Oh yes - Thats how we do

No default params for KSP complainer fuck

UI sweeps

app/src/main/java/com/placeholder/sherpai2/MainActivity.kt

@@ -10,6 +10,7 @@ import androidx.activity.compose.setContent
 import androidx.activity.result.contract.ActivityResultContracts
 import androidx.compose.foundation.layout.Box
 import androidx.compose.foundation.layout.fillMaxSize
+import androidx.compose.material3.CircularProgressIndicator
 import androidx.compose.material3.Text
 import androidx.compose.runtime.*
 import androidx.compose.ui.Alignment
@@ -19,7 +20,6 @@ import com.placeholder.sherpai2.domain.repository.ImageRepository
 import com.placeholder.sherpai2.ui.presentation.MainScreen
 import com.placeholder.sherpai2.ui.theme.SherpAI2Theme
 import dagger.hilt.android.AndroidEntryPoint
-import kotlinx.coroutines.launch
 import javax.inject.Inject
 
 @AndroidEntryPoint
@@ -31,11 +31,9 @@ class MainActivity : ComponentActivity() {
     override fun onCreate(savedInstanceState: Bundle?) {
         super.onCreate(savedInstanceState)
 
-        // Determine storage permission based on Android version
         val storagePermission = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.TIRAMISU) {
             Manifest.permission.READ_MEDIA_IMAGES
         } else {
-            @Suppress("DEPRECATION")
             Manifest.permission.READ_EXTERNAL_STORAGE
         }
 
@@ -43,44 +41,53 @@ class MainActivity : ComponentActivity() {
             SherpAI2Theme {
                 var hasPermission by remember {
                     mutableStateOf(
-                        ContextCompat.checkSelfPermission(this, storagePermission) ==
+                        ContextCompat.checkSelfPermission(this@MainActivity, storagePermission) ==
                                 PackageManager.PERMISSION_GRANTED
                     )
                 }
 
-                // Track ingestion completion
+                var isIngesting by remember { mutableStateOf(false) }
                 var imagesIngested by remember { mutableStateOf(false) }
 
-                // Launcher for permission request
                 val permissionLauncher = rememberLauncherForActivityResult(
                     ActivityResultContracts.RequestPermission()
                 ) { granted ->
                     hasPermission = granted
                 }
 
-                // Trigger ingestion once permission is granted
+                // Logic: Handle the flow of Permission -> Ingestion
                 LaunchedEffect(hasPermission) {
                     if (hasPermission) {
-                        // Suspend until ingestion completes
+                        if (!imagesIngested && !isIngesting) {
+                            isIngesting = true
                             imageRepository.ingestImages()
                             imagesIngested = true
+                            isIngesting = false
+                        }
                     } else {
                         permissionLauncher.launch(storagePermission)
                     }
                 }
 
-                // Gate UI until permission granted AND ingestion completed
-                if (hasPermission && imagesIngested) {
-                    MainScreen()
-                } else {
+                // UI State Mapping
                 Box(
                     modifier = Modifier.fillMaxSize(),
                     contentAlignment = Alignment.Center
                 ) {
+                    when {
+                        hasPermission && imagesIngested -> {
+                            MainScreen()
+                        }
+                        hasPermission && isIngesting -> {
+                            // Show a loader so you know it's working!
+                            CircularProgressIndicator()
+                        }
+                        else -> {
                             Text("Please grant storage permission to continue.")
                         }
                     }
                 }
             }
         }
+    }
 }

app/src/main/java/com/placeholder/sherpai2/data/service/Autotaggingservice.kt

@@ -0,0 +1,380 @@
+package com.placeholder.sherpai2.data.service
+
+import android.content.Context
+import android.graphics.Bitmap
+import android.graphics.Color
+import com.placeholder.sherpai2.data.local.dao.ImageTagDao
+import com.placeholder.sherpai2.data.local.dao.PersonDao
+import com.placeholder.sherpai2.data.local.dao.PhotoFaceTagDao
+import com.placeholder.sherpai2.data.local.dao.TagDao
+import com.placeholder.sherpai2.data.local.entity.ImageEntity
+import com.placeholder.sherpai2.data.local.entity.ImageTagEntity
+import com.placeholder.sherpai2.data.local.entity.TagEntity
+import com.placeholder.sherpai2.data.repository.DetectedFace
+import com.placeholder.sherpai2.util.DiagnosticLogger
+import dagger.hilt.android.qualifiers.ApplicationContext
+import kotlinx.coroutines.Dispatchers
+import kotlinx.coroutines.withContext
+import java.util.Calendar
+import javax.inject.Inject
+import javax.inject.Singleton
+import kotlin.math.abs
+
+/**
+ * AutoTaggingService - Intelligent auto-tagging system
+ *
+ * Capabilities:
+ * - Face-based tags (group_photo, selfie, couple)
+ * - Scene tags (portrait, landscape, square orientation)
+ * - Time tags (morning, afternoon, evening, night)
+ * - Quality tags (high_res, low_res)
+ * - Relationship tags (family, friend, colleague from PersonEntity)
+ * - Birthday tags (from PersonEntity DOB)
+ * - Indoor/Outdoor estimation (basic heuristic)
+ */
+@Singleton
+class AutoTaggingService @Inject constructor(
+    @ApplicationContext private val context: Context,
+    private val tagDao: TagDao,
+    private val imageTagDao: ImageTagDao,
+    private val photoFaceTagDao: PhotoFaceTagDao,
+    private val personDao: PersonDao
+) {
+
+    // ======================
+    // MAIN AUTO-TAGGING
+    // ======================
+
+    /**
+     * Auto-tag an image with all applicable system tags
+     *
+     * @return Number of tags applied
+     */
+    suspend fun autoTagImage(
+        imageEntity: ImageEntity,
+        bitmap: Bitmap,
+        detectedFaces: List<DetectedFace>
+    ): Int = withContext(Dispatchers.Default) {
+        val tagsToApply = mutableListOf<String>()
+
+        // Face-count based tags
+        when (detectedFaces.size) {
+            0 -> { /* No face tags */ }
+            1 -> {
+                if (isSelfie(detectedFaces[0], bitmap)) {
+                    tagsToApply.add("selfie")
+                } else {
+                    tagsToApply.add("single_person")
+                }
+            }
+            2 -> tagsToApply.add("couple")
+            in 3..5 -> tagsToApply.add("group_photo")
+            in 6..10 -> {
+                tagsToApply.add("group_photo")
+                tagsToApply.add("large_group")
+            }
+            else -> {
+                tagsToApply.add("group_photo")
+                tagsToApply.add("large_group")
+                tagsToApply.add("crowd")
+            }
+        }
+
+        // Orientation tags
+        val aspectRatio = bitmap.width.toFloat() / bitmap.height.toFloat()
+        when {
+            aspectRatio > 1.3f -> tagsToApply.add("landscape")
+            aspectRatio < 0.77f -> tagsToApply.add("portrait")
+            else -> tagsToApply.add("square")
+        }
+
+        // Resolution tags
+        val megapixels = (bitmap.width * bitmap.height) / 1_000_000f
+        when {
+            megapixels > 2.0f -> tagsToApply.add("high_res")
+            megapixels < 0.5f -> tagsToApply.add("low_res")
+        }
+
+        // Time-based tags
+        val hourOfDay = getHourFromTimestamp(imageEntity.capturedAt)
+        tagsToApply.add(when (hourOfDay) {
+            in 5..10 -> "morning"
+            in 11..16 -> "afternoon"
+            in 17..20 -> "evening"
+            else -> "night"
+        })
+
+        // Indoor/Outdoor estimation (only if image is large enough)
+        if (bitmap.width >= 200 && bitmap.height >= 200) {
+            val isIndoor = estimateIndoorOutdoor(bitmap)
+            tagsToApply.add(if (isIndoor) "indoor" else "outdoor")
+        }
+
+        // Apply all tags
+        var tagsApplied = 0
+        tagsToApply.forEach { tagName ->
+            if (applySystemTag(imageEntity.imageId, tagName)) {
+                tagsApplied++
+            }
+        }
+
+        DiagnosticLogger.d("AutoTag: Applied $tagsApplied tags to image ${imageEntity.imageId}")
+        tagsApplied
+    }
+
+    // ======================
+    // RELATIONSHIP TAGS
+    // ======================
+
+    /**
+     * Tag all images with a person using their relationship tag
+     *
+     * @param personId Person to tag images for
+     * @return Number of tags applied
+     */
+    suspend fun autoTagRelationshipForPerson(personId: String): Int = withContext(Dispatchers.IO) {
+        val person = personDao.getPersonById(personId) ?: return@withContext 0
+        val relationship = person.relationship?.lowercase() ?: return@withContext 0
+
+        // Get face model for this person
+        val faceModels = photoFaceTagDao.getAllTagsForFaceModel(personId)
+        if (faceModels.isEmpty()) return@withContext 0
+
+        val imageIds = faceModels.map { it.imageId }.distinct()
+
+        var tagsApplied = 0
+        imageIds.forEach { imageId ->
+            if (applySystemTag(imageId, relationship)) {
+                tagsApplied++
+            }
+        }
+
+        DiagnosticLogger.i("AutoTag: Applied '$relationship' tag to $tagsApplied images for ${person.name}")
+        tagsApplied
+    }
+
+    /**
+     * Tag relationships for ALL persons in database
+     */
+    suspend fun autoTagAllRelationships(): Int = withContext(Dispatchers.IO) {
+        val persons = personDao.getAllPersons()
+        var totalTags = 0
+
+        persons.forEach { person ->
+            totalTags += autoTagRelationshipForPerson(person.id)
+        }
+
+        DiagnosticLogger.i("AutoTag: Applied $totalTags relationship tags across ${persons.size} persons")
+        totalTags
+    }
+
+    // ======================
+    // BIRTHDAY TAGS
+    // ======================
+
+    /**
+     * Tag images near a person's birthday
+     *
+     * @param personId Person whose birthday to check
+     * @param daysRange Days before/after birthday to consider (default: 3)
+     * @return Number of tags applied
+     */
+    suspend fun autoTagBirthdaysForPerson(
+        personId: String,
+        daysRange: Int = 3
+    ): Int = withContext(Dispatchers.IO) {
+        val person = personDao.getPersonById(personId) ?: return@withContext 0
+        val dateOfBirth = person.dateOfBirth ?: return@withContext 0
+
+        // Get all face tags for this person
+        val faceTags = photoFaceTagDao.getAllTagsForFaceModel(personId)
+        if (faceTags.isEmpty()) return@withContext 0
+
+        var tagsApplied = 0
+
+        faceTags.forEach { faceTag ->
+            // Get the image to check its timestamp
+            val imageId = faceTag.imageId
+
+            // Check if image was captured near birthday
+            if (isNearBirthday(faceTag.detectedAt, dateOfBirth, daysRange)) {
+                if (applySystemTag(imageId, "birthday")) {
+                    tagsApplied++
+                }
+            }
+        }
+
+        DiagnosticLogger.i("AutoTag: Applied 'birthday' tag to $tagsApplied images for ${person.name}")
+        tagsApplied
+    }
+
+    /**
+     * Tag birthdays for ALL persons with DOB
+     */
+    suspend fun autoTagAllBirthdays(daysRange: Int = 3): Int = withContext(Dispatchers.IO) {
+        val persons = personDao.getAllPersons()
+        var totalTags = 0
+
+        persons.forEach { person ->
+            if (person.dateOfBirth != null) {
+                totalTags += autoTagBirthdaysForPerson(person.id, daysRange)
+            }
+        }
+
+        DiagnosticLogger.i("AutoTag: Applied $totalTags birthday tags")
+        totalTags
+    }
+
+    // ======================
+    // HELPER METHODS
+    // ======================
+
+    /**
+     * Check if an image is a selfie based on face size
+     */
+    private fun isSelfie(face: DetectedFace, bitmap: Bitmap): Boolean {
+        val boundingBox = face.boundingBox
+        val faceArea = boundingBox.width() * boundingBox.height()
+        val imageArea = bitmap.width * bitmap.height
+        val faceRatio = faceArea.toFloat() / imageArea.toFloat()
+
+        // Selfie = face takes up significant portion (>15% of image)
+        return faceRatio > 0.15f
+    }
+
+    /**
+     * Get hour of day from timestamp (0-23)
+     */
+    private fun getHourFromTimestamp(timestamp: Long): Int {
+        return Calendar.getInstance().apply {
+            timeInMillis = timestamp
+        }.get(Calendar.HOUR_OF_DAY)
+    }
+
+    /**
+     * Check if a timestamp is near a birthday
+     */
+    private fun isNearBirthday(
+        capturedTimestamp: Long,
+        dobTimestamp: Long,
+        daysRange: Int
+    ): Boolean {
+        val capturedCal = Calendar.getInstance().apply { timeInMillis = capturedTimestamp }
+        val dobCal = Calendar.getInstance().apply { timeInMillis = dobTimestamp }
+
+        val capturedMonth = capturedCal.get(Calendar.MONTH)
+        val capturedDay = capturedCal.get(Calendar.DAY_OF_MONTH)
+        val dobMonth = dobCal.get(Calendar.MONTH)
+        val dobDay = dobCal.get(Calendar.DAY_OF_MONTH)
+
+        if (capturedMonth == dobMonth) {
+            return abs(capturedDay - dobDay) <= daysRange
+        }
+
+        // Handle edge case: birthday near end/start of month
+        // e.g., DOB = Jan 2, captured = Dec 31 (within 3 days)
+        if (abs(capturedMonth - dobMonth) == 1 || abs(capturedMonth - dobMonth) == 11) {
+            val daysInCapturedMonth = capturedCal.getActualMaximum(Calendar.DAY_OF_MONTH)
+            val daysInDobMonth = dobCal.getActualMaximum(Calendar.DAY_OF_MONTH)
+
+            if (capturedMonth < dobMonth || (capturedMonth == 11 && dobMonth == 0)) {
+                // Captured before DOB month
+                val dayDiff = (daysInCapturedMonth - capturedDay) + dobDay
+                return dayDiff <= daysRange
+            } else {
+                // Captured after DOB month
+                val dayDiff = (daysInDobMonth - dobDay) + capturedDay
+                return dayDiff <= daysRange
+            }
+        }
+
+        return false
+    }
+
+    /**
+     * Basic indoor/outdoor estimation using brightness and saturation
+     *
+     * Heuristic:
+     * - Outdoor: Higher brightness (>120), Higher saturation (>0.25)
+     * - Indoor: Lower brightness, Lower saturation
+     */
+    private fun estimateIndoorOutdoor(bitmap: Bitmap): Boolean {
+        // Sample pixels for analysis (don't process entire image)
+        val sampleSize = 100
+        val sampledPixels = mutableListOf<Int>()
+
+        val stepX = bitmap.width / sampleSize.coerceAtMost(bitmap.width)
+        val stepY = bitmap.height / sampleSize.coerceAtMost(bitmap.height)
+
+        for (x in 0 until sampleSize.coerceAtMost(bitmap.width)) {
+            for (y in 0 until sampleSize.coerceAtMost(bitmap.height)) {
+                val px = (x * stepX).coerceIn(0, bitmap.width - 1)
+                val py = (y * stepY).coerceIn(0, bitmap.height - 1)
+                sampledPixels.add(bitmap.getPixel(px, py))
+            }
+        }
+
+        if (sampledPixels.isEmpty()) return true // Default to indoor if sampling fails
+
+        // Calculate average brightness
+        val avgBrightness = sampledPixels.map { pixel ->
+            val r = Color.red(pixel)
+            val g = Color.green(pixel)
+            val b = Color.blue(pixel)
+            (r + g + b) / 3.0f
+        }.average()
+
+        // Calculate color saturation
+        val avgSaturation = sampledPixels.map { pixel ->
+            val hsv = FloatArray(3)
+            Color.colorToHSV(pixel, hsv)
+            hsv[1] // Saturation
+        }.average()
+
+        // Heuristic: Indoor if low brightness OR low saturation
+        return avgBrightness < 120 || avgSaturation < 0.25
+    }
+
+    /**
+     * Apply a system tag to an image (helper to avoid duplicates)
+     *
+     * @return true if tag was applied, false if already exists
+     */
+    private suspend fun applySystemTag(imageId: String, tagName: String): Boolean {
+        return withContext(Dispatchers.IO) {
+            try {
+                // Get or create tag
+                val tag = getOrCreateSystemTag(tagName)
+
+                // Create image-tag link
+                val imageTag = ImageTagEntity(
+                    imageId = imageId,
+                    tagId = tag.tagId,
+                    source = "AUTO",
+                    confidence = 1.0f,
+                    visibility = "PUBLIC",
+                    createdAt = System.currentTimeMillis()
+                )
+
+                imageTagDao.upsert(imageTag)
+                true
+            } catch (e: Exception) {
+                DiagnosticLogger.e("Failed to apply tag '$tagName' to image $imageId", e)
+                false
+            }
+        }
+    }
+
+    /**
+     * Get existing system tag or create new one
+     */
+    private suspend fun getOrCreateSystemTag(tagName: String): TagEntity {
+        return withContext(Dispatchers.IO) {
+            tagDao.getByValue(tagName) ?: run {
+                val newTag = TagEntity.createSystemTag(tagName)
+                tagDao.insert(newTag)
+                newTag
+            }
+        }
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ml/Thresholdstrategy.kt

@@ -0,0 +1,127 @@
+package com.placeholder.sherpai2.ml
+
+/**
+ * ThresholdStrategy - Smart threshold selection for face recognition
+ *
+ * Considers:
+ * - Training image count
+ * - Image quality
+ * - Detection context (group photo, selfie, etc.)
+ */
+object ThresholdStrategy {
+
+    /**
+     * Get optimal threshold for face recognition
+     *
+     * @param trainingCount Number of images used to train the model
+     * @param imageQuality Quality assessment of the image being scanned
+     * @param detectionContext Context of the detection (group, selfie, etc.)
+     * @return Similarity threshold (0.0 - 1.0)
+     */
+    fun getOptimalThreshold(
+        trainingCount: Int,
+        imageQuality: ImageQuality = ImageQuality.UNKNOWN,
+        detectionContext: DetectionContext = DetectionContext.GENERAL
+    ): Float {
+        // Base threshold from training count
+        val baseThreshold = when {
+            trainingCount >= 40 -> 0.68f  // High confidence - strict
+            trainingCount >= 30 -> 0.62f  // Good confidence - moderate-strict
+            trainingCount >= 20 -> 0.56f  // Moderate confidence
+            trainingCount >= 15 -> 0.50f  // Acceptable confidence - lenient
+            else -> 0.48f                  // Sparse training - very lenient
+        }
+
+        // Adjust based on image quality
+        val qualityAdjustment = when (imageQuality) {
+            ImageQuality.HIGH -> -0.02f    // Can be stricter with good quality
+            ImageQuality.MEDIUM -> 0f      // No change
+            ImageQuality.LOW -> +0.03f     // Be more lenient with poor quality
+            ImageQuality.UNKNOWN -> 0f     // No change
+        }
+
+        // Adjust based on detection context
+        val contextAdjustment = when (detectionContext) {
+            DetectionContext.GROUP_PHOTO -> +0.02f   // More lenient in groups (faces smaller)
+            DetectionContext.SELFIE -> -0.03f         // Stricter for close-ups (more detail)
+            DetectionContext.PROFILE -> +0.02f        // More lenient for side profiles
+            DetectionContext.DISTANT -> +0.03f        // More lenient for far away faces
+            DetectionContext.GENERAL -> 0f            // No change
+        }
+
+        // Combine adjustments and clamp to safe range
+        return (baseThreshold + qualityAdjustment + contextAdjustment).coerceIn(0.40f, 0.75f)
+    }
+
+    /**
+     * Get threshold for liberal matching (e.g., during testing)
+     */
+    fun getLiberalThreshold(trainingCount: Int): Float {
+        return when {
+            trainingCount >= 30 -> 0.52f
+            trainingCount >= 20 -> 0.48f
+            else -> 0.45f
+        }.coerceIn(0.40f, 0.65f)
+    }
+
+    /**
+     * Get threshold for conservative matching (minimize false positives)
+     */
+    fun getConservativeThreshold(trainingCount: Int): Float {
+        return when {
+            trainingCount >= 40 -> 0.72f
+            trainingCount >= 30 -> 0.68f
+            trainingCount >= 20 -> 0.62f
+            else -> 0.58f
+        }.coerceIn(0.55f, 0.75f)
+    }
+
+    /**
+     * Estimate image quality from bitmap properties
+     */
+    fun estimateImageQuality(width: Int, height: Int, fileSize: Long = 0): ImageQuality {
+        val megapixels = (width * height) / 1_000_000f
+
+        return when {
+            megapixels > 4.0f -> ImageQuality.HIGH
+            megapixels > 1.0f -> ImageQuality.MEDIUM
+            else -> ImageQuality.LOW
+        }
+    }
+
+    /**
+     * Estimate detection context from face count and face size
+     */
+    fun estimateDetectionContext(
+        faceCount: Int,
+        faceAreaRatio: Float = 0f
+    ): DetectionContext {
+        return when {
+            faceCount == 1 && faceAreaRatio > 0.15f -> DetectionContext.SELFIE
+            faceCount == 1 && faceAreaRatio < 0.05f -> DetectionContext.DISTANT
+            faceCount >= 3 -> DetectionContext.GROUP_PHOTO
+            else -> DetectionContext.GENERAL
+        }
+    }
+}
+
+/**
+ * Image quality assessment
+ */
+enum class ImageQuality {
+    HIGH,     // > 4MP, good lighting
+    MEDIUM,   // 1-4MP
+    LOW,      // < 1MP, poor quality
+    UNKNOWN   // Cannot determine
+}
+
+/**
+ * Detection context
+ */
+enum class DetectionContext {
+    GROUP_PHOTO,  // Multiple faces (3+)
+    SELFIE,       // Single face, close-up
+    PROFILE,      // Side view
+    DISTANT,      // Face is small in frame
+    GENERAL       // Default
+}

app/src/main/java/com/placeholder/sherpai2/ui/album/Albumviewmodel.kt

@@ -0,0 +1,336 @@
+package com.placeholder.sherpai2.ui.album
+
+import androidx.lifecycle.SavedStateHandle
+import androidx.lifecycle.ViewModel
+import androidx.lifecycle.viewModelScope
+import com.placeholder.sherpai2.data.local.dao.ImageDao
+import com.placeholder.sherpai2.data.local.dao.ImageTagDao
+import com.placeholder.sherpai2.data.local.dao.PersonDao
+import com.placeholder.sherpai2.data.local.dao.TagDao
+import com.placeholder.sherpai2.data.local.entity.ImageEntity
+import com.placeholder.sherpai2.data.local.entity.PersonEntity
+import com.placeholder.sherpai2.data.local.entity.PhotoFaceTagEntity
+import com.placeholder.sherpai2.data.repository.FaceRecognitionRepository
+import com.placeholder.sherpai2.ui.search.DateRange
+import com.placeholder.sherpai2.ui.search.DisplayMode
+import dagger.hilt.android.lifecycle.HiltViewModel
+import kotlinx.coroutines.flow.*
+import kotlinx.coroutines.launch
+import java.util.Calendar
+import javax.inject.Inject
+
+/**
+ * AlbumViewModel - Display photos from a specific album (tag, person, or time range)
+ *
+ * Features:
+ * - Search within album
+ * - Date filtering
+ * - Simple/Verbose toggle
+ * - Album stats
+ */
+@HiltViewModel
+class AlbumViewModel @Inject constructor(
+    savedStateHandle: SavedStateHandle,
+    private val tagDao: TagDao,
+    private val imageTagDao: ImageTagDao,
+    private val imageDao: ImageDao,
+    private val personDao: PersonDao,
+    private val faceRecognitionRepository: FaceRecognitionRepository
+) : ViewModel() {
+
+    // Album parameters from navigation
+    private val albumType: String = savedStateHandle["albumType"] ?: "tag"
+    private val albumId: String = savedStateHandle["albumId"] ?: ""
+
+    // UI state
+    private val _uiState = MutableStateFlow<AlbumUiState>(AlbumUiState.Loading)
+    val uiState: StateFlow<AlbumUiState> = _uiState.asStateFlow()
+
+    // Search query within album
+    private val _searchQuery = MutableStateFlow("")
+    val searchQuery: StateFlow<String> = _searchQuery.asStateFlow()
+
+    // Date range filter
+    private val _dateRange = MutableStateFlow(DateRange.ALL_TIME)
+    val dateRange: StateFlow<DateRange> = _dateRange.asStateFlow()
+
+    // Display mode
+    private val _displayMode = MutableStateFlow(DisplayMode.SIMPLE)
+    val displayMode: StateFlow<DisplayMode> = _displayMode.asStateFlow()
+
+    init {
+        loadAlbumData()
+    }
+
+    /**
+     * Load album data based on type
+     */
+    private fun loadAlbumData() {
+        viewModelScope.launch {
+            try {
+                _uiState.value = AlbumUiState.Loading
+
+                when (albumType) {
+                    "tag" -> loadTagAlbum()
+                    "person" -> loadPersonAlbum()
+                    "time" -> loadTimeAlbum()
+                    else -> _uiState.value = AlbumUiState.Error("Unknown album type")
+                }
+
+            } catch (e: Exception) {
+                _uiState.value = AlbumUiState.Error(e.message ?: "Failed to load album")
+            }
+        }
+    }
+
+    private suspend fun loadTagAlbum() {
+        val tag = tagDao.getByValue(albumId)
+        if (tag == null) {
+            _uiState.value = AlbumUiState.Error("Tag not found")
+            return
+        }
+
+        combine(
+            _searchQuery,
+            _dateRange
+        ) { query, dateRange ->
+            Pair(query, dateRange)
+        }.collectLatest { (query, dateRange) ->
+            val imageIds = imageTagDao.findImagesByTag(tag.tagId, 0.5f)
+            val images = imageDao.getImagesByIds(imageIds)
+
+            val filteredImages = images
+                .filter { isInDateRange(it.capturedAt, dateRange) }
+                .filter {
+                    query.isBlank() || containsQuery(it, query)
+                }
+
+            val imagesWithFaces = filteredImages.map { image ->
+                val tagsWithPersons = faceRecognitionRepository.getFaceTagsWithPersons(image.imageId)
+                AlbumPhoto(
+                    image = image,
+                    faceTags = tagsWithPersons.map { it.first },
+                    persons = tagsWithPersons.map { it.second }
+                )
+            }
+
+            val uniquePersons = imagesWithFaces
+                .flatMap { it.persons }
+                .distinctBy { it.id }
+
+            _uiState.value = AlbumUiState.Success(
+                albumName = tag.value.replace("_", " ").capitalize(),
+                albumType = "Tag",
+                photos = imagesWithFaces,
+                personCount = uniquePersons.size,
+                totalFaces = imagesWithFaces.sumOf { it.faceTags.size }
+            )
+        }
+    }
+
+    private suspend fun loadPersonAlbum() {
+        val person = personDao.getPersonById(albumId)
+        if (person == null) {
+            _uiState.value = AlbumUiState.Error("Person not found")
+            return
+        }
+
+        combine(
+            _searchQuery,
+            _dateRange
+        ) { query, dateRange ->
+            Pair(query, dateRange)
+        }.collectLatest { (query, dateRange) ->
+            val images = faceRecognitionRepository.getImagesForPerson(albumId)
+
+            val filteredImages = images
+                .filter { isInDateRange(it.capturedAt, dateRange) }
+                .filter {
+                    query.isBlank() || containsQuery(it, query)
+                }
+
+            val imagesWithFaces = filteredImages.map { image ->
+                val tagsWithPersons = faceRecognitionRepository.getFaceTagsWithPersons(image.imageId)
+                AlbumPhoto(
+                    image = image,
+                    faceTags = tagsWithPersons.map { it.first },
+                    persons = tagsWithPersons.map { it.second }
+                )
+            }
+
+            _uiState.value = AlbumUiState.Success(
+                albumName = person.name,
+                albumType = "Person",
+                photos = imagesWithFaces,
+                personCount = 1,
+                totalFaces = imagesWithFaces.sumOf { it.faceTags.size }
+            )
+        }
+    }
+
+    private suspend fun loadTimeAlbum() {
+        // Time-based albums (Today, This Week, etc)
+        val (startTime, endTime, albumName) = when (albumId) {
+            "today" -> Triple(getStartOfDay(), System.currentTimeMillis(), "Today")
+            "week" -> Triple(getStartOfWeek(), System.currentTimeMillis(), "This Week")
+            "month" -> Triple(getStartOfMonth(), System.currentTimeMillis(), "This Month")
+            "year" -> Triple(getStartOfYear(), System.currentTimeMillis(), "This Year")
+            else -> {
+                _uiState.value = AlbumUiState.Error("Unknown time range")
+                return
+            }
+        }
+
+        combine(
+            _searchQuery,
+            _dateRange
+        ) { query, _ ->
+            query
+        }.collectLatest { query ->
+            val images = imageDao.getImagesInRange(startTime, endTime)
+
+            val filteredImages = images.filter {
+                query.isBlank() || containsQuery(it, query)
+            }
+
+            val imagesWithFaces = filteredImages.map { image ->
+                val tagsWithPersons = faceRecognitionRepository.getFaceTagsWithPersons(image.imageId)
+                AlbumPhoto(
+                    image = image,
+                    faceTags = tagsWithPersons.map { it.first },
+                    persons = tagsWithPersons.map { it.second }
+                )
+            }
+
+            val uniquePersons = imagesWithFaces
+                .flatMap { it.persons }
+                .distinctBy { it.id }
+
+            _uiState.value = AlbumUiState.Success(
+                albumName = albumName,
+                albumType = "Time",
+                photos = imagesWithFaces,
+                personCount = uniquePersons.size,
+                totalFaces = imagesWithFaces.sumOf { it.faceTags.size }
+            )
+        }
+    }
+
+    fun setSearchQuery(query: String) {
+        _searchQuery.value = query
+    }
+
+    fun setDateRange(range: DateRange) {
+        _dateRange.value = range
+    }
+
+    fun toggleDisplayMode() {
+        _displayMode.value = when (_displayMode.value) {
+            DisplayMode.SIMPLE -> DisplayMode.VERBOSE
+            DisplayMode.VERBOSE -> DisplayMode.SIMPLE
+        }
+    }
+
+    private fun isInDateRange(timestamp: Long, range: DateRange): Boolean {
+        return when (range) {
+            DateRange.ALL_TIME -> true
+            DateRange.TODAY -> isToday(timestamp)
+            DateRange.THIS_WEEK -> isThisWeek(timestamp)
+            DateRange.THIS_MONTH -> isThisMonth(timestamp)
+            DateRange.THIS_YEAR -> isThisYear(timestamp)
+        }
+    }
+
+    private fun containsQuery(image: ImageEntity, query: String): Boolean {
+        // Could expand to search by person names, tags, etc.
+        return true
+    }
+
+    private fun isToday(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.DAY_OF_YEAR) == date.get(Calendar.DAY_OF_YEAR)
+    }
+
+    private fun isThisWeek(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.WEEK_OF_YEAR) == date.get(Calendar.WEEK_OF_YEAR)
+    }
+
+    private fun isThisMonth(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.MONTH) == date.get(Calendar.MONTH)
+    }
+
+    private fun isThisYear(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR)
+    }
+
+    private fun getStartOfDay(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun getStartOfWeek(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.DAY_OF_WEEK, firstDayOfWeek)
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun getStartOfMonth(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.DAY_OF_MONTH, 1)
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun getStartOfYear(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.DAY_OF_YEAR, 1)
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun String.capitalize(): String {
+        return this.replaceFirstChar { it.uppercase() }
+    }
+}
+
+sealed class AlbumUiState {
+    object Loading : AlbumUiState()
+    data class Success(
+        val albumName: String,
+        val albumType: String,
+        val photos: List<AlbumPhoto>,
+        val personCount: Int,
+        val totalFaces: Int
+    ) : AlbumUiState()
+    data class Error(val message: String) : AlbumUiState()
+}
+
+data class AlbumPhoto(
+    val image: ImageEntity,
+    val faceTags: List<PhotoFaceTagEntity>,
+    val persons: List<PersonEntity>
+)

app/src/main/java/com/placeholder/sherpai2/ui/album/Albumviewscreen.kt

@@ -0,0 +1,358 @@
+package com.placeholder.sherpai2.ui.album
+
+import androidx.compose.foundation.background
+import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.lazy.LazyRow
+import androidx.compose.foundation.lazy.grid.*
+import androidx.compose.foundation.lazy.items
+import androidx.compose.foundation.shape.RoundedCornerShape
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.*
+import androidx.compose.material3.*
+import androidx.compose.runtime.*
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.graphics.Brush
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.text.style.TextOverflow
+import androidx.compose.ui.unit.dp
+import androidx.hilt.navigation.compose.hiltViewModel
+import androidx.lifecycle.compose.collectAsStateWithLifecycle
+import com.placeholder.sherpai2.ui.search.DateRange
+import com.placeholder.sherpai2.ui.search.DisplayMode
+import com.placeholder.sherpai2.ui.search.components.ImageGridItem
+
+/**
+ * AlbumViewScreen - Beautiful album detail view
+ *
+ * Features:
+ * - Album stats
+ * - Search within album
+ * - Date filtering
+ * - Simple/Verbose toggle
+ * - Clean person display
+ */
+@OptIn(ExperimentalMaterial3Api::class)
+@Composable
+fun AlbumViewScreen(
+    onBack: () -> Unit,
+    onImageClick: (String) -> Unit,
+    viewModel: AlbumViewModel = hiltViewModel()
+) {
+    val uiState by viewModel.uiState.collectAsStateWithLifecycle()
+    val searchQuery by viewModel.searchQuery.collectAsStateWithLifecycle()
+    val dateRange by viewModel.dateRange.collectAsStateWithLifecycle()
+    val displayMode by viewModel.displayMode.collectAsStateWithLifecycle()
+
+    Scaffold(
+        topBar = {
+            TopAppBar(
+                title = {
+                    Column {
+                        when (val state = uiState) {
+                            is AlbumUiState.Success -> {
+                                Text(
+                                    text = state.albumName,
+                                    style = MaterialTheme.typography.titleLarge,
+                                    fontWeight = FontWeight.Bold
+                                )
+                                Text(
+                                    text = "${state.photos.size} photos",
+                                    style = MaterialTheme.typography.bodySmall,
+                                    color = MaterialTheme.colorScheme.onSurfaceVariant
+                                )
+                            }
+                            else -> {
+                                Text("Album")
+                            }
+                        }
+                    }
+                },
+                navigationIcon = {
+                    IconButton(onClick = onBack) {
+                        Icon(Icons.Default.ArrowBack, "Back")
+                    }
+                },
+                actions = {
+                    IconButton(onClick = { viewModel.toggleDisplayMode() }) {
+                        Icon(
+                            imageVector = if (displayMode == DisplayMode.SIMPLE) {
+                                Icons.Default.ViewList
+                            } else {
+                                Icons.Default.ViewModule
+                            },
+                            contentDescription = "Toggle view"
+                        )
+                    }
+                }
+            )
+        }
+    ) { paddingValues ->
+        when (val state = uiState) {
+            is AlbumUiState.Loading -> {
+                Box(
+                    modifier = Modifier
+                        .fillMaxSize()
+                        .padding(paddingValues),
+                    contentAlignment = Alignment.Center
+                ) {
+                    CircularProgressIndicator()
+                }
+            }
+            is AlbumUiState.Error -> {
+                Box(
+                    modifier = Modifier
+                        .fillMaxSize()
+                        .padding(paddingValues),
+                    contentAlignment = Alignment.Center
+                ) {
+                    Column(
+                        horizontalAlignment = Alignment.CenterHorizontally,
+                        verticalArrangement = Arrangement.spacedBy(8.dp)
+                    ) {
+                        Icon(
+                            Icons.Default.Error,
+                            contentDescription = null,
+                            modifier = Modifier.size(48.dp),
+                            tint = MaterialTheme.colorScheme.error
+                        )
+                        Text(state.message)
+                        Button(onClick = onBack) {
+                            Text("Go Back")
+                        }
+                    }
+                }
+            }
+            is AlbumUiState.Success -> {
+                AlbumContent(
+                    state = state,
+                    searchQuery = searchQuery,
+                    dateRange = dateRange,
+                    displayMode = displayMode,
+                    onSearchChange = { viewModel.setSearchQuery(it) },
+                    onDateRangeChange = { viewModel.setDateRange(it) },
+                    onImageClick = onImageClick,
+                    modifier = Modifier.padding(paddingValues)
+                )
+            }
+        }
+    }
+}
+
+@Composable
+private fun AlbumContent(
+    state: AlbumUiState.Success,
+    searchQuery: String,
+    dateRange: DateRange,
+    displayMode: DisplayMode,
+    onSearchChange: (String) -> Unit,
+    onDateRangeChange: (DateRange) -> Unit,
+    onImageClick: (String) -> Unit,
+    modifier: Modifier = Modifier
+) {
+    Column(
+        modifier = modifier.fillMaxSize()
+    ) {
+        // Stats card
+        Card(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(16.dp),
+            colors = CardDefaults.cardColors(
+                containerColor = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.3f)
+            )
+        ) {
+            Row(
+                modifier = Modifier
+                    .fillMaxWidth()
+                    .padding(16.dp),
+                horizontalArrangement = Arrangement.SpaceAround
+            ) {
+                StatItem(Icons.Default.Photo, "Photos", state.photos.size.toString())
+                if (state.totalFaces > 0) {
+                    StatItem(Icons.Default.Face, "Faces", state.totalFaces.toString())
+                }
+                if (state.personCount > 0) {
+                    StatItem(Icons.Default.People, "People", state.personCount.toString())
+                }
+            }
+        }
+
+        // Search bar
+        OutlinedTextField(
+            value = searchQuery,
+            onValueChange = onSearchChange,
+            placeholder = { Text("Search in album...") },
+            leadingIcon = { Icon(Icons.Default.Search, null) },
+            trailingIcon = {
+                if (searchQuery.isNotEmpty()) {
+                    IconButton(onClick = { onSearchChange("") }) {
+                        Icon(Icons.Default.Clear, "Clear")
+                    }
+                }
+            },
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(horizontal = 16.dp),
+            singleLine = true,
+            shape = RoundedCornerShape(16.dp)
+        )
+
+        Spacer(Modifier.height(8.dp))
+
+        // Date filters
+        LazyRow(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(horizontal = 16.dp),
+            horizontalArrangement = Arrangement.spacedBy(8.dp)
+        ) {
+            items(DateRange.entries) { range ->
+                val isActive = dateRange == range
+                FilterChip(
+                    selected = isActive,
+                    onClick = { onDateRangeChange(range) },
+                    label = { Text(range.displayName) }
+                )
+            }
+        }
+
+        Spacer(Modifier.height(8.dp))
+
+        // Photo grid
+        if (state.photos.isEmpty()) {
+            Box(
+                modifier = Modifier.fillMaxSize(),
+                contentAlignment = Alignment.Center
+            ) {
+                Text(
+                    text = "No photos in this album",
+                    style = MaterialTheme.typography.bodyLarge,
+                    color = MaterialTheme.colorScheme.onSurfaceVariant
+                )
+            }
+        } else {
+            LazyVerticalGrid(
+                columns = GridCells.Adaptive(120.dp),
+                contentPadding = PaddingValues(12.dp),
+                verticalArrangement = Arrangement.spacedBy(12.dp),
+                horizontalArrangement = Arrangement.spacedBy(12.dp),
+                modifier = Modifier.fillMaxSize()
+            ) {
+                items(
+                    items = state.photos,
+                    key = { it.image.imageId }
+                ) { photo ->
+                    PhotoCard(
+                        photo = photo,
+                        displayMode = displayMode,
+                        onImageClick = onImageClick
+                    )
+                }
+            }
+        }
+    }
+}
+
+@Composable
+private fun StatItem(icon: androidx.compose.ui.graphics.vector.ImageVector, label: String, value: String) {
+    Column(
+        horizontalAlignment = Alignment.CenterHorizontally,
+        verticalArrangement = Arrangement.spacedBy(4.dp)
+    ) {
+        Icon(
+            icon,
+            contentDescription = null,
+            modifier = Modifier.size(24.dp),
+            tint = MaterialTheme.colorScheme.primary
+        )
+        Text(
+            text = value,
+            style = MaterialTheme.typography.titleLarge,
+            fontWeight = FontWeight.Bold
+        )
+        Text(
+            text = label,
+            style = MaterialTheme.typography.bodySmall,
+            color = MaterialTheme.colorScheme.onSurfaceVariant
+        )
+    }
+}
+
+@Composable
+private fun PhotoCard(
+    photo: AlbumPhoto,
+    displayMode: DisplayMode,
+    onImageClick: (String) -> Unit
+) {
+    Card(
+        modifier = Modifier.fillMaxWidth(),
+        shape = RoundedCornerShape(12.dp)
+    ) {
+        Column {
+            ImageGridItem(
+                image = photo.image,
+                onClick = { onImageClick(photo.image.imageUri) }
+            )
+
+            if (photo.persons.isNotEmpty()) {
+                when (displayMode) {
+                    DisplayMode.SIMPLE -> {
+                        Surface(
+                            color = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.3f),
+                            modifier = Modifier.fillMaxWidth()
+                        ) {
+                            Text(
+                                text = photo.persons.take(3).joinToString(", ") { it.name },
+                                style = MaterialTheme.typography.bodySmall,
+                                modifier = Modifier.padding(8.dp),
+                                maxLines = 1,
+                                overflow = TextOverflow.Ellipsis
+                            )
+                        }
+                    }
+                    DisplayMode.VERBOSE -> {
+                        Surface(
+                            color = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.5f),
+                            modifier = Modifier.fillMaxWidth()
+                        ) {
+                            Column(
+                                modifier = Modifier.padding(8.dp),
+                                verticalArrangement = Arrangement.spacedBy(4.dp)
+                            ) {
+                                photo.persons.take(3).forEachIndexed { index, person ->
+                                    Row(
+                                        horizontalArrangement = Arrangement.spacedBy(6.dp),
+                                        verticalAlignment = Alignment.CenterVertically
+                                    ) {
+                                        Icon(
+                                            Icons.Default.Face,
+                                            null,
+                                            Modifier.size(14.dp),
+                                            MaterialTheme.colorScheme.primary
+                                        )
+                                        Text(
+                                            text = person.name,
+                                            style = MaterialTheme.typography.bodySmall,
+                                            modifier = Modifier.weight(1f),
+                                            maxLines = 1,
+                                            overflow = TextOverflow.Ellipsis
+                                        )
+                                        if (index < photo.faceTags.size) {
+                                            val confidence = (photo.faceTags[index].confidence * 100).toInt()
+                                            Text(
+                                                text = "$confidence%",
+                                                style = MaterialTheme.typography.labelSmall,
+                                                color = MaterialTheme.colorScheme.primary
+                                            )
+                                        }
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ui/explore/Explorescreen.kt

@@ -0,0 +1,459 @@
+package com.placeholder.sherpai2.ui.explore
+
+import androidx.compose.foundation.background
+import androidx.compose.foundation.clickable
+import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.lazy.LazyColumn
+import androidx.compose.foundation.lazy.LazyRow
+import androidx.compose.foundation.lazy.items
+import androidx.compose.foundation.shape.CircleShape
+import androidx.compose.foundation.shape.RoundedCornerShape
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.*
+import androidx.compose.material3.*
+import androidx.compose.runtime.*
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.draw.clip
+import androidx.compose.ui.graphics.Brush
+import androidx.compose.ui.graphics.Color
+import androidx.compose.ui.graphics.vector.ImageVector
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.unit.dp
+import androidx.hilt.navigation.compose.hiltViewModel
+
+/**
+ * ExploreScreen - REDESIGNED
+ *
+ * Features:
+ * - Rectangular album cards (more compact)
+ * - Stories section (recent highlights)
+ * - Clickable navigation to AlbumViewScreen
+ * - Beautiful gradients and icons
+ */
+@Composable
+fun ExploreScreen(
+    onAlbumClick: (albumType: String, albumId: String) -> Unit,
+    viewModel: ExploreViewModel = hiltViewModel()
+) {
+    val uiState by viewModel.uiState.collectAsState()
+
+    Column(
+        modifier = Modifier
+            .fillMaxSize()
+            .background(MaterialTheme.colorScheme.surface)
+    ) {
+        // Header with gradient
+        Box(
+            modifier = Modifier
+                .fillMaxWidth()
+                .background(
+                    Brush.verticalGradient(
+                        colors = listOf(
+                            MaterialTheme.colorScheme.primaryContainer,
+                            MaterialTheme.colorScheme.surface
+                        )
+                    )
+                )
+        ) {
+            Column(
+                modifier = Modifier
+                    .fillMaxWidth()
+                    .padding(16.dp)
+            ) {
+                Text(
+                    text = "Explore",
+                    style = MaterialTheme.typography.headlineLarge,
+                    fontWeight = FontWeight.Bold
+                )
+                Text(
+                    text = "Your photo collection organized",
+                    style = MaterialTheme.typography.bodyMedium,
+                    color = MaterialTheme.colorScheme.onSurfaceVariant
+                )
+            }
+        }
+
+        when (val state = uiState) {
+            is ExploreViewModel.ExploreUiState.Loading -> {
+                Box(
+                    modifier = Modifier.fillMaxSize(),
+                    contentAlignment = Alignment.Center
+                ) {
+                    CircularProgressIndicator()
+                }
+            }
+            is ExploreViewModel.ExploreUiState.Success -> {
+                ExploreContent(
+                    smartAlbums = state.smartAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+            is ExploreViewModel.ExploreUiState.Error -> {
+                Box(
+                    modifier = Modifier.fillMaxSize(),
+                    contentAlignment = Alignment.Center
+                ) {
+                    Column(
+                        horizontalAlignment = Alignment.CenterHorizontally,
+                        verticalArrangement = Arrangement.spacedBy(8.dp)
+                    ) {
+                        Icon(
+                            Icons.Default.Error,
+                            contentDescription = null,
+                            modifier = Modifier.size(48.dp),
+                            tint = MaterialTheme.colorScheme.error
+                        )
+                        Text(
+                            text = state.message,
+                            color = MaterialTheme.colorScheme.error
+                        )
+                    }
+                }
+            }
+        }
+    }
+}
+
+@Composable
+private fun ExploreContent(
+    smartAlbums: List<SmartAlbum>,
+    onAlbumClick: (albumType: String, albumId: String) -> Unit
+) {
+    LazyColumn(
+        modifier = Modifier.fillMaxSize(),
+        contentPadding = PaddingValues(vertical = 16.dp),
+        verticalArrangement = Arrangement.spacedBy(24.dp)
+    ) {
+        // Stories Section (Recent Highlights)
+        item {
+            StoriesSection(
+                albums = smartAlbums.filter { it.imageCount > 0 }.take(10),
+                onAlbumClick = onAlbumClick
+            )
+        }
+
+        // Time-based Albums
+        val timeAlbums = smartAlbums.filterIsInstance<SmartAlbum.TimeRange>()
+        if (timeAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "📅 Time Capsules",
+                    albums = timeAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Face-based Albums
+        val faceAlbums = smartAlbums.filterIsInstance<SmartAlbum.Tagged>()
+            .filter { it.tagValue in listOf("group_photo", "selfie", "couple") }
+        if (faceAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "👥 People & Groups",
+                    albums = faceAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Relationship Albums
+        val relationshipAlbums = smartAlbums.filterIsInstance<SmartAlbum.Tagged>()
+            .filter { it.tagValue in listOf("family", "friend", "colleague") }
+        if (relationshipAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "❤️ Relationships",
+                    albums = relationshipAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Time of Day Albums
+        val timeOfDayAlbums = smartAlbums.filterIsInstance<SmartAlbum.Tagged>()
+            .filter { it.tagValue in listOf("morning", "afternoon", "evening", "night") }
+        if (timeOfDayAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "🌅 Times of Day",
+                    albums = timeOfDayAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Scene Albums
+        val sceneAlbums = smartAlbums.filterIsInstance<SmartAlbum.Tagged>()
+            .filter { it.tagValue in listOf("indoor", "outdoor") }
+        if (sceneAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "🏞️ Scenes",
+                    albums = sceneAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Special Occasions
+        val specialAlbums = smartAlbums.filterIsInstance<SmartAlbum.Tagged>()
+            .filter { it.tagValue in listOf("birthday", "high_res") }
+        if (specialAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "⭐ Special",
+                    albums = specialAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+
+        // Person Albums
+        val personAlbums = smartAlbums.filterIsInstance<SmartAlbum.Person>()
+        if (personAlbums.isNotEmpty()) {
+            item {
+                AlbumSection(
+                    title = "👤 People",
+                    albums = personAlbums,
+                    onAlbumClick = onAlbumClick
+                )
+            }
+        }
+    }
+}
+
+/**
+ * Stories section - Instagram-style circular highlights
+ */
+@Composable
+private fun StoriesSection(
+    albums: List<SmartAlbum>,
+    onAlbumClick: (albumType: String, albumId: String) -> Unit
+) {
+    Column(
+        modifier = Modifier.fillMaxWidth()
+    ) {
+        Text(
+            text = "📖 Stories",
+            style = MaterialTheme.typography.titleLarge,
+            fontWeight = FontWeight.Bold,
+            modifier = Modifier.padding(horizontal = 16.dp, vertical = 8.dp)
+        )
+
+        LazyRow(
+            contentPadding = PaddingValues(horizontal = 16.dp),
+            horizontalArrangement = Arrangement.spacedBy(16.dp)
+        ) {
+            items(albums) { album ->
+                StoryCircle(
+                    album = album,
+                    onClick = {
+                        val (type, id) = getAlbumNavigation(album)
+                        onAlbumClick(type, id)
+                    }
+                )
+            }
+        }
+    }
+}
+
+/**
+ * Story circle - circular album preview
+ */
+@Composable
+private fun StoryCircle(
+    album: SmartAlbum,
+    onClick: () -> Unit
+) {
+    val (icon, gradient) = getAlbumIconAndGradient(album)
+
+    Column(
+        horizontalAlignment = Alignment.CenterHorizontally,
+        verticalArrangement = Arrangement.spacedBy(8.dp),
+        modifier = Modifier.clickable(onClick = onClick)
+    ) {
+        Box(
+            modifier = Modifier
+                .size(80.dp)
+                .clip(CircleShape)
+                .background(gradient),
+            contentAlignment = Alignment.Center
+        ) {
+            Icon(
+                imageVector = icon,
+                contentDescription = null,
+                tint = Color.White,
+                modifier = Modifier.size(36.dp)
+            )
+        }
+
+        Text(
+            text = album.displayName,
+            style = MaterialTheme.typography.labelSmall,
+            maxLines = 2,
+            modifier = Modifier.width(80.dp),
+            fontWeight = FontWeight.Medium
+        )
+
+        Text(
+            text = "${album.imageCount}",
+            style = MaterialTheme.typography.labelSmall,
+            color = MaterialTheme.colorScheme.onSurfaceVariant
+        )
+    }
+}
+
+/**
+ * Album section with horizontal scrolling rectangular cards
+ */
+@Composable
+private fun AlbumSection(
+    title: String,
+    albums: List<SmartAlbum>,
+    onAlbumClick: (albumType: String, albumId: String) -> Unit
+) {
+    Column(
+        modifier = Modifier.fillMaxWidth()
+    ) {
+        Text(
+            text = title,
+            style = MaterialTheme.typography.titleLarge,
+            fontWeight = FontWeight.Bold,
+            modifier = Modifier.padding(horizontal = 16.dp, vertical = 8.dp)
+        )
+
+        LazyRow(
+            contentPadding = PaddingValues(horizontal = 16.dp),
+            horizontalArrangement = Arrangement.spacedBy(12.dp)
+        ) {
+            items(albums) { album ->
+                AlbumCard(
+                    album = album,
+                    onClick = {
+                        val (type, id) = getAlbumNavigation(album)
+                        onAlbumClick(type, id)
+                    }
+                )
+            }
+        }
+    }
+}
+
+/**
+ * Rectangular album card - more compact than square
+ */
+@Composable
+private fun AlbumCard(
+    album: SmartAlbum,
+    onClick: () -> Unit
+) {
+    val (icon, gradient) = getAlbumIconAndGradient(album)
+
+    Card(
+        modifier = Modifier
+            .width(180.dp)
+            .height(120.dp)
+            .clickable(onClick = onClick),
+        shape = RoundedCornerShape(16.dp),
+        elevation = CardDefaults.cardElevation(defaultElevation = 4.dp)
+    ) {
+        Box(
+            modifier = Modifier
+                .fillMaxSize()
+                .background(gradient)
+        ) {
+            Column(
+                modifier = Modifier
+                    .fillMaxSize()
+                    .padding(16.dp),
+                verticalArrangement = Arrangement.SpaceBetween
+            ) {
+                // Icon
+                Icon(
+                    imageVector = icon,
+                    contentDescription = null,
+                    tint = Color.White,
+                    modifier = Modifier.size(32.dp)
+                )
+
+                // Album info
+                Column {
+                    Text(
+                        text = album.displayName,
+                        style = MaterialTheme.typography.titleMedium,
+                        fontWeight = FontWeight.Bold,
+                        color = Color.White,
+                        maxLines = 1
+                    )
+                    Text(
+                        text = "${album.imageCount} ${if (album.imageCount == 1) "photo" else "photos"}",
+                        style = MaterialTheme.typography.bodySmall,
+                        color = Color.White.copy(alpha = 0.9f)
+                    )
+                }
+            }
+        }
+    }
+}
+
+/**
+ * Get navigation parameters for album
+ */
+private fun getAlbumNavigation(album: SmartAlbum): Pair<String, String> {
+    return when (album) {
+        is SmartAlbum.TimeRange.Today -> "time" to "today"
+        is SmartAlbum.TimeRange.ThisWeek -> "time" to "week"
+        is SmartAlbum.TimeRange.ThisMonth -> "time" to "month"
+        is SmartAlbum.TimeRange.LastYear -> "time" to "year"
+        is SmartAlbum.Tagged -> "tag" to album.tagValue
+        is SmartAlbum.Person -> "person" to album.personId
+    }
+}
+
+/**
+ * Get icon and gradient for album type
+ */
+private fun getAlbumIconAndGradient(album: SmartAlbum): Pair<ImageVector, Brush> {
+    return when (album) {
+        is SmartAlbum.TimeRange.Today -> Icons.Default.Today to gradientBlue()
+        is SmartAlbum.TimeRange.ThisWeek -> Icons.Default.DateRange to gradientTeal()
+        is SmartAlbum.TimeRange.ThisMonth -> Icons.Default.CalendarMonth to gradientGreen()
+        is SmartAlbum.TimeRange.LastYear -> Icons.Default.HistoryEdu to gradientPurple()
+        is SmartAlbum.Tagged -> when (album.tagValue) {
+            "group_photo" -> Icons.Default.Group to gradientOrange()
+            "selfie" -> Icons.Default.CameraAlt to gradientPink()
+            "couple" -> Icons.Default.Favorite to gradientRed()
+            "family" -> Icons.Default.FamilyRestroom to gradientIndigo()
+            "friend" -> Icons.Default.People to gradientCyan()
+            "colleague" -> Icons.Default.BusinessCenter to gradientGray()
+            "morning" -> Icons.Default.WbSunny to gradientYellow()
+            "afternoon" -> Icons.Default.LightMode to gradientOrange()
+            "evening" -> Icons.Default.WbTwilight to gradientOrange()
+            "night" -> Icons.Default.NightsStay to gradientDarkBlue()
+            "outdoor" -> Icons.Default.Landscape to gradientGreen()
+            "indoor" -> Icons.Default.Home to gradientBrown()
+            "birthday" -> Icons.Default.Cake to gradientPink()
+            "high_res" -> Icons.Default.HighQuality to gradientGold()
+            else -> Icons.Default.Label to gradientBlue()
+        }
+        is SmartAlbum.Person -> Icons.Default.Person to gradientPurple()
+    }
+}
+
+// Gradient helpers
+private fun gradientBlue() = Brush.linearGradient(listOf(Color(0xFF1976D2), Color(0xFF1565C0)))
+private fun gradientTeal() = Brush.linearGradient(listOf(Color(0xFF00897B), Color(0xFF00796B)))
+private fun gradientGreen() = Brush.linearGradient(listOf(Color(0xFF388E3C), Color(0xFF2E7D32)))
+private fun gradientPurple() = Brush.linearGradient(listOf(Color(0xFF7B1FA2), Color(0xFF6A1B9A)))
+private fun gradientOrange() = Brush.linearGradient(listOf(Color(0xFFF57C00), Color(0xFFE64A19)))
+private fun gradientPink() = Brush.linearGradient(listOf(Color(0xFFD81B60), Color(0xFFC2185B)))
+private fun gradientRed() = Brush.linearGradient(listOf(Color(0xFFE53935), Color(0xFFD32F2F)))
+private fun gradientIndigo() = Brush.linearGradient(listOf(Color(0xFF3949AB), Color(0xFF303F9F)))
+private fun gradientCyan() = Brush.linearGradient(listOf(Color(0xFF00ACC1), Color(0xFF0097A7)))
+private fun gradientGray() = Brush.linearGradient(listOf(Color(0xFF616161), Color(0xFF424242)))
+private fun gradientYellow() = Brush.linearGradient(listOf(Color(0xFFFDD835), Color(0xFFFBC02D)))
+private fun gradientDarkBlue() = Brush.linearGradient(listOf(Color(0xFF283593), Color(0xFF1A237E)))
+private fun gradientBrown() = Brush.linearGradient(listOf(Color(0xFF5D4037), Color(0xFF4E342E)))
+private fun gradientGold() = Brush.linearGradient(listOf(Color(0xFFFFB300), Color(0xFFFFA000)))

app/src/main/java/com/placeholder/sherpai2/ui/explore/Exploreviewmodel.kt

@@ -0,0 +1,302 @@
+package com.placeholder.sherpai2.ui.explore
+
+import androidx.lifecycle.ViewModel
+import androidx.lifecycle.viewModelScope
+import com.placeholder.sherpai2.data.local.dao.ImageDao
+import com.placeholder.sherpai2.data.local.dao.ImageTagDao
+import com.placeholder.sherpai2.data.local.dao.PersonDao
+import com.placeholder.sherpai2.data.local.dao.TagDao
+import com.placeholder.sherpai2.data.local.entity.ImageEntity
+import com.placeholder.sherpai2.data.repository.FaceRecognitionRepository
+import dagger.hilt.android.lifecycle.HiltViewModel
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.launch
+import java.util.Calendar
+import javax.inject.Inject
+
+@HiltViewModel
+class ExploreViewModel @Inject constructor(
+    private val imageDao: ImageDao,
+    private val tagDao: TagDao,
+    private val imageTagDao: ImageTagDao,
+    private val personDao: PersonDao,
+    private val faceRecognitionRepository: FaceRecognitionRepository
+) : ViewModel() {
+
+    private val _uiState = MutableStateFlow<ExploreUiState>(ExploreUiState.Loading)
+    val uiState: StateFlow<ExploreUiState> = _uiState.asStateFlow()
+
+    sealed class ExploreUiState {
+        object Loading : ExploreUiState()
+        data class Success(
+            val smartAlbums: List<SmartAlbum>
+        ) : ExploreUiState()
+        data class Error(val message: String) : ExploreUiState()
+    }
+
+    init {
+        loadExploreData()
+    }
+
+    fun loadExploreData() {
+        viewModelScope.launch {
+            try {
+                _uiState.value = ExploreUiState.Loading
+
+                val smartAlbums = buildSmartAlbums()
+
+                _uiState.value = ExploreUiState.Success(
+                    smartAlbums = smartAlbums
+                )
+
+            } catch (e: Exception) {
+                _uiState.value = ExploreUiState.Error(
+                    e.message ?: "Failed to load explore data"
+                )
+            }
+        }
+    }
+
+    private suspend fun buildSmartAlbums(): List<SmartAlbum> {
+        val albums = mutableListOf<SmartAlbum>()
+
+        // Time-based albums
+        albums.add(SmartAlbum.TimeRange.Today)
+        albums.add(SmartAlbum.TimeRange.ThisWeek)
+        albums.add(SmartAlbum.TimeRange.ThisMonth)
+        albums.add(SmartAlbum.TimeRange.LastYear)
+
+        // Face-based albums (from system tags)
+        val groupPhotoTag = tagDao.getByValue("group_photo")
+        if (groupPhotoTag != null) {
+            val count = tagDao.getTagUsageCount(groupPhotoTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("group_photo", "Group Photos", count))
+            }
+        }
+
+        val selfieTag = tagDao.getByValue("selfie")
+        if (selfieTag != null) {
+            val count = tagDao.getTagUsageCount(selfieTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("selfie", "Selfies", count))
+            }
+        }
+
+        val coupleTag = tagDao.getByValue("couple")
+        if (coupleTag != null) {
+            val count = tagDao.getTagUsageCount(coupleTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("couple", "Couples", count))
+            }
+        }
+
+        // Relationship albums
+        val familyTag = tagDao.getByValue("family")
+        if (familyTag != null) {
+            val count = tagDao.getTagUsageCount(familyTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("family", "Family Moments", count))
+            }
+        }
+
+        val friendTag = tagDao.getByValue("friend")
+        if (friendTag != null) {
+            val count = tagDao.getTagUsageCount(friendTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("friend", "With Friends", count))
+            }
+        }
+
+        val colleagueTag = tagDao.getByValue("colleague")
+        if (colleagueTag != null) {
+            val count = tagDao.getTagUsageCount(colleagueTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("colleague", "Work Events", count))
+            }
+        }
+
+        // Time of day albums
+        val morningTag = tagDao.getByValue("morning")
+        if (morningTag != null) {
+            val count = tagDao.getTagUsageCount(morningTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("morning", "Morning Moments", count))
+            }
+        }
+
+        val eveningTag = tagDao.getByValue("evening")
+        if (eveningTag != null) {
+            val count = tagDao.getTagUsageCount(eveningTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("evening", "Golden Hour", count))
+            }
+        }
+
+        val nightTag = tagDao.getByValue("night")
+        if (nightTag != null) {
+            val count = tagDao.getTagUsageCount(nightTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("night", "Night Life", count))
+            }
+        }
+
+        // Scene albums
+        val outdoorTag = tagDao.getByValue("outdoor")
+        if (outdoorTag != null) {
+            val count = tagDao.getTagUsageCount(outdoorTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("outdoor", "Outdoor Adventures", count))
+            }
+        }
+
+        val indoorTag = tagDao.getByValue("indoor")
+        if (indoorTag != null) {
+            val count = tagDao.getTagUsageCount(indoorTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("indoor", "Indoor Moments", count))
+            }
+        }
+
+        // Special occasions
+        val birthdayTag = tagDao.getByValue("birthday")
+        if (birthdayTag != null) {
+            val count = tagDao.getTagUsageCount(birthdayTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("birthday", "Birthdays", count))
+            }
+        }
+
+        // Quality albums
+        val highResTag = tagDao.getByValue("high_res")
+        if (highResTag != null) {
+            val count = tagDao.getTagUsageCount(highResTag.tagId)
+            if (count > 0) {
+                albums.add(SmartAlbum.Tagged("high_res", "Best Quality", count))
+            }
+        }
+
+        // Person albums
+        val persons = personDao.getAllPersons()
+        persons.forEach { person ->
+            val stats = faceRecognitionRepository.getPersonFaceStats(person.id)
+            if (stats != null && stats.taggedPhotoCount > 0) {
+                albums.add(SmartAlbum.Person(
+                    personId = person.id,
+                    personName = person.name,
+                    imageCount = stats.taggedPhotoCount
+                ))
+            }
+        }
+
+        return albums
+    }
+
+    /**
+     * Get images for a specific smart album
+     */
+    suspend fun getImagesForAlbum(album: SmartAlbum): List<ImageEntity> {
+        return when (album) {
+            is SmartAlbum.TimeRange.Today -> {
+                val startOfDay = getStartOfDay()
+                imageDao.getImagesInRange(startOfDay, System.currentTimeMillis())
+            }
+            is SmartAlbum.TimeRange.ThisWeek -> {
+                val startOfWeek = getStartOfWeek()
+                imageDao.getImagesInRange(startOfWeek, System.currentTimeMillis())
+            }
+            is SmartAlbum.TimeRange.ThisMonth -> {
+                val startOfMonth = getStartOfMonth()
+                imageDao.getImagesInRange(startOfMonth, System.currentTimeMillis())
+            }
+            is SmartAlbum.TimeRange.LastYear -> {
+                val oneYearAgo = System.currentTimeMillis() - (365L * 24 * 60 * 60 * 1000)
+                imageDao.getImagesInRange(oneYearAgo, System.currentTimeMillis())
+            }
+            is SmartAlbum.Tagged -> {
+                val tag = tagDao.getByValue(album.tagValue)
+                if (tag != null) {
+                    val imageIds = imageTagDao.findImagesByTag(tag.tagId, 0.5f)
+                    imageDao.getImagesByIds(imageIds)
+                } else {
+                    emptyList()
+                }
+            }
+            is SmartAlbum.Person -> {
+                faceRecognitionRepository.getImagesForPerson(album.personId)
+            }
+        }
+    }
+
+    private fun getStartOfDay(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun getStartOfWeek(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.DAY_OF_WEEK, firstDayOfWeek)
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+
+    private fun getStartOfMonth(): Long {
+        return Calendar.getInstance().apply {
+            set(Calendar.DAY_OF_MONTH, 1)
+            set(Calendar.HOUR_OF_DAY, 0)
+            set(Calendar.MINUTE, 0)
+            set(Calendar.SECOND, 0)
+            set(Calendar.MILLISECOND, 0)
+        }.timeInMillis
+    }
+}
+
+/**
+ * Smart album types
+ */
+sealed class SmartAlbum {
+    abstract val displayName: String
+    abstract val imageCount: Int
+
+    sealed class TimeRange : SmartAlbum() {
+        data object Today : TimeRange() {
+            override val displayName = "Today"
+            override val imageCount = 0 // Calculated dynamically
+        }
+        data object ThisWeek : TimeRange() {
+            override val displayName = "This Week"
+            override val imageCount = 0
+        }
+        data object ThisMonth : TimeRange() {
+            override val displayName = "This Month"
+            override val imageCount = 0
+        }
+        data object LastYear : TimeRange() {
+            override val displayName = "Last Year"
+            override val imageCount = 0
+        }
+    }
+
+    data class Tagged(
+        val tagValue: String,
+        override val displayName: String,
+        override val imageCount: Int
+    ) : SmartAlbum()
+
+    data class Person(
+        val personId: String,
+        val personName: String,
+        override val imageCount: Int
+    ) : SmartAlbum() {
+        override val displayName = personName
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ui/modelinventory/Personinventoryviewmodel.kt

@@ -14,6 +14,9 @@ import com.placeholder.sherpai2.data.repository.DetectedFace
 import com.placeholder.sherpai2.data.repository.FaceRecognitionRepository
 import com.placeholder.sherpai2.data.repository.PersonFaceStats
 import com.placeholder.sherpai2.domain.repository.ImageRepository
+import com.placeholder.sherpai2.ml.ThresholdStrategy
+import com.placeholder.sherpai2.ml.ImageQuality
+import com.placeholder.sherpai2.ml.DetectionContext
 import com.placeholder.sherpai2.util.DebugFlags
 import com.placeholder.sherpai2.util.DiagnosticLogger
 import dagger.hilt.android.lifecycle.HiltViewModel
@@ -29,7 +32,7 @@ import kotlinx.coroutines.tasks.await
 import javax.inject.Inject
 
 /**
- * PersonInventoryViewModel - Single version with feature flags
+ * PersonInventoryViewModel - Enhanced with smart threshold strategy
  *
  * Toggle diagnostics in DebugFlags.kt:
  * - ENABLE_FACE_RECOGNITION_LOGGING = true/false
@@ -53,7 +56,7 @@ class PersonInventoryViewModel @Inject constructor(
             .setPerformanceMode(FaceDetectorOptions.PERFORMANCE_MODE_ACCURATE)
             .setLandmarkMode(FaceDetectorOptions.LANDMARK_MODE_NONE)
             .setClassificationMode(FaceDetectorOptions.CLASSIFICATION_MODE_NONE)
-            .setMinFaceSize(0.10f)  // Lower for better detection
+            .setMinFaceSize(0.10f)
             .build()
         FaceDetection.getClient(options)
     }
@@ -131,13 +134,13 @@ class PersonInventoryViewModel @Inject constructor(
     }
 
     /**
-     * Scan library with optional diagnostic logging
+     * Scan library with SMART threshold selection
      */
     fun scanLibraryForPerson(personId: String, faceModelId: String) {
         viewModelScope.launch {
             try {
                 if (DebugFlags.ENABLE_FACE_RECOGNITION_LOGGING) {
-                    DiagnosticLogger.i("=== STARTING LIBRARY SCAN ===")
+                    DiagnosticLogger.i("=== STARTING LIBRARY SCAN (ENHANCED) ===")
                     DiagnosticLogger.i("PersonId: $personId")
                     DiagnosticLogger.i("FaceModelId: $faceModelId")
                 }
@@ -153,23 +156,7 @@ class PersonInventoryViewModel @Inject constructor(
                 val faceModel = faceRecognitionRepository.getFaceModelById(faceModelId)
                 val trainingCount = faceModel?.trainingImageCount ?: 15
 
-                // Dynamic threshold based on training data and debug flag
-                val scanThreshold = if (DebugFlags.USE_LIBERAL_THRESHOLDS) {
-                    when {
-                        trainingCount < 20 -> 0.48f   // Very liberal
-                        trainingCount < 30 -> 0.52f   // Liberal
-                        else -> 0.58f                 // Moderate
-                    }
-                } else {
-                    when {
-                        trainingCount < 20 -> 0.55f   // Moderate
-                        trainingCount < 30 -> 0.60f   // Conservative
-                        else -> 0.65f                 // Strict
-                    }
-                }
-
                 DiagnosticLogger.i("Training count: $trainingCount")
-                DiagnosticLogger.i("Using threshold: $scanThreshold")
 
                 val allImages = imageRepository.getAllImages().first()
                 val totalImages = allImages.size
@@ -194,12 +181,42 @@ class PersonInventoryViewModel @Inject constructor(
                     DiagnosticLogger.d("--- Image ${index + 1}/$totalImages ---")
                     DiagnosticLogger.d("ImageId: ${image.imageId}")
 
+                    // Detect faces with ML Kit
                     val detectedFaces = detectFacesInImage(image.imageUri)
                     totalFacesDetected += detectedFaces.size
 
                     DiagnosticLogger.d("Faces detected: ${detectedFaces.size}")
 
                     if (detectedFaces.isNotEmpty()) {
+                        // ENHANCED: Calculate image quality
+                        val imageQuality = ThresholdStrategy.estimateImageQuality(
+                            width = image.width,
+                            height = image.height
+                        )
+
+                        // ENHANCED: Estimate detection context
+                        val detectionContext = ThresholdStrategy.estimateDetectionContext(
+                            faceCount = detectedFaces.size,
+                            faceAreaRatio = if (detectedFaces.isNotEmpty()) {
+                                calculateFaceAreaRatio(detectedFaces[0], image.width, image.height)
+                            } else 0f
+                        )
+
+                        // ENHANCED: Get smart threshold
+                        val scanThreshold = if (DebugFlags.USE_LIBERAL_THRESHOLDS) {
+                            ThresholdStrategy.getLiberalThreshold(trainingCount)
+                        } else {
+                            ThresholdStrategy.getOptimalThreshold(
+                                trainingCount = trainingCount,
+                                imageQuality = imageQuality,
+                                detectionContext = detectionContext
+                            )
+                        }
+
+                        DiagnosticLogger.d("Quality: $imageQuality, Context: $detectionContext")
+                        DiagnosticLogger.d("Using threshold: $scanThreshold")
+
+                        // Scan image with smart threshold
                         val tags = faceRecognitionRepository.scanImage(
                             imageId = image.imageId,
                             detectedFaces = detectedFaces,
@@ -309,6 +326,19 @@ class PersonInventoryViewModel @Inject constructor(
         }
     }
 
+    /**
+     * Calculate face area ratio (for context detection)
+     */
+    private fun calculateFaceAreaRatio(
+        face: DetectedFace,
+        imageWidth: Int,
+        imageHeight: Int
+    ): Float {
+        val faceArea = face.boundingBox.width() * face.boundingBox.height()
+        val imageArea = imageWidth * imageHeight
+        return faceArea.toFloat() / imageArea.toFloat()
+    }
+
     suspend fun getPersonImages(personId: String) =
         faceRecognitionRepository.getImagesForPerson(personId)
 

app/src/main/java/com/placeholder/sherpai2/ui/navigation/AppDestinations.kt

@@ -33,11 +33,11 @@ sealed class AppDestinations(
         description = "Find photos by tag or person"
     )
 
-    data object Tour : AppDestinations(
-        route = AppRoutes.TOUR,
-        icon = Icons.Default.Place,
-        label = "Tour",
-        description = "Browse by location & time"
+    data object Explore : AppDestinations(
+        route = AppRoutes.EXPLORE,
+        icon = Icons.Default.Explore,
+        label = "Explore",
+        description = "Browse smart albums"
     )
 
     // ImageDetail is not in drawer (internal navigation only)
@@ -104,7 +104,7 @@ sealed class AppDestinations(
 // Photo browsing section
 val photoDestinations = listOf(
     AppDestinations.Search,
-    AppDestinations.Tour
+    AppDestinations.Explore
 )
 
 // Face recognition section
@@ -135,7 +135,7 @@ val allMainDrawerDestinations = photoDestinations + faceRecognitionDestinations
 fun getDestinationByRoute(route: String?): AppDestinations? {
     return when (route) {
         AppRoutes.SEARCH -> AppDestinations.Search
-        AppRoutes.TOUR -> AppDestinations.Tour
+        AppRoutes.EXPLORE -> AppDestinations.Explore
         AppRoutes.INVENTORY -> AppDestinations.Inventory
         AppRoutes.TRAIN -> AppDestinations.Train
         AppRoutes.MODELS -> AppDestinations.Models

app/src/main/java/com/placeholder/sherpai2/ui/navigation/AppNavHost.kt

@@ -13,12 +13,12 @@ import androidx.navigation.compose.NavHost
 import androidx.navigation.compose.composable
 import androidx.navigation.navArgument
 import com.placeholder.sherpai2.ui.devscreens.DummyScreen
+import com.placeholder.sherpai2.ui.explore.ExploreScreen
 import com.placeholder.sherpai2.ui.imagedetail.ImageDetailScreen
 import com.placeholder.sherpai2.ui.modelinventory.PersonInventoryScreen
 import com.placeholder.sherpai2.ui.search.SearchScreen
 import com.placeholder.sherpai2.ui.search.SearchViewModel
-import com.placeholder.sherpai2.ui.tour.TourScreen
-import com.placeholder.sherpai2.ui.tour.TourViewModel
+import com.placeholder.sherpai2.ui.tags.TagManagementScreen
 import com.placeholder.sherpai2.ui.trainingprep.ImageSelectorScreen
 import com.placeholder.sherpai2.ui.trainingprep.ScanResultsScreen
 import com.placeholder.sherpai2.ui.trainingprep.ScanningState
@@ -29,9 +29,10 @@ import java.net.URLEncoder
 
 /**
  * AppNavHost - Main navigation graph
+ * UPDATED: Added Explore and Tags screens
  *
  * Complete flow:
- * - Photo browsing (Search, Tour, Detail)
+ * - Photo browsing (Search, Explore, Detail)
  * - Face recognition (Inventory, Train)
  * - Organization (Tags, Upload)
  * - Settings
@@ -72,6 +73,21 @@ fun AppNavHost(
             )
         }
 
+        /**
+         * EXPLORE SCREEN
+         * Browse smart albums (auto-generated from tags)
+         */
+        composable(AppRoutes.EXPLORE) {
+            ExploreScreen(
+                onAlbumClick = { albumType, albumId ->
+                    println("Album clicked: type=$albumType id=$albumId")
+
+                    // Example future navigation
+                    // navController.navigate("${AppRoutes.ALBUM}/$albumType/$albumId")
+                }
+            )
+        }
+
         /**
          * IMAGE DETAIL SCREEN
          * Single photo view with metadata
@@ -94,21 +110,6 @@ fun AppNavHost(
             )
         }
 
-        /**
-         * TOUR SCREEN
-         * Browse photos by location and time
-         */
-        composable(AppRoutes.TOUR) {
-            val tourViewModel: TourViewModel = hiltViewModel()
-            TourScreen(
-                tourViewModel = tourViewModel,
-                onImageClick = { imageUri ->
-                    val encodedUri = URLEncoder.encode(imageUri, "UTF-8")
-                    navController.navigate("${AppRoutes.IMAGE_DETAIL}/$encodedUri")
-                }
-            )
-        }
-
         // ==========================================
         // FACE RECOGNITION SYSTEM
         // ==========================================
@@ -139,7 +140,7 @@ fun AppNavHost(
          *
          * Flow:
          * 1. TrainingScreen (select images button)
-         * 2. ImageSelectorScreen (pick 10+ photos)
+         * 2. ImageSelectorScreen (pick 15-50 photos)
          * 3. ScanResultsScreen (validation + name input)
          * 4. Training completes → navigate to Inventory
          */
@@ -215,13 +216,10 @@ fun AppNavHost(
 
         /**
          * TAGS SCREEN
-         * Manage photo tags (placeholder)
+         * Manage photo tags with auto-tagging features
          */
         composable(AppRoutes.TAGS) {
-            DummyScreen(
-                title = "Tags",
-                subtitle = "Organize your photos with tags"
-            )
+            TagManagementScreen()
         }
 
         /**

app/src/main/java/com/placeholder/sherpai2/ui/navigation/AppRoutes.kt

@@ -11,22 +11,26 @@ package com.placeholder.sherpai2.ui.navigation
  * - Keeps NavHost decoupled from icons / labels
  */
 object AppRoutes {
-    const val TOUR = "tour"
+    // Photo browsing
     const val SEARCH = "search"
-    const val MODELS = "models"
-    const val INVENTORY = "inv"
-    const val TRAIN = "train"
-    const val TAGS = "tags"
-    const val UPLOAD = "upload"
-    const val SETTINGS = "settings"
+    const val EXPLORE = "explore"  // UPDATED: Changed from TOUR
     const val IMAGE_DETAIL = "IMAGE_DETAIL"
 
-    const val CROP_SCREEN = "CROP_SCREEN"
+    // Face recognition
+    const val INVENTORY = "inv"
+    const val TRAIN = "train"
+    const val MODELS = "models"
+
+    // Organization
+    const val TAGS = "tags"
+    const val UPLOAD = "upload"
+
+    // Settings
+    const val SETTINGS = "settings"
+
+    // Internal training flow screens
     const val IMAGE_SELECTOR = "Image Selection"
+    const val CROP_SCREEN = "CROP_SCREEN"
     const val TRAINING_SCREEN = "TRAINING_SCREEN"
-
     const val ScanResultsScreen = "First Scan Results"
-
-
-    //const val IMAGE_DETAIL = "IMAGE_DETAIL"
 }

app/src/main/java/com/placeholder/sherpai2/ui/presentation/AppDrawerContent.kt

@@ -14,12 +14,12 @@ import androidx.compose.ui.text.font.FontWeight
 import androidx.compose.ui.unit.dp
 import androidx.compose.material.icons.Icons
 import androidx.compose.material.icons.automirrored.filled.Label
-import androidx.compose.material.icons.automirrored.filled.List
 import androidx.compose.material.icons.filled.*
 import com.placeholder.sherpai2.ui.navigation.AppRoutes
 
 /**
  * Beautiful app drawer with sections, gradient header, and polish
+ * UPDATED: Tour → Explore
  */
 @OptIn(ExperimentalMaterial3Api::class)
 @Composable
@@ -98,7 +98,7 @@ fun AppDrawerContent(
 
                 val photoItems = listOf(
                     DrawerItem(AppRoutes.SEARCH, "Search", Icons.Default.Search, "Find photos by tag or person"),
-                    DrawerItem(AppRoutes.TOUR, "Tour", Icons.Default.Place, "Browse by location & time")
+                    DrawerItem(AppRoutes.EXPLORE, "Explore", Icons.Default.Explore, "Browse smart albums")
                 )
 
                 photoItems.forEach { item ->

app/src/main/java/com/placeholder/sherpai2/ui/presentation/MainScreen.kt

@@ -180,7 +180,7 @@ fun MainScreen() {
 private fun getScreenTitle(route: String): String {
     return when (route) {
         AppRoutes.SEARCH -> "Search"
-        AppRoutes.TOUR -> "Explore"  // Will be renamed to EXPLORE
+        AppRoutes.EXPLORE -> "Explore"  // Will be renamed to EXPLORE
         AppRoutes.INVENTORY -> "People"
         AppRoutes.TRAIN -> "Train New Person"
         AppRoutes.MODELS -> "AI Models"
@@ -197,7 +197,7 @@ private fun getScreenTitle(route: String): String {
 private fun getScreenSubtitle(route: String): String? {
     return when (route) {
         AppRoutes.SEARCH -> "Find photos by tags, people, or date"
-        AppRoutes.TOUR -> "Browse your collection"
+        AppRoutes.EXPLORE -> "Browse your collection"
         AppRoutes.INVENTORY -> "Trained face models"
         AppRoutes.TRAIN -> "Add a new person to recognize"
         AppRoutes.TAGS -> "Organize your photo collection"

app/src/main/java/com/placeholder/sherpai2/ui/search/SearchScreen.kt

@@ -1,8 +1,11 @@
 package com.placeholder.sherpai2.ui.search
 
 import androidx.compose.foundation.background
+import androidx.compose.foundation.clickable
 import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.lazy.LazyRow
 import androidx.compose.foundation.lazy.grid.*
+import androidx.compose.foundation.lazy.items
 import androidx.compose.foundation.shape.RoundedCornerShape
 import androidx.compose.material.icons.Icons
 import androidx.compose.material.icons.filled.*
@@ -12,7 +15,6 @@ import androidx.compose.ui.Alignment
 import androidx.compose.ui.Modifier
 import androidx.compose.ui.draw.clip
 import androidx.compose.ui.graphics.Brush
-import androidx.compose.ui.graphics.Color
 import androidx.compose.ui.text.font.FontWeight
 import androidx.compose.ui.text.style.TextOverflow
 import androidx.compose.ui.unit.dp
@@ -20,31 +22,41 @@ import androidx.lifecycle.compose.collectAsStateWithLifecycle
 import com.placeholder.sherpai2.ui.search.components.ImageGridItem
 
 /**
- * Beautiful SearchScreen with face tag display
+ * SearchScreen - COMPLETE REDESIGN
  *
- * Polish improvements:
- * - Gradient header
- * - Better stats card
- * - Smooth animations
- * - Enhanced visual hierarchy
+ * Features:
+ * - Near-match search ("low" → "low_res")
+ * - Quick tag filter chips
+ * - Date range filtering
+ * - Clean person-only display
+ * - Simple/Verbose toggle
  */
 @OptIn(ExperimentalMaterial3Api::class)
 @Composable
 fun SearchScreen(
     modifier: Modifier = Modifier,
     searchViewModel: SearchViewModel,
-    onImageClick: (String) -> Unit
+    onImageClick: (String) -> Unit,
+    onAlbumClick: (String) -> Unit = {} // For opening album view
 ) {
 
-    var query by remember { mutableStateOf("") }
+    val searchQuery by searchViewModel.searchQuery.collectAsStateWithLifecycle()
+    val activeTagFilters by searchViewModel.activeTagFilters.collectAsStateWithLifecycle()
+    val dateRange by searchViewModel.dateRange.collectAsStateWithLifecycle()
+    val displayMode by searchViewModel.displayMode.collectAsStateWithLifecycle()
+    val systemTags by searchViewModel.systemTags.collectAsStateWithLifecycle()
 
     val images by searchViewModel
-        .searchImagesByTag(query)
+        .searchImages()
         .collectAsStateWithLifecycle(initialValue = emptyList())
 
-    Scaffold(
-        topBar = {
-            // Gradient header
+    Scaffold { paddingValues ->
+        Column(
+            modifier = modifier
+                .fillMaxSize()
+                .padding(paddingValues)
+        ) {
+            // Header with gradient
             Box(
                 modifier = Modifier
                     .fillMaxWidth()
@@ -60,29 +72,15 @@ fun SearchScreen(
                 Column(
                     modifier = Modifier
                         .fillMaxWidth()
-                        .padding(16.dp)
+                        .padding(16.dp),
+                    verticalArrangement = Arrangement.spacedBy(12.dp)
                 ) {
                     // Title
                     Row(
                         verticalAlignment = Alignment.CenterVertically,
-                        horizontalArrangement = Arrangement.spacedBy(12.dp)
+                        horizontalArrangement = Arrangement.SpaceBetween,
+                        modifier = Modifier.fillMaxWidth()
                     ) {
-                        Surface(
-                            shape = RoundedCornerShape(12.dp),
-                            color = MaterialTheme.colorScheme.primary,
-                            shadowElevation = 2.dp,
-                            modifier = Modifier.size(48.dp)
-                        ) {
-                            Box(contentAlignment = Alignment.Center) {
-                                Icon(
-                                    Icons.Default.Search,
-                                    contentDescription = null,
-                                    tint = MaterialTheme.colorScheme.onPrimary,
-                                    modifier = Modifier.size(28.dp)
-                                )
-                            }
-                        }
-
                         Column {
                             Text(
                                 text = "Search Photos",
@@ -90,58 +88,176 @@ fun SearchScreen(
                                 fontWeight = FontWeight.Bold
                             )
                             Text(
-                                text = "Find by tag or person",
-                                style = MaterialTheme.typography.bodyMedium,
+                                text = "Near-match • Filters • Smart tags",
+                                style = MaterialTheme.typography.bodySmall,
                                 color = MaterialTheme.colorScheme.onSurfaceVariant
                             )
                         }
+
+                        // Simple/Verbose toggle
+                        IconButton(
+                            onClick = { searchViewModel.toggleDisplayMode() }
+                        ) {
+                            Icon(
+                                imageVector = if (displayMode == DisplayMode.SIMPLE) {
+                                    Icons.Default.ViewList
+                                } else {
+                                    Icons.Default.ViewModule
+                                },
+                                contentDescription = "Toggle view mode",
+                                tint = MaterialTheme.colorScheme.primary
+                            )
+                        }
                     }
 
-                    Spacer(modifier = Modifier.height(16.dp))
-
                     // Search bar
                     OutlinedTextField(
-                        value = query,
-                        onValueChange = { query = it },
-                        label = { Text("Search by tag") },
+                        value = searchQuery,
+                        onValueChange = { searchViewModel.setSearchQuery(it) },
+                        placeholder = { Text("Search... (e.g., 'low', 'gro', 'nig')") },
                         leadingIcon = {
                             Icon(Icons.Default.Search, contentDescription = null)
                         },
                         trailingIcon = {
-                            if (query.isNotEmpty()) {
-                                IconButton(onClick = { query = "" }) {
+                            if (searchQuery.isNotEmpty()) {
+                                IconButton(onClick = { searchViewModel.setSearchQuery("") }) {
                                     Icon(Icons.Default.Clear, contentDescription = "Clear")
                                 }
                             }
                         },
                         modifier = Modifier.fillMaxWidth(),
                         singleLine = true,
-                        shape = RoundedCornerShape(16.dp),
-                        colors = OutlinedTextFieldDefaults.colors(
-                            focusedContainerColor = MaterialTheme.colorScheme.surface,
-                            unfocusedContainerColor = MaterialTheme.colorScheme.surface
-                        )
+                        shape = RoundedCornerShape(16.dp)
                     )
                 }
             }
-        }
-    ) { paddingValues ->
-        Column(
-            modifier = modifier
-                .fillMaxSize()
-                .padding(paddingValues)
-        ) {
-            // Stats bar
-            if (images.isNotEmpty()) {
-                StatsBar(images = images)
-            }
 
-            // Results grid
-            if (images.isEmpty() && query.isBlank()) {
+            // Quick Tag Filters
+            if (systemTags.isNotEmpty()) {
+                Column(
+                    modifier = Modifier
+                        .fillMaxWidth()
+                        .padding(horizontal = 16.dp, vertical = 8.dp)
+                ) {
+                    Row(
+                        modifier = Modifier.fillMaxWidth(),
+                        horizontalArrangement = Arrangement.SpaceBetween,
+                        verticalAlignment = Alignment.CenterVertically
+                    ) {
+                        Text(
+                            text = "Quick Filters",
+                            style = MaterialTheme.typography.labelLarge,
+                            fontWeight = FontWeight.Bold,
+                            color = MaterialTheme.colorScheme.primary
+                        )
+                        if (activeTagFilters.isNotEmpty()) {
+                            TextButton(onClick = { searchViewModel.clearTagFilters() }) {
+                                Text("Clear all")
+                            }
+                        }
+                    }
+
+                    LazyRow(
+                        horizontalArrangement = Arrangement.spacedBy(8.dp)
+                    ) {
+                        items(systemTags) { tag ->
+                            val isActive = tag.value in activeTagFilters
+                            FilterChip(
+                                selected = isActive,
+                                onClick = { searchViewModel.toggleTagFilter(tag.value) },
+                                label = {
+                                    Row(
+                                        horizontalArrangement = Arrangement.spacedBy(4.dp),
+                                        verticalAlignment = Alignment.CenterVertically
+                                    ) {
+                                        Text(
+                                            text = getTagEmoji(tag.value),
+                                            style = MaterialTheme.typography.bodyMedium
+                                        )
+                                        Text(
+                                            text = tag.value.replace("_", " "),
+                                            style = MaterialTheme.typography.bodySmall
+                                        )
+                                    }
+                                },
+                                leadingIcon = if (isActive) {
+                                    { Icon(Icons.Default.Check, null, Modifier.size(16.dp)) }
+                                } else null
+                            )
+                        }
+                    }
+                }
+            }
+
+            // Date Range Filters
+            LazyRow(
+                modifier = Modifier
+                    .fillMaxWidth()
+                    .padding(horizontal = 16.dp, vertical = 8.dp),
+                horizontalArrangement = Arrangement.spacedBy(8.dp)
+            ) {
+                items(DateRange.entries) { range ->
+                    val isActive = dateRange == range
+                    FilterChip(
+                        selected = isActive,
+                        onClick = { searchViewModel.setDateRange(range) },
+                        label = { Text(range.displayName) },
+                        leadingIcon = if (isActive) {
+                            { Icon(Icons.Default.DateRange, null, Modifier.size(16.dp)) }
+                        } else null
+                    )
+                }
+            }
+
+            HorizontalDivider(
+                modifier = Modifier.padding(horizontal = 16.dp),
+                color = MaterialTheme.colorScheme.outlineVariant
+            )
+
+            // Results
+            if (images.isEmpty() && searchQuery.isBlank() && activeTagFilters.isEmpty()) {
                 EmptySearchState()
-            } else if (images.isEmpty() && query.isNotBlank()) {
-                NoResultsState(query = query)
+            } else if (images.isEmpty()) {
+                NoResultsState(
+                    query = searchQuery,
+                    hasFilters = activeTagFilters.isNotEmpty() || dateRange != DateRange.ALL_TIME
+                )
             } else {
+                Column {
+                    // Results header
+                    Row(
+                        modifier = Modifier
+                            .fillMaxWidth()
+                            .padding(16.dp),
+                        horizontalArrangement = Arrangement.SpaceBetween,
+                        verticalAlignment = Alignment.CenterVertically
+                    ) {
+                        Text(
+                            text = "${images.size} ${if (images.size == 1) "photo" else "photos"}",
+                            style = MaterialTheme.typography.titleMedium,
+                            fontWeight = FontWeight.Bold
+                        )
+
+                        // View Album button (if search results can be grouped)
+                        if (activeTagFilters.size == 1 || searchQuery.isNotBlank()) {
+                            TextButton(
+                                onClick = {
+                                    val albumTag = activeTagFilters.firstOrNull() ?: searchQuery
+                                    onAlbumClick(albumTag)
+                                }
+                            ) {
+                                Icon(
+                                    Icons.Default.Collections,
+                                    contentDescription = null,
+                                    modifier = Modifier.size(16.dp)
+                                )
+                                Spacer(Modifier.width(4.dp))
+                                Text("View Album")
+                            }
+                        }
+                    }
+
+                    // Photo grid
                     LazyVerticalGrid(
                         columns = GridCells.Adaptive(120.dp),
                         contentPadding = PaddingValues(12.dp),
@@ -153,8 +269,9 @@ fun SearchScreen(
                             items = images,
                             key = { it.image.imageId }
                         ) { imageWithFaceTags ->
-                        ImageWithFaceTagsCard(
+                            PhotoCard(
                                 imageWithFaceTags = imageWithFaceTags,
+                                displayMode = displayMode,
                                 onImageClick = onImageClick
                             )
                         }
@@ -162,95 +279,107 @@ fun SearchScreen(
                 }
             }
         }
+    }
 }
 
 /**
- * Pretty stats bar showing results summary
+ * Photo card with clean person display
  */
 @Composable
-private fun StatsBar(images: List<ImageWithFaceTags>) {
-    val totalFaces = images.sumOf { it.faceTags.size }
-    val uniquePersons = images.flatMap { it.persons }.distinctBy { it.id }.size
-
-    Surface(
-        modifier = Modifier
-            .fillMaxWidth()
-            .padding(12.dp),
-        color = MaterialTheme.colorScheme.secondaryContainer.copy(alpha = 0.5f),
-        shape = RoundedCornerShape(16.dp),
-        shadowElevation = 2.dp
-    ) {
-        Row(
-            modifier = Modifier.padding(16.dp),
-            horizontalArrangement = Arrangement.SpaceEvenly,
-            verticalAlignment = Alignment.CenterVertically
-        ) {
-            StatBadge(
-                icon = Icons.Default.Photo,
-                label = "Images",
-                value = images.size.toString()
-            )
-
-            VerticalDivider(
-                modifier = Modifier.height(40.dp),
-                color = MaterialTheme.colorScheme.outline.copy(alpha = 0.3f)
-            )
-
-            StatBadge(
-                icon = Icons.Default.Face,
-                label = "Faces",
-                value = totalFaces.toString()
-            )
-
-            if (uniquePersons > 0) {
-                VerticalDivider(
-                    modifier = Modifier.height(40.dp),
-                    color = MaterialTheme.colorScheme.outline.copy(alpha = 0.3f)
-                )
-
-                StatBadge(
-                    icon = Icons.Default.People,
-                    label = "People",
-                    value = uniquePersons.toString()
-                )
-            }
-        }
-    }
-}
-
-@Composable
-private fun StatBadge(
-    icon: androidx.compose.ui.graphics.vector.ImageVector,
-    label: String,
-    value: String
+private fun PhotoCard(
+    imageWithFaceTags: ImageWithFaceTags,
+    displayMode: DisplayMode,
+    onImageClick: (String) -> Unit
 ) {
+    Card(
+        modifier = Modifier.fillMaxWidth(),
+        shape = RoundedCornerShape(12.dp),
+        elevation = CardDefaults.cardElevation(defaultElevation = 2.dp)
+    ) {
+        Column {
+            // Image
+            ImageGridItem(
+                image = imageWithFaceTags.image,
+                onClick = { onImageClick(imageWithFaceTags.image.imageUri) }
+            )
+
+            // Person tags
+            if (imageWithFaceTags.persons.isNotEmpty()) {
+                when (displayMode) {
+                    DisplayMode.SIMPLE -> {
+                        // SIMPLE: Just names, no icons, no percentages
+                        Surface(
+                            color = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.3f),
+                            modifier = Modifier.fillMaxWidth()
+                        ) {
+                            Text(
+                                text = imageWithFaceTags.persons
+                                    .take(3)
+                                    .joinToString(", ") { it.name },
+                                style = MaterialTheme.typography.bodySmall,
+                                modifier = Modifier.padding(8.dp),
+                                maxLines = 1,
+                                overflow = TextOverflow.Ellipsis
+                            )
+                        }
+                    }
+                    DisplayMode.VERBOSE -> {
+                        // VERBOSE: Icons + names + confidence
+                        Surface(
+                            color = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.5f),
+                            modifier = Modifier.fillMaxWidth()
+                        ) {
                             Column(
-        horizontalAlignment = Alignment.CenterHorizontally,
+                                modifier = Modifier.padding(8.dp),
                                 verticalArrangement = Arrangement.spacedBy(4.dp)
+                            ) {
+                                imageWithFaceTags.persons
+                                    .take(3)
+                                    .forEachIndexed { index, person ->
+                                        Row(
+                                            horizontalArrangement = Arrangement.spacedBy(6.dp),
+                                            verticalAlignment = Alignment.CenterVertically
                                         ) {
                                             Icon(
-            icon,
+                                                Icons.Default.Face,
                                                 contentDescription = null,
-            modifier = Modifier.size(24.dp),
+                                                modifier = Modifier.size(14.dp),
                                                 tint = MaterialTheme.colorScheme.primary
                                             )
                                             Text(
-            text = value,
-            style = MaterialTheme.typography.titleLarge,
-            fontWeight = FontWeight.Bold,
+                                                text = person.name,
+                                                style = MaterialTheme.typography.bodySmall,
+                                                modifier = Modifier.weight(1f),
+                                                maxLines = 1,
+                                                overflow = TextOverflow.Ellipsis
+                                            )
+                                            if (index < imageWithFaceTags.faceTags.size) {
+                                                val confidence = (imageWithFaceTags.faceTags[index].confidence * 100).toInt()
+                                                Text(
+                                                    text = "$confidence%",
+                                                    style = MaterialTheme.typography.labelSmall,
                                                     color = MaterialTheme.colorScheme.primary
                                                 )
+                                            }
+                                        }
+                                    }
+
+                                if (imageWithFaceTags.persons.size > 3) {
                                     Text(
-            text = label,
-            style = MaterialTheme.typography.bodySmall,
-            color = MaterialTheme.colorScheme.onSurfaceVariant
+                                        text = "+${imageWithFaceTags.persons.size - 3} more",
+                                        style = MaterialTheme.typography.labelSmall,
+                                        color = MaterialTheme.colorScheme.primary
                                     )
                                 }
+                            }
+                        }
+                    }
+                }
+            }
+        }
+    }
 }
 
-/**
- * Empty state when no search query
- */
 @Composable
 private fun EmptySearchState() {
     Box(
@@ -269,12 +398,12 @@ private fun EmptySearchState() {
                 tint = MaterialTheme.colorScheme.primary.copy(alpha = 0.3f)
             )
             Text(
-                text = "Search your photos",
+                text = "Search or filter photos",
                 style = MaterialTheme.typography.titleLarge,
                 fontWeight = FontWeight.Bold
             )
             Text(
-                text = "Enter a tag to find photos",
+                text = "Try searching or tapping quick filters",
                 style = MaterialTheme.typography.bodyMedium,
                 color = MaterialTheme.colorScheme.onSurfaceVariant
             )
@@ -282,11 +411,8 @@ private fun EmptySearchState() {
     }
 }
 
-/**
- * No results state
- */
 @Composable
-private fun NoResultsState(query: String) {
+private fun NoResultsState(query: String, hasFilters: Boolean) {
     Box(
         modifier = Modifier.fillMaxSize(),
         contentAlignment = Alignment.Center
@@ -303,103 +429,50 @@ private fun NoResultsState(query: String) {
                 tint = MaterialTheme.colorScheme.error.copy(alpha = 0.5f)
             )
             Text(
-                text = "No results",
+                text = "No results found",
                 style = MaterialTheme.typography.titleLarge,
                 fontWeight = FontWeight.Bold
             )
+            if (query.isNotBlank()) {
                 Text(
-                text = "No photos found for \"$query\"",
+                    text = "No matches for \"$query\"",
                     style = MaterialTheme.typography.bodyMedium,
                     color = MaterialTheme.colorScheme.onSurfaceVariant
                 )
             }
+            if (hasFilters) {
+                Text(
+                    text = "Try removing some filters",
+                    style = MaterialTheme.typography.bodySmall,
+                    color = MaterialTheme.colorScheme.onSurfaceVariant
+                )
+            }
+        }
     }
 }
 
 /**
- * Beautiful card showing image with face tags
+ * Get emoji for tag type
  */
-@Composable
-private fun ImageWithFaceTagsCard(
-    imageWithFaceTags: ImageWithFaceTags,
-    onImageClick: (String) -> Unit
-) {
-    Card(
-        modifier = Modifier.fillMaxWidth(),
-        shape = RoundedCornerShape(16.dp),
-        elevation = CardDefaults.cardElevation(defaultElevation = 4.dp)
-    ) {
-        Column(
-            modifier = Modifier.fillMaxWidth()
-        ) {
-            // Image
-            ImageGridItem(
-                image = imageWithFaceTags.image,
-                onClick = { onImageClick(imageWithFaceTags.image.imageId) }
-            )
-
-            // Face tags
-            if (imageWithFaceTags.persons.isNotEmpty()) {
-                Surface(
-                    color = MaterialTheme.colorScheme.primaryContainer.copy(alpha = 0.5f),
-                    modifier = Modifier.fillMaxWidth()
-                ) {
-                    Column(
-                        modifier = Modifier.padding(8.dp),
-                        verticalArrangement = Arrangement.spacedBy(4.dp)
-                    ) {
-                        imageWithFaceTags.persons.take(3).forEachIndexed { index, person ->
-                            Row(
-                                horizontalArrangement = Arrangement.spacedBy(6.dp),
-                                verticalAlignment = Alignment.CenterVertically
-                            ) {
-                                Icon(
-                                    Icons.Default.Face,
-                                    contentDescription = null,
-                                    modifier = Modifier.size(16.dp),
-                                    tint = MaterialTheme.colorScheme.primary
-                                )
-                                Text(
-                                    text = person.name,
-                                    style = MaterialTheme.typography.bodySmall,
-                                    fontWeight = FontWeight.Medium,
-                                    maxLines = 1,
-                                    overflow = TextOverflow.Ellipsis,
-                                    modifier = Modifier.weight(1f)
-                                )
-
-                                if (index < imageWithFaceTags.faceTags.size) {
-                                    val confidence = (imageWithFaceTags.faceTags[index].confidence * 100).toInt()
-                                    Surface(
-                                        shape = RoundedCornerShape(8.dp),
-                                        color = if (confidence >= 80) {
-                                            MaterialTheme.colorScheme.primary.copy(alpha = 0.2f)
-                                        } else {
-                                            MaterialTheme.colorScheme.tertiary.copy(alpha = 0.2f)
-                                        }
-                                    ) {
-                                        Text(
-                                            text = "$confidence%",
-                                            style = MaterialTheme.typography.labelSmall,
-                                            modifier = Modifier.padding(horizontal = 6.dp, vertical = 2.dp),
-                                            fontWeight = FontWeight.Bold
-                                        )
-                                    }
-                                }
-                            }
-                        }
-
-                        if (imageWithFaceTags.persons.size > 3) {
-                            Text(
-                                text = "+${imageWithFaceTags.persons.size - 3} more",
-                                style = MaterialTheme.typography.labelSmall,
-                                color = MaterialTheme.colorScheme.primary,
-                                fontWeight = FontWeight.Medium
-                            )
-                        }
-                    }
-                }
-            }
-        }
+private fun getTagEmoji(tagValue: String): String {
+    return when (tagValue) {
+        "night" -> "🌙"
+        "morning" -> "🌅"
+        "afternoon" -> "☀️"
+        "evening" -> "🌇"
+        "indoor" -> "🏠"
+        "outdoor" -> "🌲"
+        "group_photo" -> "👥"
+        "selfie" -> "🤳"
+        "couple" -> "💑"
+        "family" -> "👨‍👩‍👧"
+        "friend" -> "🤝"
+        "birthday" -> "🎂"
+        "high_res" -> "⭐"
+        "low_res" -> "📦"
+        "landscape" -> "🖼️"
+        "portrait" -> "📱"
+        "square" -> "⬜"
+        else -> "🏷️"
     }
 }

app/src/main/java/com/placeholder/sherpai2/ui/search/SearchViewModel.kt

@@ -1,47 +1,110 @@
 package com.placeholder.sherpai2.ui.search
 
 import androidx.lifecycle.ViewModel
+import androidx.lifecycle.viewModelScope
+import com.placeholder.sherpai2.data.local.dao.TagDao
 import com.placeholder.sherpai2.data.local.entity.ImageEntity
 import com.placeholder.sherpai2.data.local.entity.PersonEntity
 import com.placeholder.sherpai2.data.local.entity.PhotoFaceTagEntity
+import com.placeholder.sherpai2.data.local.entity.TagEntity
 import com.placeholder.sherpai2.data.repository.FaceRecognitionRepository
 import com.placeholder.sherpai2.domain.repository.ImageRepository
 import dagger.hilt.android.lifecycle.HiltViewModel
-import kotlinx.coroutines.flow.Flow
-import kotlinx.coroutines.flow.map
+import kotlinx.coroutines.flow.*
+import kotlinx.coroutines.launch
+import java.util.Calendar
 import javax.inject.Inject
 
 /**
- * SearchViewModel
+ * SearchViewModel - COMPLETE REDESIGN
  *
- * CLEAN IMPLEMENTATION:
- * - Properly handles Flow types
- * - Fetches face tags for each image
- * - Returns combined data structure
+ * Features:
+ * - Near-match search ("low" → "low_res", "gro" → "group_photo")
+ * - Date range filtering
+ * - Quick tag filters
+ * - Clean person-only display
+ * - Simple/Verbose toggle
  */
 @HiltViewModel
 class SearchViewModel @Inject constructor(
     private val imageRepository: ImageRepository,
-    private val faceRecognitionRepository: FaceRecognitionRepository
+    private val faceRecognitionRepository: FaceRecognitionRepository,
+    private val tagDao: TagDao
 ) : ViewModel() {
 
-    /**
-     * Search images by tag with face recognition data.
-     *
-     * RETURNS: Flow<List<ImageWithFaceTags>>
-     * Each image includes its detected faces and person names
-     */
-    fun searchImagesByTag(tag: String): Flow<List<ImageWithFaceTags>> {
-        val imagesFlow = if (tag.isBlank()) {
-            imageRepository.getAllImages()
-        } else {
-            imageRepository.findImagesByTag(tag)
+    // Search query with near-match support
+    private val _searchQuery = MutableStateFlow("")
+    val searchQuery: StateFlow<String> = _searchQuery.asStateFlow()
+
+    // Active tag filters (quick chips)
+    private val _activeTagFilters = MutableStateFlow<Set<String>>(emptySet())
+    val activeTagFilters: StateFlow<Set<String>> = _activeTagFilters.asStateFlow()
+
+    // Date range filter
+    private val _dateRange = MutableStateFlow(DateRange.ALL_TIME)
+    val dateRange: StateFlow<DateRange> = _dateRange.asStateFlow()
+
+    // Display mode (simple = names only, verbose = icons + percentages)
+    private val _displayMode = MutableStateFlow(DisplayMode.SIMPLE)
+    val displayMode: StateFlow<DisplayMode> = _displayMode.asStateFlow()
+
+    // Available system tags for quick filters
+    private val _systemTags = MutableStateFlow<List<TagEntity>>(emptyList())
+    val systemTags: StateFlow<List<TagEntity>> = _systemTags.asStateFlow()
+
+    init {
+        loadSystemTags()
     }
 
-        // Transform Flow to include face recognition data
-        return imagesFlow.map { imagesList ->
-            imagesList.map { imageWithEverything ->
-                // Get face tags with person info for this image
+    /**
+     * Main search flow - combines query, tag filters, and date range
+     */
+    fun searchImages(): Flow<List<ImageWithFaceTags>> {
+        return combine(
+            _searchQuery,
+            _activeTagFilters,
+            _dateRange
+        ) { query, tagFilters, dateRange ->
+            Triple(query, tagFilters, dateRange)
+        }.flatMapLatest { (query, tagFilters, dateRange) ->
+
+            channelFlow {
+                // Get matching tags FIRST (suspend call)
+                val matchingTags = if (query.isNotBlank()) {
+                    findMatchingTags(query)
+                } else {
+                    emptyList()
+                }
+
+                // Get base images
+                val imagesFlow = when {
+                    matchingTags.isNotEmpty() -> {
+                        // Search by all matching tags
+                        combine(matchingTags.map { tag ->
+                            imageRepository.findImagesByTag(tag.value)
+                        }) { results ->
+                            results.flatMap { it }.distinctBy { it.image.imageId }
+                        }
+                    }
+                    tagFilters.isNotEmpty() -> {
+                        // Filter by active tags
+                        combine(tagFilters.map { tagValue ->
+                            imageRepository.findImagesByTag(tagValue)
+                        }) { results ->
+                            results.flatMap { it }.distinctBy { it.image.imageId }
+                        }
+                    }
+                    else -> imageRepository.getAllImages()
+                }
+
+                // Apply date filtering and add face data
+                imagesFlow.collect { imagesList ->
+                    val filtered = imagesList
+                        .filter { imageWithEverything ->
+                            isInDateRange(imageWithEverything.image.capturedAt, dateRange)
+                        }
+                        .map { imageWithEverything ->
+                            // Get face tags with person info
                             val tagsWithPersons = faceRecognitionRepository.getFaceTagsWithPersons(
                                 imageWithEverything.image.imageId
                             )
@@ -52,19 +115,174 @@ class SearchViewModel @Inject constructor(
                                 persons = tagsWithPersons.map { it.second }
                             )
                         }
+                        .sortedByDescending { it.image.capturedAt }
+
+                    send(filtered)
                 }
             }
+        }
+    }
+
+    /**
+     * Near-match search: "low" matches "low_res", "gro" matches "group_photo"
+     */
+    private suspend fun findMatchingTags(query: String): List<TagEntity> {
+        val normalizedQuery = query.trim().lowercase()
+
+        // Get all system tags
+        val allTags = tagDao.getByType("SYSTEM")
+
+        // Find tags that contain the query or match it closely
+        return allTags.filter { tag ->
+            val tagValue = tag.value.lowercase()
+
+            // Exact match
+            tagValue == normalizedQuery ||
+                    // Contains match
+                    tagValue.contains(normalizedQuery) ||
+                    // Starts with match
+                    tagValue.startsWith(normalizedQuery) ||
+                    // Fuzzy match (remove underscores and compare)
+                    tagValue.replace("_", "").contains(normalizedQuery.replace("_", ""))
+        }.sortedBy { tag ->
+            // Sort by relevance: exact > starts with > contains
+            when {
+                tag.value.lowercase() == normalizedQuery -> 0
+                tag.value.lowercase().startsWith(normalizedQuery) -> 1
+                else -> 2
+            }
+        }
+    }
+
+    /**
+     * Load available system tags for quick filters
+     */
+    private fun loadSystemTags() {
+        viewModelScope.launch {
+            val tags = tagDao.getByType("SYSTEM")
+
+            // Get usage counts for all tags
+            val tagsWithUsage = tags.map { tag ->
+                tag to tagDao.getTagUsageCount(tag.tagId)
+            }
+
+            // Sort by most commonly used
+            val sortedTags = tagsWithUsage
+                .sortedByDescending { (_, usageCount) -> usageCount }
+                .take(12) // Show top 12 most used tags
+                .map { (tag, _) -> tag }
+
+            _systemTags.value = sortedTags
+        }
+    }
+
+    /**
+     * Update search query
+     */
+    fun setSearchQuery(query: String) {
+        _searchQuery.value = query
+    }
+
+    /**
+     * Toggle a tag filter
+     */
+    fun toggleTagFilter(tagValue: String) {
+        _activeTagFilters.value = if (tagValue in _activeTagFilters.value) {
+            _activeTagFilters.value - tagValue
+        } else {
+            _activeTagFilters.value + tagValue
+        }
+    }
+
+    /**
+     * Clear all tag filters
+     */
+    fun clearTagFilters() {
+        _activeTagFilters.value = emptySet()
+    }
+
+    /**
+     * Set date range filter
+     */
+    fun setDateRange(range: DateRange) {
+        _dateRange.value = range
+    }
+
+    /**
+     * Toggle display mode (simple/verbose)
+     */
+    fun toggleDisplayMode() {
+        _displayMode.value = when (_displayMode.value) {
+            DisplayMode.SIMPLE -> DisplayMode.VERBOSE
+            DisplayMode.VERBOSE -> DisplayMode.SIMPLE
+        }
+    }
+
+    /**
+     * Check if timestamp is in date range
+     */
+    private fun isInDateRange(timestamp: Long, range: DateRange): Boolean {
+        return when (range) {
+            DateRange.ALL_TIME -> true
+            DateRange.TODAY -> isToday(timestamp)
+            DateRange.THIS_WEEK -> isThisWeek(timestamp)
+            DateRange.THIS_MONTH -> isThisMonth(timestamp)
+            DateRange.THIS_YEAR -> isThisYear(timestamp)
+        }
+    }
+
+    private fun isToday(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.DAY_OF_YEAR) == date.get(Calendar.DAY_OF_YEAR)
+    }
+
+    private fun isThisWeek(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.WEEK_OF_YEAR) == date.get(Calendar.WEEK_OF_YEAR)
+    }
+
+    private fun isThisMonth(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR) &&
+                today.get(Calendar.MONTH) == date.get(Calendar.MONTH)
+    }
+
+    private fun isThisYear(timestamp: Long): Boolean {
+        val today = Calendar.getInstance()
+        val date = Calendar.getInstance().apply { timeInMillis = timestamp }
+        return today.get(Calendar.YEAR) == date.get(Calendar.YEAR)
+    }
 }
 
 /**
  * Data class containing image with face recognition data
- *
- * @property image The image entity
- * @property faceTags Face tags detected in this image
- * @property persons Person entities (parallel to faceTags)
  */
 data class ImageWithFaceTags(
     val image: ImageEntity,
     val faceTags: List<PhotoFaceTagEntity>,
     val persons: List<PersonEntity>
 )
+
+/**
+ * Date range filters
+ */
+enum class DateRange(val displayName: String) {
+    ALL_TIME("All Time"),
+    TODAY("Today"),
+    THIS_WEEK("This Week"),
+    THIS_MONTH("This Month"),
+    THIS_YEAR("This Year")
+}
+
+/**
+ * Display modes for photo tags
+ */
+enum class DisplayMode {
+    SIMPLE,    // Just person names
+    VERBOSE    // Names + icons + confidence percentages
+}

app/src/main/java/com/placeholder/sherpai2/ui/tags/Tagmanagementscreen.kt

@@ -0,0 +1,624 @@
+package com.placeholder.sherpai2.ui.tags
+
+import androidx.compose.animation.AnimatedVisibility
+import androidx.compose.animation.expandVertically
+import androidx.compose.animation.fadeIn
+import androidx.compose.animation.fadeOut
+import androidx.compose.animation.shrinkVertically
+import androidx.compose.foundation.background
+import androidx.compose.foundation.clickable
+import androidx.compose.foundation.layout.*
+import androidx.compose.foundation.lazy.LazyColumn
+import androidx.compose.foundation.lazy.items
+import androidx.compose.foundation.shape.RoundedCornerShape
+import androidx.compose.material.icons.Icons
+import androidx.compose.material.icons.filled.*
+import androidx.compose.material3.*
+import androidx.compose.runtime.*
+import androidx.compose.ui.Alignment
+import androidx.compose.ui.Modifier
+import androidx.compose.ui.graphics.Brush
+import androidx.compose.ui.graphics.vector.ImageVector
+import androidx.compose.ui.text.font.FontWeight
+import androidx.compose.ui.unit.dp
+import androidx.hilt.navigation.compose.hiltViewModel
+import com.placeholder.sherpai2.data.local.entity.TagWithUsage
+
+@Composable
+fun TagManagementScreen(
+    viewModel: TagManagementViewModel = hiltViewModel()
+) {
+    val uiState by viewModel.uiState.collectAsState()
+    val scanningState by viewModel.scanningState.collectAsState()
+
+    var showAddTagDialog by remember { mutableStateOf(false) }
+    var showScanMenu by remember { mutableStateOf(false) }
+    var searchQuery by remember { mutableStateOf("") }
+
+    Scaffold(
+        floatingActionButton = {
+            // Single extended FAB with dropdown menu
+            var showMenu by remember { mutableStateOf(false) }
+
+            Column(
+                horizontalAlignment = Alignment.End,
+                verticalArrangement = Arrangement.spacedBy(8.dp)
+            ) {
+                // Dropdown menu for scan options
+                if (showMenu) {
+                    Card(
+                        modifier = Modifier.width(180.dp),
+                        elevation = CardDefaults.cardElevation(defaultElevation = 4.dp)
+                    ) {
+                        Column {
+                            ListItem(
+                                headlineContent = { Text("Scan All", style = MaterialTheme.typography.bodyMedium) },
+                                leadingContent = {
+                                    Icon(
+                                        Icons.Default.AutoFixHigh,
+                                        null,
+                                        tint = MaterialTheme.colorScheme.primary,
+                                        modifier = Modifier.size(20.dp)
+                                    )
+                                },
+                                modifier = Modifier.clickable {
+                                    viewModel.scanForAllTags()
+                                    showMenu = false
+                                }
+                            )
+                            ListItem(
+                                headlineContent = { Text("Base Tags", style = MaterialTheme.typography.bodyMedium) },
+                                leadingContent = {
+                                    Icon(
+                                        Icons.Default.PhotoCamera,
+                                        null,
+                                        tint = MaterialTheme.colorScheme.primary,
+                                        modifier = Modifier.size(20.dp)
+                                    )
+                                },
+                                modifier = Modifier.clickable {
+                                    viewModel.scanForBaseTags()
+                                    showMenu = false
+                                }
+                            )
+                            ListItem(
+                                headlineContent = { Text("Relationships", style = MaterialTheme.typography.bodyMedium) },
+                                leadingContent = {
+                                    Icon(
+                                        Icons.Default.People,
+                                        null,
+                                        tint = MaterialTheme.colorScheme.primary,
+                                        modifier = Modifier.size(20.dp)
+                                    )
+                                },
+                                modifier = Modifier.clickable {
+                                    viewModel.scanForRelationshipTags()
+                                    showMenu = false
+                                }
+                            )
+                            ListItem(
+                                headlineContent = { Text("Birthdays", style = MaterialTheme.typography.bodyMedium) },
+                                leadingContent = {
+                                    Icon(
+                                        Icons.Default.Cake,
+                                        null,
+                                        tint = MaterialTheme.colorScheme.primary,
+                                        modifier = Modifier.size(20.dp)
+                                    )
+                                },
+                                modifier = Modifier.clickable {
+                                    viewModel.scanForBirthdayTags()
+                                    showMenu = false
+                                }
+                            )
+                        }
+                    }
+                }
+
+                // Main FAB
+                ExtendedFloatingActionButton(
+                    onClick = { showMenu = !showMenu },
+                    icon = {
+                        Icon(
+                            if (showMenu) Icons.Default.Close else Icons.Default.AutoFixHigh,
+                            "Scan"
+                        )
+                    },
+                    text = { Text(if (showMenu) "Close" else "Scan Tags") }
+                )
+            }
+        }
+    ) { paddingValues ->
+        Column(
+            modifier = Modifier
+                .fillMaxSize()
+                .padding(paddingValues)
+        ) {
+            // Stats Bar
+            StatsBar(uiState)
+
+            // Search Bar
+            SearchBar(
+                searchQuery = searchQuery,
+                onSearchChange = {
+                    searchQuery = it
+                    viewModel.searchTags(it)
+                }
+            )
+
+            // Scanning Progress
+            AnimatedVisibility(
+                visible = scanningState !is TagManagementViewModel.TagScanningState.Idle,
+                enter = expandVertically() + fadeIn(),
+                exit = shrinkVertically() + fadeOut()
+            ) {
+                ScanningProgress(scanningState, viewModel)
+            }
+
+            // Tag List
+            when (val state = uiState) {
+                is TagManagementViewModel.TagUiState.Loading -> {
+                    Box(
+                        modifier = Modifier.fillMaxSize(),
+                        contentAlignment = Alignment.Center
+                    ) {
+                        CircularProgressIndicator()
+                    }
+                }
+                is TagManagementViewModel.TagUiState.Success -> {
+                    TagList(
+                        tags = state.tags,
+                        onDeleteTag = { viewModel.deleteTag(it) }
+                    )
+                }
+                is TagManagementViewModel.TagUiState.Error -> {
+                    Box(
+                        modifier = Modifier.fillMaxSize(),
+                        contentAlignment = Alignment.Center
+                    ) {
+                        Text(
+                            text = state.message,
+                            color = MaterialTheme.colorScheme.error
+                        )
+                    }
+                }
+            }
+        }
+    }
+
+    // Add Tag Dialog
+    if (showAddTagDialog) {
+        AddTagDialog(
+            onDismiss = { showAddTagDialog = false },
+            onConfirm = { tagName ->
+                viewModel.createUserTag(tagName)
+                showAddTagDialog = false
+            }
+        )
+    }
+
+    // Scan Menu
+    if (showScanMenu) {
+        ScanMenuDialog(
+            onDismiss = { showScanMenu = false },
+            onScanSelected = { scanType ->
+                when (scanType) {
+                    TagManagementViewModel.ScanType.BASE_TAGS -> viewModel.scanForBaseTags()
+                    TagManagementViewModel.ScanType.RELATIONSHIP_TAGS -> viewModel.scanForRelationshipTags()
+                    TagManagementViewModel.ScanType.BIRTHDAY_TAGS -> viewModel.scanForBirthdayTags()
+                    TagManagementViewModel.ScanType.SCENE_TAGS -> viewModel.scanForSceneTags()
+                    TagManagementViewModel.ScanType.ALL -> viewModel.scanForAllTags()
+                }
+                showScanMenu = false
+            }
+        )
+    }
+}
+
+@Composable
+private fun StatsBar(uiState: TagManagementViewModel.TagUiState) {
+    if (uiState is TagManagementViewModel.TagUiState.Success) {
+        Card(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(16.dp),
+            colors = CardDefaults.cardColors(
+                containerColor = MaterialTheme.colorScheme.primaryContainer
+            )
+        ) {
+            Row(
+                modifier = Modifier
+                    .fillMaxWidth()
+                    .padding(16.dp),
+                horizontalArrangement = Arrangement.SpaceAround
+            ) {
+                StatItem("Total", uiState.totalTags.toString(), Icons.Default.Label)
+                StatItem("System", uiState.systemTags.toString(), Icons.Default.AutoAwesome)
+                StatItem("User", uiState.userTags.toString(), Icons.Default.PersonOutline)
+            }
+        }
+    }
+}
+
+@Composable
+private fun StatItem(label: String, value: String, icon: ImageVector) {
+    Column(horizontalAlignment = Alignment.CenterHorizontally) {
+        Icon(
+            imageVector = icon,
+            contentDescription = null,
+            tint = MaterialTheme.colorScheme.primary,
+            modifier = Modifier.size(24.dp)
+        )
+        Spacer(modifier = Modifier.height(4.dp))
+        Text(
+            text = value,
+            style = MaterialTheme.typography.headlineSmall,
+            fontWeight = FontWeight.Bold
+        )
+        Text(
+            text = label,
+            style = MaterialTheme.typography.bodySmall,
+            color = MaterialTheme.colorScheme.onSurfaceVariant
+        )
+    }
+}
+
+@Composable
+private fun SearchBar(
+    searchQuery: String,
+    onSearchChange: (String) -> Unit
+) {
+    OutlinedTextField(
+        value = searchQuery,
+        onValueChange = onSearchChange,
+        modifier = Modifier
+            .fillMaxWidth()
+            .padding(horizontal = 16.dp),
+        placeholder = { Text("Search tags...") },
+        leadingIcon = { Icon(Icons.Default.Search, "Search") },
+        trailingIcon = {
+            if (searchQuery.isNotEmpty()) {
+                IconButton(onClick = { onSearchChange("") }) {
+                    Icon(Icons.Default.Clear, "Clear")
+                }
+            }
+        },
+        singleLine = true
+    )
+}
+
+@Composable
+private fun ScanningProgress(
+    scanningState: TagManagementViewModel.TagScanningState,
+    viewModel: TagManagementViewModel
+) {
+    Card(
+        modifier = Modifier
+            .fillMaxWidth()
+            .padding(16.dp),
+        colors = CardDefaults.cardColors(
+            containerColor = MaterialTheme.colorScheme.secondaryContainer
+        )
+    ) {
+        Column(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(16.dp)
+        ) {
+            when (scanningState) {
+                is TagManagementViewModel.TagScanningState.Scanning -> {
+                    Text(
+                        text = "Scanning: ${scanningState.scanType.name.replace("_", " ")}",
+                        style = MaterialTheme.typography.titleMedium,
+                        fontWeight = FontWeight.Bold
+                    )
+                    Spacer(modifier = Modifier.height(8.dp))
+                    LinearProgressIndicator(
+                        progress = { scanningState.progress.toFloat() / scanningState.total.toFloat() },
+                        modifier = Modifier.fillMaxWidth(),
+                    )
+                    Spacer(modifier = Modifier.height(4.dp))
+                    Text(
+                        text = "${scanningState.progress} / ${scanningState.total} images",
+                        style = MaterialTheme.typography.bodySmall
+                    )
+                    Text(
+                        text = "Tags applied: ${scanningState.tagsApplied}",
+                        style = MaterialTheme.typography.bodySmall,
+                        color = MaterialTheme.colorScheme.primary
+                    )
+                }
+                is TagManagementViewModel.TagScanningState.Complete -> {
+                    Row(
+                        modifier = Modifier.fillMaxWidth(),
+                        horizontalArrangement = Arrangement.SpaceBetween,
+                        verticalAlignment = Alignment.CenterVertically
+                    ) {
+                        Column {
+                            Text(
+                                text = "✓ Scan Complete",
+                                style = MaterialTheme.typography.titleMedium,
+                                fontWeight = FontWeight.Bold,
+                                color = MaterialTheme.colorScheme.primary
+                            )
+                            Text(
+                                text = "${scanningState.tagsApplied} tags applied to ${scanningState.imagesProcessed} images",
+                                style = MaterialTheme.typography.bodySmall
+                            )
+                        }
+                        IconButton(onClick = { viewModel.resetScanningState() }) {
+                            Icon(Icons.Default.Close, "Close")
+                        }
+                    }
+                }
+                is TagManagementViewModel.TagScanningState.Error -> {
+                    Row(
+                        modifier = Modifier.fillMaxWidth(),
+                        horizontalArrangement = Arrangement.SpaceBetween,
+                        verticalAlignment = Alignment.CenterVertically
+                    ) {
+                        Text(
+                            text = "Error: ${scanningState.message}",
+                            style = MaterialTheme.typography.bodyMedium,
+                            color = MaterialTheme.colorScheme.error
+                        )
+                        IconButton(onClick = { viewModel.resetScanningState() }) {
+                            Icon(Icons.Default.Close, "Close")
+                        }
+                    }
+                }
+                else -> { /* Idle - don't show */ }
+            }
+        }
+    }
+}
+
+@Composable
+private fun TagList(
+    tags: List<TagWithUsage>,
+    onDeleteTag: (String) -> Unit
+) {
+    LazyColumn(
+        modifier = Modifier.fillMaxSize(),
+        contentPadding = PaddingValues(16.dp),
+        verticalArrangement = Arrangement.spacedBy(8.dp)
+    ) {
+        items(tags, key = { it.tagId }) { tag ->
+            TagListItem(tag, onDeleteTag)
+        }
+    }
+}
+
+@Composable
+private fun TagListItem(
+    tag: TagWithUsage,
+    onDeleteTag: (String) -> Unit
+) {
+    var showDeleteConfirm by remember { mutableStateOf(false) }
+
+    Card(
+        modifier = Modifier.fillMaxWidth(),
+        onClick = { /* TODO: Navigate to images with this tag */ }
+    ) {
+        Row(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(16.dp),
+            horizontalArrangement = Arrangement.SpaceBetween,
+            verticalAlignment = Alignment.CenterVertically
+        ) {
+            Row(
+                horizontalArrangement = Arrangement.spacedBy(12.dp),
+                verticalAlignment = Alignment.CenterVertically
+            ) {
+                // Tag type icon
+                Icon(
+                    imageVector = if (tag.type == "SYSTEM") Icons.Default.AutoAwesome else Icons.Default.Label,
+                    contentDescription = null,
+                    tint = if (tag.type == "SYSTEM")
+                        MaterialTheme.colorScheme.secondary
+                    else
+                        MaterialTheme.colorScheme.primary
+                )
+
+                Column {
+                    Text(
+                        text = tag.value,
+                        style = MaterialTheme.typography.titleMedium,
+                        fontWeight = FontWeight.Medium
+                    )
+                    Text(
+                        text = if (tag.type == "SYSTEM") "System tag" else "User tag",
+                        style = MaterialTheme.typography.bodySmall,
+                        color = MaterialTheme.colorScheme.onSurfaceVariant
+                    )
+                }
+            }
+
+            Row(
+                horizontalArrangement = Arrangement.spacedBy(8.dp),
+                verticalAlignment = Alignment.CenterVertically
+            ) {
+                // Usage count badge
+                Surface(
+                    shape = RoundedCornerShape(12.dp),
+                    color = MaterialTheme.colorScheme.primaryContainer
+                ) {
+                    Text(
+                        text = tag.usageCount.toString(),
+                        modifier = Modifier.padding(horizontal = 12.dp, vertical = 6.dp),
+                        style = MaterialTheme.typography.labelMedium,
+                        fontWeight = FontWeight.Bold,
+                        color = MaterialTheme.colorScheme.onPrimaryContainer
+                    )
+                }
+
+                // Delete button (only for user tags)
+                if (tag.type == "GENERIC") {
+                    IconButton(onClick = { showDeleteConfirm = true }) {
+                        Icon(
+                            Icons.Default.Delete,
+                            contentDescription = "Delete tag",
+                            tint = MaterialTheme.colorScheme.error
+                        )
+                    }
+                }
+            }
+        }
+    }
+
+    if (showDeleteConfirm) {
+        AlertDialog(
+            onDismissRequest = { showDeleteConfirm = false },
+            title = { Text("Delete Tag?") },
+            text = { Text("Are you sure you want to delete '${tag.value}'? This will remove it from ${tag.usageCount} images.") },
+            confirmButton = {
+                TextButton(
+                    onClick = {
+                        onDeleteTag(tag.tagId)
+                        showDeleteConfirm = false
+                    }
+                ) {
+                    Text("Delete", color = MaterialTheme.colorScheme.error)
+                }
+            },
+            dismissButton = {
+                TextButton(onClick = { showDeleteConfirm = false }) {
+                    Text("Cancel")
+                }
+            }
+        )
+    }
+}
+
+@Composable
+private fun AddTagDialog(
+    onDismiss: () -> Unit,
+    onConfirm: (String) -> Unit
+) {
+    var tagName by remember { mutableStateOf("") }
+
+    AlertDialog(
+        onDismissRequest = onDismiss,
+        title = { Text("Add New Tag") },
+        text = {
+            OutlinedTextField(
+                value = tagName,
+                onValueChange = { tagName = it },
+                label = { Text("Tag name") },
+                singleLine = true,
+                modifier = Modifier.fillMaxWidth()
+            )
+        },
+        confirmButton = {
+            TextButton(
+                onClick = { onConfirm(tagName) },
+                enabled = tagName.isNotBlank()
+            ) {
+                Text("Add")
+            }
+        },
+        dismissButton = {
+            TextButton(onClick = onDismiss) {
+                Text("Cancel")
+            }
+        }
+    )
+}
+
+@Composable
+private fun ScanMenuDialog(
+    onDismiss: () -> Unit,
+    onScanSelected: (TagManagementViewModel.ScanType) -> Unit
+) {
+    AlertDialog(
+        onDismissRequest = onDismiss,
+        title = { Text("Scan for Tags") },
+        text = {
+            Column(
+                verticalArrangement = Arrangement.spacedBy(8.dp)
+            ) {
+                ScanOption(
+                    title = "Base Tags",
+                    description = "Face count, orientation, time, quality",
+                    icon = Icons.Default.PhotoCamera,
+                    onClick = { onScanSelected(TagManagementViewModel.ScanType.BASE_TAGS) }
+                )
+                ScanOption(
+                    title = "Relationship Tags",
+                    description = "Family, friends, colleagues",
+                    icon = Icons.Default.People,
+                    onClick = { onScanSelected(TagManagementViewModel.ScanType.RELATIONSHIP_TAGS) }
+                )
+                ScanOption(
+                    title = "Birthday Tags",
+                    description = "Photos near birthdays",
+                    icon = Icons.Default.Cake,
+                    onClick = { onScanSelected(TagManagementViewModel.ScanType.BIRTHDAY_TAGS) }
+                )
+                ScanOption(
+                    title = "Scene Tags",
+                    description = "Indoor/outdoor detection",
+                    icon = Icons.Default.Landscape,
+                    onClick = { onScanSelected(TagManagementViewModel.ScanType.SCENE_TAGS) }
+                )
+                Divider()
+                ScanOption(
+                    title = "Scan All",
+                    description = "Run all scans",
+                    icon = Icons.Default.AutoFixHigh,
+                    onClick = { onScanSelected(TagManagementViewModel.ScanType.ALL) }
+                )
+            }
+        },
+        confirmButton = {
+            TextButton(onClick = onDismiss) {
+                Text("Cancel")
+            }
+        }
+    )
+}
+
+@Composable
+private fun ScanOption(
+    title: String,
+    description: String,
+    icon: ImageVector,
+    onClick: () -> Unit
+) {
+    Card(
+        modifier = Modifier
+            .fillMaxWidth()
+            .clickable(onClick = onClick),
+        colors = CardDefaults.cardColors(
+            containerColor = MaterialTheme.colorScheme.surfaceVariant
+        )
+    ) {
+        Row(
+            modifier = Modifier
+                .fillMaxWidth()
+                .padding(16.dp),
+            horizontalArrangement = Arrangement.spacedBy(12.dp),
+            verticalAlignment = Alignment.CenterVertically
+        ) {
+            Icon(
+                imageVector = icon,
+                contentDescription = null,
+                tint = MaterialTheme.colorScheme.primary,
+                modifier = Modifier.size(32.dp)
+            )
+            Column {
+                Text(
+                    text = title,
+                    style = MaterialTheme.typography.titleMedium,
+                    fontWeight = FontWeight.Medium
+                )
+                Text(
+                    text = description,
+                    style = MaterialTheme.typography.bodySmall,
+                    color = MaterialTheme.colorScheme.onSurfaceVariant
+                )
+            }
+        }
+    }
+}

app/src/main/java/com/placeholder/sherpai2/ui/tags/Tagmanagementviewmodel.kt

@@ -0,0 +1,398 @@
+package com.placeholder.sherpai2.ui.tags
+
+import android.app.Application
+import android.graphics.BitmapFactory
+import android.net.Uri
+import androidx.lifecycle.AndroidViewModel
+import androidx.lifecycle.viewModelScope
+import com.google.mlkit.vision.common.InputImage
+import com.google.mlkit.vision.face.FaceDetection
+import com.google.mlkit.vision.face.FaceDetectorOptions
+import com.placeholder.sherpai2.data.local.dao.ImageTagDao
+import com.placeholder.sherpai2.data.local.dao.TagDao
+import com.placeholder.sherpai2.data.local.entity.TagEntity
+import com.placeholder.sherpai2.data.local.entity.TagWithUsage
+import com.placeholder.sherpai2.data.repository.DetectedFace
+import com.placeholder.sherpai2.data.service.AutoTaggingService
+import com.placeholder.sherpai2.domain.repository.ImageRepository
+import com.placeholder.sherpai2.util.DiagnosticLogger
+import dagger.hilt.android.lifecycle.HiltViewModel
+import kotlinx.coroutines.Dispatchers
+import kotlinx.coroutines.flow.MutableStateFlow
+import kotlinx.coroutines.flow.StateFlow
+import kotlinx.coroutines.flow.asStateFlow
+import kotlinx.coroutines.flow.first
+import kotlinx.coroutines.launch
+import kotlinx.coroutines.withContext
+import kotlinx.coroutines.tasks.await
+import javax.inject.Inject
+
+@HiltViewModel
+class TagManagementViewModel @Inject constructor(
+    application: Application,
+    private val tagDao: TagDao,
+    private val imageTagDao: ImageTagDao,
+    private val imageRepository: ImageRepository,
+    private val autoTaggingService: AutoTaggingService
+) : AndroidViewModel(application) {
+
+    private val _uiState = MutableStateFlow<TagUiState>(TagUiState.Loading)
+    val uiState: StateFlow<TagUiState> = _uiState.asStateFlow()
+
+    private val _scanningState = MutableStateFlow<TagScanningState>(TagScanningState.Idle)
+    val scanningState: StateFlow<TagScanningState> = _scanningState.asStateFlow()
+
+    private val faceDetector by lazy {
+        val options = FaceDetectorOptions.Builder()
+            .setPerformanceMode(FaceDetectorOptions.PERFORMANCE_MODE_ACCURATE)
+            .setLandmarkMode(FaceDetectorOptions.LANDMARK_MODE_NONE)
+            .setClassificationMode(FaceDetectorOptions.CLASSIFICATION_MODE_NONE)
+            .setMinFaceSize(0.10f)
+            .build()
+        FaceDetection.getClient(options)
+    }
+
+    sealed class TagUiState {
+        object Loading : TagUiState()
+        data class Success(
+            val tags: List<TagWithUsage>,
+            val totalTags: Int,
+            val systemTags: Int,
+            val userTags: Int
+        ) : TagUiState()
+        data class Error(val message: String) : TagUiState()
+    }
+
+    sealed class TagScanningState {
+        object Idle : TagScanningState()
+        data class Scanning(
+            val scanType: ScanType,
+            val progress: Int,
+            val total: Int,
+            val tagsApplied: Int,
+            val currentImage: String = ""
+        ) : TagScanningState()
+        data class Complete(
+            val scanType: ScanType,
+            val imagesProcessed: Int,
+            val tagsApplied: Int,
+            val newTagsCreated: Int = 0
+        ) : TagScanningState()
+        data class Error(val message: String) : TagScanningState()
+    }
+
+    enum class ScanType {
+        BASE_TAGS,          // Face count, orientation, resolution, time-of-day
+        RELATIONSHIP_TAGS,  // Family, friend, colleague from person entities
+        BIRTHDAY_TAGS,      // Birthday tags for DOB matches
+        SCENE_TAGS,         // Indoor/outdoor estimation
+        ALL                 // Run all scans
+    }
+
+    init {
+        loadTags()
+    }
+
+    fun loadTags() {
+        viewModelScope.launch {
+            try {
+                _uiState.value = TagUiState.Loading
+
+                val tagsWithUsage = tagDao.getMostUsedTags(1000) // Get all tags
+                val systemTags = tagsWithUsage.count { it.type == "SYSTEM" }
+                val userTags = tagsWithUsage.count { it.type == "GENERIC" }
+
+                _uiState.value = TagUiState.Success(
+                    tags = tagsWithUsage,
+                    totalTags = tagsWithUsage.size,
+                    systemTags = systemTags,
+                    userTags = userTags
+                )
+
+            } catch (e: Exception) {
+                _uiState.value = TagUiState.Error(
+                    e.message ?: "Failed to load tags"
+                )
+            }
+        }
+    }
+
+    fun createUserTag(tagName: String) {
+        viewModelScope.launch {
+            try {
+                val trimmedName = tagName.trim().lowercase()
+                if (trimmedName.isEmpty()) {
+                    _uiState.value = TagUiState.Error("Tag name cannot be empty")
+                    return@launch
+                }
+
+                // Check if tag already exists
+                val existing = tagDao.getByValue(trimmedName)
+                if (existing != null) {
+                    _uiState.value = TagUiState.Error("Tag '$trimmedName' already exists")
+                    return@launch
+                }
+
+                val newTag = TagEntity.createUserTag(trimmedName)
+                tagDao.insert(newTag)
+
+                loadTags()
+            } catch (e: Exception) {
+                _uiState.value = TagUiState.Error(
+                    "Failed to create tag: ${e.message}"
+                )
+            }
+        }
+    }
+
+    fun deleteTag(tagId: String) {
+        viewModelScope.launch {
+            try {
+                tagDao.delete(tagId)
+                loadTags()
+            } catch (e: Exception) {
+                _uiState.value = TagUiState.Error(
+                    "Failed to delete tag: ${e.message}"
+                )
+            }
+        }
+    }
+
+    fun searchTags(query: String) {
+        viewModelScope.launch {
+            try {
+                val results = if (query.isBlank()) {
+                    tagDao.getMostUsedTags(1000)
+                } else {
+                    tagDao.searchTagsWithUsage(query, 100)
+                }
+
+                val systemTags = results.count { it.type == "SYSTEM" }
+                val userTags = results.count { it.type == "GENERIC" }
+
+                _uiState.value = TagUiState.Success(
+                    tags = results,
+                    totalTags = results.size,
+                    systemTags = systemTags,
+                    userTags = userTags
+                )
+            } catch (e: Exception) {
+                _uiState.value = TagUiState.Error("Search failed: ${e.message}")
+            }
+        }
+    }
+
+    // ======================
+    // AUTO-TAGGING SCANS
+    // ======================
+
+    /**
+     * Scan library for base tags (face count, orientation, time, quality, scene)
+     */
+    fun scanForBaseTags() {
+        performScan(ScanType.BASE_TAGS)
+    }
+
+    /**
+     * Scan for relationship tags (family, friend, colleague)
+     */
+    fun scanForRelationshipTags() {
+        performScan(ScanType.RELATIONSHIP_TAGS)
+    }
+
+    /**
+     * Scan for birthday tags
+     */
+    fun scanForBirthdayTags() {
+        performScan(ScanType.BIRTHDAY_TAGS)
+    }
+
+    /**
+     * Scan for scene tags (indoor/outdoor)
+     */
+    fun scanForSceneTags() {
+        performScan(ScanType.SCENE_TAGS)
+    }
+
+    /**
+     * Scan for ALL tags
+     */
+    fun scanForAllTags() {
+        performScan(ScanType.ALL)
+    }
+
+    private fun performScan(scanType: ScanType) {
+        viewModelScope.launch {
+            try {
+                DiagnosticLogger.i("=== STARTING TAG SCAN: $scanType ===")
+
+                _scanningState.value = TagScanningState.Scanning(
+                    scanType = scanType,
+                    progress = 0,
+                    total = 0,
+                    tagsApplied = 0
+                )
+
+                val allImages = imageRepository.getAllImages().first()
+                var tagsApplied = 0
+                var newTagsCreated = 0
+
+                DiagnosticLogger.i("Processing ${allImages.size} images")
+
+                allImages.forEachIndexed { index, imageWithEverything ->
+                    val image = imageWithEverything.image
+
+                    _scanningState.value = TagScanningState.Scanning(
+                        scanType = scanType,
+                        progress = index + 1,
+                        total = allImages.size,
+                        tagsApplied = tagsApplied,
+                        currentImage = image.imageId.take(8)
+                    )
+
+                    when (scanType) {
+                        ScanType.BASE_TAGS -> {
+                            tagsApplied += scanImageForBaseTags(image.imageUri, image)
+                        }
+                        ScanType.SCENE_TAGS -> {
+                            tagsApplied += scanImageForSceneTags(image.imageUri, image)
+                        }
+                        ScanType.RELATIONSHIP_TAGS -> {
+                            // Handled at person level, not per-image
+                        }
+                        ScanType.BIRTHDAY_TAGS -> {
+                            // Handled at person level, not per-image
+                        }
+                        ScanType.ALL -> {
+                            tagsApplied += scanImageForBaseTags(image.imageUri, image)
+                            tagsApplied += scanImageForSceneTags(image.imageUri, image)
+                        }
+                    }
+                }
+
+                // Handle person-level scans
+                if (scanType == ScanType.RELATIONSHIP_TAGS || scanType == ScanType.ALL) {
+                    DiagnosticLogger.i("Scanning relationship tags...")
+                    tagsApplied += autoTaggingService.autoTagAllRelationships()
+                }
+
+                if (scanType == ScanType.BIRTHDAY_TAGS || scanType == ScanType.ALL) {
+                    DiagnosticLogger.i("Scanning birthday tags...")
+                    tagsApplied += autoTaggingService.autoTagAllBirthdays(daysRange = 3)
+                }
+
+                DiagnosticLogger.i("=== SCAN COMPLETE ===")
+                DiagnosticLogger.i("Images processed: ${allImages.size}")
+                DiagnosticLogger.i("Tags applied: $tagsApplied")
+
+                _scanningState.value = TagScanningState.Complete(
+                    scanType = scanType,
+                    imagesProcessed = allImages.size,
+                    tagsApplied = tagsApplied,
+                    newTagsCreated = newTagsCreated
+                )
+
+                loadTags()
+
+            } catch (e: Exception) {
+                DiagnosticLogger.e("Scan failed", e)
+                _scanningState.value = TagScanningState.Error(
+                    "Scan failed: ${e.message}"
+                )
+            }
+        }
+    }
+
+    private suspend fun scanImageForBaseTags(
+        imageUri: String,
+        image: com.placeholder.sherpai2.data.local.entity.ImageEntity
+    ): Int = withContext(Dispatchers.Default) {
+        try {
+            val uri = Uri.parse(imageUri)
+            val inputStream = getApplication<Application>().contentResolver.openInputStream(uri)
+            val bitmap = BitmapFactory.decodeStream(inputStream)
+            inputStream?.close()
+
+            if (bitmap == null) return@withContext 0
+
+            // Detect faces
+            val detectedFaces = detectFaces(bitmap)
+
+            // Auto-tag with base tags
+            autoTaggingService.autoTagImage(image, bitmap, detectedFaces)
+
+        } catch (e: Exception) {
+            DiagnosticLogger.e("Base tag scan failed for $imageUri", e)
+            0
+        }
+    }
+
+    private suspend fun scanImageForSceneTags(
+        imageUri: String,
+        image: com.placeholder.sherpai2.data.local.entity.ImageEntity
+    ): Int = withContext(Dispatchers.Default) {
+        try {
+            val uri = Uri.parse(imageUri)
+            val inputStream = getApplication<Application>().contentResolver.openInputStream(uri)
+            val bitmap = BitmapFactory.decodeStream(inputStream)
+            inputStream?.close()
+
+            if (bitmap == null) return@withContext 0
+
+            // Only auto-tag scene tags (indoor/outdoor already included in autoTagImage)
+            // This is a subset of base tags, so we don't need separate logic
+            0
+
+        } catch (e: Exception) {
+            DiagnosticLogger.e("Scene tag scan failed for $imageUri", e)
+            0
+        }
+    }
+
+    private suspend fun detectFaces(bitmap: android.graphics.Bitmap): List<DetectedFace> = withContext(Dispatchers.Default) {
+        try {
+            val image = InputImage.fromBitmap(bitmap, 0)
+            val faces = faceDetector.process(image).await()
+
+            faces.mapNotNull { face ->
+                val boundingBox = face.boundingBox
+
+                val croppedFace = try {
+                    val left = boundingBox.left.coerceAtLeast(0)
+                    val top = boundingBox.top.coerceAtLeast(0)
+                    val width = boundingBox.width().coerceAtMost(bitmap.width - left)
+                    val height = boundingBox.height().coerceAtMost(bitmap.height - top)
+
+                    if (width > 0 && height > 0) {
+                        android.graphics.Bitmap.createBitmap(bitmap, left, top, width, height)
+                    } else {
+                        null
+                    }
+                } catch (e: Exception) {
+                    null
+                }
+
+                if (croppedFace != null) {
+                    DetectedFace(
+                        croppedBitmap = croppedFace,
+                        boundingBox = boundingBox
+                    )
+                } else {
+                    null
+                }
+            }
+
+        } catch (e: Exception) {
+            emptyList()
+        }
+    }
+
+    fun resetScanningState() {
+        _scanningState.value = TagScanningState.Idle
+    }
+
+    override fun onCleared() {
+        super.onCleared()
+        faceDetector.close()
+    }
+}