.gitignore

@@ -112,3 +112,4 @@ viewer-frontend/.data/
 !admin-frontend/public/brand/
 !admin-frontend/public/brand/**/*.png
 backend/data/confidence_calibration.json
+.dev-admin-password.tmp

ROADMAP.md

@@ -113,10 +113,11 @@ Living plan for product quality, auth/email reliability, and automation.
 - [x] **Immich precision gates** — max recognition distance, next-best person margin, detection floor 0.55, auto-accept distance cap; admin Chabad Blue theme (shell + login)
 - [x] **Person merge** — `POST /people/{id}/merge` + Modify People UI (#95)
 - [x] **Admin brand parity** — JRCC logos tracked; page tokens; navy sidebar + light/dark toggle (#96 + chrome follow-up)
-- [ ] **Phase 5 — harder reject of junk detections (tiny/blur/pose)** — partial via detection floor; blur/pose still open
-- [ ] **Phase 6 — cluster-name Identify** (merge done; naming unnamed clusters still open)
-- [ ] **Admin People hub IA** — tabs for Identify / Auto-Match / Modify (see `docs/ADMIN_UX_REVIEW.md`)
-- [ ] **a11y smoke** — axe on admin login + one workflow; viewer skip-link
+- [x] **Admin People hub IA** — `/people/{identify,auto-match,modify}` tabs + redirects from old paths
+- [x] **a11y smoke** — axe on admin login + viewer home; viewer skip-link already present
+- [x] **Phase 5 — harder reject of junk detections** — blur (laplacian) + extreme yaw/pitch at Process time
+- [x] **Cluster-name Identify** — “Name cluster” selects similarity group into Identify payload
+- [ ] Soak `match_decisions` on DEV then revisit calibration `--apply` (needs ≥20 same + ≥20 diff pairs)
 
 ## Later
 

admin-frontend/src/App.tsx

@@ -11,6 +11,7 @@ import Process from './pages/Process'
 import Identify from './pages/Identify'
 import AutoMatch from './pages/AutoMatch'
 import Modify from './pages/Modify'
+import PeopleHub from './pages/PeopleHub'
 import Tags from './pages/Tags'
 import FacesMaintenance from './pages/FacesMaintenance'
 import ApproveIdentified from './pages/ApproveIdentified'
@@ -117,9 +118,15 @@ function AppRoutes() {
         <Route path="scan" element={<Scan />} />
         <Route path="process" element={<Process />} />
         <Route path="search" element={<Search />} />
-        <Route path="identify" element={<Identify />} />
-        <Route path="auto-match" element={<AutoMatch />} />
-        <Route path="modify" element={<Modify />} />
+        <Route path="people" element={<PeopleHub />}>
+          <Route index element={<Navigate to="identify" replace />} />
+          <Route path="identify" element={<Identify />} />
+          <Route path="auto-match" element={<AutoMatch />} />
+          <Route path="modify" element={<Modify />} />
+        </Route>
+        <Route path="identify" element={<Navigate to="/people/identify" replace />} />
+        <Route path="auto-match" element={<Navigate to="/people/auto-match" replace />} />
+        <Route path="modify" element={<Navigate to="/people/modify" replace />} />
         <Route path="tags" element={<Tags />} />
         <Route path="manage-photos" element={<ManagePhotos />} />
         <Route path="faces-maintenance" element={<FacesMaintenance />} />

admin-frontend/src/components/Layout.tsx

@@ -24,6 +24,10 @@ const PAGE_TITLES: Record<string, string> = {
   '/scan': 'Scan photos',
   '/process': 'Process faces',
   '/search': 'Search photos',
+  '/people': 'People',
+  '/people/identify': 'Identify people',
+  '/people/auto-match': 'Auto-Match',
+  '/people/modify': 'Modify people',
   '/identify': 'Identify people',
   '/auto-match': 'Auto-Match',
   '/modify': 'Modify people',
@@ -60,9 +64,7 @@ export default function Layout() {
     { path: '/scan', label: 'Scan', featureKey: 'scan' },
     { path: '/process', label: 'Process', featureKey: 'process' },
     { path: '/search', label: 'Search photos', featureKey: 'search_photos' },
-    { path: '/identify', label: 'Identify people', featureKey: 'identify_people' },
-    { path: '/auto-match', label: 'Auto-Match', featureKey: 'auto_match' },
-    { path: '/modify', label: 'Modify people', featureKey: 'modify_people' },
+    { path: '/people', label: 'People', featureKey: 'identify_people' },
     { path: '/tags', label: 'Tag photos', featureKey: 'tag_photos' },
   ]
 
@@ -81,11 +83,14 @@ export default function Layout() {
     items.filter((item) => !item.featureKey || hasPermission(item.featureKey))
 
   const renderNavLink = (item: NavItem, extraClasses = '') => {
-    const isActive = location.pathname === item.path
+    const isActive =
+      item.path === '/people'
+        ? location.pathname.startsWith('/people')
+        : location.pathname === item.path
     return (
       <Link
         key={item.path}
-        to={item.path}
+        to={item.path === '/people' ? '/people/identify' : item.path}
         onClick={() => {
           if (isIOSDevice) setSidebarOpen(false)
         }}
@@ -103,7 +108,9 @@ export default function Layout() {
   const visiblePrimary = filterNavItems(primaryNavItems)
   const visibleMaintenance = filterNavItems(maintenanceNavItems)
   const visibleFooter = filterNavItems(footerNavItems)
-  const pageTitle = PAGE_TITLES[location.pathname] || 'JRCC Photos Admin'
+  const pageTitle =
+    PAGE_TITLES[location.pathname] ||
+    (location.pathname.startsWith('/people') ? 'People' : 'JRCC Photos Admin')
   const railWidth = isIOSDevice ? 'w-16' : 'w-64'
   const contentOffset = isIOSDevice ? 'ml-16' : 'ml-64'
 

admin-frontend/src/pages/Identify.tsx

@@ -91,6 +91,8 @@ export default function Identify() {
   const [compareEnabled, setCompareEnabled] = useState(true)
   const [selectedSimilar, setSelectedSimilar] = useState<Record<number, boolean>>({})
   const [uniqueFacesOnly, setUniqueFacesOnly] = useState(true)
+  /** face id → other face ids in the same similarity cluster (excludes self) */
+  const [clusterMembersByRep, setClusterMembersByRep] = useState<Record<number, number[]>>({})
   
   // Excluded faces filter
   const [includeExcludedFaces, setIncludeExcludedFaces] = useState(false)
@@ -222,6 +224,8 @@ export default function Identify() {
       let filtered = res.items
       if (uniqueFacesOnly) {
         filtered = await filterUniqueFaces(filtered)
+      } else {
+        setClusterMembersByRep({})
       }
       
       setFaces(filtered)
@@ -329,23 +333,28 @@ export default function Identify() {
     
     // Track which faces should be excluded (duplicates in groups)
     const excludeSet = new Set<number>()
-    
+    const clusterMap: Record<number, number[]> = {}
+
     // For each group, keep only the first face and mark others for exclusion
     for (const group of groups) {
-      let firstFaceFound = false
+      let representative: number | null = null
+      const members: number[] = []
       for (const face of faces) {
         if (group.has(face.id)) {
-          if (!firstFaceFound) {
-            // Keep this face (first representative)
-            firstFaceFound = true
+          if (representative === null) {
+            representative = face.id
           } else {
-            // Exclude this face (duplicate)
             excludeSet.add(face.id)
+            members.push(face.id)
           }
         }
       }
+      if (representative !== null && members.length > 0) {
+        clusterMap[representative] = members
+      }
     }
-    
+
+    setClusterMembersByRep(clusterMap)
     // Return faces that are not excluded
     return faces.filter(face => !excludeSet.has(face.id))
   }
@@ -1557,7 +1566,27 @@ export default function Identify() {
                       readOnly={!!personId}
                       disabled={!!personId} />
                   </div>
-                  <div className="flex gap-2 mt-2">
+                  <div className="flex flex-wrap gap-2 mt-2">
+                    {currentFace && (clusterMembersByRep[currentFace.id]?.length ?? 0) > 0 && (
+                      <button
+                        type="button"
+                        disabled={busy}
+                        onClick={() => {
+                          const members = clusterMembersByRep[currentFace.id] || []
+                          const next: Record<number, boolean> = { ...selectedSimilar }
+                          for (const id of members) next[id] = true
+                          setSelectedSimilar(next)
+                          setCompareEnabled(true)
+                          showToast(
+                            `Selected ${members.length} similar face(s) in this cluster — then Identify`,
+                            'success',
+                          )
+                        }}
+                        className="px-3 py-2 rounded border border-primary/40 bg-primary/10 text-primary text-sm font-medium hover:bg-primary/15"
+                      >
+                        Name cluster ({(clusterMembersByRep[currentFace.id]?.length ?? 0) + 1})
+                      </button>
+                    )}
                     <button 
                       type="button"
                       disabled={!canIdentify || busy}

admin-frontend/src/pages/PeopleHub.tsx

@@ -0,0 +1,41 @@
+import { NavLink, Outlet, useLocation } from 'react-router-dom'
+import { useAuth } from '../context/AuthContext'
+
+const TABS: Array<{ to: string; label: string; featureKey?: string }> = [
+  { to: '/people/identify', label: 'Identify', featureKey: 'identify_people' },
+  { to: '/people/auto-match', label: 'Auto-Match', featureKey: 'auto_match' },
+  { to: '/people/modify', label: 'Modify', featureKey: 'modify_people' },
+]
+
+export default function PeopleHub() {
+  const { hasPermission } = useAuth()
+  const location = useLocation()
+  const tabs = TABS.filter((t) => !t.featureKey || hasPermission(t.featureKey))
+
+  return (
+    <div className="space-y-4">
+      <nav
+        className="flex flex-wrap gap-1 border-b border-border pb-0"
+        aria-label="People workflows"
+      >
+        {tabs.map((tab) => {
+          const active = location.pathname.startsWith(tab.to)
+          return (
+            <NavLink
+              key={tab.to}
+              to={tab.to}
+              className={`-mb-px rounded-t-lg px-4 py-2 text-sm font-medium transition-colors ${
+                active
+                  ? 'border border-b-0 border-border bg-card text-primary'
+                  : 'text-muted-foreground hover:bg-muted/50 hover:text-foreground'
+              }`}
+            >
+              {tab.label}
+            </NavLink>
+          )
+        })}
+      </nav>
+      <Outlet />
+    </div>
+  )
+}

admin-frontend/src/pages/Tags.tsx

@@ -335,7 +335,7 @@ export default function Tags() {
     
     // Navigate to Identify page with photo IDs in new tab
     const photoIdsStr = processedPhotos.map(p => p.id).join(',')
-    window.open(`/identify?photo_ids=${photoIdsStr}`, '_blank')
+    window.open(`/people/identify?photo_ids=${photoIdsStr}`, '_blank')
   }
 
   // Add tag to photo (with optional immediate save)

backend/config.py

@@ -52,4 +52,11 @@ DEFAULT_RUN_TOLERANCE = 0.4
 # Phase 4: match each person against up to N trusted refs; keep best (min) distance
 AUTO_MATCH_MAX_REFERENCE_FACES = 3
 
+# Phase 5: reject junk detections at Process time (Immich-style precision)
+# Laplacian variance on grayscale face crop; below this = too blurry to keep
+MIN_LAPLACIAN_VARIANCE = 80.0
+# Extreme pose (degrees) — mirrors PoseDetector EXTREME_* thresholds
+MAX_FACE_YAW_DEGREES = 60.0
+MAX_FACE_PITCH_DEGREES = 45.0
+
 

backend/services/face_service.py

@@ -33,12 +33,15 @@ from backend.config import (
     DEEPFACE_ALIGN_FACES,
     DEEPFACE_ENFORCE_DETECTION,
     DEFAULT_FACE_TOLERANCE,
+    MAX_FACE_PITCH_DEGREES,
     MAX_FACE_SIZE,
+    MAX_FACE_YAW_DEGREES,
     MAX_RECOGNITION_DISTANCE,
     MIN_AUTO_MATCH_FACE_SIZE_RATIO,
     MIN_AUTO_MATCH_REFERENCE_QUALITY,
     MIN_FACE_CONFIDENCE,
     MIN_FACE_SIZE,
+    MIN_LAPLACIAN_VARIANCE,
     MIN_NEXT_BEST_PERSON_MARGIN,
     USE_CALIBRATED_CONFIDENCE,
 )
@@ -326,6 +329,53 @@ def is_valid_face_detection_with_reason(
         return True, ""
 
 
+def is_junk_face_reject(
+    image_np: np.ndarray,
+    face_location: dict,
+    yaw_angle: Optional[float],
+    pitch_angle: Optional[float],
+) -> Tuple[bool, str]:
+    """Phase 5: reject blurry / extreme-pose faces before they enter the DB.
+
+    Returns (ok, reason). ok=True means keep the face.
+    """
+    try:
+        if yaw_angle is not None and abs(float(yaw_angle)) >= MAX_FACE_YAW_DEGREES:
+            return False, f"yaw too extreme (got {float(yaw_angle):.1f}°, need |yaw| < {MAX_FACE_YAW_DEGREES})"
+        if pitch_angle is not None and abs(float(pitch_angle)) >= MAX_FACE_PITCH_DEGREES:
+            return False, (
+                f"pitch too extreme (got {float(pitch_angle):.1f}°, need |pitch| < {MAX_FACE_PITCH_DEGREES})"
+            )
+
+        x = int(face_location.get("x", 0))
+        y = int(face_location.get("y", 0))
+        w = int(face_location.get("w", 0))
+        h = int(face_location.get("h", 0))
+        if w < 1 or h < 1:
+            return False, "invalid crop size for sharpness check"
+
+        img_h, img_w = image_np.shape[:2]
+        x1, y1 = max(0, x), max(0, y)
+        x2, y2 = min(img_w, x + w), min(img_h, y + h)
+        crop = image_np[y1:y2, x1:x2]
+        if crop.size == 0:
+            return False, "empty crop for sharpness check"
+
+        if crop.ndim == 3:
+            gray = np.mean(crop.astype(np.float32), axis=2)
+        else:
+            gray = crop.astype(np.float32)
+        lap = face_laplacian_variance(gray)
+        if lap < MIN_LAPLACIAN_VARIANCE:
+            return False, (
+                f"too blurry (laplacian={lap:.1f}, need >= {MIN_LAPLACIAN_VARIANCE})"
+            )
+        return True, ""
+    except Exception as e:
+        print(f"[FaceService] ⚠️  Error in junk face reject: {e}")
+        return True, ""
+
+
 def process_photo_faces(
     db: Session,
     photo: Photo,
@@ -741,6 +791,19 @@ def process_photo_faces(
                 yaw_str = f"{yaw_angle:.2f}°" if yaw_angle is not None else "None"
                 _print_with_stderr(f"[FaceService] Face {idx+1}/{faces_detected} in {photo.filename}: "
                       f"face_width=None, pose_mode={pose_mode}, yaw={yaw_str}")
+
+            # Phase 5: reject blur / extreme pose junk
+            junk_ok, junk_reason = is_junk_face_reject(
+                image_np, location, yaw_angle, pitch_angle
+            )
+            if not junk_ok:
+                failure_type = junk_reason.split(":")[0].strip() if ":" in junk_reason else junk_reason
+                validation_failures[failure_type] = validation_failures.get(failure_type, 0) + 1
+                _print_with_stderr(
+                    f"[FaceService] Face {idx+1}/{faces_detected} in {photo.filename} "
+                    f"rejected as junk: {junk_reason}"
+                )
+                continue
             
             # Store face in database - match desktop schema exactly
             # Desktop: confidence REAL DEFAULT 0.0 (legacy), face_confidence REAL (actual)

docs/ADMIN_UX_REVIEW.md

@@ -28,9 +28,9 @@ Snapshot after Chabad Blue chrome parity (navy sidebar, theme toggle, shared tok
 | Area | Admin | Viewer |
 |------|-------|--------|
 | Light/dark | Yes (this work) | Yes |
-| Skip link | Yes | No (gap) |
+| Skip link | Yes | Yes (`app/layout.tsx`) |
 | Theme control a11y | `aria-label` / `aria-pressed` | Same |
-| Systematic axe CI | No | No |
+| Systematic axe CI | Smoke (`e2e/tests/a11y.smoke.spec.ts`) | Smoke (viewer home) |
 | Form labels / live regions | Partial (login, toasts, some dialogs) | Stronger on gallery controls |
 
 ## What’s next (product)

docs/FACE_ACCURACY_STATUS.md

@@ -27,11 +27,9 @@ plus Immich-inspired precision gates.
 
 ## What's next
 
-1. Run Auto-Match Saves on DEV so `match_decisions` fills; then revisit calibration `--apply`.
-2. Phase 5 blur/pose junk reject.
-3. Cluster-name Identify (Phase 6 remainder).
-4. Admin People hub IA + a11y axe smoke — `docs/ADMIN_UX_REVIEW.md`.
-5. Rotate DEV `ADMIN_PASSWORD` if still the default.
+1. Run Auto-Match Saves on DEV so `match_decisions` fills; then revisit calibration `--apply` (needs ≥20 same + ≥20 diff).
+2. People hub + Phase 5 junk reject + cluster-name Identify shipped (this release).
+3. Rotate DEV `ADMIN_PASSWORD` — done via `scripts/rotate-dev-admin-password.py` (update Vaultwarden).
 
 ## Immich review — steal vs skip
 

e2e/package-lock.json

@@ -8,6 +8,7 @@
       "name": "punimtag-e2e",
       "version": "1.0.0",
       "devDependencies": {
+        "@axe-core/playwright": "^4.10.1",
         "@levkin/playkit": "git+https://git.levkin.ca/ilia/playkit.git#v0.3.1",
         "@playwright/test": "^1.52.0",
         "@types/node": "^22.15.0",
@@ -18,6 +19,19 @@
         "node": ">=20"
       }
     },
+    "node_modules/@axe-core/playwright": {
+      "version": "4.10.1",
+      "resolved": "https://registry.npmjs.org/@axe-core/playwright/-/playwright-4.10.1.tgz",
+      "integrity": "sha512-EV5t39VV68kuAfMKqb/RL+YjYKhfuGim9rgIaQ6Vntb2HgaCaau0h98Y3WEUqW1+PbdzxDtDNjFAipbtZuBmEA==",
+      "dev": true,
+      "license": "MPL-2.0",
+      "dependencies": {
+        "axe-core": "~4.10.2"
+      },
+      "peerDependencies": {
+        "playwright-core": ">= 1.0.0"
+      }
+    },
     "node_modules/@levkin/playkit": {
       "version": "0.3.1",
       "resolved": "git+https://git.levkin.ca/ilia/playkit.git#3380ba95115423950b4ba0855cc9367475d7f7cf",
@@ -60,6 +74,16 @@
         "undici-types": "~6.21.0"
       }
     },
+    "node_modules/axe-core": {
+      "version": "4.10.3",
+      "resolved": "https://registry.npmjs.org/axe-core/-/axe-core-4.10.3.tgz",
+      "integrity": "sha512-Xm7bpRXnDSX2YE2YFfBk2FnF0ep6tmG7xPh8iHee8MIcrgq762Nkce856dYtJYLkuIoYZvGfTs/PbZhideTcEg==",
+      "dev": true,
+      "license": "MPL-2.0",
+      "engines": {
+        "node": ">=4"
+      }
+    },
     "node_modules/fsevents": {
       "version": "2.3.2",
       "dev": true,

e2e/package.json

@@ -11,6 +11,7 @@
     "node": ">=20"
   },
   "devDependencies": {
+    "@axe-core/playwright": "^4.10.1",
     "@levkin/playkit": "git+https://git.levkin.ca/ilia/playkit.git#v0.3.1",
     "@playwright/test": "^1.52.0",
     "@types/node": "^22.15.0",

e2e/tests/a11y.smoke.spec.ts

@@ -0,0 +1,30 @@
+import AxeBuilder from '@axe-core/playwright';
+import { test, expect } from '../fixtures';
+import { DEFAULT_ADMIN_BASE_URL } from '../env-defaults';
+
+/**
+ * Lightweight a11y smoke — critical violations only (axe impact: critical|serious).
+ * Does not block on moderate/minor noise.
+ */
+test.describe('a11y smoke @smoke', () => {
+  test('viewer home has no critical axe violations', async ({ page }) => {
+    await page.goto('/');
+    await expect(page.getByRole('link', { name: /skip to main content/i })).toBeAttached();
+    const results = await new AxeBuilder({ page })
+      .withTags(['wcag2a', 'wcag2aa'])
+      .analyze();
+    const bad = results.violations.filter((v) => v.impact === 'critical' || v.impact === 'serious');
+    expect(bad, JSON.stringify(bad, null, 2)).toEqual([]);
+  });
+
+  test('admin login has no critical axe violations', async ({ page }) => {
+    const adminBaseUrl = process.env.PLAYKIT_ADMIN_BASE_URL || DEFAULT_ADMIN_BASE_URL;
+    await page.goto(`${adminBaseUrl}/login`);
+    await expect(page.getByRole('button', { name: /sign in/i })).toBeVisible({ timeout: 20_000 });
+    const results = await new AxeBuilder({ page })
+      .withTags(['wcag2a', 'wcag2aa'])
+      .analyze();
+    const bad = results.violations.filter((v) => v.impact === 'critical' || v.impact === 'serious');
+    expect(bad, JSON.stringify(bad, null, 2)).toEqual([]);
+  });
+});

e2e/tests/admin.review-pages.spec.ts

@@ -52,7 +52,7 @@ test.describe('admin review pages @smoke', () => {
     expectWithinBudget(timings, 'admin_login', BUDGET_MS.uiLogin);
 
     await timings.measure('admin_identify', async () => {
-      await page.goto(`${adminBaseUrl}/identify`);
+      await page.goto(`${adminBaseUrl}/people/identify`);
       await expect(page.getByRole('heading', { name: /Identify/i })).toBeVisible({
         timeout: 20_000,
       });
@@ -61,7 +61,7 @@ test.describe('admin review pages @smoke', () => {
     expectWithinBudget(timings, 'admin_identify', BUDGET_MS.uiAction);
 
     await timings.measure('admin_auto_match', async () => {
-      await page.goto(`${adminBaseUrl}/auto-match`);
+      await page.goto(`${adminBaseUrl}/people/auto-match`);
       await expect(page.getByRole('heading', { name: /Auto-Match/i })).toBeVisible({
         timeout: 20_000,
       });

scripts/rotate-dev-admin-password.py

@@ -0,0 +1,124 @@
+#!/usr/bin/env python3
+"""Rotate DEV admin login: DB password_hash + .env ADMIN_PASSWORD."""
+from __future__ import annotations
+
+import base64
+import secrets
+import string
+import subprocess
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+TMP = ROOT / ".dev-admin-password.tmp"
+HOST = "root@10.0.10.201"
+LXC = "9101"
+
+
+def main() -> int:
+    alphabet = string.ascii_letters + string.digits
+    pw = "".join(secrets.choice(alphabet) for _ in range(28))
+    TMP.write_text(pw + "\n")
+    TMP.chmod(0o600)
+    gi = ROOT / ".gitignore"
+    if gi.exists() and ".dev-admin-password.tmp" not in gi.read_text():
+        gi.write_text(gi.read_text().rstrip() + "\n.dev-admin-password.tmp\n")
+
+    remote_py = f"""
+from pathlib import Path
+import os, re, sys
+sys.path.insert(0, '/opt/punimtag')
+os.chdir('/opt/punimtag')
+# load .env into os.environ for DATABASE_URL
+env_path = Path('/opt/punimtag/.env')
+text = env_path.read_text()
+for line in text.splitlines():
+    if not line.strip() or line.strip().startswith('#') or '=' not in line:
+        continue
+    k, v = line.split('=', 1)
+    os.environ.setdefault(k.strip(), v.strip().strip('"').strip("'"))
+
+pw = {pw!r}
+# update .env ADMIN_PASSWORD
+if re.search(r'^ADMIN_PASSWORD=.*$', text, re.M):
+    text = re.sub(r'^ADMIN_PASSWORD=.*$', 'ADMIN_PASSWORD=' + pw, text, count=1, flags=re.M)
+else:
+    text = text.rstrip() + '\\nADMIN_PASSWORD=' + pw + '\\n'
+env_path.write_text(text)
+
+from backend.utils.password import hash_password, verify_password
+from backend.db.session import SessionLocal
+from backend.db.models import User
+
+db = SessionLocal()
+try:
+    users = db.query(User).filter(User.username == 'admin').all()
+    if not users:
+        # also try is_admin
+        users = db.query(User).filter(User.is_admin == True).all()
+    print('users_found', [(u.id, u.username, bool(u.password_hash)) for u in users])
+    if not users:
+        raise SystemExit('no admin user in DB')
+    h = hash_password(pw)
+    for u in users:
+        if u.username == 'admin' or u.is_admin:
+            u.password_hash = h
+            u.password_change_required = False
+            db.add(u)
+    db.commit()
+    # verify hash
+    u = db.query(User).filter(User.username == 'admin').first()
+    assert u and verify_password(pw, u.password_hash)
+    assert not verify_password('admin', u.password_hash)
+    print('db_rotated_ok')
+finally:
+    db.close()
+"""
+    b64 = base64.b64encode(remote_py.encode()).decode()
+    update = f"""set -euo pipefail
+printf '%s' '{b64}' | base64 -d > /tmp/rotate_admin_db.py
+sudo -u appuser bash -lc 'cd /opt/punimtag && ./venv/bin/python /tmp/rotate_admin_db.py'
+sudo -u appuser bash -lc 'cd /opt/punimtag && pm2 restart punimtag-api --update-env'
+sleep 5
+"""
+    subprocess.run(
+        ["ssh", "-o", "BatchMode=yes", HOST, f"pct exec {LXC} -- bash -s"],
+        input=update.encode(),
+        check=True,
+    )
+
+    verify = f"""set -euo pipefail
+export PW=$(printf '%s' '{base64.b64encode(pw.encode()).decode()}' | base64 -d)
+python3 - <<'PY'
+import json, os, urllib.request, urllib.error
+def login(pw):
+    req = urllib.request.Request(
+        'http://127.0.0.1:8000/api/v1/auth/login',
+        data=json.dumps({{'username':'admin','password':pw}}).encode(),
+        headers={{'Content-Type':'application/json'}},
+    )
+    try:
+        with urllib.request.urlopen(req) as r:
+            return r.status
+    except urllib.error.HTTPError as e:
+        return e.code
+print('old', login('admin'))
+print('new', login(os.environ['PW']))
+PY
+"""
+    out = subprocess.run(
+        ["ssh", "-o", "BatchMode=yes", HOST, f"pct exec {LXC} -- bash -s"],
+        input=verify.encode(),
+        check=True,
+        capture_output=True,
+    )
+    print(out.stdout.decode())
+    if b"old 401" not in out.stdout or b"new 200" not in out.stdout:
+        print("VERIFY FAILED", out.stderr.decode(), file=sys.stderr)
+        return 1
+    print(f"OK — password in {TMP} (gitignored). Update Vaultwarden PunimTag admin entry.")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

scripts/seed_match_decisions_from_identified.py

@@ -0,0 +1,186 @@
+#!/usr/bin/env python3
+"""Seed match_decisions from identified faces on a running DEV DB, then dry-run calibration.
+
+Does NOT --apply calibration (prints readiness only).
+Usage (on DEV or with DATABASE_URL):
+  cd /opt/punimtag && ./venv/bin/python scripts/seed_match_decisions_from_identified.py
+"""
+from __future__ import annotations
+
+import os
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT))
+os.chdir(ROOT)
+
+# load .env
+env_path = ROOT / ".env"
+if env_path.exists():
+    for line in env_path.read_text().splitlines():
+        if not line.strip() or line.strip().startswith("#") or "=" not in line:
+            continue
+        k, v = line.split("=", 1)
+        os.environ.setdefault(k.strip(), v.strip().strip('"').strip("'"))
+
+import numpy as np
+
+from backend.db.session import SessionLocal
+from backend.db.models import Face, MatchDecision, Person
+from backend.services.face_service import record_match_decisions
+
+
+def _encoding(face: Face) -> np.ndarray | None:
+    if not face.encoding:
+        return None
+    arr = np.frombuffer(face.encoding, dtype=np.float32)
+    if arr.size == 0:
+        return None
+    return arr
+
+
+def _cosine_distance(a: np.ndarray, b: np.ndarray) -> float:
+    na = np.linalg.norm(a)
+    nb = np.linalg.norm(b)
+    if na < 1e-9 or nb < 1e-9:
+        return 1.0
+    sim = float(np.dot(a, b) / (na * nb))
+    return float(1.0 - sim)
+
+
+def main() -> int:
+    db = SessionLocal()
+    try:
+        existing = db.query(MatchDecision).count()
+        print(f"match_decisions before: {existing}")
+
+        people = db.query(Person).all()
+        same_items: list[dict] = []
+        diff_items: list[dict] = []
+
+        # Same-person pairs from identified faces
+        for person in people:
+            faces = (
+                db.query(Face)
+                .filter(Face.person_id == person.id, Face.encoding.isnot(None))
+                .order_by(Face.id)
+                .limit(8)
+                .all()
+            )
+            encs = [(f, _encoding(f)) for f in faces]
+            encs = [(f, e) for f, e in encs if e is not None]
+            for i in range(len(encs)):
+                for j in range(i + 1, len(encs)):
+                    f1, e1 = encs[i]
+                    f2, e2 = encs[j]
+                    d = _cosine_distance(e1, e2)
+                    same_items.append(
+                        {
+                            "face_id": f2.id,
+                            "distance": d,
+                            "similarity": 1.0 - d,
+                            "reference_face_id": f1.id,
+                        }
+                    )
+
+        # Different-person pairs (cap)
+        by_person: dict[int, list[tuple[Face, np.ndarray]]] = {}
+        for person in people:
+            faces = (
+                db.query(Face)
+                .filter(Face.person_id == person.id, Face.encoding.isnot(None))
+                .limit(2)
+                .all()
+            )
+            rows = []
+            for f in faces:
+                e = _encoding(f)
+                if e is not None:
+                    rows.append((f, e))
+            if rows:
+                by_person[person.id] = rows
+
+        pids = list(by_person.keys())
+        for i, pid_a in enumerate(pids):
+            for pid_b in pids[i + 1 :]:
+                fa, ea = by_person[pid_a][0]
+                fb, eb = by_person[pid_b][0]
+                d = _cosine_distance(ea, eb)
+                diff_items.append(
+                    {
+                        "face_id": fb.id,
+                        "distance": d,
+                        "similarity": 1.0 - d,
+                        "reference_face_id": fa.id,
+                    }
+                )
+                if len(diff_items) >= 40:
+                    break
+            if len(diff_items) >= 40:
+                break
+
+        print(f"same_pairs={len(same_items)} diff_pairs={len(diff_items)}")
+        if same_items:
+            # use first person's id for accept log; decisions are per face+person
+            # record per person groups
+            for person in people:
+                items = [
+                    it
+                    for it in same_items
+                    if any(
+                        f.id == it["face_id"] and f.person_id == person.id
+                        for f in db.query(Face).filter(Face.id == it["face_id"]).all()
+                    )
+                ]
+                # simpler: filter by joining
+                face_ids = {f.id for f in db.query(Face).filter(Face.person_id == person.id).all()}
+                items = [it for it in same_items if it["face_id"] in face_ids]
+                if items:
+                    record_match_decisions(
+                        db,
+                        decision="accept",
+                        source="seed_script",
+                        person_id=person.id,
+                        items=items[:20],
+                        user_id=None,
+                        commit=True,
+                    )
+
+        if diff_items and pids:
+            # store rejects against first person as "lookalike rejected"
+            record_match_decisions(
+                db,
+                decision="reject",
+                source="seed_script",
+                person_id=pids[0],
+                items=diff_items[:40],
+                user_id=None,
+                commit=True,
+            )
+
+        after = db.query(MatchDecision).count()
+        print(f"match_decisions after: {after}")
+    finally:
+        db.close()
+
+    # calibration readiness (dry)
+    print("\n=== calibration dry-run ===")
+    import subprocess
+
+    r = subprocess.run(
+        [sys.executable, str(ROOT / "scripts" / "fit_confidence_calibration.py")],
+        cwd=str(ROOT),
+        capture_output=True,
+        text=True,
+        env={**os.environ},
+    )
+    print(r.stdout[-2000:] if r.stdout else "")
+    if r.stderr:
+        print(r.stderr[-1000:])
+    print("exit", r.returncode, "(2 means not ready to apply without --force)")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

tests/test_face_junk_reject.py

@@ -0,0 +1,36 @@
+"""Phase 5 junk reject gates (blur / extreme pose)."""
+
+from __future__ import annotations
+
+import numpy as np
+
+from backend.services.face_service import is_junk_face_reject
+from tests.test_face_quality_score import _blurry_face, _centered_face_image, _sharp_face
+
+
+def test_junk_rejects_extreme_yaw():
+    img, loc = _centered_face_image(_sharp_face(80))
+    ok, reason = is_junk_face_reject(img, loc, yaw_angle=75.0, pitch_angle=0.0)
+    assert ok is False
+    assert "yaw" in reason.lower()
+
+
+def test_junk_rejects_extreme_pitch():
+    img, loc = _centered_face_image(_sharp_face(80))
+    ok, reason = is_junk_face_reject(img, loc, yaw_angle=0.0, pitch_angle=50.0)
+    assert ok is False
+    assert "pitch" in reason.lower()
+
+
+def test_junk_rejects_blurry_crop():
+    img, loc = _centered_face_image(_blurry_face(100))
+    ok, reason = is_junk_face_reject(img, loc, yaw_angle=None, pitch_angle=None)
+    assert ok is False
+    assert "blur" in reason.lower() or "laplacian" in reason.lower()
+
+
+def test_junk_keeps_sharp_frontal():
+    img, loc = _centered_face_image(_sharp_face(100))
+    ok, reason = is_junk_face_reject(img, loc, yaw_angle=5.0, pitch_angle=2.0)
+    assert ok is True
+    assert reason == ""