diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 2a5c7c27d6..88b904d6a1 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -104,6 +104,10 @@ dependencies = [
     "weasyprint>=63.1",
     "opencv-python-headless>=4.10.0.84",
     "psycopg[c]==3.2.12",
+    "sentence-transformers>=3.0.0",
+    "scikit-learn>=1.5.0",
+    "bertopic>=0.16.0",
+    "nltk>=3.8.0",
 ]
 name = "backend"
 version = "0.1.0"
diff --git a/backend/reviews/adapters.py b/backend/reviews/adapters.py
index 0b55b430fd..e07863e137 100644
--- a/backend/reviews/adapters.py
+++ b/backend/reviews/adapters.py
@@ -42,8 +42,8 @@ class ReviewAdapter(Protocol):
     """Protocol defining the interface for review type adapters."""
 
     @property
-    def recap_template(self) -> str:
-        """Template name for the recap view."""
+    def shortlist_template(self) -> str:
+        """Template name for the shortlist view."""
         ...
 
     @property
@@ -51,29 +51,29 @@ def review_template(self) -> str:
         """Template name for the individual review view."""
         ...
 
-    def get_recap_items_queryset(
+    def get_shortlist_items_queryset(
         self,
         review_session: ReviewSession,
     ) -> QuerySet:
-        """Return annotated queryset of items for the recap view."""
+        """Return annotated queryset of items for the shortlist view."""
         ...
 
-    def get_recap_context(
+    def get_shortlist_context(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
         items: QuerySet,
         admin_site: AdminSite,
     ) -> dict[str, Any]:
-        """Return template context for the recap view."""
+        """Return template context for the shortlist view."""
         ...
 
-    def process_recap_post(
+    def process_shortlist_post(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
     ) -> None:
-        """Process and save decisions from the recap form."""
+        """Process and save decisions from the shortlist form."""
         ...
 
     def get_review_context(
@@ -111,18 +111,18 @@ class ProposalsReviewAdapter:
     """Adapter for handling Proposals (Submissions) reviews."""
 
     @property
-    def recap_template(self) -> str:
-        return "proposals-recap.html"
+    def shortlist_template(self) -> str:
+        return "proposals-shortlist.html"
 
     @property
     def review_template(self) -> str:
         return "proposal-review.html"
 
-    def get_recap_items_queryset(
+    def get_shortlist_items_queryset(
         self,
         review_session: ReviewSession,
     ) -> QuerySet[Submission]:
-        """Return submissions annotated with scores for the recap view."""
+        """Return submissions annotated with scores for the shortlist view."""
         review_session_id = review_session.id
 
         return (
@@ -159,14 +159,14 @@ def get_recap_items_queryset(
             )
         )
 
-    def get_recap_context(
+    def get_shortlist_context(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
         items: QuerySet,
         admin_site: AdminSite,
     ) -> dict[str, Any]:
-        """Return template context for the proposals recap view."""
+        """Return template context for the proposals shortlist view."""
         conference = review_session.conference
         speakers_ids = items.values_list("speaker_id", flat=True)
 
@@ -197,10 +197,10 @@ def get_recap_context(
             submission_types=conference.submission_types.all(),
             review_session_repr=str(review_session),
             all_statuses=[choice for choice in Submission.STATUS],
-            title="Recap",
+            title="Shortlist",
         )
 
-    def process_recap_post(
+    def process_shortlist_post(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
@@ -359,18 +359,18 @@ class GrantsReviewAdapter:
     """Adapter for handling Grants (Financial Aid) reviews."""
 
     @property
-    def recap_template(self) -> str:
-        return "grants-recap.html"
+    def shortlist_template(self) -> str:
+        return "grants-shortlist.html"
 
     @property
     def review_template(self) -> str:
         return "grant-review.html"
 
-    def get_recap_items_queryset(
+    def get_shortlist_items_queryset(
         self,
         review_session: ReviewSession,
     ) -> QuerySet[Grant]:
-        """Return grants annotated with scores and std_dev for the recap view."""
+        """Return grants annotated with scores and std_dev for the shortlist view."""
         review_session_id = review_session.id
 
         return (
@@ -433,14 +433,14 @@ def get_recap_items_queryset(
             )
         )
 
-    def get_recap_context(
+    def get_shortlist_context(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
         items: QuerySet,
         admin_site: AdminSite,
     ) -> dict[str, Any]:
-        """Return template context for the grants recap view."""
+        """Return template context for the grants shortlist view."""
         proposals = {
             submission.id: submission
             for submission in Submission.objects.non_cancelled()
@@ -468,10 +468,10 @@ def get_recap_context(
                 conference=review_session.conference
             ),
             review_session=review_session,
-            title="Recap",
+            title="Shortlist",
         )
 
-    def process_recap_post(
+    def process_shortlist_post(
         self,
         request: HttpRequest,
         review_session: ReviewSession,
diff --git a/backend/reviews/admin.py b/backend/reviews/admin.py
index 7be282537b..892429e8cc 100644
--- a/backend/reviews/admin.py
+++ b/backend/reviews/admin.py
@@ -3,6 +3,8 @@
 from django import forms
 from django.contrib import admin, messages
 from django.core.exceptions import PermissionDenied
+from django.db.models import Count, Q
+from django.http import JsonResponse
 from django.http.request import HttpRequest
 from django.shortcuts import redirect
 from django.template.response import TemplateResponse
@@ -11,7 +13,8 @@
 
 from reviews.adapters import get_review_adapter
 from reviews.models import AvailableScoreOption, ReviewSession, UserReview
-from submissions.models import SubmissionTag
+from reviews.similar_talks import compute_similar_talks, compute_topic_clusters
+from submissions.models import Submission, SubmissionTag
 from users.admin_mixins import ConferencePermissionMixin
 
 
@@ -30,6 +33,76 @@ def get_all_tags():
     return SubmissionTag.objects.values_list("id", "name")
 
 
+def get_stats_for_submissions(qs):
+    """Get all stats for a queryset of submissions."""
+    total = qs.count()
+
+    def calc_pct(count):
+        return round(count / total * 100, 1) if total > 0 else 0
+
+    def with_pct(counts_dict):
+        return {k: (v, calc_pct(v)) for k, v in counts_dict.items()}
+
+    gender_stats = (
+        qs.values("speaker__gender")
+        .annotate(count=Count("id"))
+        .order_by("speaker__gender")
+    )
+    gender_counts = with_pct(
+        {
+            item["speaker__gender"] or "unknown": item["count"]
+            for item in gender_stats
+        }
+    )
+
+    level_stats = (
+        qs.values("audience_level__name")
+        .annotate(count=Count("id"))
+        .order_by("audience_level__name")
+    )
+    level_counts = with_pct(
+        {item["audience_level__name"]: item["count"] for item in level_stats}
+    )
+
+    language_stats = (
+        qs.values("languages__code")
+        .annotate(count=Count("id"))
+        .order_by("languages__code")
+    )
+    language_counts = with_pct(
+        {item["languages__code"]: item["count"] for item in language_stats}
+    )
+
+    speaker_level_stats = (
+        qs.values("speaker_level")
+        .annotate(count=Count("id"))
+        .order_by("speaker_level")
+    )
+    speaker_level_counts = with_pct(
+        {item["speaker_level"]: item["count"] for item in speaker_level_stats}
+    )
+
+    tag_stats = (
+        qs.values("tags__name")
+        .annotate(count=Count("id"))
+        .exclude(tags__name__isnull=True)
+        .order_by("-count", "tags__name")
+    )
+    tag_counts = [
+        (item["tags__name"], item["count"], calc_pct(item["count"]))
+        for item in tag_stats
+    ]
+
+    return {
+        "total": total,
+        "gender_counts": gender_counts,
+        "level_counts": level_counts,
+        "language_counts": language_counts,
+        "speaker_level_counts": speaker_level_counts,
+        "tag_counts": tag_counts,
+    }
+
+
 class SubmitVoteForm(forms.Form):
     score = forms.ModelChoiceField(queryset=AvailableScoreOption.objects.all())
     comment = forms.CharField(required=False)
@@ -95,6 +168,7 @@ def get_fieldsets(self, request: HttpRequest, obj):
             {
                 "fields": (
                     "go_to_review_screen",
+                    "go_to_shortlist_screen",
                     "go_to_recap_screen",
                 )
             },
@@ -120,6 +194,7 @@ def get_fieldsets(self, request: HttpRequest, obj):
     def get_readonly_fields(self, request: HttpRequest, obj):
         fields = [
             "go_to_review_screen",
+            "go_to_shortlist_screen",
             "go_to_recap_screen",
         ]
 
@@ -158,12 +233,28 @@ def go_to_review_screen(self, obj):
 """
         )
 
+    @admin.display(description="Shortlist Screen")
+    def go_to_shortlist_screen(self, obj):
+        if not obj.id:
+            return ""
+
+        if not obj.can_see_shortlist_screen:
+            return "You cannot see the shortlist of this session yet."
+
+        return mark_safe(
+            f"""
+    <a href="{reverse("admin:reviews-shortlist", kwargs={"review_session_id": obj.id})}">
+        Go to shortlist screen
+    </a>
+"""
+        )
+
     @admin.display(description="Recap Screen")
     def go_to_recap_screen(self, obj):
         if not obj.id:
             return ""
 
-        if not obj.can_see_recap_screen:
+        if not obj.can_see_shortlist_screen:
             return "You cannot see the recap of this session yet."
 
         return mark_safe(
@@ -176,11 +267,21 @@ def go_to_recap_screen(self, obj):
 
     def get_urls(self):
         return [
+            path(
+                "<int:review_session_id>/review/shortlist/",
+                self.admin_site.admin_view(self.review_shortlist_view),
+                name="reviews-shortlist",
+            ),
             path(
                 "<int:review_session_id>/review/recap/",
                 self.admin_site.admin_view(self.review_recap_view),
                 name="reviews-recap",
             ),
+            path(
+                "<int:review_session_id>/review/recap/compute-analysis/",
+                self.admin_site.admin_view(self.review_recap_compute_analysis_view),
+                name="reviews-recap-compute-analysis",
+            ),
             path(
                 "<int:review_session_id>/review/start/",
                 self.admin_site.admin_view(self.review_start_view),
@@ -204,7 +305,7 @@ def review_start_view(self, request, review_session_id):
             messages.warning(request, "No new proposal to review.")
             return redirect(
                 reverse(
-                    "admin:reviews-recap",
+                    "admin:reviews-shortlist",
                     kwargs={
                         "review_session_id": review_session_id,
                     },
@@ -221,14 +322,14 @@ def review_start_view(self, request, review_session_id):
             )
         )
 
-    def review_recap_view(self, request, review_session_id):
+    def review_shortlist_view(self, request, review_session_id):
         review_session = ReviewSession.objects.get(id=review_session_id)
 
         if not review_session.user_can_review(request.user):
             raise PermissionDenied()
 
-        if not review_session.can_see_recap_screen:
-            messages.error(request, "You cannot see the recap of this session yet.")
+        if not review_session.can_see_shortlist_screen:
+            messages.error(request, "You cannot see the shortlist of this session yet.")
             return redirect(
                 reverse(
                     "admin:reviews_reviewsession_change",
@@ -246,24 +347,149 @@ def review_recap_view(self, request, review_session_id):
             ):
                 raise PermissionDenied()
 
-            adapter.process_recap_post(request, review_session)
+            adapter.process_shortlist_post(request, review_session)
             messages.success(request, "Decisions saved.")
 
             return redirect(
                 reverse(
-                    "admin:reviews-recap",
+                    "admin:reviews-shortlist",
                     kwargs={
                         "review_session_id": review_session_id,
                     },
                 )
             )
 
-        items = adapter.get_recap_items_queryset(review_session).all()
-        context = adapter.get_recap_context(
+        items = adapter.get_shortlist_items_queryset(review_session).all()
+        context = adapter.get_shortlist_context(
             request, review_session, items, self.admin_site
         )
 
-        return TemplateResponse(request, adapter.recap_template, context)
+        return TemplateResponse(request, adapter.shortlist_template, context)
+
+    def _get_accepted_submissions(self, conference):
+        return (
+            Submission.objects.filter(conference=conference)
+            .filter(
+                Q(pending_status=Submission.STATUS.accepted)
+                | Q(pending_status__isnull=True, status=Submission.STATUS.accepted)
+                | Q(pending_status="", status=Submission.STATUS.accepted)
+            )
+            .select_related("speaker", "type", "audience_level")
+            .prefetch_related("languages")
+        )
+
+    def review_recap_view(self, request, review_session_id):
+        review_session = ReviewSession.objects.get(id=review_session_id)
+
+        if not review_session.user_can_review(request.user):
+            raise PermissionDenied()
+
+        if not review_session.can_see_shortlist_screen:
+            messages.error(request, "You cannot see the recap of this session yet.")
+            return redirect(
+                reverse(
+                    "admin:reviews_reviewsession_change",
+                    kwargs={
+                        "object_id": review_session_id,
+                    },
+                )
+            )
+
+        conference = review_session.conference
+        accepted_submissions = self._get_accepted_submissions(conference)
+
+        # Get submission types for this conference
+        submission_types = list(
+            conference.submission_types.values_list("name", flat=True)
+        )
+
+        # Get stats per submission type
+        stats_by_type = {}
+        for type_name in submission_types:
+            type_qs = accepted_submissions.filter(type__name=type_name)
+            stats_by_type[type_name] = get_stats_for_submissions(type_qs)
+
+        total_accepted = accepted_submissions.count()
+
+        # Build submissions data for JS to use when rendering analysis results
+        submissions_data = [
+            {
+                "id": s.id,
+                "title": str(s.title),
+                "type": s.type.name,
+                "speaker": s.speaker.display_name if s.speaker else "Unknown",
+            }
+            for s in accepted_submissions
+        ]
+
+        context = dict(
+            self.admin_site.each_context(request),
+            title="Recap",
+            review_session_id=review_session_id,
+            review_session_repr=str(review_session),
+            total_accepted=total_accepted,
+            submission_types=submission_types,
+            stats_by_type=stats_by_type,
+            submissions_data=submissions_data,
+            compute_analysis_url=reverse(
+                "admin:reviews-recap-compute-analysis",
+                kwargs={"review_session_id": review_session_id},
+            ),
+        )
+
+        return TemplateResponse(request, "reviews-recap.html", context)
+
+    def review_recap_compute_analysis_view(self, request, review_session_id):
+        review_session = ReviewSession.objects.get(id=review_session_id)
+
+        if not review_session.user_can_review(request.user):
+            raise PermissionDenied()
+
+        if not review_session.can_see_shortlist_screen:
+            raise PermissionDenied()
+
+        conference = review_session.conference
+        accepted_submissions = self._get_accepted_submissions(conference)
+        force_recompute = request.GET.get("recompute") == "1"
+
+        similar_talks = compute_similar_talks(
+            accepted_submissions,
+            top_n=5,
+            conference_id=conference.id,
+            force_recompute=force_recompute,
+        )
+
+        topic_clusters = compute_topic_clusters(
+            accepted_submissions,
+            min_topic_size=3,
+            conference_id=conference.id,
+            force_recompute=force_recompute,
+        )
+
+        # Build submissions list with similar talks, sorted by highest similarity
+        submissions_list = sorted(
+            [
+                {
+                    "id": s.id,
+                    "title": str(s.title),
+                    "type": s.type.name,
+                    "speaker": s.speaker.display_name if s.speaker else "Unknown",
+                    "similar": similar_talks.get(s.id, []),
+                }
+                for s in accepted_submissions
+            ],
+            key=lambda x: max(
+                (item["similarity"] for item in x["similar"]), default=0
+            ),
+            reverse=True,
+        )
+
+        return JsonResponse(
+            {
+                "submissions_list": submissions_list,
+                "topic_clusters": topic_clusters,
+            }
+        )
 
     def review_view(self, request, review_session_id, review_item_id):
         review_session = ReviewSession.objects.get(id=review_session_id)
@@ -365,7 +591,7 @@ def review_view(self, request, review_session_id, review_item_id):
                 messages.warning(request, "No new proposal to review.")
                 return redirect(
                     reverse(
-                        "admin:reviews-recap",
+                        "admin:reviews-shortlist",
                         kwargs={
                             "review_session_id": review_session_id,
                         },
diff --git a/backend/reviews/models.py b/backend/reviews/models.py
index 35e4d26a18..a75e5839d4 100644
--- a/backend/reviews/models.py
+++ b/backend/reviews/models.py
@@ -55,7 +55,7 @@ def has_user_reviews(self):
         return self.user_reviews.exists()
 
     @property
-    def can_see_recap_screen(self):
+    def can_see_shortlist_screen(self):
         if self.is_proposals_review:
             return True
 
diff --git a/backend/reviews/similar_talks.py b/backend/reviews/similar_talks.py
new file mode 100644
index 0000000000..da72352771
--- /dev/null
+++ b/backend/reviews/similar_talks.py
@@ -0,0 +1,480 @@
+import functools
+import hashlib
+import logging
+
+import nltk
+import numpy as np
+from bertopic import BERTopic
+from bertopic.representation import KeyBERTInspired, MaximalMarginalRelevance
+from django.core.cache import cache
+from sentence_transformers import SentenceTransformer
+from sklearn.cluster import AgglomerativeClustering
+from sklearn.feature_extraction.text import CountVectorizer
+from sklearn.metrics.pairwise import cosine_similarity
+
+logger = logging.getLogger(__name__)
+
+CACHE_TIMEOUT = 60 * 60 * 24  # 24 hours
+
+
+# Map language codes to NLTK stopword language names
+LANGUAGE_CODE_MAP = {
+    "en": "english",
+    "it": "italian",
+}
+
+# Conference-specific stopwords (language-agnostic technical terms)
+CONFERENCE_STOPWORDS = {
+    # Generic talk terms
+    "talk",
+    "talks",
+    "session",
+    "presentation",
+    "workshop",
+    "tutorial",
+    "introduction",
+    "intro",
+    "advanced",
+    "beginner",
+    "intermediate",
+    "guide",
+    "overview",
+    "deep",
+    "dive",
+    "hands",
+    "practical",
+    "real",
+    "world",
+    "quick",
+    "lightning",
+    # Common verbs
+    "using",
+    "use",
+    "uses",
+    "build",
+    "building",
+    "create",
+    "creating",
+    "make",
+    "making",
+    "learn",
+    "learning",
+    "get",
+    "getting",
+    "started",
+    "start",
+    "work",
+    "working",
+    "write",
+    "writing",
+    "run",
+    "running",
+    "develop",
+    "developing",
+    "development",
+    "implement",
+    "implementing",
+    "implementation",
+    # Common adjectives
+    "new",
+    "modern",
+    "better",
+    "best",
+    "simple",
+    "easy",
+    "fast",
+    "faster",
+    "efficient",
+    "effective",
+    "powerful",
+    "complex",
+    "basic",
+    "basics",
+    # Generic terms
+    "practices",
+    "way",
+    "ways",
+    "approach",
+    "approaches",
+    "pattern",
+    "patterns",
+    "example",
+    "examples",
+    "case",
+    "cases",
+    "study",
+    "code",
+    "codes",
+    "coding",
+    "project",
+    "projects",
+    "application",
+    "applications",
+    "app",
+    "apps",
+    "system",
+    "systems",
+    "tool",
+    "tools",
+    "solution",
+    "solutions",
+    "feature",
+    "features",
+    "technique",
+    "techniques",
+    "method",
+    "methods",
+    "trick",
+    "tricks",
+    "tip",
+    "tips",
+    "lesson",
+    "lessons",
+    "learned",
+    "experience",
+    "experiences",
+    "journey",
+    "story",
+    "stories",
+    # Python-specific (since this is a Python conference)
+    "python",
+    "python's",
+    "py",
+    "pythonic",
+    "cpython",
+    "pypi",
+    # Generic programming terms
+    "library",
+    "libraries",
+    "package",
+    "packages",
+    "module",
+    "modules",
+    "framework",
+    "frameworks",
+    "function",
+    "functions",
+    "class",
+    "classes",
+    "object",
+    "objects",
+    "variable",
+    "variables",
+    "data",
+    "file",
+    "files",
+    "script",
+    "scripts",
+    "program",
+    "programs",
+    "programming",
+    "developer",
+    "developers",
+    "software",
+    "hardware",
+    "user",
+    "users",
+}
+
+
+@functools.cache
+def _ensure_nltk_data():
+    """Download NLTK stopwords if not already present."""
+    try:
+        nltk.data.find("corpora/stopwords")
+    except LookupError:
+        logger.info("Downloading NLTK stopwords...")
+        nltk.download("stopwords", quiet=True)
+
+
+def get_stopwords_for_languages(language_codes: set[str]) -> set[str]:
+    """
+    Get combined stopwords for the given language codes using NLTK.
+
+    Args:
+        language_codes: Set of 2-letter language codes (e.g., {"en", "it"})
+
+    Returns:
+        Set of stopwords for all specified languages
+    """
+    _ensure_nltk_data()
+
+    stopwords = set()
+
+    for code in language_codes:
+        lang_name = LANGUAGE_CODE_MAP.get(code.lower())
+        if lang_name:
+            try:
+                lang_stopwords = set(nltk.corpus.stopwords.words(lang_name))
+                stopwords.update(lang_stopwords)
+            except OSError:
+                logger.warning(f"Stopwords not available for language: {lang_name}")
+
+    # Always add conference-specific stopwords
+    stopwords.update(CONFERENCE_STOPWORDS)
+
+    return stopwords
+
+
+@functools.cache
+def get_embedding_model():
+    """Get or create the shared embedding model instance."""
+    return SentenceTransformer("all-MiniLM-L6-v2")
+
+
+def get_embedding_text(submission) -> str:
+    """Combine title, elevator_pitch, and abstract into a single string for embedding."""
+    title = str(submission.title) if submission.title else ""
+    elevator_pitch = str(submission.elevator_pitch) if submission.elevator_pitch else ""
+    abstract = (
+        str(submission.abstract)
+        if hasattr(submission, "abstract") and submission.abstract
+        else ""
+    )
+    return f"{title}. {elevator_pitch}. {abstract}"
+
+
+def _get_submission_languages(submissions) -> set[str]:
+    """Extract all unique language codes from submissions."""
+    language_codes = set()
+
+    for submission in submissions:
+        for lang in submission.languages.all():
+            language_codes.add(lang.code.lower())
+
+    return language_codes or {"en"}
+
+
+def _get_cache_key(prefix: str, conference_id: int, submissions) -> str:
+    """Generate a cache key based on conference and submission content."""
+    content_hash = hashlib.md5()
+    for s in sorted(submissions, key=lambda x: x.id):
+        content_hash.update(f"{s.id}:{get_embedding_text(s)}".encode())
+    return f"{prefix}:conf_{conference_id}:{content_hash.hexdigest()}"
+
+
+def compute_similar_talks(
+    submissions, top_n=5, conference_id=None, force_recompute=False
+):
+    """
+    Compute similar talks for each submission based on embeddings.
+
+    Args:
+        submissions: A list of Submission objects
+        top_n: Number of similar talks to return for each submission
+        conference_id: Optional conference ID for cache key
+        force_recompute: Skip cache and recompute fresh results
+
+    Returns:
+        A dictionary mapping submission IDs to lists of similar submission IDs
+    """
+    if not submissions:
+        return {}
+
+    submissions_list = list(submissions)
+    if len(submissions_list) < 2:
+        return {}
+
+    # Try to get from cache
+    cache_key = None
+    if conference_id:
+        cache_key = _get_cache_key("similar_talks", conference_id, submissions_list)
+        if not force_recompute:
+            cached_result = cache.get(cache_key)
+            if cached_result is not None:
+                return cached_result
+
+    model = get_embedding_model()
+
+    texts = [get_embedding_text(s) for s in submissions_list]
+    embeddings = model.encode(texts)
+
+    similarity_matrix = cosine_similarity(embeddings)
+
+    similar_talks = {}
+    for i, submission in enumerate(submissions_list):
+        sims = similarity_matrix[i]
+        top_indices = np.argsort(sims)[::-1][1 : top_n + 1]  # skip self (index 0)
+
+        similar_talks[submission.id] = [
+            {
+                "id": submissions_list[idx].id,
+                "title": str(submissions_list[idx].title),
+                "similarity": round(float(sims[idx]) * 100, 1),
+            }
+            for idx in top_indices
+            if sims[idx] > 0.3  # Only include if similarity > 30%
+        ]
+
+    # Cache the result
+    if cache_key:
+        cache.set(cache_key, similar_talks, CACHE_TIMEOUT)
+
+    return similar_talks
+
+
+def compute_topic_clusters(
+    submissions, min_topic_size=3, conference_id=None, force_recompute=False
+):
+    """
+    Compute topic clusters for submissions using BERTopic.
+
+    Args:
+        submissions: A list of Submission objects
+        min_topic_size: Minimum number of talks per cluster
+        conference_id: Optional conference ID for cache key
+        force_recompute: Skip cache and recompute fresh results
+
+    Returns:
+        A dictionary with:
+        - 'topics': list of topic info dicts with id, name, count, keywords
+        - 'submission_topics': dict mapping submission ID to topic ID
+    """
+    if not submissions:
+        return {"topics": [], "submission_topics": {}, "outliers": []}
+
+    submissions_list = list(submissions)
+    if len(submissions_list) < min_topic_size:
+        return {"topics": [], "submission_topics": {}, "outliers": []}
+
+    # Try to get from cache
+    cache_key = None
+    if conference_id:
+        cache_key = _get_cache_key("topic_clusters_v4", conference_id, submissions_list)
+        if not force_recompute:
+            cached_result = cache.get(cache_key)
+            if cached_result is not None:
+                return cached_result
+
+    model = get_embedding_model()
+    texts = [get_embedding_text(s) for s in submissions_list]
+    embeddings = model.encode(texts)
+
+    # Get stopwords based on submission languages
+    language_codes = _get_submission_languages(submissions_list)
+    stopwords = get_stopwords_for_languages(language_codes)
+    stopwords_list = list(stopwords)
+
+    # Calculate number of clusters based on submission count
+    # Aim for ~5-8 talks per cluster on average
+    n_clusters = max(2, min(15, len(submissions_list) // 6))
+
+    # Use Agglomerative Clustering for more predictable results
+    cluster_model = AgglomerativeClustering(n_clusters=n_clusters)
+
+    # Custom vectorizer with language-aware stopwords
+    vectorizer_model = CountVectorizer(
+        stop_words=stopwords_list,
+        min_df=1,
+        ngram_range=(1, 2),
+    )
+
+    # Use KeyBERT-inspired representation for better keywords
+    representation_model = [
+        KeyBERTInspired(),
+        MaximalMarginalRelevance(diversity=0.3),
+    ]
+
+    # Create and fit BERTopic model
+    topic_model = BERTopic(
+        embedding_model=model,
+        hdbscan_model=cluster_model,
+        vectorizer_model=vectorizer_model,
+        representation_model=representation_model,
+        verbose=False,
+        calculate_probabilities=False,
+    )
+
+    topics, _probs = topic_model.fit_transform(texts, embeddings)
+
+    # Get topic info
+    topic_info = topic_model.get_topic_info()
+
+    # Build topics list
+    topics_list = []
+    for _, row in topic_info.iterrows():
+        topic_id = row["Topic"]
+        if topic_id == -1:
+            continue  # Skip outliers
+
+        # Get top keywords for this topic (from KeyBERT representation)
+        topic_words = topic_model.get_topic(topic_id)
+        keywords = []
+        if topic_words:
+            for word, _ in topic_words[:10]:  # Check more words to find unique ones
+                # Clean up the keyword
+                word = word.strip().lower()
+
+                # Skip if in stopwords or too short
+                if not word or word in stopwords or len(word) < 3:
+                    continue
+
+                # Skip if this word is a substring of an existing keyword or vice versa
+                # e.g., "interpreter" and "interpreter explore" → keep only "interpreter"
+                is_duplicate = False
+                for existing in keywords:
+                    if word in existing or existing in word:
+                        is_duplicate = True
+                        break
+                    # Also check for very similar words (same stem)
+                    if len(word) > 4 and len(existing) > 4:
+                        if word[:4] == existing[:4]:
+                            is_duplicate = True
+                            break
+
+                if not is_duplicate:
+                    keywords.append(word)
+
+                if len(keywords) >= 5:
+                    break
+
+        # Generate a better topic name from top keywords
+        if keywords:
+            # Use only the most distinctive keywords for the name
+            topic_name = " / ".join(keywords[:3]).title()
+        else:
+            topic_name = f"Topic {topic_id + 1}"
+
+        topics_list.append(
+            {
+                "id": topic_id,
+                "name": topic_name,
+                "count": row["Count"],
+                "keywords": keywords,
+            }
+        )
+
+    # Map submission IDs to topics
+    submission_topics = {}
+    for i, submission in enumerate(submissions_list):
+        topic_id = topics[i]
+        submission_topics[submission.id] = topic_id
+
+    # Group submissions by topic
+    topics_with_submissions = []
+    for topic in sorted(topics_list, key=lambda t: t["count"], reverse=True):
+        topic_submissions = [
+            {"id": s.id, "title": str(s.title)}
+            for s in submissions_list
+            if submission_topics.get(s.id) == topic["id"]
+        ]
+        topics_with_submissions.append({**topic, "submissions": topic_submissions})
+
+    # Handle outliers (topic -1)
+    outlier_submissions = [
+        {"id": s.id, "title": str(s.title)}
+        for s in submissions_list
+        if submission_topics.get(s.id) == -1
+    ]
+
+    result = {
+        "topics": topics_with_submissions,
+        "outliers": outlier_submissions,
+        "submission_topics": submission_topics,
+    }
+
+    # Cache the result
+    if cache_key:
+        cache.set(cache_key, result, CACHE_TIMEOUT)
+
+    return result
diff --git a/backend/reviews/templates/grants-recap.html b/backend/reviews/templates/grants-shortlist.html
similarity index 100%
rename from backend/reviews/templates/grants-recap.html
rename to backend/reviews/templates/grants-shortlist.html
diff --git a/backend/reviews/templates/proposals-recap.html b/backend/reviews/templates/proposals-shortlist.html
similarity index 100%
rename from backend/reviews/templates/proposals-recap.html
rename to backend/reviews/templates/proposals-shortlist.html
diff --git a/backend/reviews/templates/reviews-recap.html b/backend/reviews/templates/reviews-recap.html
new file mode 100644
index 0000000000..6cf704c797
--- /dev/null
+++ b/backend/reviews/templates/reviews-recap.html
@@ -0,0 +1,612 @@
+{% extends "admin/base_site.html" %}
+{% load i18n %}
+{% block breadcrumbs %}
+<div class="breadcrumbs">
+  <a href="{% url 'admin:index' %}">{% trans 'Home' %}</a>
+  &rsaquo; <a href="{% url 'admin:app_list' 'reviews' %}">Reviews</a>
+  &rsaquo; <a href="{% url 'admin:reviews_reviewsession_changelist' %}">Review sessions</a>
+  &rsaquo; <a href="{% url 'admin:reviews_reviewsession_change' review_session_id %}">{{review_session_repr}}</a>
+  &rsaquo; {{title}}
+</div>
+{% endblock %}
+
+{% block extrahead %}
+{{ block.super }}
+<style>
+  .recap-section {
+    margin-bottom: 40px;
+  }
+
+  .recap-section-title {
+    font-size: 24px;
+    font-weight: bold;
+    margin-bottom: 20px;
+    padding-bottom: 10px;
+    border-bottom: 3px solid var(--primary, #417690);
+    color: var(--body-fg, #333);
+  }
+
+  .recap-container {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
+    gap: 20px;
+  }
+
+  .recap-card {
+    background: var(--body-bg, #fff);
+    border: 1px solid var(--hairline-color, #ddd);
+    border-radius: 8px;
+    padding: 20px;
+  }
+
+  .recap-card h3 {
+    margin-top: 0;
+    margin-bottom: 15px;
+    padding-bottom: 10px;
+    border-bottom: 2px solid var(--primary, #417690);
+    color: var(--body-fg, #333);
+    font-size: 16px;
+    text-transform: uppercase;
+    letter-spacing: 0.5px;
+  }
+
+  .recap-card ul {
+    list-style: none;
+    padding: 0;
+    margin: 0;
+  }
+
+  .recap-card li {
+    display: flex;
+    justify-content: space-between;
+    padding: 8px 0;
+    border-bottom: 1px solid var(--hairline-color, #eee);
+  }
+
+  .recap-card li:last-child {
+    border-bottom: none;
+  }
+
+  .recap-card .stat-label {
+    color: var(--body-quiet-color, #666);
+  }
+
+  .recap-card .stat-value {
+    font-weight: bold;
+    color: var(--body-fg, #333);
+    font-variant-numeric: tabular-nums;
+  }
+
+  .recap-total {
+    background: var(--primary, #417690);
+    color: #fff;
+    text-align: center;
+    padding: 30px;
+    border-radius: 8px;
+    margin-bottom: 30px;
+  }
+
+  .recap-total h2 {
+    margin: 0 0 10px 0;
+    font-size: 14px;
+    text-transform: uppercase;
+    letter-spacing: 1px;
+    opacity: 0.9;
+  }
+
+  .recap-total .total-number {
+    font-size: 48px;
+    font-weight: bold;
+    line-height: 1;
+  }
+
+  .recap-total-grid {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(150px, 1fr));
+    gap: 20px;
+    margin-bottom: 30px;
+  }
+
+  .recap-total-card {
+    background: var(--primary, #417690);
+    color: #fff;
+    text-align: center;
+    padding: 20px;
+    border-radius: 8px;
+  }
+
+  .recap-total-card h2 {
+    margin: 0 0 8px 0;
+    font-size: 12px;
+    text-transform: uppercase;
+    letter-spacing: 1px;
+    opacity: 0.9;
+  }
+
+  .recap-total-card .total-number {
+    font-size: 36px;
+    font-weight: bold;
+    line-height: 1;
+  }
+
+  .similar-talks-section {
+    margin-top: 40px;
+  }
+
+  .similar-talks-table {
+    width: 100%;
+    border-collapse: collapse;
+    background: var(--body-bg, #fff);
+    border: 1px solid var(--hairline-color, #ddd);
+    border-radius: 8px;
+    overflow: hidden;
+  }
+
+  .similar-talks-table th,
+  .similar-talks-table td {
+    padding: 12px 15px;
+    text-align: left;
+    border-bottom: 1px solid var(--hairline-color, #eee);
+  }
+
+  .similar-talks-table th {
+    background: var(--primary, #417690);
+    color: #fff;
+    font-weight: bold;
+    text-transform: uppercase;
+    font-size: 12px;
+    letter-spacing: 0.5px;
+  }
+
+  .similar-talks-table tr:hover {
+    background: var(--darkened-bg, #f5f5f5);
+  }
+
+  .similar-talks-table tr:last-child td {
+    border-bottom: none;
+  }
+
+  .similar-talk-item {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 4px 0;
+    font-size: 13px;
+  }
+
+  .similar-talk-item:not(:last-child) {
+    border-bottom: 1px dashed var(--hairline-color, #ddd);
+    margin-bottom: 4px;
+    padding-bottom: 8px;
+  }
+
+  .similar-talk-title {
+    flex: 1;
+    color: var(--body-fg, #333);
+  }
+
+  .similarity-score {
+    background: var(--primary, #417690);
+    color: #fff;
+    padding: 2px 8px;
+    border-radius: 12px;
+    font-size: 11px;
+    font-weight: bold;
+    margin-left: 10px;
+    white-space: nowrap;
+  }
+
+  .similarity-score-medium {
+    background: #e67e22;
+  }
+
+  .similarity-score-high {
+    background: #c0392b;
+  }
+
+  .submission-type-badge {
+    display: inline-block;
+    background: var(--darkened-bg, #f0f0f0);
+    color: var(--body-quiet-color, #666);
+    padding: 2px 8px;
+    border-radius: 4px;
+    font-size: 11px;
+    text-transform: uppercase;
+  }
+
+  .no-similar {
+    color: var(--body-quiet-color, #999);
+    font-style: italic;
+  }
+
+  /* Topic Clusters Styles */
+  .topic-clusters-grid {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(350px, 1fr));
+    gap: 20px;
+  }
+
+  .topic-card {
+    background: var(--body-bg, #fff);
+    border: 1px solid var(--hairline-color, #ddd);
+    border-radius: 8px;
+    padding: 20px;
+    border-left: 4px solid var(--primary, #417690);
+  }
+
+  .topic-card.outliers {
+    border-left-color: var(--body-quiet-color, #999);
+  }
+
+  .topic-header {
+    display: flex;
+    justify-content: space-between;
+    align-items: flex-start;
+    margin-bottom: 15px;
+  }
+
+  .topic-title {
+    font-size: 16px;
+    font-weight: bold;
+    color: var(--body-fg, #333);
+    margin: 0;
+  }
+
+  .topic-count {
+    background: var(--primary, #417690);
+    color: #fff;
+    padding: 4px 10px;
+    border-radius: 12px;
+    font-size: 12px;
+    font-weight: bold;
+    white-space: nowrap;
+  }
+
+  .topic-card.outliers .topic-count {
+    background: var(--body-quiet-color, #999);
+  }
+
+  .topic-keywords {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 6px;
+    margin-bottom: 15px;
+  }
+
+  .keyword-tag {
+    background: var(--darkened-bg, #f0f0f0);
+    color: var(--body-quiet-color, #666);
+    padding: 3px 8px;
+    border-radius: 4px;
+    font-size: 11px;
+  }
+
+  .topic-submissions {
+    list-style: none;
+    padding: 0;
+    margin: 0;
+  }
+
+  .topic-submissions li {
+    padding: 6px 0;
+    border-bottom: 1px solid var(--hairline-color, #eee);
+    font-size: 13px;
+    color: var(--body-fg, #333);
+  }
+
+  .topic-submissions li:last-child {
+    border-bottom: none;
+  }
+
+  .no-topics {
+    color: var(--body-quiet-color, #999);
+    font-style: italic;
+    text-align: center;
+    padding: 40px;
+  }
+</style>
+{% endblock %}
+
+{% block content %}
+<div id="content-main">
+  <!-- Total Cards -->
+  <div class="recap-total-grid">
+    <div class="recap-total-card">
+      <h2>Total Accepted</h2>
+      <div class="total-number">{{ total_accepted }}</div>
+    </div>
+    {% for type_name, stats in stats_by_type.items %}
+    <div class="recap-total-card">
+      <h2>{{ type_name }}s</h2>
+      <div class="total-number">{{ stats.total }}</div>
+    </div>
+    {% endfor %}
+  </div>
+
+  {% for type_name, stats in stats_by_type.items %}
+  <div class="recap-section">
+    <h2 class="recap-section-title">{{ type_name }}s ({{ stats.total }})</h2>
+
+    <div class="recap-container">
+      <!-- Gender Stats -->
+      <div class="recap-card">
+        <h3>👤 Gender</h3>
+        <ul>
+          <li>
+            <span class="stat-label">Male</span>
+            <span class="stat-value">{{ stats.gender_counts.male.0|default:0 }} ({{ stats.gender_counts.male.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Female</span>
+            <span class="stat-value">{{ stats.gender_counts.female.0|default:0 }} ({{ stats.gender_counts.female.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Other</span>
+            <span class="stat-value">{{ stats.gender_counts.other.0|default:0 }} ({{ stats.gender_counts.other.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Prefer not to say</span>
+            <span class="stat-value">{{ stats.gender_counts.not_say.0|default:0 }} ({{ stats.gender_counts.not_say.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Unknown</span>
+            <span class="stat-value">{{ stats.gender_counts.unknown.0|default:0 }} ({{ stats.gender_counts.unknown.1|default:0 }}%)</span>
+          </li>
+        </ul>
+      </div>
+
+      <!-- Audience Level Stats -->
+      <div class="recap-card">
+        <h3>📊 Audience Level</h3>
+        <ul>
+          {% for level_name, count_pct in stats.level_counts.items %}
+          <li>
+            <span class="stat-label">{{ level_name }}</span>
+            <span class="stat-value">{{ count_pct.0 }} ({{ count_pct.1 }}%)</span>
+          </li>
+          {% empty %}
+          <li>
+            <span class="stat-label">No data</span>
+            <span class="stat-value">-</span>
+          </li>
+          {% endfor %}
+        </ul>
+      </div>
+
+      <!-- Language Stats -->
+      <div class="recap-card">
+        <h3>🌍 Language</h3>
+        <ul>
+          {% for lang_code, count_pct in stats.language_counts.items %}
+          <li>
+            <span class="stat-label">
+              {% if lang_code == "en" %}🇬🇧 English{% elif lang_code == "it" %}🇮🇹 Italian{% else %}{{ lang_code }}{% endif %}
+            </span>
+            <span class="stat-value">{{ count_pct.0 }} ({{ count_pct.1 }}%)</span>
+          </li>
+          {% empty %}
+          <li>
+            <span class="stat-label">No data</span>
+            <span class="stat-value">-</span>
+          </li>
+          {% endfor %}
+        </ul>
+      </div>
+
+      <!-- Speaker Level Stats -->
+      <div class="recap-card">
+        <h3>🎤 Speaker Level</h3>
+        <ul>
+          <li>
+            <span class="stat-label">New speaker</span>
+            <span class="stat-value">{{ stats.speaker_level_counts.new.0|default:0 }} ({{ stats.speaker_level_counts.new.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Intermediate experience</span>
+            <span class="stat-value">{{ stats.speaker_level_counts.intermediate.0|default:0 }} ({{ stats.speaker_level_counts.intermediate.1|default:0 }}%)</span>
+          </li>
+          <li>
+            <span class="stat-label">Experienced</span>
+            <span class="stat-value">{{ stats.speaker_level_counts.experienced.0|default:0 }} ({{ stats.speaker_level_counts.experienced.1|default:0 }}%)</span>
+          </li>
+        </ul>
+      </div>
+
+      <!-- Tags Stats -->
+      <div class="recap-card">
+        <h3>🏷️ Tags</h3>
+        <ul>
+          {% for tag_name, count, pct in stats.tag_counts %}
+          <li>
+            <span class="stat-label">{{ tag_name }}</span>
+            <span class="stat-value">{{ count }} ({{ pct }}%)</span>
+          </li>
+          {% empty %}
+          <li>
+            <span class="stat-label">No tags</span>
+            <span class="stat-value">-</span>
+          </li>
+          {% endfor %}
+        </ul>
+      </div>
+    </div>
+  </div>
+  {% endfor %}
+
+  <!-- Compute Analysis Button -->
+  <div id="analysis-controls" class="recap-section" style="text-align: center;">
+    <button type="button" id="compute-analysis-btn" class="button" style="padding: 10px 30px; font-size: 16px; cursor: pointer;">
+      Compute Topic Clusters &amp; Similar Talks
+    </button>
+    <button type="button" id="recompute-analysis-btn" class="button" style="padding: 10px 30px; font-size: 16px; cursor: pointer; display: none;">
+      Recompute (ignore cache)
+    </button>
+    <div id="analysis-loading" style="display: none; margin-top: 15px;">
+      <span style="color: var(--body-quiet-color, #666);">Computing analysis (this may take a moment)...</span>
+    </div>
+    <div id="analysis-error" style="display: none; margin-top: 15px; color: #c0392b;"></div>
+  </div>
+
+  <!-- Topic Clusters Section (populated by JS) -->
+  <div id="topic-clusters-section" class="recap-section" style="display: none;">
+    <h2 class="recap-section-title">🎯 Topic Clusters</h2>
+    <div id="topic-clusters-content" class="topic-clusters-grid"></div>
+  </div>
+
+  <!-- Similar Talks Section (populated by JS) -->
+  <div id="similar-talks-section" class="similar-talks-section recap-section" style="display: none;">
+    <h2 class="recap-section-title">🔗 Similar Talks</h2>
+    <table class="similar-talks-table">
+      <thead>
+        <tr>
+          <th style="width: 35%;">Talk</th>
+          <th style="width: 15%;">Type</th>
+          <th style="width: 15%;">Speaker</th>
+          <th style="width: 35%;">Similar Talks</th>
+        </tr>
+      </thead>
+      <tbody id="similar-talks-body"></tbody>
+    </table>
+  </div>
+</div>
+
+<script>
+(function() {
+  const btn = document.getElementById('compute-analysis-btn');
+  const recomputeBtn = document.getElementById('recompute-analysis-btn');
+  const loading = document.getElementById('analysis-loading');
+  const errorDiv = document.getElementById('analysis-error');
+  const computeUrl = '{{ compute_analysis_url }}';
+
+  function escapeHtml(text) {
+    const div = document.createElement('div');
+    div.textContent = text;
+    return div.innerHTML;
+  }
+
+  function renderTopicClusters(data) {
+    const container = document.getElementById('topic-clusters-content');
+    const section = document.getElementById('topic-clusters-section');
+    let html = '';
+
+    if (!data.topics || (!data.topics.length && !data.outliers.length)) {
+      html = '<div class="no-topics">No topic clusters found. Need more submissions to detect patterns.</div>';
+    } else {
+      for (const topic of data.topics) {
+        html += '<div class="topic-card">';
+        html += '<div class="topic-header">';
+        html += '<h3 class="topic-title">' + escapeHtml(topic.name) + '</h3>';
+        html += '<span class="topic-count">' + topic.count + ' talks</span>';
+        html += '</div>';
+
+        if (topic.keywords && topic.keywords.length) {
+          html += '<div class="topic-keywords">';
+          for (const kw of topic.keywords) {
+            html += '<span class="keyword-tag">' + escapeHtml(kw) + '</span>';
+          }
+          html += '</div>';
+        }
+
+        html += '<ul class="topic-submissions">';
+        for (const sub of topic.submissions) {
+          html += '<li>' + escapeHtml(sub.title) + '</li>';
+        }
+        html += '</ul></div>';
+      }
+
+      if (data.outliers && data.outliers.length) {
+        html += '<div class="topic-card outliers">';
+        html += '<div class="topic-header">';
+        html += '<h3 class="topic-title">Uncategorized</h3>';
+        html += '<span class="topic-count">' + data.outliers.length + ' talks</span>';
+        html += '</div>';
+        html += '<ul class="topic-submissions">';
+        for (const sub of data.outliers) {
+          html += '<li>' + escapeHtml(sub.title) + '</li>';
+        }
+        html += '</ul></div>';
+      }
+    }
+
+    container.innerHTML = html;
+    section.style.display = '';
+  }
+
+  function renderSimilarTalks(submissionsList) {
+    const tbody = document.getElementById('similar-talks-body');
+    const section = document.getElementById('similar-talks-section');
+
+    if (!submissionsList || !submissionsList.length) {
+      return;
+    }
+
+    let html = '';
+    for (const sub of submissionsList) {
+      html += '<tr>';
+      html += '<td><strong>' + escapeHtml(sub.title) + '</strong></td>';
+      html += '<td><span class="submission-type-badge">' + escapeHtml(sub.type) + '</span></td>';
+      html += '<td>' + escapeHtml(sub.speaker) + '</td>';
+      html += '<td>';
+
+      if (sub.similar && sub.similar.length) {
+        for (const sim of sub.similar) {
+          let scoreClass = 'similarity-score';
+          if (sim.similarity >= 80) scoreClass += ' similarity-score-high';
+          else if (sim.similarity >= 60) scoreClass += ' similarity-score-medium';
+
+          html += '<div class="similar-talk-item">';
+          html += '<span class="similar-talk-title">' + escapeHtml(sim.title) + '</span>';
+          html += '<span class="' + scoreClass + '">' + sim.similarity + '%</span>';
+          html += '</div>';
+        }
+      } else {
+        html += '<span class="no-similar">No similar talks found</span>';
+      }
+
+      html += '</td></tr>';
+    }
+
+    tbody.innerHTML = html;
+    section.style.display = '';
+  }
+
+  function fetchAnalysis(recompute) {
+    var url = recompute ? computeUrl + '?recompute=1' : computeUrl;
+    var activeBtn = recompute ? recomputeBtn : btn;
+
+    activeBtn.disabled = true;
+    activeBtn.textContent = recompute ? 'Recomputing...' : 'Computing...';
+    loading.style.display = '';
+    errorDiv.style.display = 'none';
+
+    fetch(url, {
+      headers: { 'X-Requested-With': 'XMLHttpRequest' }
+    })
+    .then(function(response) {
+      if (!response.ok) throw new Error('Server error: ' + response.status);
+      return response.json();
+    })
+    .then(function(data) {
+      loading.style.display = 'none';
+      btn.style.display = 'none';
+      recomputeBtn.style.display = '';
+      recomputeBtn.disabled = false;
+      recomputeBtn.textContent = 'Recompute (ignore cache)';
+
+      renderTopicClusters(data.topic_clusters);
+      renderSimilarTalks(data.submissions_list);
+    })
+    .catch(function(err) {
+      loading.style.display = 'none';
+      activeBtn.disabled = false;
+      activeBtn.textContent = recompute ? 'Recompute (ignore cache)' : 'Compute Topic Clusters & Similar Talks';
+      errorDiv.textContent = 'Failed to compute analysis: ' + err.message;
+      errorDiv.style.display = '';
+    });
+  }
+
+  btn.addEventListener('click', function() { fetchAnalysis(false); });
+  recomputeBtn.addEventListener('click', function() { fetchAnalysis(true); });
+})();
+</script>
+{% endblock %}
diff --git a/backend/reviews/tests/test_admin.py b/backend/reviews/tests/test_admin.py
index 013815a5e9..611e04a8cf 100644
--- a/backend/reviews/tests/test_admin.py
+++ b/backend/reviews/tests/test_admin.py
@@ -185,7 +185,7 @@ def test_grants_review_scores(rf, scores, avg):
     )
 
     adapter = get_review_adapter(review_session)
-    items = adapter.get_recap_items_queryset(review_session).all()
+    items = adapter.get_shortlist_items_queryset(review_session).all()
     grant_to_check = next(item for item in items if item.id == grant_1.id)
 
     assert grant_to_check.id == grant_1.id
@@ -298,8 +298,8 @@ def test_grants_review_std_dev(rf, scores, expected_std_dev):
     request.user = users[5]
 
     adapter = get_review_adapter(review_session)
-    items = adapter.get_recap_items_queryset(review_session).all()
-    context_data = adapter.get_recap_context(
+    items = adapter.get_shortlist_items_queryset(review_session).all()
+    context_data = adapter.get_shortlist_context(
         request, review_session, items, AdminSite()
     )
     items = context_data["items"]
@@ -355,7 +355,7 @@ def test_review_start_view_when_no_items_are_left(rf, mocker):
     assert response.status_code == 302
     assert (
         response.url
-        == f"/admin/reviews/reviewsession/{review_session.id}/review/recap/"
+        == f"/admin/reviews/reviewsession/{review_session.id}/review/shortlist/"
     )
     mock_messages.warning.assert_called_once_with(request, "No new proposal to review.")
 
@@ -456,7 +456,7 @@ def test_save_review_grants_updates_grant_and_creates_reimbursements(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)
+    adapter.process_shortlist_post(request, review_session)
 
     # Refresh grants from database
     grant_1.refresh_from_db()
@@ -564,7 +564,7 @@ def test_save_review_grants_update_grants_status_to_rejected_removes_reimburseme
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)
+    adapter.process_shortlist_post(request, review_session)
 
     grant_1.refresh_from_db()
 
@@ -639,7 +639,7 @@ def test_save_review_grants_modify_reimbursements(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)
+    adapter.process_shortlist_post(request, review_session)
 
     grant_1.refresh_from_db()
 
@@ -719,7 +719,7 @@ def test_save_review_grants_waiting_list_does_not_create_reimbursements(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)
+    adapter.process_shortlist_post(request, review_session)
 
     # Refresh grants from database
     grant_1.refresh_from_db()
@@ -785,8 +785,8 @@ def test_save_review_grants_two_times_does_not_create_duplicate_log_entries(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)  # First save
-    adapter.process_recap_post(request, review_session)  # Second save
+    adapter.process_shortlist_post(request, review_session)  # First save
+    adapter.process_shortlist_post(request, review_session)  # Second save
 
     grant_1.refresh_from_db()
 
@@ -806,7 +806,7 @@ def test_save_review_grants_two_times_does_not_create_duplicate_log_entries(rf):
 # --- ProposalsReviewAdapter Tests ---
 
 
-def test_proposals_review_get_recap_context(rf):
+def test_proposals_review_get_shortlist_context(rf):
     user = UserFactory(is_staff=True, is_superuser=True)
     conference = ConferenceFactory()
 
@@ -825,8 +825,8 @@ def test_proposals_review_get_recap_context(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    items = adapter.get_recap_items_queryset(review_session).all()
-    context = adapter.get_recap_context(request, review_session, items, AdminSite())
+    items = adapter.get_shortlist_items_queryset(review_session).all()
+    context = adapter.get_shortlist_context(request, review_session, items, AdminSite())
 
     assert "items" in context
     assert "grants" in context
@@ -841,7 +841,9 @@ def test_proposals_review_get_recap_context(rf):
     assert context["speaker_submission_counts"][str(submission.speaker_id)] == 1
 
 
-def test_proposals_review_get_recap_context_with_multiple_submissions_per_speaker(rf):
+def test_proposals_review_get_shortlist_context_with_multiple_submissions_per_speaker(
+    rf,
+):
     user = UserFactory(is_staff=True, is_superuser=True)
     conference = ConferenceFactory()
 
@@ -867,8 +869,8 @@ def test_proposals_review_get_recap_context_with_multiple_submissions_per_speake
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    items = adapter.get_recap_items_queryset(review_session).all()
-    context = adapter.get_recap_context(request, review_session, items, AdminSite())
+    items = adapter.get_shortlist_items_queryset(review_session).all()
+    context = adapter.get_shortlist_context(request, review_session, items, AdminSite())
 
     assert "speaker_submission_counts" in context
     # Speaker with 3 submissions should have count of 3
@@ -877,7 +879,7 @@ def test_proposals_review_get_recap_context_with_multiple_submissions_per_speake
     assert context["speaker_submission_counts"][str(single_speaker.id)] == 1
 
 
-def test_proposals_review_process_recap_post(rf):
+def test_proposals_review_process_shortlist_post(rf):
     user = UserFactory(is_staff=True, is_superuser=True)
     conference = ConferenceFactory()
 
@@ -901,7 +903,7 @@ def test_proposals_review_process_recap_post(rf):
     request.user = user
 
     adapter = get_review_adapter(review_session)
-    adapter.process_recap_post(request, review_session)
+    adapter.process_shortlist_post(request, review_session)
 
     submission_1.refresh_from_db()
     submission_2.refresh_from_db()
diff --git a/backend/reviews/tests/test_recap.py b/backend/reviews/tests/test_recap.py
new file mode 100644
index 0000000000..5592e62bf7
--- /dev/null
+++ b/backend/reviews/tests/test_recap.py
@@ -0,0 +1,319 @@
+import json
+
+import pytest
+from django.contrib.admin import AdminSite
+from django.core.exceptions import PermissionDenied
+
+from conferences.tests.factories import ConferenceFactory
+from reviews.admin import ReviewSessionAdmin
+from reviews.models import ReviewSession
+from reviews.tests.factories import (
+    AvailableScoreOptionFactory,
+    ReviewSessionFactory,
+)
+from submissions.models import Submission
+from submissions.tests.factories import SubmissionFactory
+from users.tests.factories import UserFactory
+
+pytestmark = pytest.mark.django_db
+
+
+def _create_recap_setup(*, session_status=ReviewSession.Status.COMPLETED):
+    """Create a review session with accepted submissions for recap tests."""
+    user = UserFactory(is_staff=True, is_superuser=True)
+    conference = ConferenceFactory()
+
+    review_session = ReviewSessionFactory(
+        conference=conference,
+        session_type=ReviewSession.SessionType.PROPOSALS,
+        status=session_status,
+    )
+    AvailableScoreOptionFactory(review_session=review_session, numeric_value=0)
+    AvailableScoreOptionFactory(review_session=review_session, numeric_value=1)
+
+    submission_1 = SubmissionFactory(
+        conference=conference, status=Submission.STATUS.accepted
+    )
+    submission_2 = SubmissionFactory(
+        conference=conference, status=Submission.STATUS.accepted
+    )
+
+    return user, conference, review_session, [submission_1, submission_2]
+
+
+# --- review_recap_view tests ---
+
+
+def test_recap_view_returns_correct_context(rf):
+    user = UserFactory(is_staff=True, is_superuser=True)
+    conference = ConferenceFactory()
+    review_session = ReviewSessionFactory(
+        conference=conference,
+        session_type=ReviewSession.SessionType.PROPOSALS,
+        status=ReviewSession.Status.COMPLETED,
+    )
+    AvailableScoreOptionFactory(review_session=review_session, numeric_value=0)
+
+    speaker_1 = UserFactory(gender="female")
+    speaker_2 = UserFactory(gender="male")
+
+    sub1 = SubmissionFactory(
+        conference=conference,
+        status=Submission.STATUS.accepted,
+        speaker=speaker_1,
+        speaker_level="new",
+    )
+    sub2 = SubmissionFactory(
+        conference=conference,
+        status=Submission.STATUS.accepted,
+        speaker=speaker_2,
+        speaker_level="experienced",
+        type=sub1.type,  # same type so they group together
+    )
+    conference.submission_types.add(sub1.type)
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    response = admin.review_recap_view(request, review_session.id)
+
+    assert response.status_code == 200
+
+    ctx = response.context_data
+    assert ctx["total_accepted"] == 2
+    assert ctx["review_session_id"] == review_session.id
+    assert ctx["review_session_repr"] == str(review_session)
+    assert ctx["compute_analysis_url"] == (
+        f"/admin/reviews/reviewsession/{review_session.id}/review/recap/compute-analysis/"
+    )
+
+    # submissions_data should contain both submissions with actual values
+    submissions_by_id = {s["id"]: s for s in ctx["submissions_data"]}
+    assert set(submissions_by_id.keys()) == {sub1.id, sub2.id}
+    assert submissions_by_id[sub1.id]["title"] == str(sub1.title)
+    assert submissions_by_id[sub1.id]["type"] == sub1.type.name
+    assert submissions_by_id[sub1.id]["speaker"] == speaker_1.display_name
+    assert submissions_by_id[sub2.id]["speaker"] == speaker_2.display_name
+
+    # stats_by_type should have actual counts
+    type_name = sub1.type.name
+    assert type_name in ctx["stats_by_type"]
+    stats = ctx["stats_by_type"][type_name]
+    assert stats["total"] == 2
+    assert stats["gender_counts"]["female"] == (1, 50.0)
+    assert stats["gender_counts"]["male"] == (1, 50.0)
+    assert stats["speaker_level_counts"]["new"] == (1, 50.0)
+    assert stats["speaker_level_counts"]["experienced"] == (1, 50.0)
+
+
+def test_recap_view_does_not_call_ml_functions(rf, mocker):
+    mock_similar = mocker.patch("reviews.admin.compute_similar_talks")
+    mock_clusters = mocker.patch("reviews.admin.compute_topic_clusters")
+
+    user, conference, review_session, submissions = _create_recap_setup()
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    admin.review_recap_view(request, review_session.id)
+
+    mock_similar.assert_not_called()
+    mock_clusters.assert_not_called()
+
+
+def test_recap_view_only_counts_accepted_submissions(rf):
+    user, conference, review_session, submissions = _create_recap_setup()
+
+    # Add a rejected submission - should not be counted
+    SubmissionFactory(conference=conference, status=Submission.STATUS.rejected)
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    response = admin.review_recap_view(request, review_session.id)
+
+    assert response.context_data["total_accepted"] == 2
+
+
+def test_recap_view_permission_denied_for_non_reviewer(rf):
+    user = UserFactory(is_staff=True, is_superuser=False)
+    conference = ConferenceFactory()
+    review_session = ReviewSessionFactory(
+        conference=conference,
+        session_type=ReviewSession.SessionType.PROPOSALS,
+    )
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+
+    with pytest.raises(PermissionDenied):
+        admin.review_recap_view(request, review_session.id)
+
+
+def test_recap_view_redirects_when_shortlist_not_visible(rf, mocker):
+    mocker.patch("reviews.admin.messages")
+
+    user, conference, review_session, submissions = _create_recap_setup(
+        session_status=ReviewSession.Status.DRAFT,
+    )
+
+    # Grants sessions need COMPLETED to see shortlist; DRAFT won't work
+    review_session.session_type = ReviewSession.SessionType.GRANTS
+    review_session.save()
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    response = admin.review_recap_view(request, review_session.id)
+
+    assert response.status_code == 302
+    assert (
+        response.url
+        == f"/admin/reviews/reviewsession/{review_session.id}/change/"
+    )
+
+
+# --- review_recap_compute_analysis_view tests ---
+
+
+def test_compute_analysis_view_returns_submissions_and_clusters(rf, mocker):
+    user, conference, review_session, submissions = _create_recap_setup()
+    sub1, sub2 = submissions
+
+    mocker.patch(
+        "reviews.admin.compute_similar_talks",
+        return_value={
+            sub1.id: [{"id": sub2.id, "title": str(sub2.title), "similarity": 75.0}],
+            sub2.id: [],
+        },
+    )
+    mocker.patch(
+        "reviews.admin.compute_topic_clusters",
+        return_value={
+            "topics": [{"name": "ML", "count": 2, "keywords": ["ml"], "submissions": []}],
+            "outliers": [],
+            "submission_topics": {},
+        },
+    )
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    response = admin.review_recap_compute_analysis_view(request, review_session.id)
+
+    assert response.status_code == 200
+    data = json.loads(response.content)
+
+    # Verify submissions_list structure
+    assert len(data["submissions_list"]) == 2
+    # sub1 has higher similarity (75%) so should be first
+    assert data["submissions_list"][0]["id"] == sub1.id
+    assert data["submissions_list"][0]["similar"] == [
+        {"id": sub2.id, "title": str(sub2.title), "similarity": 75.0}
+    ]
+    assert data["submissions_list"][1]["id"] == sub2.id
+    assert data["submissions_list"][1]["similar"] == []
+
+    # Each submission entry has required fields
+    for entry in data["submissions_list"]:
+        assert "id" in entry
+        assert "title" in entry
+        assert "type" in entry
+        assert "speaker" in entry
+        assert "similar" in entry
+
+    # Verify topic_clusters is passed through
+    assert data["topic_clusters"]["topics"][0]["name"] == "ML"
+    assert data["topic_clusters"]["outliers"] == []
+
+
+def test_compute_analysis_view_passes_recompute_flag(rf, mocker):
+    mock_similar = mocker.patch(
+        "reviews.admin.compute_similar_talks",
+        return_value={},
+    )
+    mock_clusters = mocker.patch(
+        "reviews.admin.compute_topic_clusters",
+        return_value={"topics": [], "outliers": [], "submission_topics": {}},
+    )
+
+    user, conference, review_session, submissions = _create_recap_setup()
+
+    request = rf.get("/?recompute=1")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    admin.review_recap_compute_analysis_view(request, review_session.id)
+
+    _, kwargs = mock_similar.call_args
+    assert kwargs["force_recompute"] is True
+
+    _, kwargs = mock_clusters.call_args
+    assert kwargs["force_recompute"] is True
+
+
+def test_compute_analysis_view_no_recompute_by_default(rf, mocker):
+    mock_similar = mocker.patch(
+        "reviews.admin.compute_similar_talks",
+        return_value={},
+    )
+    mock_clusters = mocker.patch(
+        "reviews.admin.compute_topic_clusters",
+        return_value={"topics": [], "outliers": [], "submission_topics": {}},
+    )
+
+    user, conference, review_session, submissions = _create_recap_setup()
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+    admin.review_recap_compute_analysis_view(request, review_session.id)
+
+    _, kwargs = mock_similar.call_args
+    assert kwargs["force_recompute"] is False
+
+    _, kwargs = mock_clusters.call_args
+    assert kwargs["force_recompute"] is False
+
+
+def test_compute_analysis_view_permission_denied_for_non_reviewer(rf):
+    user = UserFactory(is_staff=True, is_superuser=False)
+    conference = ConferenceFactory()
+    review_session = ReviewSessionFactory(
+        conference=conference,
+        session_type=ReviewSession.SessionType.PROPOSALS,
+    )
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+
+    with pytest.raises(PermissionDenied):
+        admin.review_recap_compute_analysis_view(request, review_session.id)
+
+
+def test_compute_analysis_view_permission_denied_when_shortlist_not_visible(rf):
+    user = UserFactory(is_staff=True, is_superuser=True)
+    conference = ConferenceFactory()
+    review_session = ReviewSessionFactory(
+        conference=conference,
+        session_type=ReviewSession.SessionType.GRANTS,
+        status=ReviewSession.Status.DRAFT,
+    )
+
+    request = rf.get("/")
+    request.user = user
+
+    admin = ReviewSessionAdmin(ReviewSession, AdminSite())
+
+    with pytest.raises(PermissionDenied):
+        admin.review_recap_compute_analysis_view(request, review_session.id)
diff --git a/backend/reviews/tests/test_similar_talks.py b/backend/reviews/tests/test_similar_talks.py
new file mode 100644
index 0000000000..81494b2e14
--- /dev/null
+++ b/backend/reviews/tests/test_similar_talks.py
@@ -0,0 +1,134 @@
+from unittest.mock import MagicMock, patch
+
+import numpy as np
+import pytest
+
+from reviews.similar_talks import (
+    compute_similar_talks,
+    compute_topic_clusters,
+)
+
+
+def _make_submission(id, title="Test Talk", elevator_pitch="A pitch", abstract="Abstract"):
+    """Create a mock submission object."""
+    sub = MagicMock()
+    sub.id = id
+    sub.title = title
+    sub.elevator_pitch = elevator_pitch
+    sub.abstract = abstract
+    sub.languages.all.return_value = []
+    return sub
+
+
+@patch("reviews.similar_talks.get_embedding_model")
+@patch("reviews.similar_talks.cache")
+class TestComputeSimilarTalks:
+    def test_empty_submissions(self, mock_cache, mock_model):
+        result = compute_similar_talks([], top_n=5)
+        assert result == {}
+        mock_model.assert_not_called()
+
+    def test_single_submission(self, mock_cache, mock_model):
+        sub = _make_submission(1)
+        result = compute_similar_talks([sub], top_n=5)
+        assert result == {}
+        mock_model.assert_not_called()
+
+    def test_returns_similar_talks(self, mock_cache, mock_model):
+        mock_cache.get.return_value = None
+
+        embeddings = np.array([
+            [1.0, 0.0, 0.0],
+            [0.9, 0.1, 0.0],
+            [0.0, 0.0, 1.0],
+        ])
+        mock_model.return_value.encode.return_value = embeddings
+
+        subs = [
+            _make_submission(1, title="Talk A"),
+            _make_submission(2, title="Talk B"),
+            _make_submission(3, title="Talk C"),
+        ]
+
+        result = compute_similar_talks(subs, top_n=2, conference_id=1)
+
+        assert 1 in result
+        assert 2 in result
+        assert 3 in result
+
+        # Talk A and Talk B should be most similar to each other
+        similar_to_a = result[1]
+        assert similar_to_a[0]["id"] == 2
+
+    def test_uses_cache(self, mock_cache, mock_model):
+        cached = {1: [{"id": 2, "title": "Cached", "similarity": 80.0}]}
+        mock_cache.get.return_value = cached
+
+        subs = [_make_submission(1), _make_submission(2)]
+        result = compute_similar_talks(subs, top_n=5, conference_id=1)
+
+        assert result == cached
+        mock_model.return_value.encode.assert_not_called()
+
+    def test_force_recompute_skips_cache(self, mock_cache, mock_model):
+        mock_cache.get.return_value = None
+
+        embeddings = np.array([[1.0, 0.0], [0.0, 1.0]])
+        mock_model.return_value.encode.return_value = embeddings
+
+        subs = [_make_submission(1), _make_submission(2)]
+        compute_similar_talks(subs, top_n=5, conference_id=1, force_recompute=True)
+
+        mock_cache.get.assert_not_called()
+        mock_model.return_value.encode.assert_called_once()
+        mock_cache.set.assert_called_once()
+
+
+@patch("reviews.similar_talks.get_embedding_model")
+@patch("reviews.similar_talks.cache")
+class TestComputeTopicClusters:
+    def test_empty_submissions(self, mock_cache, mock_model):
+        result = compute_topic_clusters([])
+        assert result == {"topics": [], "submission_topics": {}, "outliers": []}
+        mock_model.assert_not_called()
+
+    def test_too_few_submissions(self, mock_cache, mock_model):
+        subs = [_make_submission(1), _make_submission(2)]
+        result = compute_topic_clusters(subs, min_topic_size=3)
+        assert result == {"topics": [], "submission_topics": {}, "outliers": []}
+        mock_model.assert_not_called()
+
+    def test_uses_cache(self, mock_cache, mock_model):
+        cached = {"topics": [{"name": "Cached"}], "outliers": [], "submission_topics": {}}
+        mock_cache.get.return_value = cached
+
+        subs = [_make_submission(i) for i in range(5)]
+        result = compute_topic_clusters(subs, min_topic_size=3, conference_id=1)
+
+        assert result == cached
+        mock_model.return_value.encode.assert_not_called()
+
+    def test_force_recompute_skips_cache(self, mock_cache, mock_model):
+        mock_cache.get.return_value = None
+
+        embeddings = np.random.rand(5, 10)
+        mock_model.return_value.encode.return_value = embeddings
+
+        subs = [_make_submission(i, title=f"Talk {i}") for i in range(5)]
+
+        with patch("reviews.similar_talks.BERTopic") as mock_bertopic:
+            mock_topic_model = MagicMock()
+            mock_bertopic.return_value = mock_topic_model
+            mock_topic_model.fit_transform.return_value = ([0, 0, 1, 1, -1], None)
+            mock_topic_model.get_topic_info.return_value = MagicMock(
+                iterrows=lambda: iter([])
+            )
+            mock_topic_model.get_topic.return_value = []
+
+            compute_topic_clusters(
+                subs, min_topic_size=3, conference_id=1, force_recompute=True
+            )
+
+        mock_cache.get.assert_not_called()
+        mock_model.return_value.encode.assert_called_once()
+        mock_cache.set.assert_called_once()
diff --git a/backend/uv.lock b/backend/uv.lock
index 07fec9c5e6..afc5952e53 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -1,10 +1,36 @@
 version = 1
-revision = 3
 requires-python = ">=3.13.5"
 resolution-markers = [
-    "sys_platform == 'darwin'",
-    "platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version < '3.14' and platform_system == 'Darwin' and sys_platform == 'darwin'",
+    "python_full_version >= '3.14' and platform_system == 'Darwin' and sys_platform == 'darwin'",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
+    "(python_full_version < '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version < '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
+    "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
+    "python_full_version < '3.14' and platform_system == 'Darwin' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and platform_system == 'Darwin' and sys_platform == 'emscripten'",
+    "(python_full_version < '3.14' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version < '3.14' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32')",
+    "python_full_version >= '3.14' and platform_system == 'Darwin' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and platform_system == 'Darwin' and sys_platform == 'emscripten'",
+    "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version >= '3.14' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32')",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'emscripten'",
+    "python_full_version < '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
+    "(python_full_version < '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'win32') or (python_full_version < '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'win32')",
+    "(python_full_version < '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'emscripten') or (python_full_version < '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'emscripten')",
+    "(python_full_version < '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version < '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32')",
+    "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'win32')",
+    "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'emscripten') or (python_full_version >= '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'emscripten')",
+    "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version >= '3.14' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32')",
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+    { url = "https://files.pythonhosted.org/packages/26/99/fc813cd978842c26c82534010ea849eee9ab3a13ea2b74e95cb9c99e747b/amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2", size = 50944 },
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+    { url = "https://files.pythonhosted.org/packages/e3/04/e97c12dc034791d7b504860acfcdd2963fa21ae61eaca1c9d31245f812c3/aniso8601-9.0.1-py2.py3-none-any.whl", hash = "sha256:1d2b7ef82963909e93c4f24ce48d4de9e66009a21bf1c1e1c85bdd0812fe412f", size = 52754 },
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 [[package]]
@@ -78,45 +104,45 @@ source = { registry = "https://pypi.org/simple" }
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@@ -169,6 +197,8 @@ dependencies = [
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