diff --git a/.vscode/project-words.txt b/.vscode/project-words.txt
index 5d4995d..5af201f 100644
--- a/.vscode/project-words.txt
+++ b/.vscode/project-words.txt
@@ -6,6 +6,7 @@ appleboy
 colour
 easyocr
 embedder
+fabricai
 lancedb
 mcpserver
 metadatas
diff --git a/backend/Dockerfile b/backend/Dockerfile
new file mode 100644
index 0000000..d0c006b
--- /dev/null
+++ b/backend/Dockerfile
@@ -0,0 +1,21 @@
+FROM python:3.11-slim
+WORKDIR /app
+
+# System deps
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential curl && \
+    rm -rf /var/lib/apt/lists/*
+
+# Poetry setup
+RUN pip install poetry && \
+    poetry config virtualenvs.create false
+
+# Step 1: Heavy Dependencies (Cached)
+COPY pyproject.toml poetry.lock* LICENSE-PYTHON README.md ./
+RUN poetry install --all-extras --with dev --no-interaction --no-ansi --no-root
+
+# Step 2: Your Code
+COPY . .
+
+# Step 3: Fast metadata install (to enable 'fabric' command)
+RUN poetry install --all-extras --with dev --no-interaction --no-ansi
\ No newline at end of file
diff --git a/backend/constants.py b/backend/constants.py
index 2e34614..a0dd109 100644
--- a/backend/constants.py
+++ b/backend/constants.py
@@ -10,13 +10,14 @@
 ENVIRONMENT = os.getenv("ENVIRONMENT", "development")
 GITHUB_TOKEN = os.getenv("GITHUB_TOKEN")
 API_KEY = os.getenv("INTERNAL_API_KEY", "abcd1234")
+BUCKET_NAME = os.getenv("AWS_BUCKET_NAME")
 
 IS_PROD = ENVIRONMENT == "production"
 IS_DEV = ENVIRONMENT == "development"
 
 
 PROJECT_DIR = Path(__file__).parent
-RELATIVE_GENERATED_FOLDER = "s3://threadzip-bucket/images/"
+RELATIVE_GENERATED_FOLDER = f"s3://{BUCKET_NAME}/images/"
 ASSETS = PROJECT_DIR / "assets"
 UPLOAD_FOLDER_FABRIC = ASSETS / "search"
 IMAGE_DIR = ASSETS / "images"
diff --git a/backend/image_search/db/create_table.py b/backend/image_search/db/create_table.py
index b073f86..e6fbf89 100644
--- a/backend/image_search/db/create_table.py
+++ b/backend/image_search/db/create_table.py
@@ -70,7 +70,7 @@ def get_file_info(image_path: str) -> Optional[Dict[Any, Any]]:
         return None
 
 
-ALLOWED_ROOTS = {"stock", "fabric", "design", "single", "group"}
+ALLOWED_ROOTS = {"stock", "fabric", "design", "product"}
 
 
 def collect_image_data(root_folder: str) -> list:
@@ -79,6 +79,7 @@ def collect_image_data(root_folder: str) -> list:
 
     if root_folder.startswith("s3://"):
         parsed = urlparse(root_folder)
+        print(f"Parsed S3 URI: {parsed}")
         bucket_name = parsed.netloc
         base_prefix = parsed.path.lstrip("/")
 
@@ -279,6 +280,8 @@ def process_table(
     logger.info(TABLE_MESSAGES.info.connecting)
 
     db = lancedb.connect(database)
+    if not hasattr(db, "list_tables"):
+        db.list_tables = db.table_names
     logger.info(TABLE_MESSAGES.info.available_tables.format(tables=db.list_tables()))
     logger.info(TABLE_MESSAGES.info.looking_for_table.format(table_name=table_name))
     logger.info(
diff --git a/backend/image_search/vector_search.py b/backend/image_search/vector_search.py
index c6e9da9..879c552 100644
--- a/backend/image_search/vector_search.py
+++ b/backend/image_search/vector_search.py
@@ -4,8 +4,9 @@
 
 
 def run_vector_search(
-    table, schema, search_query: Any, limit: int = 6, category: List | None = None
+    table, schema, search_query: Any, limit: int = 6, category: List = []
 ) -> Tuple[List[Any], List[str]]:
+    print(category)
     """Optimized vector search with same interface but faster performance.
 
     Args:
@@ -24,8 +25,9 @@ def run_vector_search(
 
     # Perform the vector search
     where_clause = " OR ".join(f"tag == '{c}'" for c in (category or []))
-
+    print("WHERE CLAUSE:", where_clause)
     query = table.search(search_query)
+    print(f"Initial search query constructed: {query}")  # Debug log
 
     if category:
         query = query.where(where_clause, prefilter=True)
@@ -41,12 +43,19 @@ def run_vector_search(
             image_uris.append(result.image_uri)
             # Optimized path processing
             full_path = result.image_uri.replace("\\", "/")
-            parts = full_path.rsplit("/", 2)
-            if len(parts) >= 2:
-                image_paths.append(f"{parts[-2]}/{parts[-1]}")
+            # parts = full_path.rsplit("/", 2)
+            parts = full_path.split("/")
+            print(full_path, parts)
+
+            if "product" in parts:
+                idx = parts.index("product")
+                image_paths.append("/".join(parts[idx:]))
+            else:
+                image_paths.append("/".join(parts[-2:]))
+            # if len(parts) >= 2:
+            #     image_paths.append(f"{parts[-2]}/{parts[-1]}")
 
     # Debug timing (comment out in production)
     search_time = time.perf_counter() - start_time
     print(f"Vector search executed in {search_time:.2f}s")
-
     return image_uris, image_paths
diff --git a/backend/main.py b/backend/main.py
index 08fd973..2ee141b 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -79,7 +79,7 @@ class MyApp(FastAPI):
     "https://lab.threadzip.com",
     "https://app.threadzip.com",
     "https://threadzip.com",
-    "https://recursivezero.github.io"
+    "https://recursivezero.github.io",
 ]
 
 # Select origins based on the environment
@@ -89,6 +89,8 @@ class MyApp(FastAPI):
     else (PROD_ORIGINS + DEV_ORIGINS if ALLOW_LOCAL else PROD_ORIGINS)
 )
 
+print(f"Allowed CORS origins: {origins}")
+
 
 @asynccontextmanager
 async def lifespan(app: MyApp):
diff --git a/backend/poetry.lock b/backend/poetry.lock
index 937a6f4..0473221 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -372,18 +372,18 @@ testing = ["pytest (>=6,!=7.0.0)", "pytest-xdist (>=2)"]
 
 [[package]]
 name = "boto3"
-version = "1.42.79"
+version = "1.42.80"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "boto3-1.42.79-py3-none-any.whl", hash = "sha256:2336d744dfe9017d6b96b8e40fdd445295ca6a67f02f1c8c488edeb92c4b7918"},
-    {file = "boto3-1.42.79.tar.gz", hash = "sha256:286c4220785e4fbe46aaea04d005b0dcdd8aaf5b885d92b2609c934d794ec5d9"},
+    {file = "boto3-1.42.80-py3-none-any.whl", hash = "sha256:293cbdeaec7eda2a0b08e6a9c2bf1a51c54453863137d45a6431058a9280fdda"},
+    {file = "boto3-1.42.80.tar.gz", hash = "sha256:797cec65f8a36dde38d2397119a114ab0d807cf92c43fb44b72b0522558acc0a"},
 ]
 
 [package.dependencies]
-botocore = ">=1.42.79,<1.43.0"
+botocore = ">=1.42.80,<1.43.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.16.0,<0.17.0"
 
@@ -392,14 +392,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.42.79"
-description = "Type annotations for boto3 1.42.79 generated with mypy-boto3-builder 8.12.0"
+version = "1.42.80"
+description = "Type annotations for boto3 1.42.80 generated with mypy-boto3-builder 8.12.0"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "boto3_stubs-1.42.79-py3-none-any.whl", hash = "sha256:785a745a8ada037eb34c42f885217b786e8015bb241db4bff71d806093934433"},
-    {file = "boto3_stubs-1.42.79.tar.gz", hash = "sha256:5f1fbe16f98293a67ce59769e670938605d59e444221c1b08a3a0d78c395077b"},
+    {file = "boto3_stubs-1.42.80-py3-none-any.whl", hash = "sha256:bc8b83edf61a64cc2b208a99384cfce7e64321ae0ba2cd03d6a4dc7fafa66e70"},
+    {file = "boto3_stubs-1.42.80.tar.gz", hash = "sha256:5cbfbca9a3348e1a26334f5657b8b99120a4b3b36e397bf423772d9b11c4ac9b"},
 ]
 
 [package.dependencies]
@@ -413,7 +413,7 @@ account = ["mypy-boto3-account (>=1.42.0,<1.43.0)"]
 acm = ["mypy-boto3-acm (>=1.42.0,<1.43.0)"]
 acm-pca = ["mypy-boto3-acm-pca (>=1.42.0,<1.43.0)"]
 aiops = ["mypy-boto3-aiops (>=1.42.0,<1.43.0)"]
-all = ["mypy-boto3-accessanalyzer (>=1.42.0,<1.43.0)", "mypy-boto3-account (>=1.42.0,<1.43.0)", "mypy-boto3-acm (>=1.42.0,<1.43.0)", "mypy-boto3-acm-pca (>=1.42.0,<1.43.0)", "mypy-boto3-aiops (>=1.42.0,<1.43.0)", "mypy-boto3-amp (>=1.42.0,<1.43.0)", "mypy-boto3-amplify (>=1.42.0,<1.43.0)", "mypy-boto3-amplifybackend (>=1.42.0,<1.43.0)", "mypy-boto3-amplifyuibuilder (>=1.42.0,<1.43.0)", "mypy-boto3-apigateway (>=1.42.0,<1.43.0)", "mypy-boto3-apigatewaymanagementapi (>=1.42.0,<1.43.0)", "mypy-boto3-apigatewayv2 (>=1.42.0,<1.43.0)", "mypy-boto3-appconfig (>=1.42.0,<1.43.0)", "mypy-boto3-appconfigdata (>=1.42.0,<1.43.0)", "mypy-boto3-appfabric (>=1.42.0,<1.43.0)", "mypy-boto3-appflow (>=1.42.0,<1.43.0)", "mypy-boto3-appintegrations (>=1.42.0,<1.43.0)", "mypy-boto3-application-autoscaling (>=1.42.0,<1.43.0)", "mypy-boto3-application-insights (>=1.42.0,<1.43.0)", "mypy-boto3-application-signals (>=1.42.0,<1.43.0)", "mypy-boto3-applicationcostprofiler (>=1.42.0,<1.43.0)", "mypy-boto3-appmesh (>=1.42.0,<1.43.0)", "mypy-boto3-apprunner (>=1.42.0,<1.43.0)", "mypy-boto3-appstream (>=1.42.0,<1.43.0)", "mypy-boto3-appsync (>=1.42.0,<1.43.0)", "mypy-boto3-arc-region-switch (>=1.42.0,<1.43.0)", "mypy-boto3-arc-zonal-shift (>=1.42.0,<1.43.0)", "mypy-boto3-artifact (>=1.42.0,<1.43.0)", "mypy-boto3-athena (>=1.42.0,<1.43.0)", "mypy-boto3-auditmanager (>=1.42.0,<1.43.0)", "mypy-boto3-autoscaling (>=1.42.0,<1.43.0)", "mypy-boto3-autoscaling-plans (>=1.42.0,<1.43.0)", "mypy-boto3-b2bi (>=1.42.0,<1.43.0)", "mypy-boto3-backup (>=1.42.0,<1.43.0)", "mypy-boto3-backup-gateway (>=1.42.0,<1.43.0)", "mypy-boto3-backupsearch (>=1.42.0,<1.43.0)", "mypy-boto3-batch (>=1.42.0,<1.43.0)", "mypy-boto3-bcm-dashboards (>=1.42.0,<1.43.0)", "mypy-boto3-bcm-data-exports (>=1.42.0,<1.43.0)", "mypy-boto3-bcm-pricing-calculator (>=1.42.0,<1.43.0)", "mypy-boto3-bcm-recommended-actions (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-agent (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-agent-runtime (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-agentcore (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-agentcore-control (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-data-automation (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-data-automation-runtime (>=1.42.0,<1.43.0)", "mypy-boto3-bedrock-runtime (>=1.42.0,<1.43.0)", "mypy-boto3-billing (>=1.42.0,<1.43.0)", "mypy-boto3-billingconductor (>=1.42.0,<1.43.0)", "mypy-boto3-braket (>=1.42.0,<1.43.0)", "mypy-boto3-budgets (>=1.42.0,<1.43.0)", "mypy-boto3-ce (>=1.42.0,<1.43.0)", "mypy-boto3-chatbot (>=1.42.0,<1.43.0)", "mypy-boto3-chime (>=1.42.0,<1.43.0)", "mypy-boto3-chime-sdk-identity (>=1.42.0,<1.43.0)", "mypy-boto3-chime-sdk-media-pipelines (>=1.42.0,<1.43.0)", "mypy-boto3-chime-sdk-meetings (>=1.42.0,<1.43.0)", "mypy-boto3-chime-sdk-messaging (>=1.42.0,<1.43.0)", "mypy-boto3-chime-sdk-voice (>=1.42.0,<1.43.0)", "mypy-boto3-cleanrooms (>=1.42.0,<1.43.0)", "mypy-boto3-cleanroomsml (>=1.42.0,<1.43.0)", "mypy-boto3-cloud9 (>=1.42.0,<1.43.0)", "mypy-boto3-cloudcontrol (>=1.42.0,<1.43.0)", "mypy-boto3-clouddirectory (>=1.42.0,<1.43.0)", "mypy-boto3-cloudformation (>=1.42.0,<1.43.0)", "mypy-boto3-cloudfront (>=1.42.0,<1.43.0)", "mypy-boto3-cloudfront-keyvaluestore (>=1.42.0,<1.43.0)", "mypy-boto3-cloudhsm (>=1.42.0,<1.43.0)", "mypy-boto3-cloudhsmv2 (>=1.42.0,<1.43.0)", "mypy-boto3-cloudsearch (>=1.42.0,<1.43.0)", "mypy-boto3-cloudsearchdomain (>=1.42.0,<1.43.0)", "mypy-boto3-cloudtrail (>=1.42.0,<1.43.0)", "mypy-boto3-cloudtrail-data (>=1.42.0,<1.43.0)", "mypy-boto3-cloudwatch (>=1.42.0,<1.43.0)", "mypy-boto3-codeartifact (>=1.42.0,<1.43.0)", "mypy-boto3-codebuild (>=1.42.0,<1.43.0)", "mypy-boto3-codecatalyst (>=1.42.0,<1.43.0)", "mypy-boto3-codecommit (>=1.42.0,<1.43.0)", "mypy-boto3-codeconnections (>=1.42.0,<1.43.0)", "mypy-boto3-codedeploy (>=1.42.0,<1.43.0)", "mypy-boto3-codeguru-reviewer (>=1.42.0,<1.43.0)", "mypy-boto3-codeguru-security (>=1.42.0,<1.43.0)", "mypy-boto3-codeguruprofiler (>=1.42.0,<1.43.0)", "mypy-boto3-codepipeline (>=1.42.0,<1.43.0)", "mypy-boto3-codestar-connections (>=1.42.0,<1.43.0)", "mypy-boto3-codestar-notifications (>=1.42.0,<1.43.0)", "mypy-boto3-cognito-identity (>=1.42.0,<1.43.0)", "mypy-boto3-cognito-idp (>=1.42.0,<1.43.0)", "mypy-boto3-cognito-sync (>=1.42.0,<1.43.0)", "mypy-boto3-comprehend (>=1.42.0,<1.43.0)", "mypy-boto3-comprehendmedical (>=1.42.0,<1.43.0)", "mypy-boto3-compute-optimizer (>=1.42.0,<1.43.0)", "mypy-boto3-compute-optimizer-automation (>=1.42.0,<1.43.0)", "mypy-boto3-config (>=1.42.0,<1.43.0)", "mypy-boto3-connect (>=1.42.0,<1.43.0)", "mypy-boto3-connect-contact-lens (>=1.42.0,<1.43.0)", "mypy-boto3-connectcampaigns (>=1.42.0,<1.43.0)", "mypy-boto3-connectcampaignsv2 (>=1.42.0,<1.43.0)", "mypy-boto3-connectcases (>=1.42.0,<1.43.0)", "mypy-boto3-connecthealth (>=1.42.0,<1.43.0)", "mypy-boto3-connectparticipant (>=1.42.0,<1.43.0)", "mypy-boto3-controlcatalog (>=1.42.0,<1.43.0)", "mypy-boto3-controltower (>=1.42.0,<1.43.0)", "mypy-boto3-cost-optimization-hub (>=1.42.0,<1.43.0)", "mypy-boto3-cur (>=1.42.0,<1.43.0)", "mypy-boto3-customer-profiles (>=1.42.0,<1.43.0)", "mypy-boto3-databrew (>=1.42.0,<1.43.0)", "mypy-boto3-dataexchange (>=1.42.0,<1.43.0)", "mypy-boto3-datapipeline (>=1.42.0,<1.43.0)", "mypy-boto3-datasync (>=1.42.0,<1.43.0)", "mypy-boto3-datazone (>=1.42.0,<1.43.0)", "mypy-boto3-dax (>=1.42.0,<1.43.0)", "mypy-boto3-deadline (>=1.42.0,<1.43.0)", "mypy-boto3-detective (>=1.42.0,<1.43.0)", "mypy-boto3-devicefarm (>=1.42.0,<1.43.0)", "mypy-boto3-devops-agent (>=1.42.0,<1.43.0)", "mypy-boto3-devops-guru (>=1.42.0,<1.43.0)", "mypy-boto3-directconnect (>=1.42.0,<1.43.0)", "mypy-boto3-discovery (>=1.42.0,<1.43.0)", "mypy-boto3-dlm (>=1.42.0,<1.43.0)", "mypy-boto3-dms (>=1.42.0,<1.43.0)", "mypy-boto3-docdb (>=1.42.0,<1.43.0)", "mypy-boto3-docdb-elastic (>=1.42.0,<1.43.0)", "mypy-boto3-drs (>=1.42.0,<1.43.0)", "mypy-boto3-ds (>=1.42.0,<1.43.0)", "mypy-boto3-ds-data 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 [package.extras]
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 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
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 reports = ["lxml"]
 
 [[package]]
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+    {file = "pillow-12.2.0.tar.gz", hash = "sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5"},
 ]
 
 [package.extras]
diff --git a/backend/requirements.txt b/backend/requirements.txt
index 1c3164d..89bd8e8 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -1,3754 +1,196 @@
-annotated-doc==0.0.4 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
-annotated-types==0.7.0 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
-anyio==4.13.0 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
-appnope==0.1.4 ; python_version >= "3.11" and python_version < "3.13" and sys_platform == "darwin" \
-    --hash=sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee \
-    --hash=sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c
-asttokens==3.0.1 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a \
-    --hash=sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7
-async-timeout==5.0.1 ; python_version >= "3.11" and python_full_version < "3.11.3" \
-    --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
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-attrs==26.1.0 ; python_version >= "3.11" and python_version < "3.13" \
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-    --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-authlib==1.6.9 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:d8f2421e7e5980cc1ddb4e32d3f5fa659cfaf60d8eaf3281ebed192e4ab74f04 \
-    --hash=sha256:f08b4c14e08f0861dc18a32357b33fbcfd2ea86cfe3fe149484b4d764c4a0ac3
-autoflake==2.3.3 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:a51a3412aff16135ee5b3ec25922459fef10c1f23ce6d6c4977188df859e8b53 \
-    --hash=sha256:c24809541e23999f7a7b0d2faadf15deb0bc04cdde49728a2fd943a0c8055504
-backcall==0.2.0 ; python_version >= "3.11" and python_version < "3.13" \
-    --hash=sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e \
-    --hash=sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255
-backports-tarfile==1.2.0 ; python_version == "3.11" \
-    --hash=sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34 \
-    --hash=sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991
-bcrypt==5.0.0 ; python_version >= "3.11" and python_version < "3.13" \
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-beartype==0.22.9 ; python_version >= "3.11" and python_version < "3.13" \
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-beautifulsoup4==4.14.3 ; python_version >= "3.11" and python_version < "3.13" \
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+nvidia-cusparse==12.6.3.3 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux" and (sys_platform == "linux" or sys_platform == "win32")
+nvidia-cusparselt-cu13==0.8.0 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux"
+nvidia-nccl-cu13==2.28.9 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux"
+nvidia-nvjitlink==13.0.88 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux" and (sys_platform == "linux" or sys_platform == "win32")
+nvidia-nvshmem-cu13==3.4.5 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux"
+nvidia-nvtx==13.0.85 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux" and (sys_platform == "linux" or sys_platform == "win32")
+oauthlib==3.3.1 ; python_version >= "3.11" and python_version < "3.13"
+onnxruntime==1.24.4 ; python_version >= "3.11" and python_version < "3.13"
+openapi-pydantic==0.5.1 ; python_version >= "3.11" and python_version < "3.13"
+opencv-python-headless==4.13.0.92 ; python_version >= "3.11" and python_version < "3.13"
+opencv-python==4.13.0.92 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-api==1.40.0 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-common==1.40.0 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-exporter-otlp-proto-grpc==1.40.0 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-proto==1.40.0 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-sdk==1.40.0 ; python_version >= "3.11" and python_version < "3.13"
+opentelemetry-semantic-conventions==0.61b0 ; python_version >= "3.11" and python_version < "3.13"
+orjson==3.11.8 ; python_version >= "3.11" and python_version < "3.13"
+overrides==7.7.0 ; python_version >= "3.11" and python_version < "3.13"
+packaging==26.0 ; python_version >= "3.11" and python_version < "3.13"
+pandas==3.0.2 ; python_version >= "3.11" and python_version < "3.13"
+pathable==0.5.0 ; python_version >= "3.11" and python_version < "3.13"
+pathvalidate==3.3.1 ; python_version >= "3.11" and python_version < "3.13"
+pillow==12.2.0 ; python_version >= "3.11" and python_version < "3.13"
+platformdirs==4.9.4 ; python_version >= "3.11" and python_version < "3.13"
+profanity-hinglish==0.1.5 ; python_version >= "3.11" and python_version < "3.13"
+prometheus-client==0.24.1 ; python_version >= "3.11" and python_version < "3.13"
+protobuf==6.33.6 ; python_version >= "3.11" and python_version < "3.13"
+py-key-value-aio==0.3.0 ; python_version >= "3.11" and python_version < "3.13"
+py-key-value-shared==0.3.0 ; python_version >= "3.11" and python_version < "3.13"
+pyarrow==23.0.1 ; python_version >= "3.11" and python_version < "3.13"
+pybase64==1.4.3 ; python_version >= "3.11" and python_version < "3.13"
+pyclipper==1.4.0 ; python_version >= "3.11" and python_version < "3.13"
+pycparser==3.0 ; python_version >= "3.11" and python_version < "3.13" and platform_python_implementation != "PyPy" and implementation_name != "PyPy"
+pydantic-core==2.41.5 ; python_version >= "3.11" and python_version < "3.13"
+pydantic-settings==2.13.1 ; python_version >= "3.11" and python_version < "3.13"
+pydantic==2.12.5 ; python_version >= "3.11" and python_version < "3.13"
+pydocket==0.18.2 ; python_version >= "3.11" and python_version < "3.13"
+pygments==2.20.0 ; python_version >= "3.11" and python_version < "3.13"
+pyjwt==2.12.1 ; python_version >= "3.11" and python_version < "3.13"
+pymongo==4.16.0 ; python_version >= "3.11" and python_version < "3.13"
+pyperclip==1.11.0 ; python_version >= "3.11" and python_version < "3.13"
+pypika==0.51.1 ; python_version >= "3.11" and python_version < "3.13"
+pyproject-hooks==1.2.0 ; python_version >= "3.11" and python_version < "3.13"
+python-bidi==0.6.7 ; python_version >= "3.11" and python_version < "3.13"
+python-box==7.4.1 ; python_version >= "3.11" and python_version < "3.13"
+python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "3.13"
+python-dotenv==1.2.2 ; python_version >= "3.11" and python_version < "3.13"
+python-json-logger==4.1.0 ; python_version >= "3.11" and python_version < "3.13"
+python-multipart==0.0.22 ; python_version >= "3.11" and python_version < "3.13"
+pywin32-ctypes==0.2.3 ; python_version >= "3.11" and python_version < "3.13" and sys_platform == "win32"
+pywin32==311 ; python_version >= "3.11" and python_version < "3.13" and sys_platform == "win32"
+pyyaml==6.0.3 ; python_version >= "3.11" and python_version < "3.13"
+redis==7.4.0 ; python_version >= "3.11" and python_version < "3.13"
+referencing==0.37.0 ; python_version >= "3.11" and python_version < "3.13"
+requests-oauthlib==2.0.0 ; python_version >= "3.11" and python_version < "3.13"
+requests-toolbelt==1.0.0 ; python_version >= "3.11" and python_version < "3.13"
+requests==2.33.1 ; python_version >= "3.11" and python_version < "3.13"
+rich-rst==1.3.2 ; python_version >= "3.11" and python_version < "3.13"
+rich==14.3.3 ; python_version >= "3.11" and python_version < "3.13"
+rpds-py==0.30.0 ; python_version >= "3.11" and python_version < "3.13"
+s3transfer==0.16.0 ; python_version >= "3.11" and python_version < "3.13"
+scikit-image==0.26.0 ; python_version >= "3.11" and python_version < "3.13"
+scipy==1.17.1 ; python_version >= "3.11" and python_version < "3.13"
+secretstorage==3.5.0 ; python_version >= "3.11" and python_version < "3.13" and sys_platform == "linux"
+setuptools==81.0.0 ; python_version >= "3.11" and python_version < "3.13"
+shapely==2.1.2 ; python_version >= "3.11" and python_version < "3.13"
+shellingham==1.5.4 ; python_version >= "3.11" and python_version < "3.13"
+six==1.17.0 ; python_version >= "3.11" and python_version < "3.13"
+sniffio==1.3.1 ; python_version >= "3.11" and python_version < "3.13"
+sortedcontainers==2.4.0 ; python_version >= "3.11" and python_version < "3.13"
+sse-starlette==3.0.3 ; python_version >= "3.11" and python_version < "3.13"
+starlette==0.48.0 ; python_version >= "3.11" and python_version < "3.13"
+sympy==1.14.0 ; python_version >= "3.11" and python_version < "3.13"
+tenacity==9.1.4 ; python_version >= "3.11" and python_version < "3.13"
+tifffile==2026.3.3 ; python_version >= "3.11" and python_version < "3.13"
+tokenizers==0.22.2 ; python_version >= "3.11" and python_version < "3.13"
+torch==2.11.0 ; python_version >= "3.11" and python_version < "3.13"
+torchvision==0.26.0 ; python_version >= "3.11" and python_version < "3.13"
+tqdm==4.67.3 ; python_version >= "3.11" and python_version < "3.13"
+triton==3.6.0 ; python_version >= "3.11" and python_version < "3.13" and platform_system == "Linux"
+typer==0.24.1 ; python_version >= "3.11" and python_version < "3.13"
+typing-extensions==4.15.0 ; python_version >= "3.11" and python_version < "3.13"
+typing-inspection==0.4.2 ; python_version >= "3.11" and python_version < "3.13"
+tzdata==2025.3 ; python_version >= "3.11" and python_version < "3.13" and (sys_platform == "win32" or sys_platform == "emscripten")
+uncalled-for==0.2.0 ; python_version >= "3.11" and python_version < "3.13"
+urllib3==2.6.3 ; python_version >= "3.11" and python_version < "3.13"
+uuid-utils==0.14.1 ; python_version >= "3.11" and python_version < "3.13"
+uvicorn==0.40.0 ; python_version >= "3.11" and python_version < "3.13"
+uvloop==0.22.1 ; python_version >= "3.11" and python_version < "3.13" and sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy"
+watchfiles==1.1.1 ; python_version >= "3.11" and python_version < "3.13"
+websocket-client==1.9.0 ; python_version >= "3.11" and python_version < "3.13"
+websockets==16.0 ; python_version >= "3.11" and python_version < "3.13"
+werkzeug==3.1.7 ; python_version >= "3.11" and python_version < "3.13"
+xxhash==3.6.0 ; python_version >= "3.11" and python_version < "3.13"
+zipp==3.23.0 ; python_version >= "3.11" and python_version < "3.13"
+zstandard==0.25.0 ; python_version >= "3.11" and python_version < "3.13"
diff --git a/backend/routes/routes_helper.py b/backend/routes/routes_helper.py
index 951735e..499628a 100644
--- a/backend/routes/routes_helper.py
+++ b/backend/routes/routes_helper.py
@@ -58,7 +58,7 @@ def allowed_file(filename):
     return "." in name and name.rsplit(".", 1)[1].lower() in ALLOWED_EXTENSIONS
 
 
-ALLOWED_CATEGORIES = {"stock", "fabric", "design", "single", "group"}
+ALLOWED_CATEGORIES = {"stock", "fabric", "design", "product", "single", "group"}
 
 
 def sanitize(arr: Optional[List[str]]) -> List[str]:
diff --git a/backend/routes/search.py b/backend/routes/search.py
index 7f843cb..d8cc5b0 100644
--- a/backend/routes/search.py
+++ b/backend/routes/search.py
@@ -3,6 +3,7 @@
 from pathlib import Path
 from typing import List, Optional
 
+from utils.image_utils import parse_list
 from fastapi import APIRouter, File, Form, HTTPException, Request, UploadFile
 from PIL import Image
 from routes.routes_helper import SearchResponse, sanitize
@@ -48,9 +49,13 @@ async def image_search(
     try:
         # Handle JSON vs Form
         content_type = request.headers.get("content-type", "")
-        parsed_categories = category or []
-
-        parsed_categories = sanitize(category)
+        parsed_categories = parse_list(category)
+        sanitized_categories = sanitize(parsed_categories)
+        print("DEBUG  sanitized_categories:", sanitized_categories)
+        # final_categories = replace_with_multiple(
+        #     sanitized_categories, target="product", replacements=["single", "group"]
+        # )
+        # print("DEBUG final_categories:", final_categories)
 
         if "application/json" in content_type:
             body = await request.json()
@@ -101,8 +106,10 @@ async def image_search(
             search_start = time.time()
             limit = limit or 20
             _, image_paths = run_vector_search(
-                table, Fabric, image, limit=limit, category=parsed_categories
+                table, Fabric, image, limit=limit, category=sanitized_categories
             )
+            print("DEBUG image_paths:", image_paths)
+            print("DEBUG sanitized_categories in image search:", sanitized_categories)
             search_time = time.time() - search_start
             logThis.info(
                 f"Vector search took {search_time:.4f}s", extra={"color": "green"}
@@ -155,8 +162,9 @@ async def image_search(
             search_start = time.time()
             limit = limit or 20
             _, all_results = run_vector_search(
-                table, Fabric, search_term, limit=limit, category=parsed_categories
+                table, Fabric, search_term, limit=limit, category=sanitized_categories
             )
+            print("sanitized_categories in text search:", sanitized_categories)
 
             search_time = time.time() - search_start
             logThis.info(
diff --git a/backend/utils/aws_helper.py b/backend/utils/aws_helper.py
index 5501e72..ef8f904 100644
--- a/backend/utils/aws_helper.py
+++ b/backend/utils/aws_helper.py
@@ -1,3 +1,4 @@
+import io
 import os
 import boto3
 from datetime import datetime
@@ -33,9 +34,16 @@ def upload_file(
     Returns:
         Public URL of uploaded object
     """
-
     try:
-        file_obj.seek(0)
+        # ✅ CASE 1: bytes → convert to file-like
+        if isinstance(file_obj, bytes):
+            file_obj = io.BytesIO(file_obj)
+
+        # ✅ CASE 2: UploadFile → use .file (sync object)
+        elif hasattr(file_obj, "file"):
+            file_obj = file_obj.file
+
+        # ❌ DO NOT use seek on async object
 
         s3_client.upload_fileobj(
             file_obj,
diff --git a/backend/utils/image_utils.py b/backend/utils/image_utils.py
index 5af316b..bbb96a1 100644
--- a/backend/utils/image_utils.py
+++ b/backend/utils/image_utils.py
@@ -1,5 +1,6 @@
 import base64
 import io
+from typing import Any
 
 
 def convert_image_to_base64(image) -> str:
@@ -11,3 +12,25 @@ def convert_image_to_base64(image) -> str:
     except Exception as e:
         print("Failed to convert image:", e)
         return ""
+
+
+# return [] or list of strings
+def parse_list(value: Any) -> list:
+    parsed_list = []
+    if value is None or value == [""] or value == [] or value == "" or value == "null":
+        return []
+    elif isinstance(value, str):
+        parsed_list = [value]
+    elif isinstance(value, list):
+        parsed_list = list(filter(None, value))
+    return parsed_list
+
+
+def replace_with_multiple(lst, target, replacements):
+    result = []
+    for item in lst:
+        if item == target:
+            result.extend(replacements)
+        else:
+            result.append(item)
+    return result
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..74126f5
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,25 @@
+services:
+  api:
+    build: ./backend
+    container_name: tz_backend
+    volumes:
+      - ./backend:/app
+      - /app/.venv
+    ports:
+      - "8002:8002" # Opens 8002 on your Ubuntu machine
+    command: poetry run fabric dev
+    restart: unless-stopped
+
+  web:
+    build: ./frontend
+    container_name: tz_frontend
+    volumes:
+      - ./frontend:/app
+      - /app/node_modules
+    ports:
+      - "5173:5173" # Opens 5173 on your Ubuntu machine
+    # Note: Ensure your 'npm run dev' uses --port 5173 
+    command: npm run dev -- --host 0.0.0.0 --port 5173
+    depends_on:
+      - api
+    restart: unless-stopped
\ No newline at end of file
diff --git a/frontend/Dockerfile b/frontend/Dockerfile
new file mode 100644
index 0000000..e1b16d5
--- /dev/null
+++ b/frontend/Dockerfile
@@ -0,0 +1,17 @@
+FROM node:22-slim
+
+WORKDIR /app
+
+# 1. Install dependencies (Cached layer)
+# Using 'ci' instead of 'install' is a best practice for production/Docker 
+# as it ensures a clean install based strictly on your package-lock.json
+COPY package*.json ./
+RUN npm install
+
+# 2. Copy the rest of your code
+COPY . .
+
+# 3. Inform Docker which port the app uses
+EXPOSE 5173 
+
+# Note: We do not put a CMD here because we handle it in docker-compose.yml
\ No newline at end of file
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 83aea01..26f34a6 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -43,13 +43,11 @@
       }
     },
     "node_modules/@babel/code-frame": {
-      "version": "7.29.0",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
-      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
+      "version": "7.27.1",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-validator-identifier": "^7.28.5",
+        "@babel/helper-validator-identifier": "^7.27.1",
         "js-tokens": "^4.0.0",
         "picocolors": "^1.1.1"
       },
@@ -58,9 +56,7 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.29.0",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
-      "integrity": "sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==",
+      "version": "7.28.5",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -68,21 +64,19 @@
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.29.0",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.0.tgz",
-      "integrity": "sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==",
+      "version": "7.28.5",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/code-frame": "^7.29.0",
-        "@babel/generator": "^7.29.0",
-        "@babel/helper-compilation-targets": "^7.28.6",
-        "@babel/helper-module-transforms": "^7.28.6",
-        "@babel/helpers": "^7.28.6",
-        "@babel/parser": "^7.29.0",
-        "@babel/template": "^7.28.6",
-        "@babel/traverse": "^7.29.0",
-        "@babel/types": "^7.29.0",
+        "@babel/code-frame": "^7.27.1",
+        "@babel/generator": "^7.28.5",
+        "@babel/helper-compilation-targets": "^7.27.2",
+        "@babel/helper-module-transforms": "^7.28.3",
+        "@babel/helpers": "^7.28.4",
+        "@babel/parser": "^7.28.5",
+        "@babel/template": "^7.27.2",
+        "@babel/traverse": "^7.28.5",
+        "@babel/types": "^7.28.5",
         "@jridgewell/remapping": "^2.3.5",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
@@ -99,14 +93,12 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.29.1",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
-      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
+      "version": "7.28.5",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/parser": "^7.29.0",
-        "@babel/types": "^7.29.0",
+        "@babel/parser": "^7.28.5",
+        "@babel/types": "^7.28.5",
         "@jridgewell/gen-mapping": "^0.3.12",
         "@jridgewell/trace-mapping": "^0.3.28",
         "jsesc": "^3.0.2"
@@ -116,13 +108,11 @@
       }
     },
     "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz",
-      "integrity": "sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==",
+      "version": "7.27.2",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/compat-data": "^7.28.6",
+        "@babel/compat-data": "^7.27.2",
         "@babel/helper-validator-option": "^7.27.1",
         "browserslist": "^4.24.0",
         "lru-cache": "^5.1.1",
@@ -134,8 +124,6 @@
     },
     "node_modules/@babel/helper-globals": {
       "version": "7.28.0",
-      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz",
-      "integrity": "sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -143,29 +131,25 @@
       }
     },
     "node_modules/@babel/helper-module-imports": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.28.6.tgz",
-      "integrity": "sha512-l5XkZK7r7wa9LucGw9LwZyyCUscb4x37JWTPz7swwFE/0FMQAGpiWUZn8u9DzkSBWEcK25jmvubfpw2dnAMdbw==",
+      "version": "7.27.1",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/traverse": "^7.28.6",
-        "@babel/types": "^7.28.6"
+        "@babel/traverse": "^7.27.1",
+        "@babel/types": "^7.27.1"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-module-transforms": {
-      "version": "7.28.6",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.6.tgz",
-      "integrity": "sha512-67oXFAYr2cDLDVGLXTEABjdBJZ6drElUSI7WKp70NrpyISso3plG9SAGEF6y7zbha/wOzUByWWTJvEDVNIUGcA==",
+      "version": "7.28.3",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-module-imports": "^7.28.6",
-        "@babel/helper-validator-identifier": "^7.28.5",
-        "@babel/traverse": "^7.28.6"
+        "@babel/helper-module-imports": "^7.27.1",
+        "@babel/helper-validator-identifier": "^7.27.1",
+        "@babel/traverse": "^7.28.3"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -175,9 +159,7 @@
       }
     },
     "node_modules/@babel/helper-plugin-utils": {
-      "version": "7.28.6",
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-      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.8.3.tgz",
-      "integrity": "sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==",
       "dev": true,
       "license": "Apache-2.0",
       "bin": {
@@ -5187,16 +4571,14 @@
       }
     },
     "node_modules/typescript-eslint": {
-      "version": "8.57.2",
-      "resolved": "https://registry.npmjs.org/typescript-eslint/-/typescript-eslint-8.57.2.tgz",
-      "integrity": "sha512-VEPQ0iPgWO/sBaZOU1xo4nuNdODVOajPnTIbog2GKYr31nIlZ0fWPoCQgGfF3ETyBl1vn63F/p50Um9Z4J8O8A==",
+      "version": "8.50.0",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@typescript-eslint/eslint-plugin": "8.57.2",
-        "@typescript-eslint/parser": "8.57.2",
-        "@typescript-eslint/typescript-estree": "8.57.2",
-        "@typescript-eslint/utils": "8.57.2"
+        "@typescript-eslint/eslint-plugin": "8.50.0",
+        "@typescript-eslint/parser": "8.50.0",
+        "@typescript-eslint/typescript-estree": "8.50.0",
+        "@typescript-eslint/utils": "8.50.0"
       },
       "engines": {
         "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
@@ -5206,21 +4588,17 @@
         "url": "https://opencollective.com/typescript-eslint"
       },
       "peerDependencies": {
-        "eslint": "^8.57.0 || ^9.0.0 || ^10.0.0",
+        "eslint": "^8.57.0 || ^9.0.0",
         "typescript": ">=4.8.4 <6.0.0"
       }
     },
     "node_modules/undici-types": {
       "version": "7.16.0",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
-      "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==",
       "dev": true,
       "license": "MIT"
     },
     "node_modules/unified": {
       "version": "11.0.5",
-      "resolved": "https://registry.npmjs.org/unified/-/unified-11.0.5.tgz",
-      "integrity": "sha512-xKvGhPWw3k84Qjh8bI3ZeJjqnyadK+GEFtazSfZv/rKeTkTjOJho6mFqh2SM96iIcZokxiOpg78GazTSg8+KHA==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0",
@@ -5238,8 +4616,6 @@
     },
     "node_modules/unist-util-is": {
       "version": "6.0.1",
-      "resolved": "https://registry.npmjs.org/unist-util-is/-/unist-util-is-6.0.1.tgz",
-      "integrity": "sha512-LsiILbtBETkDz8I9p1dQ0uyRUWuaQzd/cuEeS1hoRSyW5E5XGmTzlwY1OrNzzakGowI9Dr/I8HVaw4hTtnxy8g==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0"
@@ -5251,8 +4627,6 @@
     },
     "node_modules/unist-util-position": {
       "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/unist-util-position/-/unist-util-position-5.0.0.tgz",
-      "integrity": "sha512-fucsC7HjXvkB5R3kTCO7kUjRdrS0BJt3M/FPxmHMBOm8JQi2BsHAHFsy27E0EolP8rp0NzXsJ+jNPyDWvOJZPA==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0"
@@ -5264,8 +4638,6 @@
     },
     "node_modules/unist-util-stringify-position": {
       "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/unist-util-stringify-position/-/unist-util-stringify-position-4.0.0.tgz",
-      "integrity": "sha512-0ASV06AAoKCDkS2+xw5RXJywruurpbC4JZSm7nr7MOt1ojAzvyyaO+UxZf18j8FCF6kmzCZKcAgN/yu2gm2XgQ==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0"
@@ -5276,9 +4648,7 @@
       }
     },
     "node_modules/unist-util-visit": {
-      "version": "5.1.0",
-      "resolved": "https://registry.npmjs.org/unist-util-visit/-/unist-util-visit-5.1.0.tgz",
-      "integrity": "sha512-m+vIdyeCOpdr/QeQCu2EzxX/ohgS8KbnPDgFni4dQsfSCtpz8UqDyY5GjRru8PDKuYn7Fq19j1CQ+nJSsGKOzg==",
+      "version": "5.0.0",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0",
@@ -5292,8 +4662,6 @@
     },
     "node_modules/unist-util-visit-parents": {
       "version": "6.0.2",
-      "resolved": "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-6.0.2.tgz",
-      "integrity": "sha512-goh1s1TBrqSqukSc8wrjwWhL0hiJxgA8m4kFxGlQ+8FYQ3C/m11FcTs4YYem7V664AhHVvgoQLk890Ssdsr2IQ==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0",
@@ -5306,8 +4674,6 @@
     },
     "node_modules/update-browserslist-db": {
       "version": "1.2.3",
-      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
-      "integrity": "sha512-Js0m9cx+qOgDxo0eMiFGEueWztz+d4+M3rGlmKPT+T4IS/jP4ylw3Nwpu6cpTTP8R1MAC1kF4VbdLt3ARf209w==",
       "dev": true,
       "funding": [
         {
@@ -5337,8 +4703,6 @@
     },
     "node_modules/uri-js": {
       "version": "4.4.1",
-      "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
-      "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
       "dev": true,
       "license": "BSD-2-Clause",
       "dependencies": {
@@ -5347,8 +4711,6 @@
     },
     "node_modules/utrie": {
       "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/utrie/-/utrie-1.0.2.tgz",
-      "integrity": "sha512-1MLa5ouZiOmQzUbjbu9VmjLzn1QLXBhwpUa7kdLUQK+KQ5KA9I1vk5U4YHe/X2Ch7PYnJfWuWT+VbuxbGwljhw==",
       "license": "MIT",
       "optional": true,
       "dependencies": {
@@ -5357,8 +4719,6 @@
     },
     "node_modules/vfile": {
       "version": "6.0.3",
-      "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
-      "integrity": "sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0",
@@ -5371,8 +4731,6 @@
     },
     "node_modules/vfile-message": {
       "version": "4.0.3",
-      "resolved": "https://registry.npmjs.org/vfile-message/-/vfile-message-4.0.3.tgz",
-      "integrity": "sha512-QTHzsGd1EhbZs4AsQ20JX1rC3cOlt/IWJruk893DfLRr57lcnOeMaWG4K0JrRta4mIJZKth2Au3mM3u03/JWKw==",
       "license": "MIT",
       "dependencies": {
         "@types/unist": "^3.0.0",
@@ -5384,9 +4742,7 @@
       }
     },
     "node_modules/vite": {
-      "version": "7.3.1",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.1.tgz",
-      "integrity": "sha512-w+N7Hifpc3gRjZ63vYBXA56dvvRlNWRczTdmCBBa+CotUzAPf5b7YMdMR/8CQoeYE5LX3W4wj6RYTgonm1b9DA==",
+      "version": "7.3.0",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -5460,8 +4816,6 @@
     },
     "node_modules/which": {
       "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
-      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
       "dev": true,
       "license": "ISC",
       "dependencies": {
@@ -5476,8 +4830,6 @@
     },
     "node_modules/word-wrap": {
       "version": "1.2.5",
-      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
-      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -5486,15 +4838,11 @@
     },
     "node_modules/yallist": {
       "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
-      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
       "dev": true,
       "license": "ISC"
     },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -5506,8 +4854,6 @@
     },
     "node_modules/zwitch": {
       "version": "2.0.4",
-      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
-      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
       "license": "MIT",
       "funding": {
         "type": "github",
diff --git a/frontend/src/Routing.tsx b/frontend/src/Routing.tsx
index c489c53..cb69c02 100644
--- a/frontend/src/Routing.tsx
+++ b/frontend/src/Routing.tsx
@@ -2,7 +2,7 @@ import { Route, Routes } from "react-router-dom";
 import { NotFound } from "./components/NotFound";
 import { usePageTracking } from "./hooks/usePageTracking";
 import UploadPage from "./pages/AudioForm";
-import CardReader from "./pages/CardReader";
+import CardReader from "./pages/PanCardReader";
 import ComingSoon from "./pages/ComingSoon";
 import { ContactUs } from "./pages/Contact";
 import Chat from "./pages/FabricChat";
@@ -11,7 +11,7 @@ import Search from "./pages/FabricSearch";
 import Home from "./pages/Home";
 import ImageDescription from "./pages/ImageDescriptor";
 import Reader from "./pages/Reader";
-import AadhaarCardReader from "./pages/adhaar";
+import AadhaarCardReader from "./pages/AadhaarCardReader";
 
 export const Routing = () => {
   usePageTracking();
diff --git a/frontend/src/assets/styles/FabricSearch.css b/frontend/src/assets/styles/FabricSearch.css
index cdb0b9b..77b37e1 100644
--- a/frontend/src/assets/styles/FabricSearch.css
+++ b/frontend/src/assets/styles/FabricSearch.css
@@ -1,112 +1,102 @@
 /* ─────────────────────────────────────────────────────────────────────────────
-   FabricSearch.css  —  ThreadZip visual search styles
+   FabricSearch.css  —  ThreadZip visual search  |  BEM architecture
+   Blocks:  fabric-search · hero · search-bar · limit-slider · category-picker
+            result-grid · result-card · results-section · image-preview
+            db-panel · settings-panel · crop-drawer · lightbox · pagination · btn
    ───────────────────────────────────────────────────────────────────────────── */
 
 
-/* ── CSS variables ─────────────────────────────────────────────────────────── */
+/* ── Design tokens ─────────────────────────────────────────────────────────── */
 :root {
-  --tz-bg: #0a0807;
-  --tz-surf: rgba(14, 11, 9, 0.84);
-  --tz-surf2: rgba(20, 16, 12, 0.94);
-  --tz-bdr: rgba(255, 255, 255, 0.07);
-  --tz-bdr2: rgba(255, 255, 255, 0.11);
-  --tz-bdr-g: rgba(201, 169, 110, 0.30);
-  --tz-txt: #f0ede8;
-  --tz-muted: #6b6259;
-  --tz-acc: #e8d5b0;
-  --tz-acc2: #c9a96e;
-  --tz-green: #22c55e;
-  --tz-blue: #3b82f6;
-  --tz-red: #ef4444;
-  --ff: 'Syne', sans-serif;
-  --fm: 'DM Mono', monospace;
+  --color-bg:        #0a0807;
+  --color-surface:   rgba(14, 11, 9, 0.84);
+  --color-surface-2: rgba(20, 16, 12, 0.94);
+  --color-border:    rgba(255, 255, 255, 0.07);
+  --color-border-2:  rgba(255, 255, 255, 0.11);
+  --color-border-gold: rgba(201, 169, 110, 0.30);
+  --color-text:      #f0ede8;
+  --color-muted:     #6b6259;
+  --color-accent:    #e8d5b0;
+  --color-accent-2:  #0f7234;
+  --color-green:     #22c55e;
+  --color-blue:      #3b82f6;
+  --color-red:       #ef4444;
+
+  --font-sans: 'Syne', sans-serif;
+  --font-mono: 'DM Mono', monospace;
+
+  --sticky-bar-height: 68px;
+  --radius-sm:  8px;
+  --radius-md:  10px;
+  --radius-lg:  14px;
+  --radius-xl:  20px;
+
+  --transition-fast: 0.15s ease;
+  --transition-base: 0.18s ease;
+  --transition-slow: 0.22s ease;
 }
 
 *,
 *::before,
-*::after {
-  box-sizing: border-box;
-}
+*::after { box-sizing: border-box; }
 
-/* ── Keyframes ─────────────────────────────────────────────────────────────── */
-@keyframes tz-fadeup {
-  from {
-    opacity: 0;
-    transform: translateY(20px);
-  }
 
-  to {
-    opacity: 1;
-    transform: translateY(0);
-  }
+/* ── Keyframes ─────────────────────────────────────────────────────────────── */
+@keyframes anim-fade-up {
+  from { opacity: 0; transform: translateY(20px); }
+  to   { opacity: 1; transform: translateY(0); }
 }
 
-@keyframes tz-fadein {
-  from {
-    opacity: 0;
-  }
-
-  to {
-    opacity: 1;
-  }
+@keyframes anim-fade-in {
+  from { opacity: 0; }
+  to   { opacity: 1; }
 }
 
-@keyframes tz-spin {
-  to {
-    transform: rotate(360deg);
-  }
+@keyframes anim-spin {
+  to { transform: rotate(360deg); }
 }
 
-@keyframes tz-pulse {
-  0% {
-    box-shadow: 0 0 0 0 rgba(34, 197, 94, 0.55);
-  }
-
-  70% {
-    box-shadow: 0 0 0 7px rgba(34, 197, 94, 0);
-  }
-
-  100% {
-    box-shadow: 0 0 0 0 rgba(34, 197, 94, 0);
-  }
+@keyframes anim-pulse {
+  0%   { box-shadow: 0 0 0 0   rgba(34, 197, 94, 0.55); }
+  70%  { box-shadow: 0 0 0 7px rgba(34, 197, 94, 0); }
+  100% { box-shadow: 0 0 0 0   rgba(34, 197, 94, 0); }
 }
 
-@keyframes tz-shimmer {
-  0% {
-    background-position: 0% 50%;
-  }
-
-  50% {
-    background-position: 100% 50%;
-  }
-
-  100% {
-    background-position: 0% 50%;
-  }
+@keyframes anim-shimmer {
+  0%   { background-position: 0%   50%; }
+  50%  { background-position: 100% 50%; }
+  100% { background-position: 0%   50%; }
 }
 
-@keyframes tz-cardin {
-  from {
-    opacity: 0;
-    transform: translateY(14px) scale(0.97);
-  }
+@keyframes anim-card-in {
+  from { opacity: 0; transform: translateY(14px) scale(0.97); }
+  to   { opacity: 1; transform: translateY(0)   scale(1); }
+}
 
-  to {
-    opacity: 1;
-    transform: translateY(0) scale(1);
-  }
+@keyframes anim-slide-down {
+  from { opacity: 0; transform: translateY(-100%); }
+  to   { opacity: 1; transform: translateY(0); }
 }
 
-/* ── Root & page shell ─────────────────────────────────────────────────────── */
-.tz-root {
-  font-family: var(--ff);
-  color: var(--tz-txt);
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: fabric-search  (page root)
+══════════════════════════════════════════════════════════════════════════════ */
+.fabric-search {
+  font-family: var(--font-sans);
+  color: var(--color-text);
   min-height: 100vh;
   position: relative;
   overflow-x: hidden;
 }
 
-.search-container {
+/* Modifier: push body down when sticky bar is present */
+.fabric-search--has-results {
+  padding-top: var(--sticky-bar-height);
+}
+
+/* Element: main scrollable content area */
+.fabric-search__body {
   position: relative;
   z-index: 1;
   max-width: 1060px;
@@ -114,153 +104,154 @@
   padding: 32px 24px 100px;
 }
 
-/* ── Glass utility ─────────────────────────────────────────────────────────── */
-.tz-glass {
-  background: var(--tz-surf);
-  border: 1px solid var(--tz-bdr);
-  backdrop-filter: blur(18px);
-  -webkit-backdrop-filter: blur(18px);
+/* Modifier: full-bleed when results are visible */
+.fabric-search__body--results {
+  max-width: none;
+  margin-block: 1.5rem;
 }
 
-/* ── DB panel ──────────────────────────────────────────────────────────────── */
-.tz-db-panel {
+/* Element: header + settings row */
+.fabric-search__top-bar {
   display: flex;
-  align-items: center;
-  gap: 20px;
+  align-items: flex-start;
+  justify-content: space-between;
   flex-wrap: wrap;
-  padding: 13px 20px;
-  border-radius: 14px;
-  margin-bottom: 40px;
-  position: relative;
-  overflow: hidden;
+  gap: 12px;
 }
 
-.tz-db-panel::before {
-  content: '';
-  position: absolute;
-  top: 0;
-  left: 0;
-  right: 0;
-  height: 1px;
-  background: linear-gradient(90deg, transparent, var(--tz-bdr-g), transparent);
+.fabric-search__settings {
+  position: relative;
+  top: 1rem;
 }
 
-.tz-db-header {
-  display: flex;
-  align-items: center;
-  gap: 8px;
-  flex-shrink: 0;
+/* Element: error / empty states */
+.fabric-search__error {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: #f87171;
+  padding: 12px 16px;
+  background: rgba(239, 68, 68, 0.07);
+  border: 1px solid rgba(239, 68, 68, 0.18);
+  border-radius: var(--radius-md);
+  margin-bottom: 16px;
 }
 
-.tz-db-pulse {
-  width: 7px;
-  height: 7px;
-  border-radius: 50%;
-  background: var(--tz-green);
-  animation: tz-pulse 2s infinite;
-  flex-shrink: 0;
+.fabric-search__empty {
+  font-family: var(--font-mono);
+  font-size: 13px;
+  color: var(--color-muted);
+  text-align: center;
+  padding: 60px 0;
+  letter-spacing: 0.06em;
 }
 
-.tz-db-label {
-  font-family: var(--fm);
-  font-size: 10px;
-  letter-spacing: .15em;
-  text-transform: uppercase;
-  color: var(--tz-muted);
-}
 
-.tz-db-actions {
-  display: flex;
-  gap: 10px;
-  flex-wrap: wrap;
+/* ══════════════════════════════════════════════════════════════════════════════
+   UTILITY: glass surface  (shared by multiple blocks)
+══════════════════════════════════════════════════════════════════════════════ */
+.glass {
+  background: var(--color-surface);
+  border: 1px solid var(--color-border);
+  backdrop-filter: blur(18px);
+  -webkit-backdrop-filter: blur(18px);
 }
 
-.tz-db-btn {
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: btn  (reusable button primitive)
+══════════════════════════════════════════════════════════════════════════════ */
+.btn {
   display: inline-flex;
   align-items: center;
   gap: 7px;
-  padding: 8px 18px;
-  border-radius: 8px;
-  font-family: var(--ff);
-  font-size: 12px;
-  font-weight: 600;
-  letter-spacing: .04em;
+  padding: 13px 22px;
+  border-radius: var(--radius-md);
+  font-family: var(--font-sans);
+  font-size: 13px;
+  font-weight: 700;
+  letter-spacing: 0.04em;
   cursor: pointer;
-  border: 1px solid transparent;
-  transition: all .18s;
+  border: none;
+  outline: none;
+  transition: all var(--transition-base);
   white-space: nowrap;
+  text-align: center;
 }
 
-.tz-db-btn:disabled {
-  opacity: .35;
+.btn:disabled {
+  opacity: 0.35;
   cursor: not-allowed;
+  transform: none !important;
+  animation: none !important;
 }
 
-.tz-db-btn:not(:disabled):hover {
-  transform: translateY(-2px);
-  filter: brightness(1.14);
+.btn:active { transform: translateY(0) !important; }
+
+/* Modifier: primary (gold shimmer) */
+.btn--primary {
+  background: linear-gradient(135deg, #b8934a, #e8d5b0, #c9a96e, #b8934a);
+  background-size: 250% 250%;
+  color: #0a0805;
+  box-shadow: 0 4px 20px rgba(201, 169, 110, 0.28);
+  animation: anim-shimmer 3.5s linear infinite;
 }
 
-.tz-db-create {
-  background: rgba(34, 197, 94, .10);
-  color: #4ade80;
-  border-color: rgba(34, 197, 94, .22);
+.btn--primary:not(:disabled):hover {
+  transform: translateY(-2px);
+  box-shadow: 0 8px 28px rgba(201, 169, 110, 0.42);
 }
 
-.tz-db-update {
-  background: rgba(59, 130, 246, .10);
-  color: #60a5fa;
-  border-color: rgba(59, 130, 246, .22);
+/* Modifier: ghost */
+.btn--ghost {
+  background: transparent;
+  color: var(--color-text);
+  border: 1px solid var(--color-border-2);
+  backdrop-filter: blur(10px);
 }
 
-.tz-db-icon {
-  font-size: 14px;
-  line-height: 1;
+.btn--ghost:not(:disabled):hover {
+  border-color: var(--color-border-gold);
+  transform: translateY(-2px);
 }
 
-.tz-spinner {
-  width: 12px;
-  height: 12px;
-  border: 2px solid rgba(255, 255, 255, .2);
-  border-top-color: currentColor;
-  border-radius: 50%;
-  animation: tz-spin .6s linear infinite;
-  display: inline-block;
-  flex-shrink: 0;
+/* Modifier: outline */
+.btn--outline {
+  background: transparent;
+  color: var(--color-accent);
+  border: 1px solid var(--color-border-gold);
 }
 
-.tz-db-notif {
-  font-family: var(--fm);
-  font-size: 11px;
-  padding: 7px 12px;
-  border-radius: 7px;
+.btn--outline:not(:disabled):hover {
+  background: rgba(232, 213, 176, 0.07);
+  transform: translateY(-2px);
 }
 
-.tz-db-notif.success {
-  background: rgba(34, 197, 94, .08);
-  color: #4ade80;
-  border: 1px solid rgba(34, 197, 94, .18);
+/* Modifier: small */
+.btn--sm {
+  padding: 8px 14px;
+  font-size: 12px;
 }
 
-.tz-db-notif.error {
-  background: rgba(239, 68, 68, .08);
-  color: #f87171;
-  border: 1px solid rgba(239, 68, 68, .18);
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: hero
+══════════════════════════════════════════════════════════════════════════════ */
+.hero {
+  animation: anim-fade-up 0.7s ease both;
 }
 
-/* ── Hero ──────────────────────────────────────────────────────────────────── */
-.hero-area {
+/* Element: header text group */
+.hero__header {
   text-align: center;
   padding: 52px 0 60px;
-  animation: tz-fadeup .7s ease both;
 }
 
-.hero-eyebrow {
-  font-family: var(--fm);
+.hero__eyebrow {
+  font-family: var(--font-mono);
   font-size: 10px;
-  letter-spacing: .24em;
+  letter-spacing: 0.24em;
   text-transform: uppercase;
-  color: var(--tz-acc2);
+  color: var(--color-accent-2);
   margin-bottom: 20px;
   display: flex;
   align-items: center;
@@ -268,47 +259,41 @@
   gap: 12px;
 }
 
-.hero-eyebrow::before,
-.hero-eyebrow::after {
+.hero__eyebrow::before,
+.hero__eyebrow::after {
   content: '';
   width: 36px;
   height: 1px;
 }
+.hero__eyebrow::before { background: linear-gradient(90deg, transparent, var(--color-accent-2)); }
+.hero__eyebrow::after  { background: linear-gradient(90deg, var(--color-accent-2), transparent); }
 
-.hero-eyebrow::before {
-  background: linear-gradient(90deg, transparent, var(--tz-acc2));
-}
-
-.hero-eyebrow::after {
-  background: linear-gradient(90deg, var(--tz-acc2), transparent);
-}
-
-.hero-title {
+.hero__title {
   font-size: clamp(34px, 5.5vw, 66px);
   font-weight: 800;
   line-height: 1.06;
-  letter-spacing: -.03em;
+  letter-spacing: -0.03em;
   color: #636cd6;
   margin: 0 0 12px;
 }
 
-.tz-gold {
+.hero__title-accent {
   background: linear-gradient(130deg, #da4545 0%, #588664 40%, #e15dce 80%);
   -webkit-background-clip: text;
   -webkit-text-fill-color: transparent;
   background-clip: text;
 }
 
-.hero-sub {
-  font-family: var(--fm);
+.hero__subtitle {
+  font-family: var(--font-mono);
   font-size: 13px;
-  color: var(--tz-muted);
+  color: var(--color-muted);
   margin-bottom: 44px;
-  letter-spacing: .03em;
+  letter-spacing: 0.03em;
 }
 
-/* ── Search controls ───────────────────────────────────────────────────────── */
-.tz-sc {
+/* Element: controls container */
+.hero__search-controls {
   display: flex;
   flex-direction: column;
   align-items: center;
@@ -317,88 +302,110 @@
   margin: 0 auto;
 }
 
-.tz-row {
+.hero__search-row {
   display: flex;
   gap: 8px;
   width: 100%;
 }
 
-.tz-input {
+.hero__search-input {
   flex: 1;
   padding: 13px 17px;
-  border-radius: 10px;
-  border: 1px solid var(--tz-bdr2);
-  background: var(--tz-surf);
-  color: var(--tz-txt);
-  font-family: var(--ff);
+  border-radius: var(--radius-md);
+  border: 1px solid var(--color-border-2);
+  background: var(--color-surface);
+  color: var(--color-text);
+  font-family: var(--font-sans);
   font-size: 14px;
   outline: none;
   backdrop-filter: blur(12px);
-  transition: border-color .18s, box-shadow .18s;
+  transition: border-color var(--transition-base), box-shadow var(--transition-base);
 }
 
-.tz-input::placeholder {
-  color: var(--tz-muted);
+.hero__search-input::placeholder { color: var(--color-muted); }
+
+.hero__search-input:focus {
+  border-color: var(--color-border-gold);
+  box-shadow: 0 0 0 3px rgba(201, 169, 110, 0.08);
 }
 
-.tz-input:focus {
-  border-color: var(--tz-bdr-g);
-  box-shadow: 0 0 0 3px rgba(201, 169, 110, .08);
+.hero__divider {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  width: 100%;
+  color: var(--color-muted);
+  font-family: var(--font-mono);
+  font-size: 1rem;
+  letter-spacing: 0.15em;
+  text-transform: uppercase;
 }
 
-/* ── Result-page search bar ─────────────────────────────────────────────────── */
-.results-search-bar .tz-row {
-  max-width: 420px;
+.hero__divider::before,
+.hero__divider::after {
+  content: '';
+  flex: 1;
+  height: 1px;
+  background: var(--color-border);
 }
 
-.results-search-bar .tz-input {
-  font-size: 13px;
-  padding: 10px 14px;
+.hero__file-input {
+  position: absolute;
+  opacity: 0;
+  pointer-events: none;
+  width: 0;
+  height: 0;
 }
 
-.results-search-bar .tz-btn {
-  padding: 10px 14px;
-  font-size: 13px;
+.hero__upload-btn {
+  width: 100%;
+  justify-content: center;
+}
+
+.hero__categories {
+  margin-top: 32px;
 }
 
-/* ── Limit slider ──────────────────────────────────────────────────────────── */
-.tz-lim {
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: limit-slider
+══════════════════════════════════════════════════════════════════════════════ */
+.limit-slider {
   display: flex;
   align-items: center;
   gap: 10px;
   width: 100%;
+  padding: 1rem;
 }
 
-.tz-lim-lbl {
-  font-family: var(--fm);
+.limit-slider__label {
+  font-family: var(--font-mono);
   font-size: 10px;
-  color: var(--tz-muted);
-  letter-spacing: .12em;
+  color: var(--color-muted);
+  letter-spacing: 0.12em;
   text-transform: uppercase;
   white-space: nowrap;
 }
 
-.tz-lim-trk {
+.limit-slider__track {
   flex: 1;
   position: relative;
   height: 3px;
-  background: rgba(255, 255, 255, .06);
+  background: rgba(255, 255, 255, 0.06);
   border-radius: 4px;
   cursor: pointer;
 }
 
-.tz-lim-fill {
+.limit-slider__fill {
   position: absolute;
-  left: 0;
-  top: 0;
-  bottom: 0;
-  background: linear-gradient(90deg, var(--tz-acc2), var(--tz-acc));
+  left: 0; top: 0; bottom: 0;
+  background: linear-gradient(90deg, var(--color-accent-2), var(--color-accent));
   border-radius: 4px;
   pointer-events: none;
-  transition: width .08s;
+  transition: width 0.08s;
 }
 
-.tz-lim-inp {
+.limit-slider__input {
   -webkit-appearance: none;
   appearance: none;
   position: absolute;
@@ -410,661 +417,859 @@
   margin: 0;
 }
 
-.tz-lim-inp::-webkit-slider-thumb {
+.limit-slider__input::-webkit-slider-thumb {
   -webkit-appearance: none;
   width: 15px;
   height: 15px;
   border-radius: 50%;
-  background: var(--tz-acc);
-  border: 2px solid var(--tz-bg);
-  box-shadow: 0 0 0 2px rgba(232, 213, 176, .25);
+  background: var(--color-accent);
+  border: 2px solid var(--color-bg);
+  box-shadow: 0 0 0 2px rgba(232, 213, 176, 0.25);
   cursor: pointer;
 }
 
-.tz-lim-inp::-moz-range-thumb {
+.limit-slider__input::-moz-range-thumb {
   width: 15px;
   height: 15px;
   border-radius: 50%;
-  background: var(--tz-acc);
-  border: 2px solid var(--tz-bg);
+  background: var(--color-accent);
+  border: 2px solid var(--color-bg);
   cursor: pointer;
 }
 
-.tz-lim-val {
-  font-family: var(--fm);
+.limit-slider__value {
+  font-family: var(--font-mono);
   font-size: 13px;
   font-weight: 500;
-  color: var(--tz-acc);
+  color: var(--color-accent);
   min-width: 28px;
   text-align: right;
 }
 
-/* ── Divider ───────────────────────────────────────────────────────────────── */
-.tz-div {
-  display: flex;
-  align-items: center;
-  gap: 12px;
-  width: 100%;
-  color: var(--tz-muted);
-  font-family: var(--fm);
-  font-size: 1rem;
-  letter-spacing: .15em;
-  text-transform: uppercase;
-}
-
-.tz-div::before,
-.tz-div::after {
-  content: '';
-  flex: 1;
-  height: 1px;
-  background: var(--tz-bdr);
-}
 
-/* ── Category picker ───────────────────────────────────────────────────────── */
-.tz-cat-picker {
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: category-picker
+══════════════════════════════════════════════════════════════════════════════ */
+.category-picker {
   padding: 16px 18px;
-  border-radius: 14px;
+  border-radius: var(--radius-lg);
+  background: var(--color-surface);
+  border: 1px solid var(--color-border);
+  backdrop-filter: blur(18px);
+  -webkit-backdrop-filter: blur(18px);
   position: relative;
   overflow: hidden;
-  animation: tz-fadeup .5s ease both;
+  animation: anim-fade-up 0.5s ease both;
 }
 
-.tz-cat-picker::before {
+.category-picker::before {
   content: '';
   position: absolute;
-  top: 0;
-  left: 0;
-  right: 0;
+  top: 0; left: 0; right: 0;
   height: 1px;
-  background: linear-gradient(90deg, transparent, var(--tz-bdr-g), transparent);
+  background: linear-gradient(90deg, transparent, var(--color-border-gold), transparent);
+}
+
+/* Modifier: compact (used inside results panel) */
+.category-picker--compact {
+  padding: 12px 16px;
 }
 
-.tz-cat-header {
+/* Element: header row */
+.category-picker__header {
   display: flex;
   align-items: center;
   justify-content: space-between;
   margin-bottom: 12px;
 }
 
-.tz-cat-title {
-  font-family: var(--fm);
+.category-picker__title {
+  font-family: var(--font-mono);
   font-size: 10px;
   font-weight: 500;
-  letter-spacing: .18em;
+  letter-spacing: 0.18em;
   text-transform: uppercase;
-  color: var(--tz-muted);
+  color: var(--color-muted);
 }
 
-.tz-cat-all-btn {
-  font-family: var(--fm);
+.category-picker__toggle-all {
+  font-family: var(--font-mono);
   font-size: 10px;
-  letter-spacing: .1em;
+  letter-spacing: 0.1em;
   text-transform: uppercase;
-  color: var(--tz-acc2);
+  color: var(--color-accent-2);
   background: none;
   border: none;
   cursor: pointer;
   padding: 0;
-  transition: color .15s;
+  transition: color var(--transition-fast);
 }
 
-.tz-cat-all-btn:hover {
-  color: var(--tz-acc);
-}
+.category-picker__toggle-all:hover { color: var(--color-accent); }
 
-.tz-cat-grid {
+/* Element: chip grid */
+.category-picker__grid {
   display: flex;
   flex-wrap: wrap;
   gap: 7px;
 }
 
-.tz-cat-chip {
+.category-picker__chip {
   display: inline-flex;
   align-items: center;
   gap: 5px;
   padding: 7px 12px;
-  border-radius: 8px;
-  font-family: var(--ff);
+  border-radius: var(--radius-sm);
+  font-family: var(--font-sans);
   font-size: 12px;
   font-weight: 600;
-  letter-spacing: .02em;
+  letter-spacing: 0.02em;
   cursor: pointer;
-  border: 1px solid var(--tz-bdr2);
-  background: rgba(255, 255, 255, .03);
-  color: var(--tz-muted);
-  transition: all .18s;
+  border: 1px solid var(--color-border-2);
+  background: rgba(255, 255, 255, 0.03);
+  color: var(--color-muted);
+  transition: all var(--transition-base);
 }
 
-.tz-cat-chip:hover {
-  border-color: var(--tz-bdr-g);
-  color: var(--tz-acc);
-  background: rgba(201, 169, 110, .06);
+.category-picker__chip:hover {
+  border-color: var(--color-border-gold);
+  color: var(--color-accent);
+  background: rgba(201, 169, 110, 0.06);
 }
 
-.tz-cat-active {
-  border-color: var(--tz-bdr-g) !important;
-  background: rgba(201, 169, 110, .11) !important;
-  color: var(--tz-acc) !important;
-  box-shadow: 0 0 12px rgba(201, 169, 110, .10);
+/* Modifier: active chip */
+.category-picker__chip--active {
+  border-color: var(--color-border-gold) !important;
+  background: rgba(201, 169, 110, 0.11) !important;
+  color: var(--color-accent) !important;
+  box-shadow: 0 0 12px rgba(201, 169, 110, 0.10);
 }
 
-.tz-cat-check {
+.category-picker__chip-check {
   font-size: 10px;
   font-weight: 800;
   min-width: 10px;
-  color: var(--tz-acc2);
+  color: var(--color-accent-2);
 }
 
-.tz-cat-icon {
-  font-size: 14px;
-  line-height: 1;
+.category-picker__chip-icon  { font-size: 14px; line-height: 1; }
+.category-picker__chip-label { white-space: nowrap; }
+
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: search-bar  (sticky bar after results appear)
+══════════════════════════════════════════════════════════════════════════════ */
+.search-bar {
+  /* base — not sticky */
 }
 
-.tz-cat-lbl {
-  white-space: nowrap;
+/* Modifier: sticky (fixed at top) */
+.search-bar--sticky {
+  position: fixed;
+  top: 0;
+  left: 0;
+  right: 0;
+  z-index: 200;
+  height: var(--sticky-bar-height);
+  background: rgba(10, 8, 7, 0.92);
+  border-bottom: 1px solid var(--color-border-gold);
+  backdrop-filter: blur(24px);
+  -webkit-backdrop-filter: blur(24px);
+  animation: anim-slide-down 0.22s ease both;
 }
 
-/* Active filter badges in results */
-.tz-af {
+/* Element: inner wrapper */
+.search-bar__inner {
+  height: 100%;
+  max-width: 1400px;
+  margin: 0 auto;
+  padding: 0 24px;
   display: flex;
-  gap: 6px;
-  flex-wrap: wrap;
   align-items: center;
-  margin-top: 6px;
-}
-
-.tz-badge {
-  font-family: var(--fm);
-  font-size: 10px;
-  padding: 3px 9px;
-  border-radius: 20px;
-  background: rgba(201, 169, 110, .10);
-  border: 1px solid rgba(201, 169, 110, .22);
-  color: var(--tz-acc2);
-  letter-spacing: .08em;
-  text-transform: uppercase;
+  gap: 12px;
 }
 
-.tz-fin {
-  font-family: var(--fm);
-  font-size: 10px;
-  color: var(--tz-muted);
-  letter-spacing: .1em;
-  text-transform: uppercase;
+/* Element: text search row */
+.search-bar__text-row {
+  flex: 1;
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  min-width: 0;
 }
 
-/* ── Buttons ───────────────────────────────────────────────────────────────── */
-.tz-btn {
-  display: inline-flex;
+.search-bar__input-wrap {
+  flex: 1;
+  position: relative;
+  display: flex;
   align-items: center;
-  gap: 7px;
-  padding: 13px 22px;
-  border-radius: 10px;
-  font-family: var(--ff);
-  font-size: 13px;
-  font-weight: 700;
-  letter-spacing: .04em;
-  cursor: pointer;
-  border: none;
-  outline: none;
-  transition: all .18s;
-  white-space: nowrap;
+  min-width: 0;
 }
 
-.tz-btn-primary {
-  background: linear-gradient(135deg, #b8934a, #e8d5b0, #c9a96e, #b8934a);
-  background-size: 250% 250%;
-  color: #0a0805;
-  box-shadow: 0 4px 20px rgba(201, 169, 110, .28);
-  animation: tz-shimmer 3.5s linear infinite;
+.search-bar__input-icon {
+  position: absolute;
+  left: 13px;
+  font-size: 14px;
+  pointer-events: none;
+  z-index: 1;
+  opacity: 0.5;
 }
 
-.tz-btn-primary:not(:disabled):hover {
-  transform: translateY(-2px);
-  box-shadow: 0 8px 28px rgba(201, 169, 110, .42);
+.search-bar__input {
+  flex: 1;
+  padding: 10px 36px 10px 38px;
+  border-radius: var(--radius-md);
+  border: 1px solid var(--color-border-2);
+  background: var(--color-surface);
+  color: var(--color-text);
+  font-family: var(--font-sans);
+  font-size: 14px;
+  outline: none;
+  backdrop-filter: blur(12px);
+  transition: border-color var(--transition-base), box-shadow var(--transition-base);
+  width: 100%;
 }
 
-.tz-btn-ghost {
-  border: 1px solid var(--tz-bdr2);
-  backdrop-filter: blur(10px);
-  font-size: 1rem;
-}
+.search-bar__input::placeholder { color: var(--color-muted); }
 
-.tz-btn-ghost:not(:disabled):hover {
-  border-color: var(--tz-bdr-g);
-  transform: translateY(-2px);
+.search-bar__input:focus {
+  border-color: var(--color-border-gold);
+  box-shadow: 0 0 0 3px rgba(201, 169, 110, 0.08);
 }
 
-.tz-btn-outline {
-  background: transparent;
-  color: var(--tz-acc);
-  border: 1px solid var(--tz-bdr-g);
+/* Element: inline clear button inside input */
+.search-bar__input-clear {
+  position: absolute;
+  right: 10px;
+  background: none;
+  border: none;
+  color: var(--color-muted);
+  cursor: pointer;
+  font-size: 11px;
+  padding: 4px;
+  line-height: 1;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  border-radius: 4px;
+  transition: color var(--transition-fast);
 }
 
-.tz-btn-outline:not(:disabled):hover {
-  background: rgba(232, 213, 176, .07);
-  transform: translateY(-2px);
+.search-bar__input-clear:hover { color: var(--color-text); }
+
+/* Element: image mode row */
+.search-bar__image-row {
+  flex: 1;
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  min-width: 0;
 }
 
-.tz-btn:disabled {
-  opacity: .35;
-  cursor: not-allowed;
-  transform: none !important;
-  animation: none !important;
+.search-bar__thumb-wrap {
+  flex-shrink: 0;
+  width: 44px;
+  height: 44px;
+  border-radius: var(--radius-sm);
+  overflow: hidden;
+  border: 1px solid var(--color-border-gold);
 }
 
-.tz-btn:active {
-  transform: translateY(0) !important;
+.search-bar__thumb {
+  width: 100%;
+  height: 100%;
+  object-fit: cover;
+  display: block;
 }
 
-/* ── Side-by-side image preview ────────────────────────────────────────────── */
-.side-by-side-preview {
+.search-bar__image-actions {
   display: flex;
-  gap: 24px;
-  margin-bottom: 24px;
+  align-items: center;
+  gap: 8px;
   flex-wrap: wrap;
-  animation: tz-fadeup .5s ease both;
 }
 
-.original-preview,
-.cropped-preview {
-  flex: 1;
-  min-width: 240px;
+/* Element: hidden file input */
+.search-bar__file-input {
+  position: absolute;
+  opacity: 0;
+  pointer-events: none;
+  width: 0;
+  height: 0;
 }
 
-.section-title {
-  font-family: var(--fm);
-  font-size: 10px;
-  font-weight: 500;
-  letter-spacing: .18em;
-  text-transform: uppercase;
-  color: var(--tz-muted);
-  margin: 0 0 10px;
+/* Element: clear-all button (always visible, far right) */
+.search-bar__clear-all {
+  flex-shrink: 0;
+  color: var(--color-muted) !important;
+  border-color: rgba(255, 255, 255, 0.08) !important;
 }
 
-.original-img-wrap,
-.cropped-img-wrap {
-  position: relative;
-  border-radius: 14px;
-  overflow: hidden;
+.search-bar__clear-all:hover {
+  color: var(--color-text) !important;
+  border-color: rgba(239, 68, 68, 0.3) !important;
+  background: rgba(239, 68, 68, 0.06) !important;
 }
 
-.original-img,
-.cropped-img {
-  width: 100%;
-  max-height: 380px;
-  object-fit: cover;
-  display: block;
-}
 
-.original-img-actions {
-  position: absolute;
-  top: 10px;
-  right: 10px;
-}
-
-.preview-img-actions {
-  position: absolute;
-  bottom: 10px;
-  right: 10px;
-}
-
-.preview-actions-below {
-  margin-top: 12px;
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: results-section
+══════════════════════════════════════════════════════════════════════════════ */
+.results-section {
   display: flex;
-  align-items: center;
-  justify-content: flex-end;
-  gap: 12px;
-}
-
-/* ── Hidden file input ─────────────────────────────────────────────────────── */
-.file-input-hidden {
-  position: absolute;
-  opacity: 0;
-  pointer-events: none;
-  width: 0;
-  height: 0;
+  flex-direction: column;
+  gap: 20px;
+  animation: anim-fade-in 0.3s ease both;
+  margin-top:1.5rem;
 }
 
-/* ── Results header ────────────────────────────────────────────────────────── */
-.tz-rh {
+/* Element: meta bar (count + filters + inline pagination) */
+.results-section__meta {
   display: flex;
-  align-items: flex-start;
-  justify-content: space-between;
+  align-items: center;
   flex-wrap: wrap;
-  gap: 14px;
-  margin-bottom: 20px;
+  gap: 12px;
   padding-bottom: 16px;
-  border-bottom: 1px solid var(--tz-bdr);
+  border-bottom: 1px solid var(--color-border);
+  div {
+        color: #3d4c46;
+        font-size: 1.5rem;
+      }
 }
 
-.tz-rm {
+.results-section__count {
   display: flex;
   align-items: baseline;
   gap: 10px;
 }
 
-.tz-rc {
+.results-section__count-number {
   font-size: 28px;
   font-weight: 800;
-  letter-spacing: -.03em;
-  color: var(--tz-txt);
+  letter-spacing: -0.03em;
+  color: var(--color-text);
 }
 
-.tz-rl {
-  font-family: var(--fm);
+.results-section__count-label {
+  font-family: var(--font-mono);
   font-size: 11px;
-  color: var(--tz-muted);
-  letter-spacing: .12em;
+  color: var(--color-muted);
+  letter-spacing: 0.12em;
   text-transform: uppercase;
 }
 
-/* ── Result grid ───────────────────────────────────────────────────────────── */
+.results-section__active-filters {
+  display: flex;
+  gap: 6px;
+  flex-wrap: wrap;
+  align-items: center;
+  margin-top: 6px;
+}
+
+.results-section__filter-prefix {
+  font-family: var(--font-mono);
+  font-size: 10px;
+  color: var(--color-muted);
+  letter-spacing: 0.1em;
+  text-transform: uppercase;
+}
+
+.results-section__filter-badge {
+  font-family: var(--font-mono);
+  font-size: 10px;
+  padding: 3px 9px;
+  border-radius: 20px;
+  background: rgba(201, 169, 110, 0.10);
+  border: 1px solid rgba(201, 169, 110, 0.22);
+  color: var(--color-accent-2);
+  letter-spacing: 0.08em;
+  text-transform: uppercase;
+}
+
+/* Element: right-aligned slot (inline pagination) */
+.results-section__meta-end {
+  margin-left: auto;
+}
+
+/* Element: filters row (category picker for text search) */
+.results-section__filters {
+  animation: anim-fade-up 0.3s ease both;
+}
+
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: result-grid
+══════════════════════════════════════════════════════════════════════════════ */
 .result-grid {
   display: grid;
   grid-template-columns: repeat(auto-fill, minmax(225px, 1fr));
   gap: 18px;
-  animation: tz-fadein .4s ease both;
+  animation: anim-fade-in 0.4s ease both;
+}
+
+/* Modifier: full-page (wider, more columns) */
+.result-grid--full {
+  grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
+  gap: 16px;
+}
+
+@media (min-width: 1400px) {
+  .result-grid--full {
+    grid-template-columns: repeat(auto-fill, minmax(210px, 1fr));
+  }
 }
 
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: result-card
+══════════════════════════════════════════════════════════════════════════════ */
 .result-card {
-  border-radius: 14px;
+  border-radius: var(--radius-lg);
   overflow: hidden;
   cursor: pointer;
-  transition: border-color .2s, transform .22s, box-shadow .22s;
+  background: var(--color-surface);
+  border: 1px solid var(--color-border);
+  backdrop-filter: blur(18px);
+  -webkit-backdrop-filter: blur(18px);
+  transition: border-color var(--transition-slow), transform var(--transition-slow), box-shadow var(--transition-slow);
   position: relative;
-  animation: tz-cardin .45s ease both;
+  animation: anim-card-in 0.45s ease both;
 }
 
 .result-card:hover {
-  border-color: var(--tz-bdr-g) !important;
+  border-color: var(--color-border-gold);
   transform: translateY(-5px);
-  box-shadow: 0 20px 48px rgba(0, 0, 0, .55), 0 0 0 1px rgba(201, 169, 110, .15);
+  box-shadow: 0 20px 48px rgba(0, 0, 0, 0.55),
+              0 0 0 1px rgba(201, 169, 110, 0.15);
 }
 
-.result-thumb {
+/* Element: image thumbnail */
+.result-card__thumb {
   position: relative;
   aspect-ratio: 4/5;
   overflow: hidden;
 }
 
-.result-thumb img {
+.result-card__thumb img {
   width: 100%;
   height: 100%;
   object-fit: cover;
   display: block;
-  transition: transform .5s ease;
+  transition: transform 0.5s ease;
 }
 
-.result-card:hover .result-thumb img {
-  transform: scale(1.07);
-}
+.result-card:hover .result-card__thumb img { transform: scale(1.07); }
 
-.result-thumb::after {
+.result-card__thumb::after {
   content: '';
   position: absolute;
-  bottom: 0;
-  left: 0;
-  right: 0;
+  bottom: 0; left: 0; right: 0;
   height: 55%;
-  background: linear-gradient(to top, rgba(6, 7, 9, .72) 0%, transparent 100%);
+  background: linear-gradient(to top, rgba(6, 7, 9, 0.72) 0%, transparent 100%);
   pointer-events: none;
 }
 
-.zoom-btn {
+/* Element: zoom button */
+.result-card__zoom-btn {
   position: absolute;
   top: 10px;
   right: 10px;
   width: 32px;
   height: 32px;
-  border-radius: 8px;
-  background: rgba(7, 8, 9, .72);
+  border-radius: var(--radius-sm);
+  background: rgba(7, 8, 9, 0.72);
   backdrop-filter: blur(8px);
-  border: 1px solid rgba(255, 255, 255, .1);
+  border: 1px solid rgba(255, 255, 255, 0.1);
   cursor: pointer;
   font-size: 12px;
   display: flex;
   align-items: center;
   justify-content: center;
   opacity: 0;
-  transform: scale(.8);
-  transition: opacity .18s, transform .18s;
+  transform: scale(0.8);
+  transition: opacity var(--transition-base), transform var(--transition-base);
   z-index: 2;
 }
 
-.result-card:hover .zoom-btn {
+.result-card:hover .result-card__zoom-btn {
   opacity: 1;
   transform: scale(1);
 }
 
-.result-name {
+/* Element: filename label */
+.result-card__name {
   padding: 11px 13px 8px;
-  font-family: var(--fm);
+  font-family: var(--font-mono);
   font-size: 10px;
   font-weight: 500;
-  color: var(--tz-muted);
-  letter-spacing: .07em;
+  color: var(--color-muted);
+  letter-spacing: 0.07em;
   text-transform: uppercase;
   white-space: nowrap;
   overflow: hidden;
   text-overflow: ellipsis;
 }
 
-.result-audio {
-  padding: 0 11px 11px;
-}
+/* Element: audio player */
+.result-card__audio         { padding: 0 11px 11px; }
+.result-card__audio audio   { width: 100%; height: 28px; border-radius: 6px; }
 
-.result-audio audio {
-  width: 100%;
-  height: 28px;
-  border-radius: 6px;
-}
 
-/* ── Pagination ────────────────────────────────────────────────────────────── */
-.pagination-controls {
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: pagination
+══════════════════════════════════════════════════════════════════════════════ */
+.pagination {
   display: flex;
   align-items: center;
   gap: 12px;
-  margin-bottom: 20px;
 }
 
-.pagination-controls button {
+/* Modifier: inline (inside meta bar) */
+.pagination--inline {
+  gap: 8px;
+}
+
+.pagination--inline .pagination__btn   { padding: 6px 14px; font-size: 11px; }
+.pagination--inline .pagination__label { font-size: 11px; }
+
+/* Modifier: bottom (centered, with top border) */
+.pagination--bottom {
+  justify-content: center;
+  padding-top: 8px;
+  border-top: 1px solid var(--color-border);
+}
+
+/* Element: button */
+.pagination__btn {
   padding: 8px 18px;
-  border-radius: 8px;
-  font-family: var(--ff);
+  border-radius: var(--radius-sm);
+  font-family: var(--font-sans);
   font-size: 12px;
   font-weight: 600;
-  letter-spacing: .06em;
+  letter-spacing: 0.06em;
   cursor: pointer;
-  background: var(--tz-surf);
-  color: var(--tz-txt);
-  border: 1px solid var(--tz-bdr2);
+  background: var(--color-surface);
+  color: var(--color-text);
+  border: 1px solid var(--color-border-2);
   backdrop-filter: blur(10px);
-  transition: all .15s;
+  transition: all var(--transition-fast);
 }
 
-.pagination-controls button:not(:disabled):hover {
-  border-color: var(--tz-bdr-g);
-  background: rgba(201, 169, 110, .07);
+.pagination__btn:not(:disabled):hover {
+  border-color: var(--color-border-gold);
+  background: rgba(201, 169, 110, 0.07);
 }
 
-.pagination-controls button:disabled {
-  opacity: .3;
-  cursor: not-allowed;
-}
+.pagination__btn:disabled { opacity: 0.3; cursor: not-allowed; }
 
-.pagination-controls span {
-  font-family: var(--fm);
+/* Element: page label */
+.pagination__label {
+  font-family: var(--font-mono);
   font-size: 12px;
-  color: var(--tz-muted);
-  letter-spacing: .08em;
+  color: var(--color-muted);
+  letter-spacing: 0.08em;
 }
 
-/* ── Misc states ───────────────────────────────────────────────────────────── */
-.search-error {
-  font-family: var(--fm);
-  font-size: 13px;
-  color: #f87171;
-  padding: 12px 16px;
-  background: rgba(239, 68, 68, .07);
-  border: 1px solid rgba(239, 68, 68, .18);
-  border-radius: 10px;
-  margin-bottom: 16px;
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: image-preview  (post-crop, pre-results)
+══════════════════════════════════════════════════════════════════════════════ */
+.image-preview {
+  display: flex;
+  gap: 24px;
+  margin-bottom: 24px;
+  flex-wrap: wrap;
+  animation: anim-fade-up 0.5s ease both;
 }
 
-.empty-hint {
-  font-family: var(--fm);
-  font-size: 13px;
-  color: var(--tz-muted);
-  text-align: center;
-  padding: 60px 0;
-  letter-spacing: .06em;
+/* Element: pane (original / cropped) */
+.image-preview__pane {
+  flex: 1;
+  min-width: 240px;
 }
 
-/* ── Lightbox ──────────────────────────────────────────────────────────────── */
-.lb-backdrop {
-  position: fixed;
-  inset: 0;
-  background: rgba(0, 0, 0, .92);
-  backdrop-filter: blur(22px);
-  z-index: 1000;
+.image-preview__pane-title {
+  font-family: var(--font-mono);
+  font-size: 10px;
+  font-weight: 500;
+  letter-spacing: 0.18em;
+  text-transform: uppercase;
+  color: var(--color-muted);
+  margin: 0 0 10px;
+}
+
+/* Element: image frame */
+.image-preview__frame {
+  position: relative;
+  border-radius: var(--radius-lg);
+  overflow: hidden;
+  background: var(--color-surface);
+  border: 1px solid var(--color-border);
+  backdrop-filter: blur(18px);
+  -webkit-backdrop-filter: blur(18px);
+}
+
+.image-preview__img {
+  width: 100%;
+  max-height: 380px;
+  object-fit: cover;
+  display: block;
+}
+
+/* Element: frame actions (overlaid buttons) */
+.image-preview__frame-actions {
+  position: absolute;
+}
+
+.image-preview__frame-actions--top    { top: 10px; right: 10px; }
+.image-preview__frame-actions--bottom { bottom: 10px; right: 10px; }
+
+/* Element: category options area */
+.image-preview__options {
+  width: 100%;
+  flex-basis: 100%;
+}
+
+/* Element: search controls row below previews */
+.image-preview__search-row {
   display: flex;
   align-items: center;
-  justify-content: center;
-  animation: tz-fadein .2s ease;
+  justify-content: flex-end;
+  gap: 12px;
+  width: 100%;
+  flex-basis: 100%;
+  margin-top: 12px;
 }
 
-.lb-stage {
-  position: relative;
-  width: 100vw;
-  height: 100vh;
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: db-panel  (vector database controls)
+══════════════════════════════════════════════════════════════════════════════ */
+.db-panel {
   display: flex;
   align-items: center;
-  justify-content: center;
-  cursor: grab;
+  gap: 20px;
+  flex-wrap: wrap;
+  padding: 13px 20px;
+  border-radius: var(--radius-lg);
+  background: var(--color-surface);
+  border: 1px solid var(--color-border);
+  backdrop-filter: blur(18px);
+  -webkit-backdrop-filter: blur(18px);
+  margin-bottom: 40px;
+  position: relative;
   overflow: hidden;
 }
 
-.lb-stage:active {
-  cursor: grabbing;
+.db-panel::before {
+  content: '';
+  position: absolute;
+  top: 0; left: 0; right: 0;
+  height: 1px;
+  background: linear-gradient(90deg, transparent, var(--color-border-gold), transparent);
 }
 
-.lb-img {
-  max-width: 90vw;
-  max-height: 85vh;
-  object-fit: contain;
-  border-radius: 12px;
-  user-select: none;
-  box-shadow: 0 40px 80px rgba(0, 0, 0, .8);
-  transition: none;
+/* Element: header */
+.db-panel__header {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  flex-shrink: 0;
 }
 
-.lb-caption {
-  position: absolute;
-  bottom: 80px;
-  left: 50%;
-  transform: translateX(-50%);
-  font-family: var(--fm);
-  font-size: 11px;
-  letter-spacing: .16em;
+.db-panel__pulse {
+  width: 7px;
+  height: 7px;
+  border-radius: 50%;
+  background: var(--color-green);
+  animation: anim-pulse 2s infinite;
+  flex-shrink: 0;
+}
+
+.db-panel__label {
+  font-family: var(--font-mono);
+  font-size: 10px;
+  letter-spacing: 0.15em;
   text-transform: uppercase;
-  color: rgba(255, 255, 255, .45);
-  white-space: nowrap;
+  color: var(--color-muted);
 }
 
-.lb-controls {
-  position: absolute;
-  bottom: 28px;
-  left: 50%;
-  transform: translateX(-50%);
+/* Element: actions row */
+.db-panel__actions {
   display: flex;
-  gap: 8px;
-  background: rgba(13, 10, 8, .88);
-  border: 1px solid var(--tz-bdr2);
-  border-radius: 12px;
-  padding: 8px 12px;
-  backdrop-filter: blur(14px);
+  gap: 10px;
+  flex-wrap: wrap;
 }
 
-.lb-controls button {
-  width: 34px;
-  height: 34px;
-  border-radius: 8px;
-  background: transparent;
-  color: var(--tz-txt);
-  border: 1px solid var(--tz-bdr);
-  cursor: pointer;
-  font-size: 14px;
+/* Element: action button */
+.db-panel__btn {
+  display: inline-flex;
+  align-items: center;
+  gap: 7px;
+  padding: 8px 18px;
+  border-radius: var(--radius-sm);
+  font-family: var(--font-sans);
+  font-size: 12px;
   font-weight: 600;
-  display: flex;
+  letter-spacing: 0.04em;
+  cursor: pointer;
+  border: 1px solid transparent;
+  transition: all var(--transition-base);
+  white-space: nowrap;
+}
+
+.db-panel__btn:disabled { opacity: 0.35; cursor: not-allowed; }
+.db-panel__btn:not(:disabled):hover { transform: translateY(-2px); filter: brightness(1.14); }
+
+/* Modifiers: create / update */
+.db-panel__btn--create {
+  background: rgba(34, 197, 94, 0.10);
+  color: #4ade80;
+  border-color: rgba(34, 197, 94, 0.22);
+}
+
+.db-panel__btn--update {
+  background: rgba(59, 130, 246, 0.10);
+  color: #60a5fa;
+  border-color: rgba(59, 130, 246, 0.22);
+}
+
+.db-panel__btn-icon { font-size: 14px; line-height: 1; }
+
+/* Element: spinner */
+.db-panel__spinner {
+  width: 12px;
+  height: 12px;
+  border: 2px solid rgba(255, 255, 255, 0.2);
+  border-top-color: currentColor;
+  border-radius: 50%;
+  animation: anim-spin 0.6s linear infinite;
+  display: inline-block;
+  flex-shrink: 0;
+}
+
+/* Element: notification */
+.db-panel__notification {
+  font-family: var(--font-mono);
+  font-size: 11px;
+  padding: 7px 12px;
+  border-radius: 7px;
+}
+
+.db-panel__notification--success {
+  background: rgba(34, 197, 94, 0.08);
+  color: #4ade80;
+  border: 1px solid rgba(34, 197, 94, 0.18);
+}
+
+.db-panel__notification--error {
+  background: rgba(239, 68, 68, 0.08);
+  color: #f87171;
+  border: 1px solid rgba(239, 68, 68, 0.18);
+}
+
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: settings-panel
+══════════════════════════════════════════════════════════════════════════════ */
+.settings-panel {
+  position: relative;
+  display: inline-block;
+}
+
+/* Element: toggle button */
+.settings-panel__toggle {
+  display: inline-flex;
   align-items: center;
-  justify-content: center;
-  transition: background .15s;
+  gap: 6px;
+  padding: 13px 22px;
+  border-radius: var(--radius-md);
+  font-family: var(--font-sans);
+  font-size: 13px;
+  font-weight: 700;
+  letter-spacing: 0.04em;
+  cursor: pointer;
+  background: transparent;
+  color: var(--color-text);
+  border: 1px solid var(--color-border-2);
+  backdrop-filter: blur(10px);
+  transition: all var(--transition-base);
 }
 
-.lb-controls button:hover {
-  background: rgba(255, 255, 255, .06);
+.settings-panel__toggle:hover {
+  border-color: var(--color-border-gold);
+  transform: translateY(-2px);
 }
 
-.lb-close {
-  color: #f87171 !important;
-  border-color: rgba(239, 68, 68, .3) !important;
+.settings-panel__chevron {
+  font-size: 9px;
+  opacity: 0.5;
+  margin-left: 2px;
 }
 
-.lb-close:hover {
-  background: rgba(239, 68, 68, .1) !important;
+/* Element: dropdown content */
+.settings-panel__content {
+  position: absolute;
+  top: calc(100% + 8px);
+  left: 0;
+  z-index: 50;
+  border-radius: var(--radius-lg);
+  min-width: 340px;
+  animation: anim-fade-up 0.2s ease both;
 }
 
-/* ── Crop drawer ───────────────────────────────────────────────────────────── */
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: crop-drawer
+══════════════════════════════════════════════════════════════════════════════ */
 .crop-drawer {
   position: fixed;
   inset: 0;
   z-index: 800;
-  background: rgba(0, 0, 0, .88);
+  background: rgba(0, 0, 0, 0.88);
   backdrop-filter: blur(18px);
   display: flex;
   align-items: center;
   justify-content: center;
-  animation: tz-fadein .2s ease;
+  animation: anim-fade-in 0.2s ease;
 }
 
-.crop-drawer-inner {
-  background: var(--tz-surf2);
-  border: 1px solid var(--tz-bdr2);
-  border-radius: 20px;
+/* Element: inner modal */
+.crop-drawer__inner {
+  background: var(--color-surface-2);
+  border: 1px solid var(--color-border-2);
+  border-radius: var(--radius-xl);
   padding: 26px;
   width: min(680px, 95vw);
   max-height: 90vh;
   overflow-y: auto;
-  box-shadow: 0 40px 80px rgba(0, 0, 0, .6);
+  box-shadow: 0 40px 80px rgba(0, 0, 0, 0.6);
   position: relative;
   display: flex;
   flex-direction: column;
-  gap: 0;
 }
 
-.crop-drawer-inner::before {
+.crop-drawer__inner::before {
   content: '';
   position: absolute;
-  top: 0;
-  left: 0;
-  right: 0;
+  top: 0; left: 0; right: 0;
   height: 1px;
-  background: linear-gradient(90deg, transparent, var(--tz-bdr-g), transparent);
-  border-radius: 20px 20px 0 0;
+  background: linear-gradient(90deg, transparent, var(--color-border-gold), transparent);
+  border-radius: var(--radius-xl) var(--radius-xl) 0 0;
 }
 
-.drawer-title {
-  font-family: var(--ff);
+/* Element: title */
+.crop-drawer__title {
+  font-family: var(--font-sans);
   font-size: 19px;
   font-weight: 800;
-  letter-spacing: -.02em;
-  color: var(--tz-txt);
+  letter-spacing: -0.02em;
+  color: var(--color-text);
   margin: 0 0 18px;
 }
 
-/* Crop stage — key fix: give the stage a defined height so the image is visible */
-.crop-stage {
+/* Element: crop stage */
+.crop-drawer__stage {
   margin-bottom: 18px;
   display: flex;
   align-items: flex-start;
@@ -1072,20 +1277,18 @@
   min-height: 200px;
 }
 
-.crop-image-wrap {
+.crop-drawer__image-wrap {
   position: relative;
   display: inline-block;
-  /* shrink-wrap to image */
   line-height: 0;
-  /* collapse inline gap */
   user-select: none;
   border-radius: 12px;
   overflow: hidden;
-  background: var(--tz-surf);
+  background: var(--color-surface);
   max-width: 100%;
 }
 
-.crop-image {
+.crop-drawer__image {
   display: block;
   max-width: 100%;
   max-height: 52vh;
@@ -1095,32 +1298,162 @@
   border-radius: 12px;
 }
 
-.crop-rect {
+/* Element: selection rect */
+.crop-drawer__rect {
   position: absolute;
-  border: 2px solid var(--tz-acc);
-  box-shadow: 0 0 0 9999px rgba(0, 0, 0, .52), 0 0 20px rgba(232, 213, 176, .18);
+  border: 2px solid var(--color-accent);
+  box-shadow: 0 0 0 9999px rgba(0, 0, 0, 0.52),
+              0 0 20px rgba(232, 213, 176, 0.18);
   cursor: move;
   touch-action: none;
 }
 
-.crop-handle {
+/* Element: resize handle */
+.crop-drawer__handle {
   position: absolute;
   width: 18px;
   height: 18px;
   bottom: -2px;
   right: -2px;
-  background: var(--tz-acc);
+  background: var(--color-accent);
   border-radius: 4px 0 4px 0;
   cursor: se-resize;
 }
 
-.drawer-actions {
+/* Element: action buttons row */
+.crop-drawer__actions {
   display: flex;
   gap: 10px;
   justify-content: flex-end;
 }
 
-.db__control {
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   BLOCK: lightbox
+══════════════════════════════════════════════════════════════════════════════ */
+.lightbox {
+  position: fixed;
+  inset: 0;
+  background: rgba(0, 0, 0, 0.92);
+  backdrop-filter: blur(22px);
+  z-index: 1000;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  animation: anim-fade-in 0.2s ease;
+}
+
+/* Element: interactive stage */
+.lightbox__stage {
   position: relative;
-  top: 1rem;
-}
\ No newline at end of file
+  width: 100vw;
+  height: 100vh;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  cursor: grab;
+  overflow: hidden;
+}
+
+.lightbox__stage:active { cursor: grabbing; }
+
+/* Element: image */
+.lightbox__image {
+  max-width: 90vw;
+  max-height: 85vh;
+  object-fit: contain;
+  border-radius: 12px;
+  user-select: none;
+  box-shadow: 0 40px 80px rgba(0, 0, 0, 0.8);
+  transition: none;
+}
+
+/* Element: caption */
+.lightbox__caption {
+  position: absolute;
+  bottom: 80px;
+  left: 50%;
+  transform: translateX(-50%);
+  font-family: var(--font-mono);
+  font-size: 11px;
+  letter-spacing: 0.16em;
+  text-transform: uppercase;
+  color: rgba(255, 255, 255, 0.45);
+  white-space: nowrap;
+}
+
+/* Element: controls bar */
+.lightbox__controls {
+  position: absolute;
+  bottom: 28px;
+  left: 50%;
+  transform: translateX(-50%);
+  display: flex;
+  gap: 8px;
+  background: rgba(13, 10, 8, 0.88);
+  border: 1px solid var(--color-border-2);
+  border-radius: 12px;
+  padding: 8px 12px;
+  backdrop-filter: blur(14px);
+}
+
+/* Element: individual control button */
+.lightbox__control-btn {
+  width: 34px;
+  height: 34px;
+  border-radius: var(--radius-sm);
+  background: transparent;
+  color: var(--color-text);
+  border: 1px solid var(--color-border);
+  cursor: pointer;
+  font-size: 14px;
+  font-weight: 600;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  transition: background var(--transition-fast);
+}
+
+.lightbox__control-btn:hover { background: rgba(255, 255, 255, 0.06); }
+
+/* Modifier: close button (red tint) */
+.lightbox__control-btn--close {
+  color: #f87171 !important;
+  border-color: rgba(239, 68, 68, 0.3) !important;
+}
+
+.lightbox__control-btn--close:hover {
+  background: rgba(239, 68, 68, 0.1) !important;
+}
+
+
+/* ══════════════════════════════════════════════════════════════════════════════
+   RESPONSIVE
+══════════════════════════════════════════════════════════════════════════════ */
+@media (max-width: 640px) {
+  :root { --sticky-bar-height: 60px; }
+
+  .search-bar__inner       { padding: 0 14px; gap: 8px; }
+  .search-bar__image-actions { gap: 6px; }
+
+  .fabric-search__body--results { padding: 16px 14px 60px; }
+
+  .result-grid--full {
+    grid-template-columns: repeat(auto-fill, minmax(160px, 1fr));
+    gap: 10px;
+  }
+
+  .results-section__meta { flex-direction: column; align-items: flex-start; }
+  .results-section__meta-end { margin-left: 0; }
+
+  /* Hide inline pagination on mobile, bottom one remains */
+  .pagination--inline { display: none; }
+}
+
+@media (max-width: 400px) {
+  .result-grid--full {
+    grid-template-columns: repeat(2, 1fr);
+    gap: 8px;
+  }
+}
+
diff --git a/frontend/src/pages/adhaar.tsx b/frontend/src/pages/AadhaarCardReader.tsx
similarity index 99%
rename from frontend/src/pages/adhaar.tsx
rename to frontend/src/pages/AadhaarCardReader.tsx
index 0f1f468..602a780 100644
--- a/frontend/src/pages/adhaar.tsx
+++ b/frontend/src/pages/AadhaarCardReader.tsx
@@ -1,5 +1,3 @@
-"use client";
-
 import { useState, useCallback } from "react";
 import Cropper from "react-easy-crop";
 
diff --git a/frontend/src/pages/AudioForm.tsx b/frontend/src/pages/AudioForm.tsx
index 4b073b3..bafb7c9 100644
--- a/frontend/src/pages/AudioForm.tsx
+++ b/frontend/src/pages/AudioForm.tsx
@@ -1,10 +1,11 @@
 import { useEffect, useMemo, useRef, useState } from "react";
 import { useLocation, useNavigate } from "react-router-dom";
+
 import Loader from "../components/Loader";
 import Notification from "../components/Notification";
 import { useUploadAndRecord } from "../hooks/useUploadAndRecord";
-import "@/assets/styles/UploadPage.css";
 import { generateFabricName } from "../utils/fabric-name";
+import "@/assets/styles/UploadPage.css";
 
 type AudioMode = "upload" | "record";
 
diff --git a/frontend/src/pages/ComingSoon.tsx b/frontend/src/pages/ComingSoon.tsx
index c7aa928..2f78102 100644
--- a/frontend/src/pages/ComingSoon.tsx
+++ b/frontend/src/pages/ComingSoon.tsx
@@ -1,4 +1,5 @@
 import type React from "react";
+
 import "@/assets/styles/ComingSoon.css";
 
 const ComingSoon: React.FC = () => {
diff --git a/frontend/src/pages/Contact.tsx b/frontend/src/pages/Contact.tsx
index 12a05a5..b4f7d4f 100644
--- a/frontend/src/pages/Contact.tsx
+++ b/frontend/src/pages/Contact.tsx
@@ -1,4 +1,5 @@
 import { useState } from "react";
+
 import "@/assets/styles/contact.css";
 import { FULL_API_URL } from '@/constants';
 
diff --git a/frontend/src/pages/FabricList.tsx b/frontend/src/pages/FabricList.tsx
index bc5f286..7f804ee 100644
--- a/frontend/src/pages/FabricList.tsx
+++ b/frontend/src/pages/FabricList.tsx
@@ -1,5 +1,6 @@
 import { useCallback, useEffect, useMemo, useRef, useState } from "react";
 import { FiZoomIn } from "react-icons/fi";
+
 import { BASE_URL } from "../constants";
 import { fetchContent, type MediaItem } from "../services/content_api";
 import "@/assets/styles/ContentGrid.css";
diff --git a/frontend/src/pages/FabricSearch.tsx b/frontend/src/pages/FabricSearch.tsx
index 0e7e3ee..f35d255 100644
--- a/frontend/src/pages/FabricSearch.tsx
+++ b/frontend/src/pages/FabricSearch.tsx
@@ -1,9 +1,10 @@
-import "@/assets/styles/FabricSearch.css";
-import { useCallback, useEffect, useId, useMemo, useRef, useState } from "react";
+import {  useCallback, useEffect, useId, useMemo, useRef, useState } from "react";
+
 import FabricSearchHeader from "../components/FabricSearchHeader";
 import Loader from "../components/Loader";
 import Notification from "../components/Notification";
 import { throttle } from "../utils/throttle";
+import "@/assets/styles/FabricSearch.css";
 
 // ─── Types ───────────────────────────────────────────────────────────────────
 
@@ -16,37 +17,33 @@ interface ResultItem {
   audioSrc?: string;
 }
 
-interface Pagination {
-  page: number;
-  per_page: number;
-  total_results: number;
-  total_pages: number;
-  has_next: boolean;
-  has_prev: boolean;
-}
-
 interface SearchApiResponse {
   message: string;
   results: string[];
-  pagination: Pagination;
+  pagination: {
+    page: number;
+    per_page: number;
+    total_results: number;
+    total_pages: number;
+    has_next: boolean;
+    has_prev: boolean;
+  };
 }
 
-// ─── Category definitions ─────────────────────────────────────────────────────
+// ─── Constants ────────────────────────────────────────────────────────────────
 
 const CATEGORIES = [
   { id: "stock", label: "Stock", icon: "📦" },
   { id: "fabric", label: "Fabric", icon: "🧵" },
   { id: "design", label: "Design", icon: "🎨" },
-  { id: "single", label: "Single", icon: "🖼️" },
-  { id: "group", label: "Group", icon: "👥" }
+  { id: "product", label: "Product", icon: "🖼️" },
 ];
 
-// ─── API helpers ─────────────────────────────────────────────────────────────
-
 const API_BASE = (import.meta.env.VITE_API_URL ?? "") + (import.meta.env.VITE_API_PREFIX ?? "");
-
 const CDN_BASE = import.meta.env.VITE_AWS_PUBLIC_URL ?? "";
 
+// ─── Helpers ──────────────────────────────────────────────────────────────────
+
 function toCdnUrl(src: string | undefined): string {
   if (!src) return "";
   if (/^https?:\/\//i.test(src)) return src;
@@ -58,7 +55,11 @@ function toResultItem(raw: string): ResultItem {
   return { imageSrc: raw, filename };
 }
 
-// ─── Search hook ─────────────────────────────────────────────────────────────
+function cleanName(filename: string): string {
+  return filename ? filename.split("_")[0].split(".")[0] : "";
+}
+
+// ─── useSearch hook ───────────────────────────────────────────────────────────
 
 function useSearch() {
   const [loading, setLoading] = useState(false);
@@ -72,11 +73,7 @@ function useSearch() {
       const form = new FormData();
       form.append("file", file);
       form.append("limit", String(limit));
-      if (category?.length) {
-        category.forEach((c) => {
-          form.append("category[]", c);
-        });
-      }
+      if (category?.length) category.forEach((c) => { form.append("category", c) });
       const res = await fetch(`${API_BASE}/search`, { method: "POST", body: form });
       if (!res.ok) {
         const err = await res.json().catch(() => ({}));
@@ -99,11 +96,7 @@ function useSearch() {
       const form = new FormData();
       form.append("search_term", term);
       form.append("limit", String(limit));
-      if (category?.length) {
-        category.forEach((c) => {
-          form.append("category[]", c);
-        });
-      }
+      if (category?.length) category.forEach((c) => { form.append("category", c) });
       const res = await fetch(`${API_BASE}/search`, { method: "POST", body: form });
       if (!res.ok) {
         const err = await res.json().catch(() => ({}));
@@ -127,58 +120,80 @@ function useSearch() {
   return { loading, error, results, runImageSearch, runTextSearch, clear };
 }
 
-// ─── DB endpoint ─────────────────────────────────────────────────────────────
+// ─── DB endpoint ──────────────────────────────────────────────────────────────
 
 async function callDbEndpoint(op: "create" | "update"): Promise<string> {
-  const url = op === "create" ? `${API_BASE}/database/create/table` : `${API_BASE}/database/update/table`;
+  const url =
+    op === "create"
+      ? `${API_BASE}/database/create/table`
+      : `${API_BASE}/database/update/table`;
   const res = await fetch(url, { method: "PUT" });
   const data = await res.json().catch(() => ({}));
   if (!res.ok) throw new Error(data?.detail ?? `Request failed (${res.status})`);
   return data?.message ?? "Done.";
 }
 
-// ─── Category Picker ─────────────────────────────────────────────────────────
+// ─── CategoryPicker ───────────────────────────────────────────────────────────
 
 interface CategoryPickerProps {
   selected: string[];
   onChange: (cats: string[]) => void;
+  compact?: boolean;
 }
 
-function CategoryPicker({ selected, onChange }: CategoryPickerProps) {
-  const toggle = (id: string) => onChange(selected.includes(id) ? selected.filter((c) => c !== id) : [...selected, id]);
-  const allOn = selected.length === CATEGORIES.length;
-  const toggleAll = () => onChange(allOn ? [] : CATEGORIES.map((c) => c.id));
+function CategoryPicker({ selected, onChange, compact = false }: CategoryPickerProps) {
+  const [tempSelected, setTempSelected] = useState(selected);
+  const toggle = (id: string) => {
+    setTempSelected(tempSelected.includes(id) ? tempSelected.filter((c) => c !== id) : [...tempSelected, id]);
+  }
+  const allOn = tempSelected.length === CATEGORIES.length;
+  const toggleAll = () => {setTempSelected(allOn ? [] : CATEGORIES.map((c) => c.id))};
+
+  const applySearch = () => {
+    console.log("Apply search with categories:", tempSelected);
+    onChange(tempSelected);
+  };
+
+  useEffect(() => {
+    setTempSelected(selected);
+  }, [selected]);
 
   return (
-    <div className="tz-cat-picker tz-glass">
-      <div className="tz-cat-header">
-        <span className="tz-cat-title">Filter by Category</span>
-        <button className="tz-cat-all-btn" onClick={toggleAll} type="button">
+    <div className={`category-picker${compact ? " category-picker--compact" : ""}`}>
+      <div className="category-picker__header">
+        <span className="category-picker__title">Filter by Category</span>
+        <button className="category-picker__toggle-all" onClick={toggleAll} type="button">
           {allOn ? "Clear all" : "Select all"}
         </button>
       </div>
-      <div className="tz-cat-grid">
+
+      <div className="category-picker__grid">
         {CATEGORIES.map((cat) => {
-          const active = selected.includes(cat.id);
+          const active = tempSelected.includes(cat.id);
           return (
             <button
               key={cat.id}
-              className={`tz-cat-chip${active ? " tz-cat-active" : ""}`}
+              className={`category-picker__chip${active ? " category-picker__chip--active" : ""}`}
               onClick={() => toggle(cat.id)}
               type="button"
             >
-              <span className="tz-cat-check">{active ? "✓" : ""}</span>
-              <span className="tz-cat-icon">{cat.icon}</span>
-              <span className="tz-cat-lbl">{cat.label}</span>
+              <span className="category-picker__chip-check">{active ? "✓" : ""}</span>
+              <span className="category-picker__chip-icon">{cat.icon}</span>
+              <span className="category-picker__chip-label">{cat.label}</span>
             </button>
           );
         })}
+        {compact && (
+          <button className="btn btn-primary" onClick={()=> applySearch()} type="button">
+            {'Apply filter →'}
+          </button>
+        )}
       </div>
     </div>
   );
 }
 
-// ─── DB Control Panel ─────────────────────────────────────────────────────────
+// ─── DbControlPanel ───────────────────────────────────────────────────────────
 
 function DbControlPanel() {
   const [activeOp, setActiveOp] = useState<DbOp>(null);
@@ -200,55 +215,67 @@ function DbControlPanel() {
   };
 
   return (
-    <div className="tz-db-panel tz-glass">
-      <div className="tz-db-header">
-        <span className="tz-db-pulse" />
-        <span className="tz-db-label">Vector Database</span>
+    <div className="db-panel">
+      <div className="db-panel__header">
+        <span className="db-panel__pulse" />
+        <span className="db-panel__label">Vector Database</span>
       </div>
-      <div className="tz-db-actions">
+
+      <div className="db-panel__actions">
         <button
-          className={`tz-db-btn tz-db-create${activeOp === "create" ? " tz-loading" : ""}`}
+          className={`db-panel__btn db-panel__btn--create${activeOp === "create" ? " db-panel__btn--loading" : ""}`}
           onClick={() => handleOp("create")}
           disabled={!!activeOp}
           title="Rebuild vector table from scratch"
         >
-          {activeOp === "create" ? <span className="tz-spinner" /> : <span className="tz-db-icon">⬡</span>}
+          {activeOp === "create"
+            ? <span className="db-panel__spinner" />
+            : <span className="db-panel__btn-icon">⬡</span>}
           Create Table
         </button>
+
         <button
-          className={`tz-db-btn tz-db-update${activeOp === "update" ? " tz-loading" : ""}`}
+          className={`db-panel__btn db-panel__btn--update${activeOp === "update" ? " db-panel__btn--loading" : ""}`}
           onClick={() => handleOp("update")}
           disabled={!!activeOp}
           title="Add new images to existing table"
         >
-          {activeOp === "update" ? <span className="tz-spinner" /> : <span className="tz-db-icon">↻</span>}
+          {activeOp === "update"
+            ? <span className="db-panel__spinner" />
+            : <span className="db-panel__btn-icon">↻</span>}
           Update Table
         </button>
       </div>
-      {notification && <div className={`tz-db-notif ${notification.type}`}>{notification.message}</div>}
+
+      {notification && (
+        <div className={`db-panel__notification db-panel__notification--${notification.type}`}>
+          {notification.message}
+        </div>
+      )}
     </div>
   );
 }
 
-// ─── Settings Panel ───────────────────────────────────────────────────────────
+// ─── SettingsPanel ────────────────────────────────────────────────────────────
 
 function SettingsPanel() {
   const [open, setOpen] = useState(false);
 
   return (
-    <div className="tz-settings-panel">
+    <div className="settings-panel">
       <button
-        className="tz-settings-toggle tz-btn tz-btn-ghost"
+        className="settings-panel__toggle"
         onClick={() => setOpen((v) => !v)}
         type="button"
         aria-expanded={open}
         title="Settings"
       >
         ⚙️ &nbsp;Settings
-        <span className="tz-settings-chevron">{open ? "▲" : "▼"}</span>
+        <span className="settings-panel__chevron">{open ? "▲" : "▼"}</span>
       </button>
+
       {open && (
-        <div className="tz-settings-content tz-glass">
+        <div className="settings-panel__content">
           <DbControlPanel />
         </div>
       )}
@@ -256,68 +283,602 @@ function SettingsPanel() {
   );
 }
 
-// ─── Main Search Page ─────────────────────────────────────────────────────────
+// ─── StickySearchBar ──────────────────────────────────────────────────────────
+
+interface StickySearchBarProps {
+  textQuery: string;
+  setTextQuery: (v: string) => void;
+  onSearch: () => void;
+  onClear: () => void;
+  loading: boolean;
+  isImageMode: boolean;
+  previewUrl: string | null;
+  onRecrop: () => void;
+  fileInputId: string;
+  onFileChange: (e: React.ChangeEvent<HTMLInputElement>) => void;
+  selectedCategories: string[];
+  onSetCategories: (cats: string[]) => void;
+  searchLimit: number;
+  onSetLimit: (v: number) => void;
+}
+
+function StickySearchBar({
+  textQuery,
+  setTextQuery,
+  onSearch,
+  onClear,
+  loading,
+  isImageMode,
+  previewUrl,
+  onRecrop,
+  fileInputId,
+  onFileChange,
+
+  selectedCategories,
+  onSetCategories,
+  searchLimit,
+  onSetLimit,
+}: StickySearchBarProps) {
+  return (
+    <div className="search-bar search-bar--sticky">
+      <div className="search-bar__inner">
+
+        {isImageMode && previewUrl ? (
+          <div className="search-bar__image-row">
+            <div className="search-bar__thumb-wrap">
+              <img src={previewUrl} alt="query" className="search-bar__thumb" />
+            </div>
+
+            <div className="search-bar__image-actions">
+              <button className="btn btn--outline btn--sm" onClick={onRecrop}>
+                ✂️ Recrop
+              </button>
+
+              <input
+                id={fileInputId}
+                type="file"
+                accept="image/*"
+                onChange={onFileChange}
+                className="search-bar__file-input"
+              />
+
+              <button
+                className="btn btn--ghost btn--sm"
+                onClick={() => document.getElementById(fileInputId)?.click()}
+              >
+                📷 New Image
+              </button>
+            </div>
+          </div>
+        ) : (
+          <div className="search-bar__text-row">
+            <div className="search-bar__input-wrap">
+              <input
+                type="text"
+                className="search-bar__input"
+                placeholder="Refine search…"
+                value={textQuery}
+                onChange={(e) => setTextQuery(e.target.value)}
+                onKeyDown={(e) => e.key === "Enter" && onSearch()}
+              />
+            </div>
+
+            <button
+              className="btn btn--primary btn--sm"
+              onClick={onSearch}
+              disabled={loading || !textQuery.trim()}
+            >
+              Search
+            </button>
+          </div>
+        )}
+
+        <button className="btn btn--ghost btn--sm" onClick={onClear}>
+          ✕ Clear
+        </button>
+      </div>
+
+      {/* ✅ NEW: filters always visible */}
+      <div className="search-bar__filters">
+        <CategoryPicker
+          selected={selectedCategories}
+          onChange={onSetCategories}
+          compact
+        />
+
+        <LimitSlider
+          value={searchLimit}
+          onChange={onSetLimit}
+          label="Limit"
+        />
+      </div>
+    </div>
+  );
+}
+// ─── Pagination ───────────────────────────────────────────────────────────────
+
+interface PaginationProps {
+  page: number;
+  totalPages: number;
+  onPrev: () => void;
+  onNext: () => void;
+  variant?: "inline" | "bottom";
+}
+
+function Pagination({ page, totalPages, onPrev, onNext, variant = "bottom" }: PaginationProps) {
+  return (
+    <div className={`pagination pagination--${variant}`}>
+      <button className="pagination__btn" onClick={onPrev} disabled={page === 1}>
+        ← Prev
+      </button>
+      <span className="pagination__label">Page {page} / {totalPages}</span>
+      <button className="pagination__btn" onClick={onNext} disabled={page === totalPages}>
+        Next →
+      </button>
+    </div>
+  );
+}
+
+// ─── ResultCard ───────────────────────────────────────────────────────────────
+
+interface ResultCardProps {
+  item: ResultItem;
+  index: number;
+  onZoom: (src: string, caption: string) => void;
+  onBadImage: (src: string) => void;
+}
+
+function ResultCard({ item, index, onZoom, onBadImage }: ResultCardProps) {
+  const handleClick = () => {
+    if (!item.imageSrc) return;
+    onZoom(toCdnUrl(item.imageSrc), cleanName(item.filename));
+  };
+
+  return (
+    <article
+      className="result-card"
+      style={{ animationDelay: `${index * 40}ms` }}
+    >
+      <div className="result-card__thumb">
+        <img
+          src={toCdnUrl(item.imageSrc)}
+          alt={item.filename}
+          loading="lazy"
+          onError={() => onBadImage(item.imageSrc)}
+          onClick={handleClick}
+        />
+        <button
+          type="button"
+          className="result-card__zoom-btn"
+          aria-label="Zoom"
+          onClick={(e) => { e.stopPropagation(); handleClick(); }}
+        >
+          🔍
+        </button>
+      </div>
+
+      <div className="result-card__name" onClick={handleClick}>
+        {cleanName(item.filename)}
+      </div>
+
+      {item.audioSrc && (
+        <div className="result-card__audio">
+          <audio controls src={item.audioSrc} preload="metadata" controlsList="nodownload" />
+        </div>
+      )}
+    </article>
+  );
+}
+
+// ─── ResultsSection ───────────────────────────────────────────────────────────
+
+interface ResultsSectionProps {
+  results: ResultItem[];
+  paginatedResults: ResultItem[];
+  page: number;
+  totalPages: number;
+  selectedCategories: string[];
+  isTextSearch: boolean;
+  onSetCategories: (cats: string[]) => void;
+  onPrev: () => void;
+  onNext: () => void;
+  onZoom: (src: string, caption: string) => void;
+  onBadImage: (src: string) => void;
+}
+
+function ResultsSection({
+  results,
+  paginatedResults,
+  page,
+  totalPages,
+  onPrev,
+  onNext,
+  onZoom,
+  onBadImage,
+}: ResultsSectionProps) {
+  return (
+    <div className="results-section">
+
+      <div className="results-section__meta">
+        <div>{results.length} results</div>
+        <Pagination page={page} totalPages={totalPages} onPrev={onPrev} onNext={onNext} />
+      </div>
+
+      {/* ✅ ALWAYS visible */}
+      {/* <div className="results-section__filters one">
+        <CategoryPicker selected={selectedCategories} onChange={onSetCategories} compact />
+      </div> */}
+
+      <div className="result-grid result-grid--full">
+        {paginatedResults.map((item: any, idx: number) => (
+          <ResultCard
+            key={idx}
+            item={item}
+            index={idx}
+            onZoom={onZoom}
+            onBadImage={onBadImage}
+          />
+        ))}
+      </div>
+    </div>
+  );
+}
+
+// ─── LimitSlider ──────────────────────────────────────────────────────────────
+
+interface LimitSliderProps {
+  value: number;
+  onChange: (v: number) => void;
+  label?: string;
+}
+
+function LimitSlider({ value, onChange, label = "Results" }: LimitSliderProps) {
+  return (
+    <div className="limit-slider">
+      <span className="limit-slider__label">{label}</span>
+      <div className="limit-slider__track">
+        <div
+          className="limit-slider__fill"
+          style={{ width: `${((value - 5) / 95) * 100}%` }}
+        />
+        <input
+          type="range"
+          className="limit-slider__input"
+          min={5} max={100} step={5}
+          value={value}
+          onChange={(e) => onChange(Number(e.target.value))}
+        />
+      </div>
+      <span className="limit-slider__value">{value}</span>
+    </div>
+  );
+}
+
+// ─── Lightbox ─────────────────────────────────────────────────────────────────
+
+interface LightboxProps {
+  src: string;
+  caption: string | null;
+  scale: number;
+  offset: { x: number; y: number };
+  onClose: () => void;
+  onWheel: React.WheelEventHandler<HTMLDivElement>;
+  onMouseDown: React.MouseEventHandler<HTMLDivElement>;
+  onMouseMove: React.MouseEventHandler<HTMLDivElement>;
+  onMouseUp: React.MouseEventHandler<HTMLDivElement>;
+  onZoomIn: () => void;
+  onZoomOut: () => void;
+  onReset: () => void;
+}
+
+function Lightbox({
+  src, caption, scale, offset,
+  onClose, onWheel, onMouseDown, onMouseMove, onMouseUp,
+  onZoomIn, onZoomOut, onReset,
+}: LightboxProps) {
+  return (
+    <div
+      className="lightbox"
+      onClick={(e) => {
+        if ((e.target as HTMLElement).classList.contains("lightbox")) onClose();
+      }}
+    >
+      <div
+        className="lightbox__stage"
+        onWheel={onWheel}
+        onMouseDown={onMouseDown}
+        onMouseMove={onMouseMove}
+        onMouseUp={onMouseUp}
+        onMouseLeave={onMouseUp}
+      >
+        <img
+          src={src}
+          alt={caption ?? "preview"}
+          className="lightbox__image"
+          style={{ transform: `translate(${offset.x}px, ${offset.y}px) scale(${scale})` }}
+          draggable={false}
+        />
+
+        {caption && <div className="lightbox__caption">{caption}</div>}
+
+        <div className="lightbox__controls">
+          <button className="lightbox__control-btn" onClick={onZoomOut}>−</button>
+          <button className="lightbox__control-btn" onClick={onReset}>Reset</button>
+          <button className="lightbox__control-btn" onClick={onZoomIn}>+</button>
+          <button className="lightbox__control-btn lightbox__control-btn--close" onClick={onClose}>✕</button>
+        </div>
+      </div>
+    </div>
+  );
+}
+
+// ─── CropDrawer ───────────────────────────────────────────────────────────────
+
+interface CropDrawerProps {
+  rawImageUrl: string;
+  cropRect: { x: number; y: number; w: number; h: number };
+  imgRef: React.RefObject<HTMLImageElement | null>;
+  onImageLoad: () => void;
+  onDragStart: (e: React.MouseEvent) => void;
+  onResizeStart: (e: React.MouseEvent) => void;
+  onConfirm: () => void;
+  onCancel: () => void;
+}
+
+function CropDrawer({
+  rawImageUrl, cropRect, imgRef,
+  onImageLoad, onDragStart, onResizeStart,
+  onConfirm, onCancel,
+}: CropDrawerProps) {
+  return (
+    <div className="crop-drawer" role="dialog" aria-modal="true">
+      <div className="crop-drawer__inner">
+        <h3 className="crop-drawer__title">Crop &amp; Confirm</h3>
+
+        <div className="crop-drawer__stage">
+          <div className="crop-drawer__image-wrap">
+            <img
+              ref={imgRef}
+              src={rawImageUrl}
+              alt="Select crop area"
+              className="crop-drawer__image"
+              onLoad={onImageLoad}
+              draggable={false}
+            />
+            <div
+              className="crop-drawer__rect"
+              style={{
+                left: `${cropRect.x}px`,
+                top: `${cropRect.y}px`,
+                width: `${cropRect.w}px`,
+                height: `${cropRect.h}px`,
+              }}
+              onMouseDown={(e) => { e.preventDefault(); onDragStart(e); }}
+            >
+              <div
+                className="crop-drawer__handle"
+                onMouseDown={(e) => { e.stopPropagation(); onResizeStart(e); }}
+              />
+            </div>
+          </div>
+        </div>
+
+        <div className="crop-drawer__actions">
+          <button className="btn btn--ghost" onClick={onCancel}>✕ Cancel</button>
+          <button className="btn btn--primary" onClick={onConfirm}>✔ Crop &amp; Search</button>
+        </div>
+      </div>
+    </div>
+  );
+}
+
+// ─── ImagePreview (pre-results, post-crop) ────────────────────────────────────
+
+interface ImagePreviewProps {
+  originalUrl: string;
+  croppedUrl: string | null;
+  searchLimit: number;
+  selectedCategories: string[];
+  loading: boolean;
+  onClear: () => void;
+  onRecrop: () => void;
+  onSetCategories: (cats: string[]) => void;
+  onSetLimit: (v: number) => void;
+  onSearch: () => void;
+}
+
+function ImagePreview({
+  originalUrl, croppedUrl, searchLimit,
+  selectedCategories, loading,
+  onClear, onRecrop, onSetCategories, onSetLimit, onSearch,
+}: ImagePreviewProps) {
+  return (
+    <div className="image-preview">
+      {/* Original */}
+      <div className="image-preview__pane">
+        <p className="image-preview__pane-title">Original Image</p>
+        <div className="image-preview__frame">
+          <img className="image-preview__img" src={originalUrl} alt="original" />
+          <div className="image-preview__frame-actions image-preview__frame-actions--top">
+            <button
+              className="btn btn--primary btn--sm"
+              onClick={onClear}
+            >
+              🗑️ Clear Search
+            </button>
+          </div>
+          <div className="image-preview__frame-actions image-preview__frame-actions--bottom">
+            <button className="btn btn--outline btn--sm" onClick={onRecrop}>
+              ✂️ Recrop
+            </button>
+          </div>
+        </div>
+      </div>
+
+      {/* Cropped */}
+      {croppedUrl && (
+        <>
+          <div className="image-preview__pane">
+            <p className="image-preview__pane-title">Cropped Image</p>
+            <div className="image-preview__frame">
+              <img className="image-preview__img" src={croppedUrl} alt="cropped" />
+            </div>
+          </div>
+
+          <div className="image-preview__options">
+            <CategoryPicker selected={selectedCategories} onChange={onSetCategories} />
+          </div>
+
+          <div className="image-preview__search-row">
+            <LimitSlider value={searchLimit} onChange={onSetLimit} label="Limit" />
+            <button
+              className="btn btn--primary"
+              onClick={onSearch}
+              disabled={loading}
+            >
+              🔎 Search
+            </button>
+          </div>
+        </>
+      )}
+    </div>
+  );
+}
+
+// ─── Hero ─────────────────────────────────────────────────────────────────────
+
+interface HeroProps {
+  textQuery: string;
+  setTextQuery: (v: string) => void;
+  onTextSearch: () => void;
+  onFileChange: (e: React.ChangeEvent<HTMLInputElement>) => void;
+  fileInputId: string;
+  searchLimit: number;
+  onSetLimit: (v: number) => void;
+  selectedCategories: string[];
+  onSetCategories: (cats: string[]) => void;
+  loading: boolean;
+}
+
+function Hero({
+  textQuery, setTextQuery, onTextSearch,
+  onFileChange, fileInputId,
+  searchLimit, onSetLimit,
+  selectedCategories, onSetCategories,
+  loading,
+}: HeroProps) {
+  return (
+    <div className="hero">
+      <header className="hero__header">
+        <div className="hero__eyebrow">Fabric Intelligence</div>
+        <h1 className="hero__title">
+          Find the clothing
+          <br />
+          <span className="hero__title-accent">you couldn't find.</span>
+        </h1>
+        <p className="hero__subtitle">Visual &amp; semantic search — powered by vectors</p>
+      </header>
+
+      <div className="hero__search-controls">
+        {/* Text search */}
+        <div className="hero__search-row">
+          <input
+            type="text"
+            className="hero__search-input"
+            placeholder="Search by name, fabric or color"
+            value={textQuery}
+            onChange={(e) => setTextQuery(e.target.value)}
+            onKeyDown={(e) => e.key === "Enter" && onTextSearch()}
+          />
+          <button
+            className="btn btn--primary"
+            onClick={onTextSearch}
+            disabled={loading || !textQuery.trim()}
+          >
+            Search
+          </button>
+        </div>
+
+        {/* Limit */}
+        <LimitSlider value={searchLimit} onChange={onSetLimit} />
+
+        {/* Divider */}
+        <div className="hero__divider">or</div>
+
+        {/* Image upload */}
+        <input
+          id={fileInputId}
+          type="file"
+          accept="image/*"
+          onChange={onFileChange}
+          className="hero__file-input"
+        />
+        <button
+          className="btn btn--ghost hero__upload-btn"
+          onClick={() => document.getElementById(fileInputId)?.click()}
+        >
+          📷 Drop your Image
+        </button>
+      </div>
+
+      {/* Category filter */}
+      <div className="hero__categories">
+        <CategoryPicker selected={selectedCategories} onChange={onSetCategories} />
+      </div>
+    </div>
+  );
+}
+
+// ─── Main Page ────────────────────────────────────────────────────────────────
 
 export default function Search() {
   const { loading, error, results, runImageSearch, runTextSearch, clear } = useSearch();
 
   const [file, setFile] = useState<File | null>(null);
   const [textQuery, setTextQuery] = useState("");
-  const [previewUrlOriginal, setPreviewUrlOriginal] = useState<string | null>(null);
+  const [previewUrlOrig, setPreviewUrlOrig] = useState<string | null>(null);
   const [notification, setNotification] = useState<NotificationState>(null);
   const [selectingImage, setSelectingImage] = useState(false);
-
-  // User-defined search settings
   const [searchLimit, setSearchLimit] = useState(40);
   const [selectedCategories, setSelectedCategories] = useState<string[]>([]);
-
-  // Track whether the last search was a text search (to show category picker in results)
   const [isTextSearch, setIsTextSearch] = useState(false);
-
-  // Derive category param — array or undefined (= no filter)
-  const categoryParam = selectedCategories.length > 0 ? selectedCategories : undefined;
-
-  const pageSize = 4;
   const [page, setPage] = useState(1);
-
   const [badImages, setBadImages] = useState<Set<string>>(new Set());
-  const markBadImage = (src?: string) => {
-    if (!src) return;
-    setBadImages((prev) => new Set([...prev, src]));
-  };
-
-  const originalFileRef = useRef<File | null>(null);
 
-  // Crop / drawer state
+  // Crop / drawer
   const [drawerOpen, setDrawerOpen] = useState(false);
   const [cropRect, setCropRect] = useState({ x: 20, y: 20, w: 160, h: 160 });
-  const imgRef = useRef<HTMLImageElement | null>(null);
   const [rawImageUrl, setRawImageUrl] = useState<string | null>(null);
   const [croppedPreviewUrl, setCroppedPreviewUrl] = useState<string | null>(null);
-
+  const imgRef = useRef<HTMLImageElement | null>(null);
   const draggingRef = useRef(false);
   const resizingRef = useRef(false);
   const lastMouseRef = useRef({ x: 0, y: 0 });
+  const originalFileRef = useRef<File | null>(null);
 
-  // ── URL helpers ────────────────────────────────────────────────────────────
+  // Lightbox
+  const [lightboxOpen, setLightboxOpen] = useState(false);
+  const [activeSrc, setActiveSrc] = useState<string | null>(null);
+  const [activeCaption, setActiveCaption] = useState<string | null>(null);
+  const [lbScale, setLbScale] = useState(1);
+  const [lbOffset, setLbOffset] = useState({ x: 0, y: 0 });
+  const draggingLbRef = useRef(false);
+  const lastLbPosRef = useRef({ x: 0, y: 0 });
+  const MIN_SCALE = 0.5, MAX_SCALE = 6, ZOOM_STEP = 0.2;
 
-  const setOriginalObjectUrl = useCallback(
-    (f: File | null) => {
-      if (previewUrlOriginal) {
-        try {
-          URL.revokeObjectURL(previewUrlOriginal);
-        } catch {}
-      }
-      if (f) {
-        try {
-          setPreviewUrlOriginal(URL.createObjectURL(f));
-        } catch {
-          setPreviewUrlOriginal(null);
-        }
-      } else setPreviewUrlOriginal(null);
-    },
-    [previewUrlOriginal]
-  );
+  // Misc
+  const [previewUrl, setPreviewUrl] = useState<string | null>(null);
+  const heroFileId = useId();
+  const stickyFileId = useId();
+  const categoryParam = selectedCategories.length > 0 ? selectedCategories : undefined;
+  const PAGE_SIZE = 12;
+
+  // ── Object URL helpers ─────────────────────────────────────────────────────
+
+  const setOriginalObjectUrl = useCallback((f: File | null) => {
+    if (previewUrlOrig) { try { URL.revokeObjectURL(previewUrlOrig); } catch { } }
+    setPreviewUrlOrig(f ? (() => { try { return URL.createObjectURL(f); } catch { return null; } })() : null);
+  }, [previewUrlOrig]);
 
   const dataUrlToFile = useCallback(async (dataUrl: string, filename = "query.png"): Promise<File> => {
     const res = await fetch(dataUrl);
@@ -327,9 +888,9 @@ export default function Search() {
 
   const urlToFile = useCallback(async (url: string, filename = "query.jpg"): Promise<File> => {
     const res = await fetch(url, { credentials: "omit" });
-    if (!res.ok) throw new Error(`Failed to fetch image_url: ${res.status}`);
+    if (!res.ok) throw new Error(`Failed to fetch image: ${res.status}`);
     const blob = await res.blob();
-    const ext = (blob.type && blob.type.split("/")[1]) || "jpg";
+    const ext = (blob.type?.split("/")[1]) || "jpg";
     const name = filename.endsWith(`.${ext}`) ? filename : `${filename}.${ext}`;
     return new File([blob], name, { type: blob.type || "image/jpeg" });
   }, []);
@@ -338,7 +899,6 @@ export default function Search() {
 
   const onFileChange = (e: React.ChangeEvent<HTMLInputElement>) => {
     const f = e.target.files?.[0] ?? null;
-    // Reset input so the same file can be re-selected
     e.target.value = "";
     if (!f) return;
     setSelectingImage(true);
@@ -350,22 +910,22 @@ export default function Search() {
     setCropRect({ x: 20, y: 20, w: 160, h: 160 });
     setNotification(null);
     setBadImages(new Set());
-    // Clear any previous cropped state
     setCroppedPreviewUrl(null);
     setFile(null);
     setIsTextSearch(false);
-    try {
-      window.dispatchEvent(new CustomEvent("fabricai:clear-pending-action"));
-    } catch {}
+    try { window.dispatchEvent(new CustomEvent("fabricai:clear-pending-action")); } catch { }
   };
 
-  // ── Auto-run from URL / localStorage ──────────────────────────────────────
+  // ── Auto-run ───────────────────────────────────────────────────────────────
 
   const didAutoRun = useRef(false);
   useEffect(() => {
     if (didAutoRun.current) return;
     const params = new URLSearchParams(window.location.search);
     const urlImage = params.get("image_url");
+
+    const afterRun = () => { try { localStorage.removeItem("mcp_last_search"); } catch { } setPage(1); };
+
     if (urlImage) {
       didAutoRun.current = true;
       (async () => {
@@ -375,18 +935,13 @@ export default function Search() {
           setOriginalObjectUrl(f);
           setFile(f);
           setIsTextSearch(false);
-          await runImageSearch(f, undefined, searchLimit);
-        } catch {
-          setNotification({ message: "Could not auto-run search from URL.", type: "error" });
-        } finally {
-          try {
-            localStorage.removeItem("mcp_last_search");
-          } catch {}
-          setPage(1);
-        }
+          await runImageSearch(f, selectedCategories, searchLimit);
+        } catch { setNotification({ message: "Could not auto-run search from URL.", type: "error" }); }
+        finally { afterRun(); }
       })();
       return;
     }
+
     try {
       const raw = localStorage.getItem("mcp_last_search");
       if (!raw) return;
@@ -402,44 +957,39 @@ export default function Search() {
           setOriginalObjectUrl(f);
           setFile(f);
           setIsTextSearch(false);
-          await runImageSearch(f, undefined, searchLimit);
-        } catch {
-          setNotification({ message: "Could not auto-run search payload.", type: "error" });
-        } finally {
-          try {
-            localStorage.removeItem("mcp_last_search");
-          } catch {}
-          setPage(1);
-        }
+          await runImageSearch(f, selectedCategories, searchLimit);
+        } catch { setNotification({ message: "Could not auto-run search payload.", type: "error" }); }
+        finally { afterRun(); }
       })();
-    } catch {}
-  }, [runImageSearch, dataUrlToFile, urlToFile, setOriginalObjectUrl, searchLimit]);
+    } catch { }
+  }, [runImageSearch, dataUrlToFile, urlToFile, setOriginalObjectUrl, searchLimit, selectedCategories]);
 
   // ── Search handlers ────────────────────────────────────────────────────────
 
-  const cleanName = (filename: string) => (filename ? filename.split("_")[0].split(".")[0] : "");
-
-  const handleSearch = async () => {
+  const handleImageSearch = async () => {
     if (!file) return;
     setNotification(null);
     setIsTextSearch(false);
-    try {
-      await runImageSearch(file, categoryParam, searchLimit);
-      setPage(1);
-    } catch {
-      setNotification({ message: "Search failed.", type: "error" });
-    }
+    try { await runImageSearch(file, categoryParam, searchLimit); setPage(1); }
+    catch { setNotification({ message: "Search failed.", type: "error" }); }
   };
 
   const handleTextSearch = async () => {
     if (!textQuery.trim()) return;
     setNotification(null);
     setIsTextSearch(true);
-    try {
-      await runTextSearch(textQuery.trim(), categoryParam, searchLimit);
-      setPage(1);
-    } catch {
-      setNotification({ message: "Search failed.", type: "error" });
+    try { await runTextSearch(textQuery.trim(), categoryParam, searchLimit); setPage(1); }
+    catch { setNotification({ message: "Search failed.", type: "error" }); }
+  };
+
+  const handleCategoryChange = async (cats: string[]) => {
+    setSelectedCategories(cats);
+    setPage(1);
+
+    if (file && !isTextSearch) {
+      await runImageSearch(file, cats, searchLimit);
+    } else if (textQuery.trim()) {
+      await runTextSearch(textQuery.trim(), cats, searchLimit);
     }
   };
 
@@ -451,26 +1001,14 @@ export default function Search() {
     setNotification(null);
     setBadImages(new Set());
     setIsTextSearch(false);
-    if (rawImageUrl) {
-      try {
-        URL.revokeObjectURL(rawImageUrl);
-      } catch {}
-      setRawImageUrl(null);
-    }
-    if (previewUrlOriginal) {
-      try {
-        URL.revokeObjectURL(previewUrlOriginal);
-      } catch {}
-      setPreviewUrlOriginal(null);
-    }
-    try {
-      window.dispatchEvent(new CustomEvent("fabricai:clear-pending-action"));
-    } catch {}
+    if (rawImageUrl) { try { URL.revokeObjectURL(rawImageUrl); } catch { } setRawImageUrl(null); }
+    if (previewUrlOrig) { try { URL.revokeObjectURL(previewUrlOrig); } catch { } setPreviewUrlOrig(null); }
+    try { window.dispatchEvent(new CustomEvent("fabricai:clear-pending-action")); } catch { }
     originalFileRef.current = null;
     setCroppedPreviewUrl(null);
   };
 
-  // ── Results ────────────────────────────────────────────────────────────────
+  // ── Results helpers ────────────────────────────────────────────────────────
 
   const visibleResults = useMemo(
     () => results.filter((item) => !item.imageSrc || !badImages.has(item.imageSrc)),
@@ -478,45 +1016,26 @@ export default function Search() {
   );
 
   const paginatedResults = useMemo(() => {
-    const start = (page - 1) * pageSize;
-    return visibleResults.slice(start, start + pageSize);
+    const start = (page - 1) * PAGE_SIZE;
+    return visibleResults.slice(start, start + PAGE_SIZE);
   }, [page, visibleResults]);
 
-  const totalPages = Math.max(1, Math.ceil(visibleResults.length / pageSize));
-  const fileid = useId();
+  const totalPages = Math.max(1, Math.ceil(visibleResults.length / PAGE_SIZE));
+
+  const safePrev = useMemo(() => throttle(() => setPage((p) => Math.max(1, p - 1)), 1000), []);
+  const safeNext = useMemo(() => throttle(() => setPage((p) => Math.min(totalPages, p + 1)), 1000), [totalPages]);
+
+  // ── Preview URL for cropped file ───────────────────────────────────────────
 
-  // Preview URL for the file (separate from originalFileRef url)
-  const [previewUrl, setPreviewUrl] = useState<string | null>(null);
   useEffect(() => {
     let cur: string | null = null;
-    if (file) {
-      try {
-        cur = URL.createObjectURL(file);
-        setPreviewUrl(cur);
-      } catch {
-        setPreviewUrl(null);
-      }
-    } else {
-      setPreviewUrl(null);
-    }
-    return () => {
-      if (cur) {
-        try {
-          URL.revokeObjectURL(cur);
-        } catch {}
-      }
-    };
+    if (file) { try { cur = URL.createObjectURL(file); setPreviewUrl(cur); } catch { setPreviewUrl(null); } }
+    else setPreviewUrl(null);
+    return () => { if (cur) { try { URL.revokeObjectURL(cur); } catch { } } };
   }, [file]);
 
-  useEffect(() => {
-    return () => {
-      if (previewUrlOriginal) {
-        try {
-          URL.revokeObjectURL(previewUrlOriginal);
-        } catch {}
-      }
-    };
-  }, [previewUrlOriginal]);
+  useEffect(() => () => { if (previewUrlOrig) { try { URL.revokeObjectURL(previewUrlOrig); } catch { } } }, [previewUrlOrig]);
+  useEffect(() => () => { if (rawImageUrl) { try { URL.revokeObjectURL(rawImageUrl); } catch { } } }, [rawImageUrl]);
 
   useEffect(() => {
     const wrapper = document.querySelector(".app-wrapper");
@@ -526,25 +1045,15 @@ export default function Search() {
 
   // ── Lightbox ───────────────────────────────────────────────────────────────
 
-  const [lightboxOpen, setLightboxOpen] = useState(false);
-  const [activeSrc, setActiveSrc] = useState<string | null>(null);
-  const [activeCaption, setActiveCaption] = useState<string | null>(null);
-  const [scale, setScale] = useState(1);
-  const [offset, setOffset] = useState({ x: 0, y: 0 });
-  const draggingLightboxRef = useRef(false);
-  const lastPosRef = useRef({ x: 0, y: 0 });
-  const MIN_SCALE = 0.5,
-    MAX_SCALE = 6,
-    ZOOM_STEP = 0.2;
-
   const openLightbox = (src: string, caption?: string) => {
     setActiveSrc(src);
     setActiveCaption(caption ?? null);
-    setScale(1);
-    setOffset({ x: 0, y: 0 });
+    setLbScale(1);
+    setLbOffset({ x: 0, y: 0 });
     setLightboxOpen(true);
     document.body.style.overflow = "hidden";
   };
+
   const closeLightbox = () => {
     setLightboxOpen(false);
     setActiveSrc(null);
@@ -554,27 +1063,20 @@ export default function Search() {
 
   const onLbWheel: React.WheelEventHandler<HTMLDivElement> = (e) => {
     e.preventDefault();
-    setScale((s) => Math.min(MAX_SCALE, Math.max(MIN_SCALE, s + (e.deltaY > 0 ? -ZOOM_STEP : ZOOM_STEP))));
+    setLbScale((s) => Math.min(MAX_SCALE, Math.max(MIN_SCALE, s + (e.deltaY > 0 ? -ZOOM_STEP : ZOOM_STEP))));
   };
   const onLbMouseDown: React.MouseEventHandler<HTMLDivElement> = (e) => {
-    draggingLightboxRef.current = true;
-    lastPosRef.current = { x: e.clientX, y: e.clientY };
+    draggingLbRef.current = true;
+    lastLbPosRef.current = { x: e.clientX, y: e.clientY };
   };
   const onLbMouseMove: React.MouseEventHandler<HTMLDivElement> = (e) => {
-    if (!draggingLightboxRef.current) return;
-    const dx = e.clientX - lastPosRef.current.x,
-      dy = e.clientY - lastPosRef.current.y;
-    lastPosRef.current = { x: e.clientX, y: e.clientY };
-    setOffset((o) => ({ x: o.x + dx, y: o.y + dy }));
+    if (!draggingLbRef.current) return;
+    const dx = e.clientX - lastLbPosRef.current.x;
+    const dy = e.clientY - lastLbPosRef.current.y;
+    lastLbPosRef.current = { x: e.clientX, y: e.clientY };
+    setLbOffset((o) => ({ x: o.x + dx, y: o.y + dy }));
   };
-  const onLbMouseUpOrLeave = () => {
-    draggingLightboxRef.current = false;
-  };
-
-  // ── Pagination throttle ────────────────────────────────────────────────────
-
-  const safePrev = useMemo(() => throttle(() => setPage((p) => Math.max(1, p - 1)), 1000), []);
-  const safeNext = useMemo(() => throttle(() => setPage((p) => Math.min(totalPages, p + 1)), 1000), [totalPages]);
+  const onLbMouseUp = () => { draggingLbRef.current = false; };
 
   // ── Crop mouse events ──────────────────────────────────────────────────────
 
@@ -586,49 +1088,32 @@ export default function Search() {
       const dy = ev.clientY - lastMouseRef.current.y;
       lastMouseRef.current = { x: ev.clientX, y: ev.clientY };
       setCropRect((prev) => {
-        if (draggingRef.current) {
-          return { x: Math.max(0, prev.x + dx), y: Math.max(0, prev.y + dy), w: prev.w, h: prev.h };
-        }
-        if (resizingRef.current) {
-          return { x: prev.x, y: prev.y, w: Math.max(40, prev.w + dx), h: Math.max(40, prev.h + dy) };
-        }
+        if (draggingRef.current) return { x: Math.max(0, prev.x + dx), y: Math.max(0, prev.y + dy), w: prev.w, h: prev.h };
+        if (resizingRef.current) return { x: prev.x, y: prev.y, w: Math.max(40, prev.w + dx), h: Math.max(40, prev.h + dy) };
         return prev;
       });
     };
-    const onUp = () => {
-      draggingRef.current = false;
-      resizingRef.current = false;
-    };
+    const onUp = () => { draggingRef.current = false; resizingRef.current = false; };
     window.addEventListener("mousemove", onMove);
     window.addEventListener("mouseup", onUp);
-    return () => {
-      window.removeEventListener("mousemove", onMove);
-      window.removeEventListener("mouseup", onUp);
-    };
+    return () => { window.removeEventListener("mousemove", onMove); window.removeEventListener("mouseup", onUp); };
   }, []);
 
-  // Called once the image inside the crop drawer loads — centre the crop rect
   const onCropImageLoad = () => {
     const img = imgRef.current;
     if (!img) return;
-    const dispW = img.clientWidth,
-      dispH = img.clientHeight;
+    const dispW = img.clientWidth, dispH = img.clientHeight;
     const short = Math.min(dispW, dispH);
     const size = Math.round(short * 0.55);
-    const x = Math.round((dispW - size) / 2);
-    const y = Math.round((dispH - size) / 2);
-    setCropRect({ x, y, w: size, h: size });
+    setCropRect({ x: Math.round((dispW - size) / 2), y: Math.round((dispH - size) / 2), w: size, h: size });
     setSelectingImage(false);
   };
 
-  // Confirm crop → create cropped file + auto-run search
   const makeCroppedPreview = async (): Promise<void> => {
     if (!rawImageUrl || !imgRef.current) return;
     const imgEl = imgRef.current;
-    const dispW = imgEl.clientWidth,
-      dispH = imgEl.clientHeight;
-    const natW = imgEl.naturalWidth,
-      natH = imgEl.naturalHeight;
+    const dispW = imgEl.clientWidth, dispH = imgEl.clientHeight;
+    const natW = imgEl.naturalWidth, natH = imgEl.naturalHeight;
     const sx = Math.round((cropRect.x / dispW) * natW);
     const sy = Math.round((cropRect.y / dispH) * natH);
     const sw = Math.max(1, Math.round((cropRect.w / dispW) * natW));
@@ -638,466 +1123,183 @@ export default function Search() {
     canvas.width = sw;
     canvas.height = sh;
     const ctx = canvas.getContext("2d");
-    if (!ctx) {
-      setNotification({ message: "Could not crop image.", type: "error" });
-      return;
-    }
+    if (!ctx) { setNotification({ message: "Could not crop image.", type: "error" }); return; }
 
     const imgObj = new Image();
     imgObj.crossOrigin = "anonymous";
     imgObj.src = rawImageUrl;
-    try {
-      await new Promise<void>((res, rej) => {
-        imgObj.onload = () => res();
-        imgObj.onerror = () => rej();
-      });
-    } catch {
-      setNotification({ message: "Could not load image for cropping.", type: "error" });
-      return;
-    }
+    try { await new Promise<void>((res, rej) => { imgObj.onload = () => res(); imgObj.onerror = () => rej(); }); }
+    catch { setNotification({ message: "Could not load image for cropping.", type: "error" }); return; }
 
     ctx.drawImage(imgObj, sx, sy, sw, sh, 0, 0, sw, sh);
     const blob = await new Promise<Blob | null>((resolve) => canvas.toBlob(resolve, "image/jpeg", 0.92));
-    if (!blob) {
-      setNotification({ message: "Could not generate cropped image.", type: "error" });
-      return;
-    }
+    if (!blob) { setNotification({ message: "Could not generate cropped image.", type: "error" }); return; }
 
     const croppedFile = new File([blob], `query-cropped-${Date.now()}.jpg`, { type: "image/jpeg" });
-
-    // Clean up raw url
-    try {
-      URL.revokeObjectURL(rawImageUrl);
-    } catch {}
+    try { URL.revokeObjectURL(rawImageUrl); } catch { }
     setRawImageUrl(null);
-
-    // Store cropped file + preview URL
     setFile(croppedFile);
     setCroppedPreviewUrl(URL.createObjectURL(croppedFile));
     setDrawerOpen(false);
     setPage(1);
     setBadImages(new Set());
     setIsTextSearch(false);
-
-    // Auto-run image search immediately after crop
     setNotification(null);
-    try {
-      await runImageSearch(croppedFile, undefined, searchLimit);
-    } catch {
-      setNotification({ message: "Search failed.", type: "error" });
-    }
+    // try { await runImageSearch(croppedFile, selectedCategories, searchLimit); }
+    // catch { setNotification({ message: "Search failed.", type: "error" }); }
   };
 
   const cancelCropAndClose = () => {
-    if (rawImageUrl) {
-      try {
-        URL.revokeObjectURL(rawImageUrl);
-      } catch {}
-      setRawImageUrl(null);
-    }
+    if (rawImageUrl) { try { URL.revokeObjectURL(rawImageUrl); } catch { } setRawImageUrl(null); }
     setDrawerOpen(false);
     setCropRect({ x: 20, y: 20, w: 160, h: 160 });
     setSelectingImage(false);
   };
 
-  // Cleanup rawImageUrl on unmount
-  useEffect(
-    () => () => {
-      if (rawImageUrl) {
-        try {
-          URL.revokeObjectURL(rawImageUrl);
-        } catch {}
-      }
-    },
-    [rawImageUrl]
-  );
+  const openRecrop = () => {
+    const orig = originalFileRef.current;
+    if (!orig) { setNotification({ message: "Original image not available.", type: "error" }); return; }
+    if (rawImageUrl) { try { URL.revokeObjectURL(rawImageUrl); } catch { } }
+    setRawImageUrl(URL.createObjectURL(orig));
+    setDrawerOpen(true);
+    setCropRect({ x: 20, y: 20, w: 160, h: 160 });
+  };
 
-  // ── Render ─────────────────────────────────────────────────────────────────
+  // ── Derived ────────────────────────────────────────────────────────────────
 
-  const showHero = !file && !drawerOpen && visibleResults.length === 0 && !loading;
+  const hasResults = visibleResults.length > 0;
+  const showHero = !file && !drawerOpen && !hasResults && !loading && !isTextSearch;
+  const showStickyBar = hasResults || (loading && (!!file || isTextSearch));
+  const stickyPreview = croppedPreviewUrl || previewUrlOrig || previewUrl;
+
+  // ── Render ─────────────────────────────────────────────────────────────────
 
   return (
-    <main className="tz-root">
-      {/* Animated canvas background */}
-
-      <div className="search-container">
-        <FabricSearchHeader />
-        {/* ── Settings Panel (replaces inline DB Control Panel) ── */}
-        <div className="db__control">
-          <SettingsPanel />
-        </div>
+    <main className={`fabric-search${showStickyBar ? " fabric-search--has-results" : ""}`}>
+
+      {/* Sticky search bar */}
+      {showStickyBar && (
+        <StickySearchBar
+          textQuery={textQuery}
+          setTextQuery={setTextQuery}
+          onSearch={isTextSearch ? handleTextSearch : handleImageSearch}
+          onClear={handleClear}
+          loading={loading}
+          isImageMode={!!file && !isTextSearch}
+          previewUrl={stickyPreview}
+          onRecrop={openRecrop}
+          fileInputId={stickyFileId}
+          onFileChange={onFileChange}
+
+          selectedCategories={selectedCategories}
+          onSetCategories={handleCategoryChange}
+          searchLimit={searchLimit}
+          onSetLimit={setSearchLimit}
+        />
+      )}
 
-        {/* ── Hero / Search entry ── */}
-        {showHero && (
-          <div>
-            <header className="hero-area">
-              <div className="hero-eyebrow">Fabric Intelligence</div>
-              <h1 className="hero-title">
-                Find the clothing
-                <br />
-                <span className="tz-gold">you couldn't find.</span>
-              </h1>
-              <p className="hero-sub">Visual &amp; semantic search — powered by vectors</p>
-            </header>
-
-            <div className="tz-sc">
-              {/* Text search row */}
-              <div className="tz-row">
-                <input
-                  type="text"
-                  className="tz-input"
-                  placeholder="Search by name, fabric or color"
-                  value={textQuery}
-                  onChange={(e) => setTextQuery(e.target.value)}
-                  onKeyDown={(e) => e.key === "Enter" && handleTextSearch()}
-                />
-                <button
-                  className="tz-btn tz-btn-primary"
-                  onClick={handleTextSearch}
-                  disabled={loading || !textQuery.trim()}
-                >
-                  Search
-                </button>
-              </div>
-
-              {/* Result limit */}
-              <div className="tz-lim">
-                <span className="tz-lim-lbl">Results</span>
-                <div className="tz-lim-trk">
-                  <div className="tz-lim-fill" style={{ width: `${((searchLimit - 5) / 95) * 100}%` }} />
-                  <input
-                    type="range"
-                    className="tz-lim-inp"
-                    min={5}
-                    max={100}
-                    step={5}
-                    value={searchLimit}
-                    onChange={(e) => setSearchLimit(Number(e.target.value))}
-                  />
-                </div>
-                <span className="tz-lim-val">{searchLimit}</span>
-              </div>
-
-              <div className="tz-div">or</div>
-
-              {/* Image search trigger */}
-              <input id={fileid} type="file" accept="image/*" onChange={onFileChange} className="file-input-hidden" />
-              <button
-                className="tz-btn tz-btn-ghost"
-                style={{ width: "100%", justifyContent: "center" }}
-                onClick={() => document.getElementById(fileid)?.click()}
-              >
-                📷  Drop your Image 
-              </button>
-            </div>
+      {/* Page body */}
+      <div className={`fabric-search__body${showStickyBar ? " fabric-search__body--results" : ""}`}>
 
-            {/* Category filter */}
-            <div style={{ marginTop: 32 }}>
-              <CategoryPicker selected={selectedCategories} onChange={setSelectedCategories} />
+        {/* Header + settings — hidden while results are shown */}
+        {!showStickyBar && (
+          <div className="fabric-search__top-bar">
+            <FabricSearchHeader />
+            <div className="fabric-search__settings">
+              <SettingsPanel />
             </div>
           </div>
         )}
-        {/* ── Image preview after crop confirmed ── */}
-        {file && !drawerOpen && (
-          <div className="side-by-side-preview">
-            {/* Original */}
-            <div className="original-preview">
-              <p className="section-title">Original Image</p>
-              <div className="original-img-wrap tz-glass">
-                <img className="original-img" src={previewUrlOriginal || previewUrl || ""} alt="original" />
-                <div className="original-img-actions">
-                  {/* ── Clear Search button ── */}
-                  <button
-                    className="tz-btn tz-btn-primary"
-                    style={{ padding: "6px 14px", fontSize: "12px" }}
-                    onClick={handleClear}
-                  >
-                    🗑️ Clear Search
-                  </button>
-                </div>
-                <div className="preview-img-actions">
-                  <button
-                    className="tz-btn tz-btn-outline"
-                    style={{ padding: "6px 12px", fontSize: "12px" }}
-                    onClick={() => {
-                      const orig = originalFileRef.current;
-                      if (!orig) {
-                        setNotification({ message: "Original image not available.", type: "error" });
-                        return;
-                      }
-                      if (rawImageUrl) {
-                        try {
-                          URL.revokeObjectURL(rawImageUrl);
-                        } catch {}
-                      }
-                      setRawImageUrl(URL.createObjectURL(orig));
-                      setDrawerOpen(true);
-                      setCropRect({ x: 20, y: 20, w: 160, h: 160 });
-                    }}
-                  >
-                    ✂️ Recrop
-                  </button>
-                </div>
-              </div>
-            </div>
 
-            {/* Cropped preview + controls */}
-            {croppedPreviewUrl && (
-              <>
-                <div className="cropped-preview">
-                  <p className="section-title">Cropped Image</p>
-                  <div className="cropped-img-wrap tz-glass">
-                    <img className="cropped-img" src={croppedPreviewUrl} alt="cropped" />
-                  </div>
-                </div>
-
-                <div className="options">
-                  <CategoryPicker selected={selectedCategories} onChange={setSelectedCategories} />
-                </div>
-                {/* Limit + re-search button */}
-                <div className="preview-actions-below">
-                  <div className="tz-lim" style={{ flex: 1, maxWidth: 220 }}>
-                    <span className="tz-lim-lbl">Limit</span>
-                    <div className="tz-lim-trk">
-                      <div className="tz-lim-fill" style={{ width: `${((searchLimit - 5) / 95) * 100}%` }} />
-                      <input
-                        type="range"
-                        className="tz-lim-inp"
-                        min={5}
-                        max={100}
-                        step={5}
-                        value={searchLimit}
-                        onChange={(e) => setSearchLimit(Number(e.target.value))}
-                      />
-                    </div>
-                    <span className="tz-lim-val">{searchLimit}</span>
-                  </div>
-                  <button className="tz-btn tz-btn-primary" onClick={handleSearch} disabled={loading || !file}>
-                    🔎 Search
-                  </button>
-                </div>
-              </>
-            )}
-          </div>
+        {/* Hero */}
+        {showHero && (
+          <Hero
+            textQuery={textQuery}
+            setTextQuery={setTextQuery}
+            onTextSearch={handleTextSearch}
+            onFileChange={onFileChange}
+            fileInputId={heroFileId}
+            searchLimit={searchLimit}
+            onSetLimit={setSearchLimit}
+            selectedCategories={selectedCategories}
+            onSetCategories={handleCategoryChange}
+            loading={loading}
+          />
         )}
 
-        {/* ── Notifications / Loading / Errors ── */}
+        {/* Image preview (post-crop, pre-results) */}
+        {file && !drawerOpen && !hasResults && !loading && (
+          <ImagePreview
+            originalUrl={previewUrlOrig || previewUrl || ""}
+            croppedUrl={croppedPreviewUrl}
+            searchLimit={searchLimit}
+            selectedCategories={selectedCategories}
+            loading={loading}
+            onClear={handleClear}
+            onRecrop={openRecrop}
+            onSetCategories={handleCategoryChange}
+            onSetLimit={setSearchLimit}
+            onSearch={handleImageSearch}
+          />
+        )}
+
+        {/* Notifications / states */}
         {notification && <Notification message={notification.message} type={notification.type} />}
         {(loading || selectingImage) && <Loader />}
-        {error && <p className="search-error">{error}</p>}
-
-        {/* ── Results ── */}
-        {visibleResults.length > 0 && (
-          <>
-            <div className="tz-rh">
-              <div>
-                <div className="tz-rm">
-                  <span className="tz-rc">{visibleResults.length}</span>
-                  <span className="tz-rl">matches found</span>
-                </div>
-                {selectedCategories.length > 0 && (
-                  <div className="tz-af">
-                    <span className="tz-fin">in</span>
-                    {selectedCategories.map((c) => (
-                      <span key={c} className="tz-badge">
-                        {CATEGORIES.find((cat) => cat.id === c)?.icon} {c}
-                      </span>
-                    ))}
-                  </div>
-                )}
-              </div>
-
-              {/* Refine search bar (text mode) */}
-              {!file && (
-                <div className="results-search-bar">
-                  <div className="tz-row">
-                    <input
-                      type="text"
-                      className="tz-input"
-                      placeholder="Refine your search…"
-                      value={textQuery}
-                      onChange={(e) => setTextQuery(e.target.value)}
-                      onKeyDown={(e) => e.key === "Enter" && handleTextSearch()}
-                    />
-                    <button
-                      className="tz-btn tz-btn-primary"
-                      onClick={handleTextSearch}
-                      disabled={loading || !textQuery.trim()}
-                    >
-                      🔎
-                    </button>
-                    <button className="tz-btn tz-btn-ghost" onClick={handleClear}>
-                      ✕
-                    </button>
-                  </div>
-                </div>
-              )}
-            </div>
-
-            {/* ── Category picker visible after text search ── */}
-            {isTextSearch && (
-              <div style={{ marginBlock: 20 }}>
-                <CategoryPicker selected={selectedCategories} onChange={setSelectedCategories} />
-              </div>
-            )}
-
-            <div className="pagination-controls">
-              <button onClick={safePrev} disabled={page === 1}>
-                ← Prev
-              </button>
-              <span>
-                Page {page} / {totalPages}
-              </span>
-              <button onClick={safeNext} disabled={page === totalPages}>
-                Next →
-              </button>
-            </div>
-
-            <div className="result-grid">
-              {paginatedResults.map((item, idx) => (
-                <article className="result-card tz-glass" key={idx} style={{ animationDelay: `${idx * 60}ms` }}>
-                  <div className="result-thumb">
-                    <img
-                      src={toCdnUrl(item.imageSrc)}
-                      alt={item.filename}
-                      loading="lazy"
-                      onError={() => markBadImage(item.imageSrc)}
-                      onClick={() => {
-                        if (!item.imageSrc) return;
-                        openLightbox(toCdnUrl(item.imageSrc), cleanName(item.filename));
-                      }}
-                    />
-                    <button
-                      type="button"
-                      className="zoom-btn"
-                      aria-label="Zoom"
-                      onClick={(e) => {
-                        e.stopPropagation();
-                        if (!item.imageSrc) return;
-                        openLightbox(toCdnUrl(item.imageSrc), cleanName(item.filename));
-                      }}
-                    >
-                      🔍
-                    </button>
-                  </div>
-                  <div
-                    className="result-name"
-                    onClick={() => {
-                      if (!item.imageSrc) return;
-                      openLightbox(toCdnUrl(item.imageSrc), cleanName(item.filename));
-                    }}
-                  >
-                    {cleanName(item.filename)}
-                  </div>
-                  {item.audioSrc && (
-                    <div className="result-audio">
-                      <audio controls src={item.audioSrc} preload="metadata" controlsList="nodownload" />
-                    </div>
-                  )}
-                </article>
-              ))}
-            </div>
-          </>
+        {error && <p className="fabric-search__error">{error}</p>}
+
+        {/* Results */}
+        {hasResults && (
+          <ResultsSection
+            results={visibleResults}
+            paginatedResults={paginatedResults}
+            page={page}
+            totalPages={totalPages}
+            selectedCategories={selectedCategories}
+            onSetCategories={handleCategoryChange}   // ✅ FIXED
+            onPrev={safePrev}
+            onNext={safeNext}
+            onZoom={openLightbox}
+            isTextSearch={isTextSearch}
+            onBadImage={(src) => setBadImages((prev) => new Set([...prev, src]))}
+          />
         )}
 
-        {!loading && file && visibleResults.length === 0 && <p className="empty-hint">— no matches found —</p>}
+        {!loading && file && visibleResults.length === 0 && (
+          <p className="fabric-search__empty">— no matches found —</p>
+        )}
       </div>
 
-      {/* ── Lightbox ── */}
+      {/* Lightbox */}
       {lightboxOpen && activeSrc && (
-        <div
-          className="lb-backdrop"
-          onClick={(e) => {
-            if ((e.target as HTMLElement).classList.contains("lb-backdrop")) closeLightbox();
-          }}
-        >
-          <div
-            className="lb-stage"
-            onWheel={onLbWheel}
-            onMouseDown={onLbMouseDown}
-            onMouseMove={onLbMouseMove}
-            onMouseUp={onLbMouseUpOrLeave}
-            onMouseLeave={onLbMouseUpOrLeave}
-          >
-            <img
-              src={activeSrc}
-              alt={activeCaption ?? "preview"}
-              className="lb-img"
-              style={{ transform: `translate(${offset.x}px, ${offset.y}px) scale(${scale})` }}
-              draggable={false}
-            />
-            {activeCaption && <div className="lb-caption">{activeCaption}</div>}
-            <div className="lb-controls">
-              <button onClick={() => setScale((s) => Math.max(MIN_SCALE, s - ZOOM_STEP))}>−</button>
-              <button
-                onClick={() => {
-                  setScale(1);
-                  setOffset({ x: 0, y: 0 });
-                }}
-              >
-                Reset
-              </button>
-              <button onClick={() => setScale((s) => Math.min(MAX_SCALE, s + ZOOM_STEP))}>+</button>
-              <button className="lb-close" onClick={closeLightbox}>
-                ✕
-              </button>
-            </div>
-          </div>
-        </div>
+        <Lightbox
+          src={activeSrc}
+          caption={activeCaption}
+          scale={lbScale}
+          offset={lbOffset}
+          onClose={closeLightbox}
+          onWheel={onLbWheel}
+          onMouseDown={onLbMouseDown}
+          onMouseMove={onLbMouseMove}
+          onMouseUp={onLbMouseUp}
+          onZoomIn={() => setLbScale((s) => Math.min(MAX_SCALE, s + ZOOM_STEP))}
+          onZoomOut={() => setLbScale((s) => Math.max(MIN_SCALE, s - ZOOM_STEP))}
+          onReset={() => { setLbScale(1); setLbOffset({ x: 0, y: 0 }); }}
+        />
       )}
 
-      {/* ── Crop Drawer ── */}
-      {drawerOpen && rawImageUrl && (
-        <div className="crop-drawer" role="dialog" aria-modal="true">
-          <div className="crop-drawer-inner">
-            <h3 className="drawer-title">Crop &amp; Confirm</h3>
-
-            <div className="crop-stage">
-              <div className="crop-image-wrap">
-                <img
-                  ref={imgRef}
-                  src={rawImageUrl}
-                  alt="Select crop area"
-                  className="crop-image"
-                  onLoad={onCropImageLoad}
-                  draggable={false}
-                />
-                <div
-                  className="crop-rect"
-                  style={{
-                    left: `${cropRect.x}px`,
-                    top: `${cropRect.y}px`,
-                    width: `${cropRect.w}px`,
-                    height: `${cropRect.h}px`
-                  }}
-                  onMouseDown={(e) => {
-                    e.preventDefault();
-                    draggingRef.current = true;
-                    lastMouseRef.current = { x: e.clientX, y: e.clientY };
-                  }}
-                >
-                  <div
-                    className="crop-handle"
-                    onMouseDown={(e) => {
-                      e.stopPropagation();
-                      resizingRef.current = true;
-                      lastMouseRef.current = { x: e.clientX, y: e.clientY };
-                    }}
-                  />
-                </div>
-              </div>
-            </div>
-
-            <div className="drawer-actions">
-              <button className="tz-btn tz-btn-ghost" onClick={cancelCropAndClose}>
-                ✕ Cancel
-              </button>
-              <button className="tz-btn tz-btn-primary" onClick={makeCroppedPreview}>
-                ✔ Crop &amp; Search
-              </button>
-            </div>
-          </div>
-        </div>
+      {/* Crop drawer */}
+      {drawerOpen && rawImageUrl && imgRef !== null && (
+        <CropDrawer
+          rawImageUrl={rawImageUrl}
+          cropRect={cropRect}
+          imgRef={imgRef}
+          onImageLoad={onCropImageLoad}
+          onDragStart={(e) => { draggingRef.current = true; lastMouseRef.current = { x: e.clientX, y: e.clientY }; }}
+          onResizeStart={(e) => { resizingRef.current = true; lastMouseRef.current = { x: e.clientX, y: e.clientY }; }}
+          onConfirm={makeCroppedPreview}
+          onCancel={cancelCropAndClose}
+        />
       )}
     </main>
   );
diff --git a/frontend/src/pages/ImageDescriptor.tsx b/frontend/src/pages/ImageDescriptor.tsx
index c403a58..a4cbdb2 100644
--- a/frontend/src/pages/ImageDescriptor.tsx
+++ b/frontend/src/pages/ImageDescriptor.tsx
@@ -1,4 +1,5 @@
 import { useEffect, useRef, useState } from "react";
+
 import DescriptionBox from "../components/DescriptionBox";
 import DrawerToggle from "../components/DrawerToggle";
 import Header from "../components/ImageDescriptorHeader";
diff --git a/frontend/src/pages/CardReader.tsx b/frontend/src/pages/PanCardReader.tsx
similarity index 99%
rename from frontend/src/pages/CardReader.tsx
rename to frontend/src/pages/PanCardReader.tsx
index e456993..7eda533 100644
--- a/frontend/src/pages/CardReader.tsx
+++ b/frontend/src/pages/PanCardReader.tsx
@@ -6,7 +6,6 @@ import * as htmlToImage from "html-to-image";
 import { FULL_API_URL } from "@/constants";
 
 
-
 type PanResult = {
   type: string;
   name: string;
@@ -16,7 +15,8 @@ type PanResult = {
 };
 type Point = { x: number; y: number };
 type Area = { x: number; y: number; width: number; height: number };
-const CardReader = () => {
+
+const PanCardReader = () => {
   const navigate = useNavigate();
   const [hovered, setHovered] = useState(false);
 
@@ -1126,4 +1126,4 @@ const styles: any = {
 
 };
 
-export default CardReader;
\ No newline at end of file
+export default PanCardReader;
\ No newline at end of file
diff --git a/tz-fabric.code-workspace b/tz-fabric.code-workspace
index 6968858..ff4cc4e 100644
--- a/tz-fabric.code-workspace
+++ b/tz-fabric.code-workspace
@@ -134,6 +134,7 @@
       "internal-terms": false // Disable the `internal-terms` dictionary
     },
     "explorer.excludeGitIgnore": false,
-    "git.branchPrefix": "feature/TZF-2600XX"
+    "git.branchPrefix": "feature/TZF-2600XX",
+    "explorer.compactFolders": false
   }
 }
\ No newline at end of file