Summary

• Implemented a system-wide privacy lock that automatically hides the studio interface when the OS is locked or when triggered via a new API endpoint.

   Changes
   • Backend edit_api.py:
     • Added a background monitor daemon that uses gdbus to listen for Ubuntu/GNOME screen lock events org.gnome.ScreenSaver.ActiveChanged.
     • Introduced a global _privacy_locked state synchronized across the backend.
     • Added new API endpoints: GET /privacy/status, POST /privacy/lock, and POST /privacy/unlock to allow external triggers e.g., keyboard macros.
     • Updated the static data exporter to include system_status.json, enabling efficient frontend polling.
   • Frontend car.html:
     • Added a 3-second polling mechanism to check for the system lock state.
     • Implemented auto-activation of Privacy Mode and the privacy overlay when a system lock transition is detected.
     • Added a visual toast notification when the app is auto-locked by the system.

   Verification
   • Verified backend code integrity via py_compile.
   • Confirmed that the gdbus monitor command correctly identifies GNOME lock states.
   • Ensured the frontend polling logic correctly handles transitions without redundant UI flickering.

   Notes
   • To map the Logitech Craft multimedia button top left, use a tool like Solaar or Ubuntu's Custom Shortcuts to execute: curl -X POST http://localhost:8500/privacy/lock. This will instantly hide the app regardless of browser focus.

backlog.md

@@ -68,7 +68,8 @@ Scenery:
 - ✅ Fixed: introduce multiple filmstrips (Group, Hidden, Source, Archived with drag-and-drop & bulk selection actions).
 - samengestelde outpaint featurue lijkt niet goed te werken, but individual steps work perfect. 
 - regenerate a single orbit - pose
-- when generating a known pose, we should know roughly the image ratio. Make a pose-table, when a pose is generated store the wireframe and meta data 
+- when generating a known pose, we should know roughly the image ratio. Make a pose-table, when a pose is generated store the wireframe and meta data
+- we can rate an image if its OVER21, manually now in the UI. this is fine, however we want to backfill this TAG for evey image  
 ## refine
 
 - when refresh page, we lose track of current jobs running.

tour-comfy/car.html

@@ -2034,7 +2034,8 @@
                 <!-- Film strip selector tabs -->
                 <div class="filmstrip-selector-tabs" style="display:flex;gap:4px;padding:4px 8px;background:#151515;border-top:1px solid #1a1a1a;align-items:center;justify-content:space-between;flex-shrink:0">
                     <div style="display:flex;gap:4px">
-                        <button onclick="switchFilmstripTab('group')" class="fs-tab active" id="fsTabGroup" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'VISIBLE')">Group Variants</button>
+                        <button onclick="switchFilmstripTab('active')" class="fs-tab active" id="fsTabActive" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'ACTIVE')">Group Active</button>
+                        <button onclick="switchFilmstripTab('group')" class="fs-tab" id="fsTabGroup" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'VISIBLE')">Group Variant</button>
                         <button onclick="switchFilmstripTab('hidden')" class="fs-tab" id="fsTabHidden" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'HIDDEN')">Hidden</button>
                         <button onclick="switchFilmstripTab('source')" class="fs-tab" id="fsTabSource" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'SOURCE')">Source</button>
                         <button onclick="switchFilmstripTab('archived')" class="fs-tab" id="fsTabArchived" ondragover="event.preventDefault()" ondrop="filmstripTabDrop(event, 'ARCHIVED')">Archived</button>
@@ -2108,6 +2109,14 @@
                                 <button class="sb-btn" id="lbEstimate21Btn" onclick="estimate21PlusKeybind()" title="Detect adult 21+ tags (Shortcut: E)">🔞 21+</button>
                             </div>
                             <div class="sb-sep"></div>
+                            <div id="lbPoseInfoWrap" style="display:none;margin-bottom:8px">
+                                <div class="sb-label" style="margin-bottom:4px">Pose information</div>
+                                <div id="lbPoseDescription" style="font-size:11px;color:#888;margin-bottom:6px;line-height:1.4"></div>
+                                <div style="display:flex;justify-content:center;background:#000;border-radius:6px;border:1px solid #333;overflow:hidden;position:relative;height:120px">
+                                    <canvas id="lbPoseInfoCanvas" width="120" height="120" style="max-height:100%;object-fit:contain"></canvas>
+                                </div>
+                            </div>
+                            <div class="sb-sep"></div>
                             <div class="sb-label">Actions</div>
                             <div class="sb-actions" style="margin-bottom:8px">
                                 <button class="sb-btn" onclick="tagCurrentImage()" title="Re-run tagger">Re-tag</button>
@@ -2290,6 +2299,47 @@
         
         // --- HYDRATION_START ---
         const PRELOADED_IMAGES = [
+                        "up_b8c61991_face.png",
+                        "_turntable/bb_01.png/views/view_008_120deg.png",
+                        "_turntable/bb_01.png/views/view_007_105deg.png",
+                        "_turntable/bb_01.png/views/view_006_090deg.png",
+                        "_turntable/bb_01.png/views/view_005_075deg.png",
+                        "_turntable/bb_01.png/views/view_004_060deg.png",
+                        "_turntable/bb_01.png/views/view_003_045deg.png",
+                        "_turntable/bb_01.png/views/view_002_030deg.png",
+                        "_turntable/bb_01.png/views/view_001_015deg.png",
+                        "_turntable/bb_01.png/views/view_000_000deg.png",
+                        "_turntable/up_b8c61991/views/view_023_345deg.png",
+                        "_turntable/up_b8c61991/views/view_022_330deg.png",
+                        "_turntable/up_b8c61991/views/view_021_315deg.png",
+                        "_turntable/up_b8c61991/views/view_020_300deg.png",
+                        "_turntable/up_b8c61991/views/view_019_285deg.png",
+                        "_turntable/up_b8c61991/views/view_018_270deg.png",
+                        "_turntable/up_b8c61991/views/view_017_255deg.png",
+                        "_turntable/up_b8c61991/views/view_016_240deg.png",
+                        "_turntable/up_b8c61991/views/view_015_225deg.png",
+                        "_turntable/up_b8c61991/views/view_014_210deg.png",
+                        "_turntable/up_b8c61991/views/view_013_195deg.png",
+                        "_turntable/up_b8c61991/views/view_012_180deg.png",
+                        "_turntable/up_b8c61991/views/view_011_165deg.png",
+                        "_turntable/up_b8c61991/views/view_010_150deg.png",
+                        "_turntable/up_b8c61991/views/view_009_135deg.png",
+                        "_turntable/up_b8c61991/views/view_008_120deg.png",
+                        "_turntable/up_b8c61991/views/view_007_105deg.png",
+                        "_turntable/up_b8c61991/views/view_006_090deg.png",
+                        "_turntable/up_b8c61991/views/view_005_075deg.png",
+                        "_turntable/up_b8c61991/views/view_004_060deg.png",
+                        "_turntable/up_b8c61991/views/view_003_045deg.png",
+                        "_turntable/up_b8c61991/views/view_002_030deg.png",
+                        "_turntable/up_b8c61991/views/view_001_015deg.png",
+                        "_turntable/up_b8c61991/views/view_000_000deg.png",
+                        "_turntable/pass-1.png/views/view_023_345deg.png",
+                        "_turntable/pass-1.png/views/view_022_330deg.png",
+                        "_turntable/pass-1.png/views/view_021_315deg.png",
+                        "_turntable/pass-1.png/views/view_020_300deg.png",
+                        "_turntable/pass-1.png/views/view_019_285deg.png",
+                        "_turntable/pass-1.png/views/view_018_270deg.png",
+                        "_turntable/pass-1.png/views/view_017_255deg.png",
                         "_turntable/pass-1.png/views/view_016_240deg.png",
                         "_turntable/up_810b587c/views/view_012_180deg.png",
                         "_turntable/up_810b587c/views/view_011_165deg.png",
@@ -2351,8 +2401,8 @@
                         "_turntable/cg_9bb8f3bb/views/view_001_015deg.png",
                         "_turntable/cg_9bb8f3bb/views/view_000_000deg.png",
                         "_turntable/pa01.png/views/view_023_345deg.png",
-                        "20260628_105040_pad_20260627_212800_4_20260627_212658_best_00_person_0.874_2026-06-27_12-18-49.png",
                         "20260628_105307_dup_20260628_105040_pad_20260627_212800_4_20260627_212658_best_00_person_0.874_2026-06-27_12-18-49.png",
+                        "20260628_105040_pad_20260627_212800_4_20260627_212658_best_00_person_0.874_2026-06-27_12-18-49.png",
                         "_turntable/pa01.png/views/view_022_330deg.png",
                         "_turntable/pa01.png/views/view_021_315deg.png",
                         "20260627_212812_5_20260627_212658_best_00_person_0.874_2026-06-27_12-18-49.png",
@@ -5081,8 +5131,8 @@
                         "20260625_021910_image.png",
                         "20260625_021702_sc_image.png",
                         "20260625_021615_sc_image.png",
-                        "20260625_015711_sc_image.png",
                         "20260625_020212_dup_20260625_015711_sc_image.png",
+                        "20260625_015711_sc_image.png",
                         "20260625_015711_sc_image.nobg.png",
                         "20260625_015900_sc_image.png",
                         "20260625_015413_sc_image.png",
@@ -5269,9 +5319,9 @@
                         "20260624_183010_0_20260624_182958_image.png",
                         "20260624_182958_image.png",
                         "20260624_174900_image.png",
+                        "20260624_175711_dup_20260624_174943_dup_20260624_173115_image.png",
                         "20260624_173115_image.png",
                         "20260624_174943_dup_20260624_173115_image.png",
-                        "20260624_175711_dup_20260624_174943_dup_20260624_173115_image.png",
                         "20260624_174757_image.png",
                         "20260624_174442_image.png",
                         "20260624_172923_image.nobg.png",
@@ -5778,8 +5828,8 @@
                         "20260622_193411_1_20260622_193118_image.png",
                         "20260622_193354_0_20260622_193118_image.png",
                         "20260622_193118_image.png",
-                        "20260622_181910_0_20260619_124038_image.png",
                         "20260622_212012_dup_20260622_181910_0_20260619_124038_image.png",
+                        "20260622_181910_0_20260619_124038_image.png",
                         "20260622_181734_0_20260619_124038_image.png",
                         "20260622_181720_0_20260619_124038_image.png",
                         "20260622_181634_0_20260619_124038_image.png",
@@ -6121,8 +6171,8 @@
                         "20260620_152017_image.png",
                         "20260618_013452_out4.png",
                         "20260620_025959_out4.png",
-                        "20260622_021658_dup_20260621_212650_image.png",
                         "20260621_212650_image.png",
+                        "20260622_021658_dup_20260621_212650_image.png",
                         "20260621_210130_0_20260621_205151_image.png",
                         "20260621_210118_0_20260621_205151_image.png",
                         "20260621_210107_0_20260621_205151_image.png",
@@ -7040,6 +7090,8 @@
         let filePrompts     = {};       // filename → generation prompt
         let fileHidden      = {};       // filename → boolean (hidden from cycling)
         let fileArchived    = {};       // filename → boolean
+        let filePoseDescription = {};   // filename → human readable string
+        let filePoseSkeleton    = {};   // filename → JSON string (COCO-17 keypoints)
         let fileTags        = {};       // filename → array of strings
         let fileIsSource    = {};       // filename → boolean
         let _archiveViewActive = false; // when true, show archived items only
@@ -7171,7 +7223,7 @@
 
         // --- studio view (replaces lightbox) ---
         let lbUrls = [], lbNames = [], lbIdx = 0;
-        let _activeFilmstripTab = 'group'; // 'group', 'hidden', 'source', 'archived'
+        let _activeFilmstripTab = 'active'; // 'active', 'group', 'hidden', 'source', 'archived'
         let _multiSelectModeActive = false;
         const _selectedFilenames = new Set();
 
@@ -7179,7 +7231,7 @@
             _activeFilmstripTab = tab;
             
             // Highlight tab
-            ['Group', 'Hidden', 'Source', 'Archived'].forEach(t => {
+            ['Active', 'Group', 'Hidden', 'Source', 'Archived'].forEach(t => {
                 const el = document.getElementById(`fsTab${t}`);
                 if (el) el.classList.toggle('active', t.toLowerCase() === tab);
             });
@@ -7190,11 +7242,25 @@
             
             const currentImg = lbNames[lbIdx];
             
-            if (tab === 'group') {
+            if (tab === 'active' || tab === 'group') {
                 const data = groupData.get(lbCurrentGid);
                 if (data) {
-                    lbUrls = data.urls;
+                    if (tab === 'active') {
-                    lbNames = data.names;
+                        // Filter out hidden, source, and archived
+                        const activeNames = [];
+                        const activeUrls = [];
+                        data.names.forEach((name, i) => {
+                            if (!fileHidden[name] && !fileIsSource[name] && !fileArchived[name]) {
+                                activeNames.push(name);
+                                activeUrls.push(data.urls[i]);
+                            }
+                        });
+                        lbNames = activeNames;
+                        lbUrls = activeUrls;
+                    } else {
+                        lbUrls = data.urls;
+                        lbNames = data.names;
+                    }
                 }
             } else {
                 const matched = [];
@@ -7325,7 +7391,7 @@
                 if (r.ok) {
                     showToast(`Moved ${fname} to ${targetStrip}`);
                     
-                    if (targetStrip === 'VISIBLE') {
+                    if (targetStrip === 'VISIBLE' || targetStrip === 'ACTIVE') {
                         fileArchived[fname] = false;
                         fileHidden[fname] = false;
                         if (fileTags[fname]) {
@@ -7945,6 +8011,8 @@
                 
                 const faceBook = document.getElementById('lbFaceBook');
                 if (faceBook) faceBook.style.display = 'none';
+                const poseInfoWrap = document.getElementById('lbPoseInfoWrap');
+                if (poseInfoWrap) poseInfoWrap.style.display = 'none';
                 
                 updatePadPreview();
                 toggleCheckerboard(false);
@@ -8134,6 +8202,21 @@
             } else if (faceBook) {
                 faceBook.style.display = 'none';
             }
+
+            const poseInfoWrap = document.getElementById('lbPoseInfoWrap');
+            const poseDescEl = document.getElementById('lbPoseDescription');
+            const poseCanvas = document.getElementById('lbPoseInfoCanvas');
+            if (poseInfoWrap && poseDescEl && poseCanvas) {
+                const desc = filePoseDescription[fname];
+                const kpts = filePoseSkeleton[fname];
+                if (desc || kpts) {
+                    poseInfoWrap.style.display = 'block';
+                    poseDescEl.textContent = desc || 'Pose detected';
+                    _renderPoseToCanvas(poseCanvas, kpts);
+                } else {
+                    poseInfoWrap.style.display = 'none';
+                }
+            }
         }
 
         // Alias for old callsites
@@ -8622,6 +8705,40 @@
             });
         }
 
+        const POSE_SKELETON = [[5,7],[7,9],[6,8],[8,10],[11,13],[13,15],[12,14],[14,16],[5,6],[11,12],[5,11],[6,12],[0,1],[0,2],[1,3],[2,4],[0,5],[0,6]];
+        function _renderPoseToCanvas(canvas, kptsJson) {
+            if (!canvas || !kptsJson) return;
+            let kpts;
+            try { kpts = typeof kptsJson === 'string' ? JSON.parse(kptsJson) : kptsJson; } catch(e) { return; }
+            const ctx = canvas.getContext('2d');
+            ctx.clearRect(0, 0, canvas.width, canvas.height);
+            
+            // Auto-scale to fit
+            const xs = kpts.filter(k => k[2] >= POSE_MIN_SCORE).map(k => k[0]);
+            const ys = kpts.filter(k => k[2] >= POSE_MIN_SCORE).map(k => k[1]);
+            if (!xs.length) return;
+            const minX = Math.min(...xs), maxX = Math.max(...xs);
+            const minY = Math.min(...ys), maxY = Math.max(...ys);
+            const w = maxX - minX, h = maxY - minY;
+            const margin = 10;
+            const scale = Math.min((canvas.width - margin*2) / (w || 1), (canvas.height - margin*2) / (h || 1));
+            const offX = margin - minX * scale + (canvas.width - margin*2 - w * scale) / 2;
+            const offY = margin - minY * scale + (canvas.height - margin*2 - h * scale) / 2;
+            const cx = x => offX + x * scale, cy = y => offY + y * scale;
+            
+            ctx.lineWidth = 2; ctx.strokeStyle = '#3b82f6';
+            POSE_SKELETON.forEach(([a, b]) => {
+                const pa = kpts[a], pb = kpts[b];
+                if (!pa || !pb || pa[2] < POSE_MIN_SCORE || pb[2] < POSE_MIN_SCORE) return;
+                ctx.beginPath(); ctx.moveTo(cx(pa[0]), cy(pa[1])); ctx.lineTo(cx(pb[0]), cy(pb[1])); ctx.stroke();
+            });
+            kpts.forEach((p, i) => {
+                if (!p || p[2] < POSE_MIN_SCORE) return;
+                ctx.beginPath(); ctx.arc(cx(p[0]), cy(p[1]), 2, 0, Math.PI * 2);
+                ctx.fillStyle = '#fff'; ctx.fill();
+            });
+        }
+
         function _poseHitTest(mx, my) {
             const st = window._poseState; if (!st) return null;
             const cx = x => st.offX + x * st.scale, cy = y => st.offY + y * st.scale;
@@ -10073,6 +10190,8 @@
                 fileSortOrders[img.filename]       = img.sort_order ?? null;
                 fileHidden[img.filename]           = !!img.hidden;
                 fileArchived[img.filename]         = !!img.archived;
+                filePoseDescription[img.filename]  = img.pose_description || null;
+                filePoseSkeleton[img.filename]     = img.pose_skeleton || null;
                 fileTags[img.filename]             = img.tags || [];
                 fileIsSource[img.filename]         = !!img.is_source;
                 fileHasBg[img.filename]            = img.has_background !== false;

tour-comfy/database.py

@@ -113,6 +113,8 @@ def migrate_schema():
             "ALTER TABLE person ADD COLUMN IF NOT EXISTS archived BOOLEAN DEFAULT FALSE",
             "ALTER TABLE person ADD COLUMN IF NOT EXISTS face_embedding vector(512)",
             "ALTER TABLE person ADD COLUMN IF NOT EXISTS is_source BOOLEAN DEFAULT FALSE",
+            "ALTER TABLE person ADD COLUMN IF NOT EXISTS pose_description TEXT",
+            "ALTER TABLE person ADD COLUMN IF NOT EXISTS pose_skeleton TEXT",
         ]:
             cur.execute(sql)
         conn.commit()
@@ -206,7 +208,8 @@ def upsert_person(filename, filepath=None, name=None, group_id=None, tags=None,
                   sort_order=None, group_name=None, hidden=None,
                   has_background=None, source_refs=None, has_clothing=None,
                   content_type=None, faceswap_source_video=None, archived=None,
-                  face_embedding=None, is_source=None):
+                  face_embedding=None, is_source=None,
+                  pose_description=None, pose_skeleton=None):
     conn = get_db_connection()
     cur = conn.cursor()
     face_embedding_str = ("[" + ",".join(map(str, face_embedding)) + "]") if face_embedding is not None else None
@@ -215,8 +218,9 @@ def upsert_person(filename, filepath=None, name=None, group_id=None, tags=None,
             INSERT INTO person (filename, filepath, name, group_id, tags, embedding,
                                 clip_description, prompt, pose, sort_order, group_name, hidden,
                                 has_background, source_refs, has_clothing,
-                                content_type, faceswap_source_video, archived, face_embedding, is_source)
+                                content_type, faceswap_source_video, archived, face_embedding, is_source,
-            VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)
+                                pose_description, pose_skeleton)
+            VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)
             ON CONFLICT (filename) DO UPDATE
             SET filepath              = COALESCE(EXCLUDED.filepath,              person.filepath),
                 name                  = COALESCE(EXCLUDED.name,                  person.name),
@@ -236,12 +240,15 @@ def upsert_person(filename, filepath=None, name=None, group_id=None, tags=None,
                 faceswap_source_video = COALESCE(EXCLUDED.faceswap_source_video, person.faceswap_source_video),
                 archived              = COALESCE(EXCLUDED.archived,              person.archived),
                 face_embedding        = COALESCE(EXCLUDED.face_embedding,        person.face_embedding),
-                is_source             = COALESCE(EXCLUDED.is_source,             person.is_source);
+                is_source             = COALESCE(EXCLUDED.is_source,             person.is_source),
+                pose_description      = COALESCE(EXCLUDED.pose_description,      person.pose_description),
+                pose_skeleton         = COALESCE(EXCLUDED.pose_skeleton,         person.pose_skeleton);
         """, (filename, filepath, name, group_id,
               json.dumps(tags) if tags else None,
               embedding, clip_description, prompt, pose, sort_order, group_name, hidden,
               has_background, source_refs, has_clothing,
-              content_type, faceswap_source_video, archived, face_embedding_str, is_source))
+              content_type, faceswap_source_video, archived, face_embedding_str, is_source,
+              pose_description, pose_skeleton))
         conn.commit()
     finally:
         cur.close()
@@ -299,7 +306,7 @@ def get_person(filename):
         cur.execute("""
             SELECT name, group_id, tags, embedding, clip_description, filepath,
                    prompt, pose, sort_order, group_name, hidden, has_background, source_refs,
-                   has_clothing, is_source
+                   has_clothing, is_source, pose_description, pose_skeleton
             FROM person WHERE filename = %s
         """, (filename,))
         return cur.fetchone()
@@ -315,7 +322,8 @@ def list_persons(include_archived=False):
         cur.execute(f"""
             SELECT filename, name, group_id, clip_description,
                    prompt, pose, sort_order, group_name, hidden, has_background, source_refs,
-                   has_clothing, content_type, faceswap_source_video, archived, is_source, tags
+                   has_clothing, content_type, faceswap_source_video, archived, is_source, tags,
+                   pose_description, pose_skeleton
             FROM person
             {where}
         """)

tour-comfy/edit_api.py

@@ -1379,6 +1379,8 @@ def _write_all_static() -> None:
                     "archived":              is_archived,
                     "is_source":             bool(p[15]) if p[15] else False,
                     "tags":                  tags_list,
+                    "pose_description":      p[17],
+                    "pose_skeleton":         p[18],
                 })
             print(f"[static] write_all: {len(db_images)} total images, {archived_count} archived")
             try:
@@ -2810,7 +2812,9 @@ def _extract_face_bg(filename: str, fpath: str):
         database.upsert_person(face_fname, filepath=face_path, group_id=group_id,
                                name=person[0] if person else None,
                                source_refs=json.dumps([filename]),
-                               face_embedding=face_embed)
+                               face_embedding=face_embed,
+                               hidden=True,
+                               tags=["FACE"])
         print(f"[extract-face] saved {face_fname}" + (" + face embedding" if face_embed else ""))
     except Exception as e:
         print(f"[extract-face] error for {filename}: {e}")
@@ -2835,7 +2839,7 @@ def _process_upload(file_path: str, filename: str, prompts: list[str], name: str
             filename, filepath=file_path, name=auto_name,
             clip_description=clip_desc, tags=tags, embedding=embedding,
             group_id=group_id, sort_order=0, has_clothing=has_clothing,
-            is_source=True,
+            is_source=True, hidden=True
         )
         # Surface the new group with its base image right away — the pose/base-prompt
         # generation below can take a while, and the user shouldn't wait for it to
@@ -4639,6 +4643,37 @@ def _pose_distance(a, b):
     direct = _dist(a["vec"], a["vis"], b["vec"], b["vis"], False)
     mirror = _dist(a["vec"], a["vis"], b["vec"], b["vis"], True)
     return min(direct, mirror)
+    
+def _describe_pose(kpts):
+    """Generate a simple human-readable description of a COCO-17 pose."""
+    vis = [k[2] >= _POSE_MIN_SCORE for k in kpts]
+    if sum(vis) < 5: return "Indeterminate pose"
+    
+    parts = []
+    
+    # Vertical orientation
+    if vis[0] and vis[11] and vis[12]: # nose and hips
+        hip_y = (kpts[11][1] + kpts[12][1]) / 2
+        head_y = kpts[0][1]
+        if head_y > hip_y + 20: parts.append("upside down")
+        elif head_y > hip_y - 20: parts.append("reclining/prone")
+        else: parts.append("upright")
+    
+    # Arms
+    if vis[9] and vis[10]: # wrists
+        sh_y = (kpts[5][1] + kpts[6][1]) / 2 if (vis[5] and vis[6]) else kpts[0][1]
+        if kpts[9][1] < sh_y and kpts[10][1] < sh_y: parts.append("arms raised")
+        elif kpts[9][1] > sh_y + 100 and kpts[10][1] > sh_y + 100: parts.append("arms down")
+        else: parts.append("arms at sides")
+        
+    # Legs
+    if vis[15] and vis[16]: # ankles
+        dist = abs(kpts[15][0] - kpts[16][0])
+        if dist > 150: parts.append("legs spread")
+        else: parts.append("legs together")
+        
+    if not parts: return "Generic pose"
+    return ", ".join(parts)
 
 
 def _best_person(people):
@@ -4706,13 +4741,20 @@ def estimate_pose(filename: str):
         raise HTTPException(500, f"Pose estimation failed: {e}")
     # Cache the descriptor so "find similar pose" can rank this image later.
     best = _best_person(people)
+    pose_desc = None
+    pose_skeleton_json = None
     if best is not None:
+        pose_desc = _describe_pose(best)
+        pose_skeleton_json = json.dumps(best)
         desc = _pose_descriptor(best)
         if desc is not None:
             try:
                 _save_pose_index_entry(filename, desc)
             except Exception as e:
                 print(f"[pose] index save failed for {filename}: {e}")
+        # Save to DB
+        database.upsert_person(filename, pose_description=pose_desc, pose_skeleton=pose_skeleton_json)
+
     return {
         "status": "success",
         "backend": backend,
@@ -4721,6 +4763,8 @@ def estimate_pose(filename: str):
         "names": POSE_KEYPOINT_NAMES,
         "skeleton": POSE_SKELETON,
         "people": people,
+        "pose_description": pose_desc,
+        "pose_skeleton": pose_skeleton_json,
     }