diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 1810df1328..3d8df373c6 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -104,6 +104,10 @@ dependencies = [
     "opencv-python-headless>=4.10.0.84",
     "psycopg[c]==3.2.12",
     "sentence-transformers>=3.0.0",
+    # Declared directly so [tool.uv.sources] binds torch to the CPU index
+    # (sources only apply to direct deps). Otherwise it's transitive via
+    # sentence-transformers. See [tool.uv.sources] below.
+    "torch>=2.12.1",
     "scikit-learn>=1.5.0",
     "bertopic>=0.16.0",
     "nltk>=3.9.4",
@@ -135,3 +139,15 @@ dev = [
     "typer>=0.12.3",
     "django-debug-toolbar>=5.0.1",
 ]
+
+# Pull torch from the CPU-only PyTorch index. torch 2.12 declares CUDA deps
+# for all Linux platforms (incl. arm64), which the universal lock would
+# otherwise install — adding ~2.7GB of unusable nvidia/cuda wheels to the
+# image. The +cpu wheels declare no nvidia deps. See #4672.
+[tool.uv.sources]
+torch = [{ index = "pytorch-cpu" }]
+
+[[tool.uv.index]]
+name = "pytorch-cpu"
+url = "https://download.pytorch.org/whl/cpu"
+explicit = true
diff --git a/backend/uv.lock b/backend/uv.lock
index b168557a6f..4b00a0ec09 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -1,20 +1,20 @@
 version = 1
 requires-python = ">=3.13.5"
 resolution-markers = [
-    "platform_system == 'Darwin' and sys_platform == 'darwin' and python_full_version >= '3.13.5'",
-    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin' and python_full_version >= '3.13.5'",
-    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin' and python_full_version >= '3.13.5'",
-    "platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin' and python_full_version >= '3.13.5'",
-    "platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine != 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux' and python_full_version >= '3.13.5'",
-    "platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux' and python_full_version >= '3.13.5'",
-    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux' and python_full_version >= '3.13.5'",
-    "platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux' and python_full_version >= '3.13.5'",
+    "platform_system == 'Darwin' and sys_platform == 'darwin'",
+    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
+    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
+    "platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin'",
+    "platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
+    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
+    "platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
+    "platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
+    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
+    "platform_machine != 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
+    "platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux'",
+    "platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
+    "platform_machine != 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
+    "platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
 ]
 
 [[package]]
@@ -22,7 +22,7 @@ name = "amqp"
 version = "5.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "vine", marker = "python_full_version >= '3.13.5'" },
+    { name = "vine" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/79/fc/ec94a357dfc6683d8c86f8b4cfa5416a4c36b28052ec8260c77aca96a443/amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432", size = 129013 }
 wheels = [
@@ -61,8 +61,8 @@ name = "anyio"
 version = "4.6.2.post1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "idna", marker = "python_full_version >= '3.13.5'" },
-    { name = "sniffio", marker = "python_full_version >= '3.13.5'" },
+    { name = "idna" },
+    { name = "sniffio" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/9f/09/45b9b7a6d4e45c6bcb5bf61d19e3ab87df68e0601fa8c5293de3542546cc/anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c", size = 173422 }
 wheels = [
@@ -74,7 +74,7 @@ name = "argon2-cffi"
 version = "23.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "argon2-cffi-bindings", marker = "python_full_version >= '3.13.5'" },
+    { name = "argon2-cffi-bindings" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/31/fa/57ec2c6d16ecd2ba0cf15f3c7d1c3c2e7b5fcb83555ff56d7ab10888ec8f/argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08", size = 42798 }
 wheels = [
@@ -86,7 +86,7 @@ name = "argon2-cffi-bindings"
 version = "21.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi", marker = "python_full_version >= '3.13.5'" },
+    { name = "cffi" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b9/e9/184b8ccce6683b0aa2fbb7ba5683ea4b9c5763f1356347f1312c32e3c66e/argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3", size = 1779911 }
 wheels = [
@@ -134,90 +134,91 @@ name = "backend"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
-    { name = "aniso8601", marker = "python_full_version >= '3.13.5'" },
-    { name = "argon2-cffi", marker = "python_full_version >= '3.13.5'" },
-    { name = "bertopic", marker = "python_full_version >= '3.13.5'" },
-    { name = "boto3", marker = "python_full_version >= '3.13.5'" },
-    { name = "celery", marker = "python_full_version >= '3.13.5'" },
-    { name = "certifi", marker = "python_full_version >= '3.13.5'" },
-    { name = "chardet", marker = "python_full_version >= '3.13.5'" },
-    { name = "countries", marker = "python_full_version >= '3.13.5'" },
-    { name = "cryptography", marker = "python_full_version >= '3.13.5'" },
-    { name = "dal-admin-filters", marker = "python_full_version >= '3.13.5'" },
-    { name = "django", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-autocomplete-light", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-environ", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-imagekit", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-import-export", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-markdownify", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-model-utils", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-ordered-model", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-queryinspect", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-ses", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-storages", marker = "python_full_version >= '3.13.5'" },
-    { name = "django-timezone-field", marker = "python_full_version >= '3.13.5'" },
-    { name = "djangorestframework", marker = "python_full_version >= '3.13.5'" },
-    { name = "google-api-python-client", marker = "python_full_version >= '3.13.5'" },
-    { name = "google-auth", marker = "python_full_version >= '3.13.5'" },
-    { name = "google-auth-oauthlib", marker = "python_full_version >= '3.13.5'" },
-    { name = "gunicorn", marker = "python_full_version >= '3.13.5'" },
-    { name = "hashids", marker = "python_full_version >= '3.13.5'" },
-    { name = "icalendar", marker = "python_full_version >= '3.13.5'" },
-    { name = "idna", marker = "python_full_version >= '3.13.5'" },
-    { name = "ipython", marker = "python_full_version >= '3.13.5'" },
-    { name = "jinja2", marker = "python_full_version >= '3.13.5'" },
-    { name = "l18n", marker = "python_full_version >= '3.13.5'" },
-    { name = "lxml", marker = "python_full_version >= '3.13.5'" },
-    { name = "magika", marker = "python_full_version >= '3.13.5'" },
-    { name = "nltk", marker = "python_full_version >= '3.13.5'" },
-    { name = "openai", marker = "python_full_version >= '3.13.5'" },
-    { name = "opencv-python-headless", marker = "python_full_version >= '3.13.5'" },
-    { name = "pillow", marker = "python_full_version >= '3.13.5'" },
-    { name = "psycopg", extra = ["c"], marker = "python_full_version >= '3.13.5'" },
-    { name = "pyclamd", marker = "python_full_version >= '3.13.5'" },
-    { name = "pycountry", marker = "python_full_version >= '3.13.5'" },
-    { name = "pydantic", marker = "python_full_version >= '3.13.5'" },
-    { name = "pyjwt", marker = "python_full_version >= '3.13.5'" },
-    { name = "pypdf", marker = "python_full_version >= '3.13.5'" },
-    { name = "redis", extra = ["hiredis"], marker = "python_full_version >= '3.13.5'" },
-    { name = "requests", marker = "python_full_version >= '3.13.5'" },
-    { name = "scikit-learn", marker = "python_full_version >= '3.13.5'" },
-    { name = "sentence-transformers", marker = "python_full_version >= '3.13.5'" },
-    { name = "sentry-sdk", marker = "python_full_version >= '3.13.5'" },
-    { name = "strawberry-graphql", marker = "python_full_version >= '3.13.5'" },
-    { name = "stripe", marker = "python_full_version >= '3.13.5'" },
-    { name = "tinycss2", marker = "python_full_version >= '3.13.5'" },
-    { name = "tzdata", marker = "python_full_version >= '3.13.5'" },
-    { name = "unidecode", marker = "python_full_version >= '3.13.5'" },
-    { name = "urllib3", marker = "python_full_version >= '3.13.5'" },
-    { name = "uwsgi", marker = "python_full_version >= '3.13.5'" },
-    { name = "wagtail", marker = "python_full_version >= '3.13.5'" },
-    { name = "wagtail-factories", marker = "python_full_version >= '3.13.5'" },
-    { name = "wagtail-headless-preview", marker = "python_full_version >= '3.13.5'" },
-    { name = "wagtail-localize", marker = "python_full_version >= '3.13.5'" },
-    { name = "weasyprint", marker = "python_full_version >= '3.13.5'" },
-    { name = "werkzeug", marker = "python_full_version >= '3.13.5'" },
-    { name = "whitenoise", marker = "python_full_version >= '3.13.5'" },
+    { name = "aniso8601" },
+    { name = "argon2-cffi" },
+    { name = "bertopic" },
+    { name = "boto3" },
+    { name = "celery" },
+    { name = "certifi" },
+    { name = "chardet" },
+    { name = "countries" },
+    { name = "cryptography" },
+    { name = "dal-admin-filters" },
+    { name = "django" },
+    { name = "django-autocomplete-light" },
+    { name = "django-environ" },
+    { name = "django-imagekit" },
+    { name = "django-import-export" },
+    { name = "django-markdownify" },
+    { name = "django-model-utils" },
+    { name = "django-ordered-model" },
+    { name = "django-queryinspect" },
+    { name = "django-ses" },
+    { name = "django-storages" },
+    { name = "django-timezone-field" },
+    { name = "djangorestframework" },
+    { name = "google-api-python-client" },
+    { name = "google-auth" },
+    { name = "google-auth-oauthlib" },
+    { name = "gunicorn" },
+    { name = "hashids" },
+    { name = "icalendar" },
+    { name = "idna" },
+    { name = "ipython" },
+    { name = "jinja2" },
+    { name = "l18n" },
+    { name = "lxml" },
+    { name = "magika" },
+    { name = "nltk" },
+    { name = "openai" },
+    { name = "opencv-python-headless" },
+    { name = "pillow" },
+    { name = "psycopg", extra = ["c"] },
+    { name = "pyclamd" },
+    { name = "pycountry" },
+    { name = "pydantic" },
+    { name = "pyjwt" },
+    { name = "pypdf" },
+    { name = "redis", extra = ["hiredis"] },
+    { name = "requests" },
+    { name = "scikit-learn" },
+    { name = "sentence-transformers" },
+    { name = "sentry-sdk" },
+    { name = "strawberry-graphql" },
+    { name = "stripe" },
+    { name = "tinycss2" },
+    { name = "torch" },
+    { name = "tzdata" },
+    { name = "unidecode" },
+    { name = "urllib3" },
+    { name = "uwsgi" },
+    { name = "wagtail" },
+    { name = "wagtail-factories" },
+    { name = "wagtail-headless-preview" },
+    { name = "wagtail-localize" },
+    { name = "weasyprint" },
+    { name = "werkzeug" },
+    { name = "whitenoise" },
 ]
 
 [package.dev-dependencies]
 dev = [
-    { name = "django-debug-toolbar", marker = "python_full_version >= '3.13.5'" },
-    { name = "factory-boy", marker = "python_full_version >= '3.13.5'" },
-    { name = "libcst", marker = "python_full_version >= '3.13.5'" },
-    { name = "mypy", marker = "python_full_version >= '3.13.5'" },
-    { name = "pdbpp", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest-cache", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest-cov", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest-django", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest-mock", marker = "python_full_version >= '3.13.5'" },
-    { name = "pytest-xdist", marker = "python_full_version >= '3.13.5'" },
-    { name = "requests-mock", marker = "python_full_version >= '3.13.5'" },
-    { name = "time-machine", marker = "python_full_version >= '3.13.5'" },
-    { name = "typer", marker = "python_full_version >= '3.13.5'" },
-    { name = "wagtail-factories", marker = "python_full_version >= '3.13.5'" },
-    { name = "websockets", marker = "python_full_version >= '3.13.5'" },
+    { name = "django-debug-toolbar" },
+    { name = "factory-boy" },
+    { name = "libcst" },
+    { name = "mypy" },
+    { name = "pdbpp" },
+    { name = "pytest" },
+    { name = "pytest-cache" },
+    { name = "pytest-cov" },
+    { name = "pytest-django" },
+    { name = "pytest-mock" },
+    { name = "pytest-xdist" },
+    { name = "requests-mock" },
+    { name = "time-machine" },
+    { name = "typer" },
+    { name = "wagtail-factories" },
+    { name = "websockets" },
 ]
 
 [package.metadata]
@@ -275,6 +276,7 @@ requires-dist = [
     { name = "strawberry-graphql", specifier = "==0.318.1" },
     { name = "stripe", specifier = "==10.5.0" },
     { name = "tinycss2", specifier = ">=1.4.0" },
+    { name = "torch", specifier = ">=2.12.1", index = "https://download.pytorch.org/whl/cpu" },
     { name = "tzdata", specifier = ">=2024.1" },
     { name = "unidecode", specifier = ">=1.1.1,<2.0.0" },
     { name = "urllib3", specifier = "==2.7.0" },
@@ -313,7 +315,7 @@ name = "beautifulsoup4"
 version = "4.12.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "soupsieve", marker = "python_full_version >= '3.13.5'" },
+    { name = "soupsieve" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b3/ca/824b1195773ce6166d388573fc106ce56d4a805bd7427b624e063596ec58/beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051", size = 581181 }
 wheels = [
@@ -325,15 +327,15 @@ name = "bertopic"
 version = "0.17.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "hdbscan", marker = "python_full_version >= '3.13.5'" },
-    { name = "llvmlite", marker = "python_full_version >= '3.13.5'" },
-    { name = "numpy", marker = "python_full_version >= '3.13.5'" },
-    { name = "pandas", marker = "python_full_version >= '3.13.5'" },
-    { name = "plotly", marker = "python_full_version >= '3.13.5'" },
-    { name = "scikit-learn", marker = "python_full_version >= '3.13.5'" },
-    { name = "sentence-transformers", marker = "python_full_version >= '3.13.5'" },
-    { name = "tqdm", marker = "python_full_version >= '3.13.5'" },
-    { name = "umap-learn", marker = "python_full_version >= '3.13.5'" },
+    { name = "hdbscan" },
+    { name = "llvmlite" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "plotly" },
+    { name = "scikit-learn" },
+    { name = "sentence-transformers" },
+    { name = "tqdm" },
+    { name = "umap-learn" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/72/ab/358923a516216964e150af7176dd3ea13737ddd25503517104f5562e301f/bertopic-0.17.4.tar.gz", hash = "sha256:f92aa560cdf2bcbf9e22c8ee83dd3bfb225b8dc29381dec7327cc0b21bd852ad", size = 121632 }
 wheels = [
@@ -354,7 +356,7 @@ name = "bleach"
 version = "6.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "webencodings", marker = "python_full_version >= '3.13.5'" },
+    { name = "webencodings" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/48/3c/e12ac860709702bd5ebeb9b56a4fe334f1001246ee1b8f2b7ee28912df7d/bleach-6.4.0.tar.gz", hash = "sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452", size = 204857 }
 wheels = [
@@ -363,7 +365,7 @@ wheels = [
 
 [package.optional-dependencies]
 css = [
-    { name = "tinycss2", marker = "python_full_version >= '3.13.5'" },
+    { name = "tinycss2" },
 ]
 
 [[package]]
@@ -371,9 +373,9 @@ name = "boto3"
 version = "1.43.9"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "botocore", marker = "python_full_version >= '3.13.5'" },
-    { name = "jmespath", marker = "python_full_version >= '3.13.5'" },
-    { name = "s3transfer", marker = "python_full_version >= '3.13.5'" },
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "s3transfer" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b4/cc/42d798fc5305e4636170b50cdfb305ff0a81f470e35131f4a0d2641976ae/boto3-1.43.9.tar.gz", hash = "sha256:37dac72f2921095378c0200caf07918d5e10a82b7c1f611abb70e44f69d0b962", size = 113135 }
 wheels = [
@@ -385,9 +387,9 @@ name = "botocore"
 version = "1.43.9"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jmespath", marker = "python_full_version >= '3.13.5'" },
-    { name = "python-dateutil", marker = "python_full_version >= '3.13.5'" },
-    { name = "urllib3", marker = "python_full_version >= '3.13.5'" },
+    { name = "jmespath" },
+    { name = "python-dateutil" },
+    { name = "urllib3" },
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