
-      'dark:bg-white/10 dark:text-white dark:shadow-none dark:hover:bg-white/20',
+      'disabled:bg-gray-100 disabled:text-gray-500 disabled:ring-gray-300 disabled:shadow-none disabled:hover:bg-gray-100 ' +
+      'dark:bg-white/10 dark:text-white dark:shadow-none dark:ring-white/10 dark:hover:bg-white/20 ' +
+      'dark:disabled:bg-white/5 dark:disabled:text-white/40 dark:disabled:ring-white/10 dark:disabled:hover:bg-white/5',
     soft:
       'bg-emerald-500/14 text-emerald-700 shadow-xs inset-ring inset-ring-emerald-500/20 hover:bg-emerald-500/24 hover:inset-ring-emerald-500/30 ' +
       'dark:bg-emerald-500/20 dark:text-emerald-400 dark:shadow-none dark:inset-ring-0 dark:hover:bg-emerald-500/30',
@@ -83,8 +89,10 @@ const colorMap: Record<Color, Record<Variant, string>> = {
       '!bg-red-600 !text-white shadow-sm hover:!bg-red-700 focus-visible:outline-red-600 ' +
       'dark:!bg-red-500 dark:hover:!bg-red-400 dark:focus-visible:outline-red-500',
     secondary:
-      'bg-white text-gray-900 hover:bg-gray-100 ' +
+      'bg-white text-gray-900 shadow-xs ring-1 ring-gray-200 hover:bg-gray-100 ' +
-      'dark:bg-white/10 dark:text-white dark:shadow-none dark:hover:bg-white/20',
+      'disabled:bg-gray-100 disabled:text-gray-500 disabled:ring-gray-300 disabled:shadow-none disabled:hover:bg-gray-100 ' +
+      'dark:bg-white/10 dark:text-white dark:shadow-none dark:ring-white/10 dark:hover:bg-white/20 ' +
+      'dark:disabled:bg-white/5 dark:disabled:text-white/40 dark:disabled:ring-white/10 dark:disabled:hover:bg-white/5',
     soft:
       'bg-red-500/14 text-red-700 shadow-xs inset-ring inset-ring-red-500/20 hover:bg-red-500/24 hover:inset-ring-red-500/30 ' +
       'dark:bg-red-500/20 dark:text-red-400 dark:shadow-none dark:inset-ring-0 dark:hover:bg-red-500/30',
@@ -95,8 +103,10 @@ const colorMap: Record<Color, Record<Variant, string>> = {
       '!bg-amber-500 !text-white shadow-sm hover:!bg-amber-600 focus-visible:outline-amber-500 ' +
       'dark:!bg-amber-500 dark:hover:!bg-amber-400 dark:focus-visible:outline-amber-500',
     secondary:
-      'bg-white text-gray-900 hover:bg-gray-100 ' +
+      'bg-white text-gray-900 shadow-xs ring-1 ring-gray-200 hover:bg-gray-100 ' +
-      'dark:bg-white/10 dark:text-white dark:shadow-none dark:hover:bg-white/20',
+      'disabled:bg-gray-100 disabled:text-gray-500 disabled:ring-gray-300 disabled:shadow-none disabled:hover:bg-gray-100 ' +
+      'dark:bg-white/10 dark:text-white dark:shadow-none dark:ring-white/10 dark:hover:bg-white/20 ' +
+      'dark:disabled:bg-white/5 dark:disabled:text-white/40 dark:disabled:ring-white/10 dark:disabled:hover:bg-white/5',
     soft:
       'bg-amber-500/12 text-amber-800 shadow-xs inset-ring inset-ring-amber-500/20 hover:bg-amber-500/22 hover:inset-ring-amber-500/30 ' +
       'dark:bg-amber-500/20 dark:text-amber-300 dark:shadow-none dark:inset-ring-0 dark:hover:bg-amber-500/30',

frontend/src/components/ui/FinishedDownloads.tsx

@@ -1118,15 +1118,15 @@ function summarizePostworkSteps(
     const rawPhase = String(badge.phase ?? '').trim().toLowerCase()
     const phase = normalizeFinishedPhase(queue, rawPhase)
     const key = `${queue}:${phase}`
+    const badgeLabel = String(badge.label ?? '').trim()
 
-    const prev = byKey.get(key)
+    const normalizedBadgeLabel = normalizeAnalysisProgressLabel(badgeLabel) ?? badgeLabel
-    if (prev && prev.ts > badge.ts) continue
 
-    byKey.set(key, {
+    const candidate: FinishedPostworkStepSummary = {
       key,
       queue,
       phase,
-      label: labelForStep(queue, phase),
+      label: normalizedBadgeLabel || labelForStep(queue, phase),
       state: badge.state,
       error: String(badge.error ?? '').trim() || undefined,
       ts: badge.ts,
@@ -1134,7 +1134,20 @@ function summarizePostworkSteps(
       waiting: badge.waiting,
       running: badge.running,
       maxParallel: badge.maxParallel,
-    })
+    }
+
+    const prev = byKey.get(key)
+
+    if (prev) {
+      if ((prev.ts || 0) > (candidate.ts || 0)) {
+        byKey.set(key, preferProgressStepLabel(prev, candidate))
+      } else {
+        byKey.set(key, preferProgressStepLabel(candidate, prev))
+      }
+      continue
+    }
+
+    byKey.set(key, candidate)
   }
 
   // ✅ Erst alle erwarteten Schritte anlegen
@@ -1238,9 +1251,19 @@ function mergePostworkSummaries(
       step.state === 'queued' ||
       step.state === 'error'
     ) {
-      if (!prev || (step.ts || 0) >= (prev.ts || 0)) {
+      if (!prev) {
         stepMap.set(step.key, step)
+        continue
       }
+
+      if ((step.ts || 0) >= (prev.ts || 0)) {
+        stepMap.set(step.key, preferProgressStepLabel(step, prev))
+        continue
+      }
+
+      // Auch wenn der ältere Step vom Polling kommt:
+      // Ein vorhandenes Analyse-Prozentlabel darf nicht durch "Analyse" verloren gehen.
+      stepMap.set(step.key, preferProgressStepLabel(prev, step))
       continue
     }
 
@@ -1341,6 +1364,150 @@ function samePostworkBadge(a: FinishedPostworkBadge, b: FinishedPostworkBadge):
   )
 }
 
+function analysisProgressPercent(label?: string): number | null {
+  const s = String(label ?? '').trim()
+
+  const percentMatch = s.match(/^analyse\s+(\d{1,3})%$/i)
+  if (percentMatch) {
+    const n = Number(percentMatch[1])
+    if (!Number.isFinite(n)) return null
+    return Math.max(0, Math.min(100, Math.round(n)))
+  }
+
+  const framesMatch = s.match(/^analyse\s+(\d+)\s*\/\s*(\d+)\s*frames?$/i)
+  if (framesMatch) {
+    const current = Number(framesMatch[1])
+    const total = Number(framesMatch[2])
+
+    if (!Number.isFinite(current) || !Number.isFinite(total) || total <= 0) {
+      return null
+    }
+
+    return Math.max(0, Math.min(100, Math.round((current / total) * 100)))
+  }
+
+  return null
+}
+
+function postworkStepDisplayLabel(step: FinishedPostworkStepSummary): string {
+  if (isAnalyzeStep(step)) {
+    return 'Analyse'
+  }
+
+  return step.label
+}
+
+function runningStepStateLabel(step: FinishedPostworkStepSummary): string {
+  if (isAnalyzeStep(step)) {
+    const percent = analysisProgressPercent(step.label)
+    if (percent != null) return `${percent}%`
+  }
+
+  return 'Läuft'
+}
+
+function normalizeAnalysisProgressLabel(label?: string): string | undefined {
+  const percent = analysisProgressPercent(label)
+  if (percent == null) return label
+  return `Analyse ${percent}%`
+}
+
+function isAnalyzeBadge(badge?: Pick<FinishedPostworkBadge, 'queue' | 'phase'> | null): boolean {
+  return (
+    badge?.queue === 'enrich' &&
+    normalizeFinishedPhase('enrich', badge.phase) === 'analyze'
+  )
+}
+
+function isAnalyzeStep(step?: Pick<FinishedPostworkStepSummary, 'queue' | 'phase'> | null): boolean {
+  return (
+    step?.queue === 'enrich' &&
+    normalizeFinishedPhase('enrich', step.phase) === 'analyze'
+  )
+}
+
+function preferProgressLabel(
+  incoming: FinishedPostworkBadge,
+  previous?: FinishedPostworkBadge
+): FinishedPostworkBadge {
+  if (!isAnalyzeBadge(incoming) || incoming.state !== 'running') {
+    return incoming
+  }
+
+  const normalizedIncoming: FinishedPostworkBadge = {
+    ...incoming,
+    label: normalizeAnalysisProgressLabel(incoming.label),
+  }
+
+  if (!previous || previous.state !== 'running' || !isAnalyzeBadge(previous)) {
+    return normalizedIncoming
+  }
+
+  const incomingPercent = analysisProgressPercent(normalizedIncoming.label)
+  const previousPercent = analysisProgressPercent(previous.label)
+
+  if (previousPercent != null && incomingPercent == null) {
+    return {
+      ...normalizedIncoming,
+      label: previous.label,
+    }
+  }
+
+  if (
+    previousPercent != null &&
+    incomingPercent != null &&
+    incomingPercent < previousPercent
+  ) {
+    return {
+      ...normalizedIncoming,
+      label: previous.label,
+    }
+  }
+
+  return normalizedIncoming
+}
+
+function preferProgressStepLabel(
+  incoming: FinishedPostworkStepSummary,
+  previous?: FinishedPostworkStepSummary
+): FinishedPostworkStepSummary {
+  if (!isAnalyzeStep(incoming) || incoming.state !== 'running') {
+    return incoming
+  }
+
+  const normalizedIncoming: FinishedPostworkStepSummary = {
+    ...incoming,
+    label: normalizeAnalysisProgressLabel(incoming.label) ?? incoming.label,
+  }
+
+  if (!previous || previous.state !== 'running' || !isAnalyzeStep(previous)) {
+    return normalizedIncoming
+  }
+
+  const incomingPercent = analysisProgressPercent(normalizedIncoming.label)
+  const previousPercent = analysisProgressPercent(previous.label)
+
+  if (previousPercent != null && incomingPercent == null) {
+    return {
+      ...normalizedIncoming,
+      label: previous.label,
+    }
+  }
+
+  if (
+    previousPercent != null &&
+    incomingPercent != null &&
+    incomingPercent < previousPercent
+  ) {
+    return {
+      ...normalizedIncoming,
+      label: previous.label,
+    }
+  }
+
+  return normalizedIncoming
+}
+
 function samePostworkBadgeList(
   a?: FinishedPostworkBadge[],
   b?: FinishedPostworkBadge[]
@@ -1377,6 +1544,214 @@ function samePostworkBadgeMap(
   return true
 }
 
+function postworkSummaryTitle(summary: FinishedPostworkSummary): string {
+  switch (summary.state) {
+    case 'running':
+      return 'Postwork läuft'
+    case 'queued':
+      return 'Postwork wartet'
+    case 'done':
+      return 'Postwork fertig'
+    case 'error':
+      return 'Postwork Fehler'
+    case 'missing':
+      return 'Postwork fehlt'
+    default:
+      return 'Postwork-Status'
+  }
+}
+
+function postworkSummaryIcon(summary: FinishedPostworkSummary): ReactNode {
+  const iconClass = 'size-5 shrink-0'
+
+  switch (summary.state) {
+    case 'running':
+      return <LoadingSpinner size="sm" className="shrink-0" srLabel={summary.label} />
+    case 'queued':
+      return <ClockIcon className={`${iconClass} text-amber-600 dark:text-amber-300`} />
+    case 'done':
+      return <CheckCircleIcon className={`${iconClass} text-emerald-600 dark:text-emerald-300`} />
+    case 'error':
+      return <ExclamationTriangleIcon className={`${iconClass} text-red-600 dark:text-red-300`} />
+    case 'missing':
+      return <span className="size-5 shrink-0 rounded-full border border-gray-300 dark:border-white/20" />
+    default:
+      return <span className="size-5 shrink-0" />
+  }
+}
+
+function postworkDoneCount(summary: FinishedPostworkSummary): number {
+  return summary.steps.filter((step) => step.state === 'done').length
+}
+
+function postworkProgressPercent(summary: FinishedPostworkSummary): number {
+  const total = summary.steps.length
+  if (total <= 0) return 0
+
+  const done = postworkDoneCount(summary)
+  const running = summary.steps.some((step) => step.state === 'running') ? 0.5 : 0
+
+  return Math.max(0, Math.min(100, Math.round(((done + running) / total) * 100)))
+}
+
+function postworkStepStateLabel(step: FinishedPostworkStepSummary): string {
+  if (step.state === 'running') return runningStepStateLabel(step)
+
+  if (step.state === 'queued') {
+    return typeof step.position === 'number' && step.position > 0
+      ? `Wartet #${step.position}`
+      : 'Wartet'
+  }
+
+  if (step.state === 'done') return 'Fertig'
+  if (step.state === 'error') return 'Fehler'
+  if (step.state === 'missing') return 'Offen'
+
+  return '—'
+}
+
+function postworkStepTone(step: FinishedPostworkStepSummary): string {
+  switch (step.state) {
+    case 'running':
+      return 'bg-indigo-50 text-indigo-700 ring-indigo-200 dark:bg-indigo-500/10 dark:text-indigo-200 dark:ring-indigo-500/30'
+    case 'queued':
+      return 'bg-amber-50 text-amber-700 ring-amber-200 dark:bg-amber-500/10 dark:text-amber-200 dark:ring-amber-500/30'
+    case 'done':
+      return 'bg-emerald-50 text-emerald-700 ring-emerald-200 dark:bg-emerald-500/10 dark:text-emerald-200 dark:ring-emerald-500/30'
+    case 'error':
+      return 'bg-red-50 text-red-700 ring-red-200 dark:bg-red-500/10 dark:text-red-200 dark:ring-red-500/30'
+    default:
+      return 'bg-gray-100 text-gray-600 ring-gray-200 dark:bg-white/5 dark:text-gray-400 dark:ring-white/10'
+  }
+}
+
+function postworkStepIcon(step: FinishedPostworkStepSummary): ReactNode {
+  if (step.state === 'running') {
+    return <LoadingSpinner size="sm" className="shrink-0" srLabel={step.label} />
+  }
+
+  if (step.state === 'queued') {
+    return <ClockIcon className="size-3.5 shrink-0 text-amber-600 dark:text-amber-300" />
+  }
+
+  if (step.state === 'done') {
+    return <CheckCircleIcon className="size-3.5 shrink-0 text-emerald-600 dark:text-emerald-300" />
+  }
+
+  if (step.state === 'error') {
+    return <ExclamationTriangleIcon className="size-3.5 shrink-0 text-red-600 dark:text-red-300" />
+  }
+
+  return <span className="size-3.5 shrink-0 rounded-full border border-gray-300 dark:border-white/20" />
+}
+
+function renderPostworkPopover(summary: FinishedPostworkSummary): ReactNode {
+  const done = postworkDoneCount(summary)
+  const total = summary.steps.length
+  const progress = postworkProgressPercent(summary)
+
+  return (
+    <div className="w-[340px] overflow-hidden rounded-[inherit] bg-white dark:bg-gray-950">
+      <div className="border-b border-gray-200/60 bg-gradient-to-br from-gray-50 to-white px-3 py-2.5 dark:border-white/10 dark:from-white/10 dark:to-white/5">
+        <div className="flex items-center gap-2.5">
+          <div className="grid size-7 shrink-0 place-items-center rounded-lg bg-white shadow-sm ring-1 ring-gray-200 dark:bg-gray-900 dark:ring-white/10">
+            {postworkSummaryIcon(summary)}
+          </div>
+
+          <div className="min-w-0 flex-1">
+            <div className="flex items-center justify-between gap-2">
+              <div className="min-w-0 truncate text-[13px] font-semibold text-gray-900 dark:text-white">
+                {postworkSummaryTitle(summary)}
+              </div>
+
+              <span
+                className={[
+                  'shrink-0 rounded-full px-1.5 py-0.5 text-[10px] font-bold ring-1',
+                  postworkBadgeTone(summary),
+                ].join(' ')}
+              >
+                {summary.label}
+              </span>
+            </div>
+
+            <div className="mt-0.5 truncate text-[10px] text-gray-500 dark:text-gray-400">
+              {summary.file}
+            </div>
+          </div>
+        </div>
+
+        <div className="mt-2 flex items-center gap-2">
+          <div className="h-1 flex-1 overflow-hidden rounded-full bg-gray-200 dark:bg-white/10">
+            <div
+              className={[
+                'h-full rounded-full transition-all duration-300',
+                summary.state === 'error'
+                  ? 'bg-red-500'
+                  : summary.state === 'queued'
+                    ? 'bg-amber-500'
+                    : summary.state === 'running'
+                      ? 'bg-indigo-500'
+                      : 'bg-emerald-500',
+              ].join(' ')}
+              style={{ width: `${progress}%` }}
+            />
+          </div>
+
+          <span className="shrink-0 text-[10px] tabular-nums text-gray-500 dark:text-gray-400">
+            {done}/{total}
+          </span>
+        </div>
+      </div>
+
+      <div className="px-3 py-3">
+        <div className="space-y-1.5">
+          {summary.steps.map((step) => (
+            <div
+              key={step.key}
+              className={[
+                'grid grid-cols-[minmax(0,1fr)_24px_auto] items-center gap-2 rounded-xl px-2.5 py-2',
+                'bg-gray-50/80 ring-1 ring-gray-200/70 dark:bg-white/[0.03] dark:ring-white/10',
+              ].join(' ')}
+            >
+              <div className="min-w-0">
+                <div className="truncate text-[12px] font-medium text-gray-900 dark:text-gray-100">
+                  {postworkStepDisplayLabel(step)}
+                </div>
+
+                {step.state === 'error' && step.error ? (
+                  <div className="mt-0.5 truncate text-[11px] text-red-600 dark:text-red-300" title={step.error}>
+                    {step.error}
+                  </div>
+                ) : null}
+              </div>
+
+              <div className="flex size-6 items-center justify-center">
+                {postworkStepIcon(step)}
+              </div>
+
+              <div className="flex items-center gap-1.5">
+                <span
+                  className={[
+                    'inline-flex min-w-[64px] justify-center rounded-full px-2 py-0.5 text-[11px] font-semibold ring-1',
+                    postworkStepTone(step),
+                  ].join(' ')}
+                  title={step.state === 'error' ? step.error || 'Unbekannter Fehler' : undefined}
+                >
+                  {postworkStepStateLabel(step)}
+                </span>
+
+                {step.state === 'error' && step.error ? (
+                  <CopyErrorButton text={step.error} />
+                ) : null}
+              </div>
+            </div>
+          ))}
+        </div>
+      </div>
+    </div>
+  )
+}
+
 export function renderFinishedPostworkBadge(
   summary?: FinishedPostworkSummary,
   opts?: {
@@ -1444,73 +1819,7 @@ export function renderFinishedPostworkBadge(
 
   return (
     <HoverPopover
-      content={(open) =>
+      content={(open) => open && renderPostworkPopover(summary)}
-        open && (
-          <div className="w-[280px] rounded-lg">
-            <div className="px-3 py-2 border-b border-gray-200 dark:border-white/10">
-              <div className="text-xs font-semibold text-gray-900 dark:text-white">
-                {summary.state === 'missing' ? 'Postwork-Phasen' : 'Postwork-Status'}
-              </div>
-              <div className="mt-0.5 text-[11px] text-gray-500 dark:text-gray-400 truncate">
-                {summary.file}
-              </div>
-            </div>
-
-            <div className="px-3 py-2 space-y-2">
-              {summary.steps.map((step) => (
-                <div key={step.key} className="flex items-center justify-between gap-3">
-                  <div className="min-w-0 text-[12px] text-gray-800 dark:text-gray-200">
-                    {step.label}
-                  </div>
-
-                  <div className="shrink-0 flex items-center gap-1.5 text-[11px]">
-                    {step.state === 'running' ? (
-                      <>
-                        <LoadingSpinner size="sm" className="shrink-0" srLabel={step.label} />
-                        <span className="text-indigo-700 dark:text-indigo-200">Läuft</span>
-                      </>
-                    ) : step.state === 'queued' ? (
-                      <>
-                        <ClockIcon className="size-3.5 shrink-0 text-amber-600 dark:text-amber-300" />
-                        <span className="text-amber-700 dark:text-amber-200">
-                          {typeof step.position === 'number' && step.position > 0
-                            ? `Wartet #${step.position}`
-                            : 'Wartet'}
-                        </span>
-                      </>
-                    ) : step.state === 'done' ? (
-                      <>
-                        <CheckCircleIcon className="size-3.5 shrink-0 text-emerald-600 dark:text-emerald-300" />
-                        <span className="text-emerald-700 dark:text-emerald-200">Fertig</span>
-                      </>
-                    ) : step.state === 'error' ? (
-                      <div className="flex items-center gap-1.5">
-                        <ExclamationTriangleIcon className="size-3.5 shrink-0 text-red-600 dark:text-red-300" />
-
-                        <span
-                          className="text-red-700 dark:text-red-200"
-                          title={step.error || 'Unbekannter Fehler'}
-                        >
-                          Fehler
-                        </span>
-
-                        {step.error ? <CopyErrorButton text={step.error} /> : null}
-                      </div>
-                    ) : step.state === 'missing' ? (
-                      <>
-                        <span className="size-3.5 shrink-0 rounded-full border border-gray-300 dark:border-white/20" />
-                        <span className="text-gray-500 dark:text-gray-400">Kein Status</span>
-                      </>
-                    ) : (
-                      <span className="text-gray-500 dark:text-gray-400">—</span>
-                    )}
-                  </div>
-                </div>
-              ))}
-            </div>
-          </div>
-        )
-      }
     >
       {badgeNode}
     </HoverPopover>
@@ -3636,9 +3945,31 @@ export default function FinishedDownloads({
           : {}
 
       setGenerateAssetsLiveByFile((prev) => {
-        return samePostworkBadgeMap(prev, nextGenerateAssetsLiveByFile)
+        const patched: Record<string, FinishedPostworkBadge[]> = {}
-          ? prev
+
-          : nextGenerateAssetsLiveByFile
+        for (const [file, badges] of Object.entries(nextGenerateAssetsLiveByFile)) {
+          const prevBadges = prev[file] ?? postworkByFile[file] ?? []
+
+          patched[file] = badges.map((badge) => {
+            const key = `${badge.queue}:${normalizeFinishedPhase(
+              badge.queue,
+              String(badge.phase ?? '').trim().toLowerCase()
+            )}`
+
+            const previous = prevBadges.find((p) => {
+              const prevKey = `${p.queue}:${normalizeFinishedPhase(
+                p.queue,
+                String(p.phase ?? '').trim().toLowerCase()
+              )}`
+
+              return prevKey === key
+            })
+
+            return preferProgressLabel(badge, previous)
+          })
+        }
+
+        return samePostworkBadgeMap(prev, patched) ? prev : patched
       })
 
       const jobs = Array.isArray(data?.regenerateAssetsJobs)
@@ -3665,6 +3996,8 @@ export default function FinishedDownloads({
           const phases = Array.isArray(item?.phases) ? item.phases : []
 
           if (phases.length > 0) {
+            const prevBadgesForFile = prev[file] ?? []
+
             nextBadges = phases
               .map((p: any): FinishedPostworkBadge | null => {
                 const queueRaw = String(p?.queue ?? '').trim().toLowerCase()
@@ -3689,21 +4022,40 @@ export default function FinishedDownloads({
                   return null
                 }
 
-                return {
+                const queue = queueRaw as 'postwork' | 'enrich'
+                const phase = normalizeFinishedPhase(queue, phaseRaw)
+
+                const incoming: FinishedPostworkBadge = {
                   file,
                   assetId,
-                  queue: queueRaw as 'postwork' | 'enrich',
+                  queue,
-                  phase: phaseRaw,
+                  phase,
                   state,
                   label:
-                    String(p?.label ?? '').trim() ||
+                    normalizeAnalysisProgressLabel(String(p?.label ?? '').trim()) ||
-                    labelForStep(queueRaw as 'postwork' | 'enrich', phaseRaw),
+                    labelForStep(queue, phase),
                   position: typeof p?.position === 'number' ? p.position : undefined,
                   waiting: typeof p?.waiting === 'number' ? p.waiting : undefined,
                   running: typeof p?.running === 'number' ? p.running : undefined,
                   maxParallel: typeof p?.maxParallel === 'number' ? p.maxParallel : undefined,
                   ts: typeof p?.ts === 'number' && Number.isFinite(p.ts) ? p.ts : 0,
                 }
+
+                const key = `${incoming.queue}:${normalizeFinishedPhase(
+                  incoming.queue,
+                  String(incoming.phase ?? '').trim().toLowerCase()
+                )}`
+
+                const previous = prevBadgesForFile.find((old) => {
+                  const oldKey = `${old.queue}:${normalizeFinishedPhase(
+                    old.queue,
+                    String(old.phase ?? '').trim().toLowerCase()
+                  )}`
+
+                  return oldKey === key
+                })
+
+                return preferProgressLabel(incoming, previous)
               })
               .filter(Boolean) as FinishedPostworkBadge[]
           } else {
@@ -3763,7 +4115,7 @@ export default function FinishedDownloads({
     } catch {
       // ignore
     }
-  }, [])
+  }, [postworkByFile])
 
   useEffect(() => {
     void refreshPostworkState()
@@ -3943,9 +4295,20 @@ export default function FinishedDownloads({
         const cur = Array.isArray(prev[file]) ? prev[file] : []
 
         if (detail.state === 'missing') {
-          const missingKey = `${detail.queue}:${String(detail.phase ?? '').trim().toLowerCase() || 'postwork'}`
+          const detailQueue = detail.queue === 'enrich' ? 'enrich' : 'postwork'
+          const detailPhase = normalizeFinishedPhase(
+            detailQueue,
+            String(detail.phase ?? '').trim().toLowerCase()
+          )
+
+          const missingKey = `${detailQueue}:${detailPhase}`
+
           const filtered = cur.filter((item) => {
-            const itemKey = `${item.queue}:${String(item.phase ?? '').trim().toLowerCase() || 'postwork'}`
+            const itemKey = `${item.queue}:${normalizeFinishedPhase(
+              item.queue,
+              String(item.phase ?? '').trim().toLowerCase()
+            )}`
+
             return itemKey !== missingKey
           })
 
@@ -3967,14 +4330,27 @@ export default function FinishedDownloads({
           error: String(detail?.error ?? '').trim() || undefined,
         }
 
-        const key = `${incoming.queue}:${String(incoming.phase ?? '').trim().toLowerCase() || 'postwork'}`
+        const key = `${incoming.queue}:${normalizeFinishedPhase(
+          incoming.queue,
+          String(incoming.phase ?? '').trim().toLowerCase()
+        )}`
 
         let replaced = false
         const merged = cur.map((item) => {
-          const itemKey = `${item.queue}:${String(item.phase ?? '').trim().toLowerCase() || 'postwork'}`
+          const itemKey = `${item.queue}:${normalizeFinishedPhase(
+            item.queue,
+            String(item.phase ?? '').trim().toLowerCase()
+          )}`
+
           if (itemKey !== key) return item
+
           replaced = true
-          return (item.ts ?? 0) > (incoming.ts ?? 0) ? item : incoming
+
+          if ((item.ts ?? 0) > (incoming.ts ?? 0)) {
+            return item
+          }
+
+          return preferProgressLabel(incoming, item)
         })
 
         const nextBadges = replaced ? merged : [...merged, incoming]

frontend/src/components/ui/Modal.tsx

@@ -193,7 +193,7 @@ export default function Modal({
                 >
                   <div className="min-w-0 flex-1">
                     {title ? (
-                      <Dialog.Title className="hidden sm:block text-base font-semibold text-gray-900 dark:text-white truncate">
+                      <Dialog.Title className="block text-base font-semibold text-gray-900 dark:text-white truncate">
                         {title}
                       </Dialog.Title>
                     ) : null}

frontend/src/components/ui/Player.tsx

@@ -586,6 +586,9 @@ export default function Player({
   const playerRef = useRef<VideoJsPlayer | null>(null)
   const videoNodeRef = useRef<HTMLVideoElement | null>(null)
 
+  const mobileSegmentsScrollRef = useRef<HTMLDivElement | null>(null)
+  const mobileHeaderTouchYRef = useRef<number | null>(null)
+
   const [mounted, setMounted] = useState(false)
 
   const updateIntrinsicDims = useCallback(() => {
@@ -1960,7 +1963,7 @@ export default function Player({
               <div className="min-w-0 pointer-events-auto overflow-visible">{showSideInfo ? null : footerRight}</div>
 
               <div className="shrink-0 flex items-center gap-1 pointer-events-auto">
-                {miniDesktop && !isLive && hasRatingSegments ? (
+                {!isLive && hasRatingSegments ? (
                   <button
                     type="button"
                     className={cn(
@@ -2359,6 +2362,115 @@ export default function Player({
     </div>
   ) : null
 
+  const MOBILE_PLAYER_H = 'min(220px, 40vh)'
+  const MOBILE_PLAYER_GAP = 10
+
+  const mobilePlayerBottom = `calc(${bottomInset}px + env(safe-area-inset-bottom))`
+  const mobileSegmentsBottom = `calc(${mobilePlayerBottom} + ${MOBILE_PLAYER_H} + ${MOBILE_PLAYER_GAP}px)`
+  const mobileSegmentsMaxHeight = `calc(100dvh - ${mobileSegmentsBottom} - 12px)`
+
+  const mobileSegmentsSheetEl =
+  !isDesktop && !isLive && hasRatingSegments && segmentsPanelOpen ? (
+    <div
+      className="
+        fixed inset-x-2 z-[2147483647]
+        flex min-h-0 flex-col overflow-hidden rounded-2xl
+        border border-white/10 bg-white shadow-2xl ring-1 ring-black/10
+        dark:bg-gray-950 dark:ring-white/10
+        sm:hidden
+      "
+      style={{
+        bottom: mobileSegmentsBottom,
+        maxHeight: mobileSegmentsMaxHeight,
+        height: mobileSegmentsMaxHeight,
+        touchAction: 'pan-y',
+      }}
+      onClick={(e) => e.stopPropagation()}
+      onTouchMoveCapture={(e) => {
+        e.stopPropagation()
+      }}
+      onWheelCapture={(e) => {
+        e.stopPropagation()
+      }}
+    >
+      <div
+        className="shrink-0 flex items-center justify-between gap-3 border-b border-gray-200 px-4 py-3 dark:border-white/10"
+        style={{
+          touchAction: 'none',
+        }}
+        onTouchStart={(e) => {
+          mobileHeaderTouchYRef.current = e.touches[0]?.clientY ?? null
+          e.stopPropagation()
+        }}
+        onTouchMove={(e) => {
+          const y = e.touches[0]?.clientY ?? null
+          const lastY = mobileHeaderTouchYRef.current
+
+          if (y != null && lastY != null) {
+            const dy = lastY - y
+            mobileSegmentsScrollRef.current?.scrollBy({ top: dy })
+            mobileHeaderTouchYRef.current = y
+          }
+
+          e.preventDefault()
+          e.stopPropagation()
+        }}
+        onTouchEnd={(e) => {
+          mobileHeaderTouchYRef.current = null
+          e.stopPropagation()
+        }}
+        onWheel={(e) => {
+          mobileSegmentsScrollRef.current?.scrollBy({ top: e.deltaY })
+          e.preventDefault()
+          e.stopPropagation()
+        }}
+      >
+        <div className="min-w-0">
+          <div className="text-sm font-semibold text-gray-900 dark:text-white">
+            Interessante Stellen
+          </div>
+          <div className="mt-0.5 text-xs text-gray-500 dark:text-gray-400">
+            {ratingSegments.length} Segmente
+          </div>
+        </div>
+
+        <button
+          type="button"
+          className="inline-flex h-8 w-8 items-center justify-center rounded-full bg-gray-100 text-gray-700 hover:bg-gray-200 dark:bg-white/10 dark:text-gray-200 dark:hover:bg-white/15"
+          onClick={(e) => {
+            e.preventDefault()
+            e.stopPropagation()
+            setSegmentsPanelOpen(false)
+          }}
+          aria-label="Segmente schließen"
+          title="Schließen"
+        >
+          ×
+        </button>
+      </div>
+
+      <div
+        ref={mobileSegmentsScrollRef}
+        className="min-h-0 flex-1 overflow-y-auto overscroll-contain px-3 py-3 [-webkit-overflow-scrolling:touch]"
+        style={{
+          touchAction: 'pan-y',
+        }}
+        onClick={(e) => {
+          e.stopPropagation()
+        }}
+      >
+        <RatingSegmentsPanel
+          segments={ratingSegments}
+          onOpenAt={(seconds) => {
+            seekPlayerToAbsolute(seconds)
+          }}
+          maxHeight="100%"
+          className="h-full max-h-full shadow-none"
+        />
+      </div>
+    </div>
+  ) : null
+
   const expandedRect = {
     left: ox + 16,
     top: oy + 16,
@@ -2532,18 +2644,22 @@ export default function Player({
         ) : null}
       </div>
       ) : (
-        <div
+        <>
-          className="
+          {mobileSegmentsSheetEl}
-            fixed z-[2147483647] inset-x-0 w-full
+
-            shadow-2xl
+          <div
-            md:bottom-4 md:left-1/2 md:right-auto md:inset-x-auto md:w-[min(760px,calc(100vw-32px))] md:-translate-x-1/2
+            className="
-          "
+              fixed z-[2147483647] inset-x-0 w-full
-          style={{
+              shadow-2xl
-            bottom: `calc(${bottomInset}px + env(safe-area-inset-bottom))`,
+              md:bottom-4 md:left-1/2 md:right-auto md:inset-x-auto md:w-[min(760px,calc(100vw-32px))] md:-translate-x-1/2
-          }}
+            "
-        >
+            style={{
-          {cardEl}
+              bottom: mobilePlayerBottom,
-        </div>
+            }}
+          >
+            {cardEl}
+          </div>
+        </>
       )}
     </>
   )

frontend/src/components/ui/RatingOverlay.tsx

@@ -2,10 +2,16 @@
 
 'use client'
 
-import { type CSSProperties } from 'react'
+import {
+  useEffect,
+  useState,
+  type CSSProperties,
+  type KeyboardEvent,
+  type MouseEvent,
+} from 'react'
+import { createPortal } from 'react-dom'
 import HoverPopover from './HoverPopover'
 import type { RecordJobMeta } from '../../types'
-import { getSegmentLabelText } from './Icons'
 
 type RatingOverlayProps = {
   metaRaw: unknown
@@ -61,68 +67,166 @@ const VALUE_LABELS: Record<string, string> = {
 }
 
 const AI_LABEL_FALLBACKS: Record<string, string> = {
-  // entspricht SEGMENT_LABEL_META in Icons.tsx
+  vulva: 'Vagina',
-  anus_exposed: 'Anus',
+  pussy: 'Vagina',
+  penis: 'Penis',
   anus: 'Anus',
-
+  ass: 'Hintern',
-  female_genitalia_exposed: 'Vagina',
+  breasts: 'Brüste',
-  vulva_exposed: 'Vagina',
-  labia_exposed: 'Vagina',
-
-  male_genitalia_exposed: 'Penis',
-  penis_exposed: 'Penis',
-
-  female_breast_exposed: 'Brüste',
-  breast_exposed: 'Brüste',
-
-  male_breast_exposed: 'Männliche Brust',
-
-  buttocks_exposed: 'Hintern',
   buttocks: 'Hintern',
+  tongue: 'Zunge',
 
-  belly_exposed: 'Bauch',
+  blindfold: 'Augenbinde',
-  stomach_exposed: 'Bauch',
+  buttplug: 'Buttplug',
-  abdomen_exposed: 'Bauch',
+  collar: 'Halsband',
-  navel_exposed: 'Bauch',
+  dildo: 'Dildo',
+  handcuffs: 'Handschellen',
+  shower: 'Dusche',
+  strapon: 'Strapon',
+  towel: 'Handtuch',
+  vibrator: 'Vibrator',
 
-  feet_exposed: 'Füße',
+  bikini: 'Bikini',
-  foot_exposed: 'Füße',
+  bra: 'BH',
-
+  dress: 'Kleid',
-  face_female: 'Gesicht',
+  heels: 'High Heels',
-  face_male: 'Gesicht',
+  hotpants: 'Hotpants',
-  face: 'Gesicht',
-  female_face: 'Gesicht',
-  male_face: 'Gesicht',
-
-  // covered-Varianten passend zur Logik in Icons.tsx
-  anus_covered: 'Anus bedeckt',
-  buttocks_covered: 'Hintern bedeckt',
-  female_breast_covered: 'Brüste bedeckt',
-  breast_covered: 'Brüste bedeckt',
-  male_breast_covered: 'Männliche Brust bedeckt',
-  female_genitalia_covered: 'Vagina bedeckt',
-  vulva_covered: 'Vagina bedeckt',
-  labia_covered: 'Vagina bedeckt',
-  male_genitalia_covered: 'Penis bedeckt',
-  penis_covered: 'Penis bedeckt',
-  belly_covered: 'Bauch bedeckt',
-  stomach_covered: 'Bauch bedeckt',
-  abdomen_covered: 'Bauch bedeckt',
-  navel_covered: 'Bauch bedeckt',
-  feet_covered: 'Füße bedeckt',
-  foot_covered: 'Füße bedeckt',
-  face_covered: 'Gesicht bedeckt',
-
-  // allgemeine AI-/Safety-Labels
-  explicit_nudity: 'Explizite Nacktheit',
-  non_explicit_nudity: 'Nicht-explizite Nacktheit',
-  suggestive: 'Suggestiv',
-  sexual_activity: 'Sexuelle Aktivität',
-  sexual_display: 'Sexuelle Darstellung',
-  sex_toy: 'Sexspielzeug',
-  underwear: 'Unterwäsche',
   lingerie: 'Lingerie',
-  swimwear: 'Bademode',
+  panties: 'Slip',
+  skirt: 'Rock',
+  stockings: 'Strümpfe',
+  croptop: 'Crop Top',
+
+  unknown: 'Unbekannt',
+  missionary: 'Missionary',
+  doggy: 'Doggy',
+  cowgirl: 'Cowgirl',
+  reverse_cowgirl: 'Reverse Cowgirl',
+  cunnilingus: 'Cunnilingus',
+  prone_bone: 'Prone Bone',
+  standing: 'Stehend',
+  standing_doggy: 'Standing Doggy',
+  spooning: 'Spooning',
+  sitting: 'Sitzend',
+  facesitting: 'Facesitting',
+  handjob: 'Handjob',
+  blowjob: 'Blowjob',
+  toy_play: 'Toy Play',
+  fingering: 'Fingering',
+  '69': '69',
+  other: 'Andere',
+
+  person: 'Person',
+  person_unknown: 'Person',
+  person_male: 'Mann',
+  person_female: 'Frau',
+}
+
+const PERSON_SEGMENT_LABELS = new Set([
+  'person',
+  'person_unknown',
+  'person_male',
+  'person_female',
+  'male_person',
+  'female_person',
+  'people_male',
+  'people_female',
+  'frau',
+  'mann',
+  'person',
+])
+
+function normalizeSegmentLabel(value: unknown): string {
+  return String(value ?? '')
+    .trim()
+    .toLowerCase()
+    .replace(/^detector:/, '')
+    .replace(/^body:/, '')
+    .replace(/^object:/, '')
+    .replace(/^clothing:/, '')
+    .replace(/^position:/, '')
+}
+
+function isPersonSegmentLabel(value: unknown): boolean {
+  return PERSON_SEGMENT_LABELS.has(normalizeSegmentLabel(value))
+}
+
+function splitMaybeComboOrList(value: unknown): string[] {
+  return String(value ?? '')
+    .split(/[+,;|]+/g)
+    .map((part) => part.trim())
+    .filter(Boolean)
+}
+
+function isNonPersonHighlightLabel(value: unknown): boolean {
+  const parts = splitMaybeComboOrList(value)
+
+  for (const part of parts) {
+    const normalized = normalizeSegmentLabel(part)
+    if (!normalized) continue
+
+    if (!isPersonSegmentLabel(normalized)) {
+      return true
+    }
+  }
+
+  return false
+}
+
+function segmentObjectHasNonPersonContext(obj: Record<string, unknown>): boolean {
+  const values: unknown[] = [
+    obj.tags,
+    obj.labels,
+    obj.classes,
+    obj.flags,
+    obj.summary,
+    obj.reason,
+    obj.description,
+    obj.text,
+    obj.caption,
+    obj.note,
+  ]
+
+  for (const value of values) {
+    if (Array.isArray(value)) {
+      if (value.some((item) => isNonPersonHighlightLabel(item))) {
+        return true
+      }
+      continue
+    }
+
+    if (typeof value === 'string' && isNonPersonHighlightLabel(value)) {
+      return true
+    }
+  }
+
+  return false
+}
+
+function isPersonSegmentObject(obj: Record<string, unknown>): boolean {
+  const rawLabel =
+    obj.label ??
+    obj.title ??
+    obj.category ??
+    obj.type ??
+    obj.kind ??
+    obj.name ??
+    ''
+
+  // Wenn der Haupttitel keine reine Person ist, behalten.
+  // Beispiel: combo:person_female+object:dildo
+  if (!isPersonSegmentLabel(rawLabel)) {
+    return false
+  }
+
+  // Wenn es Zusatzkontext gibt, behalten.
+  // Beispiel: label=person_female, tags=[dildo, vibrator]
+  if (segmentObjectHasNonPersonContext(obj)) {
+    return false
+  }
+
+  // Wirklich nur "Frau", "Mann", "Person" alleine ausblenden.
+  return true
 }
 
 function isAiLikeLabel(value: string): boolean {
@@ -150,18 +254,33 @@ function prettyAiLabel(value: unknown): string {
 
   const key = raw.toLowerCase()
 
-  try {
+  if (key.startsWith('position:')) {
-    const fromIcons = getSegmentLabelText(raw).trim()
+    return prettyAiLabel(key.slice('position:'.length))
+  }
 
-    if (
+  if (key.startsWith('object:')) {
-      fromIcons &&
+    return prettyAiLabel(key.slice('object:'.length))
-      fromIcons !== raw &&
+  }
-      fromIcons.toLowerCase() !== key
+
-    ) {
+  if (key.startsWith('clothing:')) {
-      return fromIcons
+    return prettyAiLabel(key.slice('clothing:'.length))
-    }
+  }
-  } catch {
+
-    // fallback below
+  if (key.startsWith('body:')) {
+    return prettyAiLabel(key.slice('body:'.length))
+  }
+
+  if (key.startsWith('detector:')) {
+    return prettyAiLabel(key.slice('detector:'.length))
+  }
+
+  if (key.startsWith('combo:')) {
+    const rest = key.slice('combo:'.length)
+    return rest
+      .split('+')
+      .map((part) => prettyAiLabel(part))
+      .filter(Boolean)
+      .join(' + ')
   }
 
   const direct = AI_LABEL_FALLBACKS[key]
@@ -170,6 +289,23 @@ function prettyAiLabel(value: unknown): string {
   return isAiLikeLabel(raw) ? titleCaseLabel(raw) : raw
 }
 
+function segmentTitleFromRawLabel(raw: string): string {
+  return prettyAiLabel(raw)
+}
+
+function readSegmentTags(obj: Record<string, unknown>): string[] {
+  const tags = readTags(obj)
+  const out: string[] = []
+
+  for (const tag of tags) {
+    if (!tag) continue
+    if (out.some((x) => x.toLowerCase() === tag.toLowerCase())) continue
+    out.push(tag)
+  }
+
+  return out.slice(0, 6)
+}
+
 function prettyMaybeAiValue(key: string, value: string): string {
   const k = key.toLowerCase()
 
@@ -803,26 +939,111 @@ function segmentTimeLabel(obj: Record<string, unknown>): string | undefined {
 function readSegmentArray(metaRaw: unknown): unknown[] {
   const meta = parseMetaObject(metaRaw) as any
   const ai = readAiNode(metaRaw) as any
-  const rating = readRatingNode(metaRaw) as any
 
-  const candidates = [
+  const arrays: unknown[][] = []
-    ai?.segments,
-    ai?.ratingSegments,
-    ai?.hits,
-    ai?.matches,
-    rating?.segments,
-    rating?.hits,
-    meta?.analysis?.segments,
-    meta?.analysis?.hits,
-  ]
 
-  for (const candidate of candidates) {
+
-    if (Array.isArray(candidate) && candidate.length > 0) {
+  const pushSegmentSources = (node: unknown) => {
-      return candidate
+    if (!isPlainObject(node)) return
+
+    const n = node as any
+
+    // Bevorzugt echte Segmente. Hits nur als Fallback,
+    // sonst werden dieselben Stellen doppelt angezeigt.
+    const preferred = [
+      n.segments,
+      n.ratingSegments,
+      n.matches,
+      n.hits,
+    ]
+
+    for (const value of preferred) {
+      if (Array.isArray(value) && value.length > 0) {
+        arrays.push(value)
+        return
+      }
     }
   }
 
-  return []
+  // Wichtig: Highlights zuerst, damit Positionen/Combos oben erscheinen.
+  const goalNodes = [
+    meta?.analysis?.highlights,
+    meta?.analysis?.highlight,
+
+    ai?.highlights,
+    ai?.highlight,
+    ai?.goals?.highlights,
+    ai?.goals?.highlight,
+    meta?.analysis?.ai?.highlights,
+    meta?.analysis?.ai?.highlight,
+  ]
+
+  for (const node of goalNodes) {
+    pushSegmentSources(node)
+  }
+
+  if (arrays.length === 0) return []
+
+  const out: unknown[] = []
+  const seen = new Set<string>()
+
+  for (const arr of arrays) {
+    for (const item of arr) {
+      if (!isPlainObject(item)) continue
+
+      const obj = item as Record<string, unknown>
+
+      if (isPersonSegmentObject(obj)) continue
+
+      const label = String(
+        obj.label ??
+        obj.title ??
+        obj.category ??
+        obj.type ??
+        obj.kind ??
+        obj.name ??
+        ''
+      ).trim()
+
+      const start = firstNumber(obj, [
+        'startSec',
+        'startSeconds',
+        'start_s',
+        'start',
+        'from',
+        'time',
+        't',
+        'timestamp',
+        'startMs',
+      ])
+
+      const end = firstNumber(obj, [
+        'endSec',
+        'endSeconds',
+        'end_s',
+        'end',
+        'to',
+        'endMs',
+      ])
+
+      const key = [
+        normalizeSegmentLabel(label),
+        typeof start === 'number' ? start.toFixed(1) : '',
+        typeof end === 'number' ? end.toFixed(1) : '',
+      ].join('|')
+
+      if (seen.has(key)) continue
+      seen.add(key)
+
+      out.push(item)
+    }
+  }
+
+  return out
+}
+
+function isRatingSegment(value: RatingSegment | null): value is RatingSegment {
+  return value !== null
 }
 
 export function readRatingSegments(metaRaw: unknown): RatingSegment[] {
@@ -838,7 +1059,7 @@ export function readRatingSegments(metaRaw: unknown): RatingSegment[] {
         firstString(raw, ['title', 'label', 'category', 'type', 'kind', 'name']) ??
         `Segment ${index + 1}`
 
-      const title = prettyAiLabel(rawTitle)
+      const title = segmentTitleFromRawLabel(rawTitle)
 
       const rawDetail =
         firstString(raw, ['summary', 'reason', 'description', 'text', 'caption', 'note']) ??
@@ -865,13 +1086,12 @@ export function readRatingSegments(metaRaw: unknown): RatingSegment[] {
         timeLabel: segmentTimeLabel(raw),
         valueLabel: segmentValueLabel(raw),
         detail,
-        tags: readTags(raw),
+        tags: readSegmentTags(raw),
         preview,
         openAtSec,
       }
     })
-    .filter(Boolean)
+    .filter(isRatingSegment)
-    .slice(0, 10) as RatingSegment[]
 }
 
 export function RatingSegmentsPanel({
@@ -911,10 +1131,10 @@ export function RatingSegmentsPanel({
         <div className="flex items-center justify-between gap-2">
           <div>
             <div className="text-xs font-semibold text-gray-900 dark:text-white">
-              Segmente
+              Interessante Stellen
             </div>
             <div className="mt-0.5 text-[11px] text-gray-500 dark:text-gray-400">
-              AI Rating · {segments.length}
+              Positionen · Highlights · AI · {segments.length}
             </div>
           </div>
         </div>
@@ -1100,6 +1320,173 @@ function RatingStar({
   )
 }
 
+function useTouchLikePointer(): boolean {
+  const [touchLike, setTouchLike] = useState(false)
+
+  useEffect(() => {
+    if (typeof window === 'undefined') return
+
+    const queries = [
+      window.matchMedia('(hover: none)'),
+      window.matchMedia('(pointer: coarse)'),
+    ]
+
+    const update = () => {
+      setTouchLike(queries.some((query) => query.matches))
+    }
+
+    update()
+
+    for (const query of queries) {
+      if (query.addEventListener) query.addEventListener('change', update)
+      else query.addListener(update)
+    }
+
+    return () => {
+      for (const query of queries) {
+        if (query.removeEventListener) query.removeEventListener('change', update)
+        else query.removeListener(update)
+      }
+    }
+  }, [])
+
+  return touchLike
+}
+
+function RatingMobileSheet({
+  open,
+  stars,
+  toneLabel,
+  entries,
+  segments,
+  onClose,
+  onOpenAt,
+}: {
+  open: boolean
+  stars: number
+  toneLabel: string
+  entries: RatingEntry[]
+  segments: RatingSegment[]
+  onClose: () => void
+  onOpenAt?: (seconds: number) => void
+}) {
+  useEffect(() => {
+    if (!open) return
+
+    const onKeyDown = (e: globalThis.KeyboardEvent) => {
+      if (e.key === 'Escape') onClose()
+    }
+
+    document.addEventListener('keydown', onKeyDown)
+    return () => document.removeEventListener('keydown', onKeyDown)
+  }, [open, onClose])
+
+  if (!open || typeof document === 'undefined') return null
+
+  return createPortal(
+    <div
+      className="fixed inset-0 z-[2147483647] bg-black/45 backdrop-blur-sm sm:hidden"
+      role="dialog"
+      aria-modal="true"
+      onClick={(e) => {
+        e.preventDefault()
+        e.stopPropagation()
+        onClose()
+      }}
+    >
+      <div
+        className="absolute inset-x-0 bottom-0 max-h-[82dvh] overflow-hidden rounded-t-2xl border border-white/10 bg-white shadow-2xl dark:bg-gray-950"
+        style={{
+          paddingBottom: 'env(safe-area-inset-bottom)',
+        }}
+        onClick={(e) => {
+          e.preventDefault()
+          e.stopPropagation()
+        }}
+      >
+        <div className="flex items-center justify-between gap-3 border-b border-gray-200 px-4 py-3 dark:border-white/10">
+          <div className="min-w-0">
+            <div className="text-sm font-semibold text-gray-900 dark:text-white">
+              AI Rating
+            </div>
+            <div className="mt-0.5 text-xs text-gray-500 dark:text-gray-400">
+              {toneLabel} · {stars}/5 Sterne
+            </div>
+          </div>
+
+          <div className="flex shrink-0 items-center gap-2">
+            <RatingStar stars={stars} className="h-8 w-8" />
+
+            <button
+              type="button"
+              className="inline-flex h-8 w-8 items-center justify-center rounded-full bg-gray-100 text-gray-700 hover:bg-gray-200 dark:bg-white/10 dark:text-gray-200 dark:hover:bg-white/15"
+              onClick={(e) => {
+                e.preventDefault()
+                e.stopPropagation()
+                onClose()
+              }}
+              aria-label="Schließen"
+              title="Schließen"
+            >
+              ×
+            </button>
+          </div>
+        </div>
+
+        <div className="max-h-[calc(82dvh-58px)] overflow-y-auto overscroll-contain px-3 py-3">
+          {entries.length > 0 ? (
+            <div className="mb-3 rounded-xl border border-gray-200 bg-gray-50 px-3 py-2 dark:border-white/10 dark:bg-white/5">
+              <div className="space-y-1.5">
+                {entries.map((entry) => (
+                  <div
+                    key={entry.key}
+                    className="flex items-start justify-between gap-3 text-[12px]"
+                  >
+                    <span className="min-w-0 text-gray-500 dark:text-gray-400">
+                      {entry.label}
+                    </span>
+                    <span
+                      className={[
+                        'shrink-0 text-right font-medium',
+                        entry.tone === 'strong'
+                          ? 'text-gray-950 dark:text-white'
+                          : 'text-gray-800 dark:text-gray-100',
+                      ].join(' ')}
+                    >
+                      {entry.value}
+                    </span>
+                  </div>
+                ))}
+              </div>
+            </div>
+          ) : null}
+
+          {segments.length > 0 ? (
+            <RatingSegmentsPanel
+              segments={segments}
+              onOpenAt={
+                onOpenAt
+                  ? (seconds) => {
+                      onClose()
+                      onOpenAt(seconds)
+                    }
+                  : undefined
+              }
+              maxHeight="none"
+              className="max-h-none shadow-none"
+            />
+          ) : (
+            <div className="rounded-xl border border-gray-200 bg-gray-50 px-3 py-4 text-sm text-gray-600 dark:border-white/10 dark:bg-white/5 dark:text-gray-300">
+              Keine interessanten Stellen vorhanden.
+            </div>
+          )}
+        </div>
+      </div>
+    </div>,
+    document.body
+  )
+}
+
 function RatingWithPopover({
   stars,
   metaRaw,
@@ -1115,195 +1502,137 @@ function RatingWithPopover({
   const segments = readRatingSegments(metaRaw)
   const tone = ratingTone(stars)
 
+  const touchLike = useTouchLikePointer()
+  const [tapOpen, setTapOpen] = useState(false)
+
+  useEffect(() => {
+    if (!touchLike) setTapOpen(false)
+  }, [touchLike])
+
+  const hasContent = entries.length > 0 || segments.length > 0
+
   const starNode = (
     <span
-      className="inline-flex items-center justify-center"
+      role={touchLike ? 'button' : undefined}
+      tabIndex={touchLike ? 0 : undefined}
+      className="inline-flex items-center justify-center touch-manipulation"
       aria-label={`Rating ${stars} von 5`}
-      title={`Rating ${stars}/5`}
+      title={
+        hasContent
+          ? `Rating ${stars}/5 · Details anzeigen`
+          : `Rating ${stars}/5`
+      }
+      onClick={(e: MouseEvent<HTMLSpanElement>) => {
+        if (!touchLike) return
+
+        e.preventDefault()
+        e.stopPropagation()
+
+        setTapOpen((v) => !v)
+      }}
+      onKeyDown={(e: KeyboardEvent<HTMLSpanElement>) => {
+        if (!touchLike) return
+        if (e.key !== 'Enter' && e.key !== ' ') return
+
+        e.preventDefault()
+        e.stopPropagation()
+
+        setTapOpen((v) => !v)
+      }}
     >
       <RatingStar stars={stars} className={className} />
     </span>
   )
 
-  if (entries.length === 0 && segments.length === 0) {
+  if (!hasContent) {
     return starNode
   }
 
-  return (
+  const desktopPopoverContent = (
-    <HoverPopover
+    <div className="w-[360px] overflow-hidden rounded-xl border border-gray-200 bg-white shadow-2xl ring-1 ring-black/5 dark:border-white/10 dark:bg-gray-950 dark:ring-white/10">
-      content={(open) =>
+      <div className="border-b border-gray-200 px-3 py-2 dark:border-white/10">
-        open && (
+        <div className="flex items-center justify-between gap-3">
-          <div className="w-[340px] overflow-hidden rounded-lg">
+          <div>
-            <div className="border-b border-gray-200 px-3 py-2 dark:border-white/10">
+            <div className="text-xs font-semibold text-gray-900 dark:text-white">
-              <div className="flex items-center justify-between gap-3">
+              AI Rating
-                <div>
-                  <div className="text-xs font-semibold text-gray-900 dark:text-white">
-                    AI Rating
-                  </div>
-                  <div className="mt-0.5 text-[11px] text-gray-500 dark:text-gray-400">
-                    {tone.label} · {stars}/5 Sterne
-                  </div>
-                </div>
-
-                <RatingStar stars={stars} className="h-7 w-7" />
-              </div>
             </div>
-
+            <div className="mt-0.5 text-[11px] text-gray-500 dark:text-gray-400">
-            <div className="max-h-[420px] overflow-y-auto px-3 py-2">
+              {tone.label} · {stars}/5 Sterne
-              {entries.length > 0 ? (
-                <div className="space-y-1.5">
-                  {entries.map((entry) => (
-                    <div key={entry.key} className="flex items-start justify-between gap-3 text-[12px]">
-                      <span className="min-w-0 text-gray-500 dark:text-gray-400">
-                        {entry.label}
-                      </span>
-                      <span
-                        className={[
-                          'shrink-0 text-right font-medium',
-                          entry.tone === 'strong'
-                            ? 'text-gray-950 dark:text-white'
-                            : 'text-gray-800 dark:text-gray-100',
-                        ].join(' ')}
-                        title={entry.value}
-                      >
-                        {entry.value}
-                      </span>
-                    </div>
-                  ))}
-                </div>
-              ) : null}
-
-              {segments.length > 0 ? (
-                <div className={entries.length > 0 ? 'mt-3 border-t border-gray-200 pt-2 dark:border-white/10' : ''}>
-                  <div className="mb-2 flex items-center justify-between gap-2">
-                    <div className="text-[11px] font-semibold uppercase tracking-wide text-gray-500 dark:text-gray-400">
-                      Segmente
-                    </div>
-                    <div className="text-[11px] text-gray-400 dark:text-gray-500">
-                      {segments.length}
-                    </div>
-                  </div>
-
-                  <div className="space-y-2">
-                    {segments.map((segment, index) => (
-                      <button
-                        key={`${segment.key}-${index}`}
-                        type="button"
-                        disabled={!onOpenAt || typeof segment.openAtSec !== 'number'}
-                        title={
-                          onOpenAt && typeof segment.openAtSec === 'number'
-                            ? `Video bei ${formatSeconds(segment.openAtSec)} öffnen`
-                            : undefined
-                        }
-                        onClick={(e) => {
-                          e.preventDefault()
-                          e.stopPropagation()
-
-                          if (!onOpenAt || typeof segment.openAtSec !== 'number') return
-                          onOpenAt(segment.openAtSec)
-                        }}
-                        className={[
-                          'relative block w-full overflow-hidden rounded-md text-left ring-1 transition',
-                          onOpenAt && typeof segment.openAtSec === 'number'
-                            ? 'cursor-pointer hover:scale-[1.01] hover:ring-indigo-400/60 focus:outline-none focus:ring-2 focus:ring-indigo-500'
-                            : 'cursor-default',
-                          segment.preview
-                            ? 'bg-black ring-white/10'
-                            : 'bg-gray-50 ring-gray-200 dark:bg-white/5 dark:ring-white/10',
-                        ].join(' ')}
-                      >
-                        {segment.preview ? (
-                          <div className="absolute inset-0 bg-black" aria-hidden="true">
-                            <div style={segment.preview.frameStyle}>
-                              <img
-                                src={segment.preview.src}
-                                alt=""
-                                draggable={false}
-                                style={segment.preview.imageStyle}
-                              />
-                            </div>
-
-                            <div className="absolute inset-0 bg-gradient-to-r from-black/75 via-black/45 to-black/70" />
-                            <div className="absolute inset-0 bg-black/20" />
-                          </div>
-                        ) : null}
-
-                        <div className="relative z-10 px-2.5 py-2">
-                          <div className="flex items-start justify-between gap-2">
-                            <div className="min-w-0">
-                              <div
-                                className={[
-                                  'truncate text-[12px] font-semibold',
-                                  segment.preview ? 'text-white' : 'text-gray-900 dark:text-white',
-                                ].join(' ')}
-                              >
-                                {segment.title}
-                              </div>
-
-                              {segment.timeLabel ? (
-                                <div
-                                  className={[
-                                    'mt-0.5 text-[11px] tabular-nums',
-                                    segment.preview ? 'text-white/75' : 'text-gray-500 dark:text-gray-400',
-                                  ].join(' ')}
-                                >
-                                  {segment.timeLabel}
-                                </div>
-                              ) : null}
-                            </div>
-
-                            {segment.valueLabel ? (
-                              <div
-                                className={[
-                                  'shrink-0 rounded-full px-2 py-0.5 text-[11px] font-semibold ring-1',
-                                  segment.preview
-                                    ? 'bg-black/45 text-white ring-white/20 backdrop-blur-sm'
-                                    : 'bg-white text-gray-800 ring-gray-200 dark:bg-black/20 dark:text-gray-100 dark:ring-white/10',
-                                ].join(' ')}
-                              >
-                                {segment.valueLabel}
-                              </div>
-                            ) : null}
-                          </div>
-
-                          {segment.detail ? (
-                            <div
-                              className={[
-                                'mt-1.5 text-[11px] leading-snug',
-                                segment.preview ? 'text-white/85' : 'text-gray-600 dark:text-gray-300',
-                              ].join(' ')}
-                            >
-                              {segment.detail}
-                            </div>
-                          ) : null}
-
-                          {segment.tags.length > 0 ? (
-                            <div className="mt-1.5 flex flex-wrap gap-1">
-                              {segment.tags.map((tag) => (
-                                <span
-                                  key={tag}
-                                  className={[
-                                    'rounded-full px-1.5 py-0.5 text-[10px] font-medium ring-1',
-                                    segment.preview
-                                      ? 'bg-black/45 text-white/90 ring-white/20 backdrop-blur-sm'
-                                      : 'bg-white text-gray-600 ring-gray-200 dark:bg-black/20 dark:text-gray-300 dark:ring-white/10',
-                                  ].join(' ')}
-                                >
-                                  {tag}
-                                </span>
-                              ))}
-                            </div>
-                          ) : null}
-                        </div>
-                      </button>
-                    ))}
-                  </div>
-                </div>
-              ) : null}
             </div>
           </div>
-        )
+
-      }
+          <RatingStar stars={stars} className="h-7 w-7" />
+        </div>
+      </div>
+
+      <div className="max-h-[520px] overflow-y-auto overscroll-contain p-3">
+        {entries.length > 0 ? (
+          <div className="mb-3 rounded-xl border border-gray-200 bg-gray-50 px-3 py-2 dark:border-white/10 dark:bg-white/5">
+            <div className="space-y-1.5">
+              {entries.map((entry) => (
+                <div
+                  key={entry.key}
+                  className="flex items-start justify-between gap-3 text-[12px]"
+                >
+                  <span className="min-w-0 text-gray-500 dark:text-gray-400">
+                    {entry.label}
+                  </span>
+
+                  <span
+                    className={[
+                      'shrink-0 text-right font-medium',
+                      entry.tone === 'strong'
+                        ? 'text-gray-950 dark:text-white'
+                        : 'text-gray-800 dark:text-gray-100',
+                    ].join(' ')}
+                  >
+                    {entry.value}
+                  </span>
+                </div>
+              ))}
+            </div>
+          </div>
+        ) : null}
+
+        {segments.length > 0 ? (
+          <RatingSegmentsPanel
+            segments={segments}
+            onOpenAt={onOpenAt}
+            maxHeight={360}
+            className="shadow-none"
+          />
+        ) : (
+          <div className="rounded-xl border border-gray-200 bg-gray-50 px-3 py-4 text-sm text-gray-600 dark:border-white/10 dark:bg-white/5 dark:text-gray-300">
+            Keine interessanten Stellen vorhanden.
+          </div>
+        )}
+      </div>
+    </div>
+  )
+
+  // Mobile/Touch: kein HoverPopover, nur Bottom Sheet
+  if (touchLike) {
+    return (
+      <>
+        {starNode}
+
+        <RatingMobileSheet
+          open={tapOpen}
+          stars={stars}
+          toneLabel={tone.label}
+          entries={entries}
+          segments={segments}
+          onClose={() => setTapOpen(false)}
+          onOpenAt={onOpenAt}
+        />
+      </>
+    )
+  }
+
+  // Desktop: Hover-Popover
+  return (
+    <HoverPopover
+      content={(open) => (open ? desktopPopoverContent : null)}
     >
       {starNode}
     </HoverPopover>

frontend/src/components/ui/RecorderSettings.tsx

@@ -42,6 +42,23 @@ type RecorderSettings = {
   trainingDetectorEpochs?: number
 }
 
+type AIServerStatus = {
+  ok: boolean
+  running: boolean
+  url?: string
+  statusCode?: number
+  error?: string
+}
+
+type AppLog = {
+  ok: boolean
+  exists?: boolean
+  path?: string
+  sizeBytes?: number
+  log?: string
+  error?: string
+}
+
 type DiskStatus = {
   emergency: boolean
   pauseGB: number
@@ -286,6 +303,10 @@ export default function RecorderSettings({ onAssetsGenerated }: Props) {
   const [msg, setMsg] = useState<string | null>(null)
   const [err, setErr] = useState<string | null>(null)
   const [diskStatus, setDiskStatus] = useState<DiskStatus | null>(null)
+  const [aiServerStatus, setAiServerStatus] = useState<AIServerStatus | null>(null)
+  const [appLog, setAppLog] = useState<AppLog | null>(null)
+  const [appLogLoading, setAppLogLoading] = useState(false)
+  const [appLogOpen, setAppLogOpen] = useState(false)
   const [dbModalOpen, setDbModalOpen] = useState(false)
   const [loadedDatabaseUrl, setLoadedDatabaseUrl] = useState('')
   const [pendingDbPassword, setPendingDbPassword] = useState('') // wird nur beim Speichern gesendet
@@ -647,6 +668,95 @@ export default function RecorderSettings({ onAssetsGenerated }: Props) {
     }
   }, [])
 
+  useEffect(() => {
+    let alive = true
+
+    const load = async () => {
+      try {
+        const res = await fetch('/api/status/ai-server', { cache: 'no-store' })
+        const data = await res.json().catch(() => null)
+
+        if (!alive) return
+
+        if (!res.ok || !data) {
+          setAiServerStatus({
+            ok: false,
+            running: false,
+            error: `HTTP ${res.status}`,
+          })
+          return
+        }
+
+        setAiServerStatus({
+          ok: Boolean(data.ok),
+          running: Boolean(data.running),
+          url: String(data.url || ''),
+          statusCode: Number(data.statusCode || 0),
+          error: String(data.error || ''),
+        })
+      } catch (e) {
+        if (!alive) return
+
+        setAiServerStatus({
+          ok: false,
+          running: false,
+          error: e instanceof Error ? e.message : String(e),
+        })
+      }
+    }
+
+    void load()
+    const timer = window.setInterval(load, 5000)
+
+    return () => {
+      alive = false
+      window.clearInterval(timer)
+    }
+  }, [])
+
+  async function loadAppLog() {
+    setAppLogLoading(true)
+
+    try {
+      const res = await fetch('/api/status/log?maxBytes=131072', {
+        cache: 'no-store',
+      })
+
+      const data = await res.json().catch(() => null)
+
+      if (!res.ok || !data) {
+        setAppLog({
+          ok: false,
+          log: '',
+          error: `HTTP ${res.status}`,
+        })
+        return
+      }
+
+      setAppLog({
+        ok: Boolean(data.ok),
+        exists: Boolean(data.exists),
+        path: String(data.path || ''),
+        sizeBytes: Number(data.sizeBytes || 0),
+        log: String(data.log || ''),
+        error: String(data.error || ''),
+      })
+    } catch (e) {
+      setAppLog({
+        ok: false,
+        log: '',
+        error: e instanceof Error ? e.message : String(e),
+      })
+    } finally {
+      setAppLogLoading(false)
+    }
+  }
+
+  useEffect(() => {
+    if (!appLogOpen) return
+    void loadAppLog()
+  }, [appLogOpen])
+
   async function browse(target: 'record' | 'done' | 'ffmpeg') {
     setErr(null)
     setMsg(null)
@@ -934,7 +1044,47 @@ export default function RecorderSettings({ onAssetsGenerated }: Props) {
       header={
         <div className="flex items-start justify-between gap-4">
           <div className="min-w-0">
-            <div className="text-base font-semibold text-gray-900 dark:text-white">Einstellungen</div>
+            <div className="flex flex-wrap items-center gap-2">
+              <div className="text-base font-semibold text-gray-900 dark:text-white">
+                Einstellungen
+              </div>
+
+              <span
+                className={[
+                  'inline-flex items-center gap-1 rounded-full px-2 py-0.5 text-[11px] font-bold ring-1',
+                  aiServerStatus === null
+                    ? 'bg-gray-100 text-gray-700 ring-gray-200 dark:bg-white/10 dark:text-gray-200 dark:ring-white/10'
+                    : aiServerStatus.running
+                      ? 'bg-emerald-50 text-emerald-800 ring-emerald-200 dark:bg-emerald-500/15 dark:text-emerald-100 dark:ring-emerald-400/30'
+                      : 'bg-red-50 text-red-800 ring-red-200 dark:bg-red-500/15 dark:text-red-100 dark:ring-red-400/30',
+                ].join(' ')}
+                title={
+                  aiServerStatus === null
+                    ? 'AI Server Status wird geladen…'
+                    : aiServerStatus.running
+                      ? `AI Server läuft${aiServerStatus.url ? `: ${aiServerStatus.url}` : ''}`
+                      : `AI Server offline${aiServerStatus.error ? `: ${aiServerStatus.error}` : ''}`
+                }
+              >
+                <span
+                  className={[
+                    'h-1.5 w-1.5 rounded-full',
+                    aiServerStatus === null
+                      ? 'bg-gray-400'
+                      : aiServerStatus.running
+                        ? 'bg-emerald-500'
+                        : 'bg-red-500',
+                  ].join(' ')}
+                  aria-hidden="true"
+                />
+
+                {aiServerStatus === null
+                  ? 'AI prüft…'
+                  : aiServerStatus.running
+                    ? 'AI online'
+                    : 'AI offline'}
+              </span>
+            </div>
             <div className="mt-0.5 text-xs text-gray-600 dark:text-gray-300">
               Recorder-Konfiguration, Automatisierung und Tasks.
             </div>
@@ -1400,16 +1550,16 @@ export default function RecorderSettings({ onAssetsGenerated }: Props) {
               />
 
               <div className="mt-3 grid grid-cols-1 gap-2 sm:grid-cols-12 sm:items-center">
-                <div className="sm:col-span-4">
+                <div className="sm:col-span-9">
                   <div className="text-sm font-medium text-gray-900 dark:text-gray-200">
                     Object Detection Epochs
                   </div>
-                  <div className="text-xs text-gray-600 dark:text-gray-300">
+                  <div className="max-w-4xl text-xs text-gray-600 dark:text-gray-300">
-                    Maximale Trainingsdauer. 60 ist ein guter Standard.
+                    Anzahl der Trainingsdurchläufe für die Box-Erkennung. Mehr Epochs können die Erkennung verbessern, dauern aber länger. 60 ist ein guter Standard.
                   </div>
                 </div>
 
-                <div className="sm:col-span-8">
+                <div className="sm:col-span-3">
                   <div className="flex items-center justify-end gap-2">
                     <input
                       type="number"
@@ -1526,6 +1676,83 @@ export default function RecorderSettings({ onAssetsGenerated }: Props) {
                 )}
               </div>
             </div>
+
+            <div className="rounded-2xl border border-gray-200 bg-white shadow-sm dark:border-white/10 dark:bg-gray-950/40">
+              <button
+                type="button"
+                onClick={() => setAppLogOpen((v) => !v)}
+                className="flex w-full items-center justify-between gap-3 px-4 py-3 text-left"
+              >
+                <div className="min-w-0">
+                  <div className="flex flex-wrap items-center gap-2">
+                    <div className="text-sm font-semibold text-gray-900 dark:text-white">
+                      Log
+                    </div>
+
+                    {appLog?.sizeBytes ? (
+                      <span className="inline-flex items-center rounded-full bg-gray-100 px-2 py-0.5 text-[11px] font-medium text-gray-700 ring-1 ring-gray-200 dark:bg-white/10 dark:text-gray-200 dark:ring-white/10">
+                        {Math.ceil(appLog.sizeBytes / 1024)} KB
+                      </span>
+                    ) : null}
+                  </div>
+
+                  <div className="mt-0.5 truncate text-xs text-gray-600 dark:text-gray-300">
+                    Zeigt die aktuelle recorder.log aus dem App-Verzeichnis.
+                  </div>
+                </div>
+
+                <span
+                  className={[
+                    'shrink-0 text-sm text-gray-500 transition-transform dark:text-gray-400',
+                    appLogOpen ? 'rotate-180' : '',
+                  ].join(' ')}
+                  aria-hidden="true"
+                >
+                  ▾
+                </span>
+              </button>
+
+              {appLogOpen ? (
+                <div className="border-t border-gray-200 p-4 dark:border-white/10">
+                  <div className="mb-3 flex flex-wrap items-center justify-between gap-2">
+                    <div className="min-w-0 text-xs text-gray-600 dark:text-gray-300">
+                      {appLog?.path ? (
+                        <span className="break-all">
+                          Logdatei: {appLog.path}
+                        </span>
+                      ) : appLogLoading ? (
+                        'Logdatei wird geladen…'
+                      ) : (
+                        'Logdatei noch nicht geladen.'
+                      )}
+                    </div>
+
+                    <Button
+                      variant="secondary"
+                      size="sm"
+                      disabled={appLogLoading}
+                      onClick={() => void loadAppLog()}
+                    >
+                      {appLogLoading ? 'Lade…' : 'Aktualisieren'}
+                    </Button>
+                  </div>
+
+                  {appLog?.error ? (
+                    <div className="mb-3 rounded-lg border border-amber-200 bg-amber-50 px-3 py-2 text-xs text-amber-800 dark:border-amber-400/30 dark:bg-amber-500/10 dark:text-amber-100">
+                      {appLog.error}
+                    </div>
+                  ) : null}
+
+                  <pre className="max-h-96 overflow-auto whitespace-pre-wrap rounded-xl bg-gray-950 p-3 font-mono text-[11px] leading-relaxed text-gray-100 ring-1 ring-black/10 dark:ring-white/10">
+                    {appLogLoading
+                      ? 'Log wird geladen…'
+                      : appLog?.log?.trim()
+                        ? appLog.log
+                        : 'Noch kein Log vorhanden.'}
+                  </pre>
+                </div>
+              ) : null}
+            </div>
           </div>
         </div>
       </div>

frontend/src/components/ui/VideoSplitModal.tsx

@@ -449,14 +449,6 @@ function buildSegmentPreviewSrc(job: RecordJob | null, seg: Segment): string {
   return `/api/preview?id=${encodeURIComponent(id)}&t=${encodeURIComponent(safeTime.toFixed(3))}`
 }
 
-const AUTO_SELECTED_AI_LABELS = new Set([
-  'anus_exposed',
-  'female_genitalia_exposed',
-  'male_genitalia_exposed',
-  'female_breast_exposed',
-  'buttocks_exposed',
-])
-
 const AI_SEGMENT_PADDING_SECONDS = 3
 
 function pickFirstDefined<T = any>(...vals: T[]): T | undefined {
@@ -829,7 +821,15 @@ function normalizeAiSegmentsFromHits(
 function shouldAutoSelectAiHit(hit: {
   label: string
 }): boolean {
-  return AUTO_SELECTED_AI_LABELS.has(String(hit.label || '').trim().toLowerCase())
+  const label = String(hit.label || '').trim().toLowerCase()
+
+  return (
+    label.startsWith('combo:') ||
+    label.startsWith('position:') ||
+    label.startsWith('object:') ||
+    label.startsWith('clothing:') ||
+    label.startsWith('body:')
+  )
 }
 
 function segmentPairKey(aIndex: number, bIndex: number): string {

frontend/tsconfig.app.json

@@ -7,16 +7,12 @@
     "module": "ESNext",
     "types": ["vite/client"],
     "skipLibCheck": true,
-
-    /* Bundler mode */
     "moduleResolution": "bundler",
     "allowImportingTsExtensions": true,
     "verbatimModuleSyntax": true,
     "moduleDetection": "force",
     "noEmit": true,
     "jsx": "react-jsx",
-
-    /* Linting */
     "strict": true,
     "noUnusedLocals": true,
     "noUnusedParameters": true,