diff --git a/.tekton/lightspeed-stack-pull-request.yaml b/.tekton/lightspeed-stack-pull-request.yaml
index ff98b292..e74eb314 100644
--- a/.tekton/lightspeed-stack-pull-request.yaml
+++ b/.tekton/lightspeed-stack-pull-request.yaml
@@ -55,7 +55,7 @@ spec:
           ],
           "requirements_build_files": ["requirements-build.txt"],
           "binary": {
-            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,einops,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,requests,requests-oauthlib,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,einops,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,pytz,pyyaml,referencing,requests,requests-oauthlib,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
             "os": "linux",
             "arch": "x86_64,aarch64",
             "py_version": "312"
diff --git a/.tekton/lightspeed-stack-push.yaml b/.tekton/lightspeed-stack-push.yaml
index 9fe287a2..40cc0010 100644
--- a/.tekton/lightspeed-stack-push.yaml
+++ b/.tekton/lightspeed-stack-push.yaml
@@ -47,7 +47,7 @@ spec:
           ],
           "requirements_build_files": ["requirements-build.txt"],
           "binary": {
-            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,einops,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,requests,requests-oauthlib,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,einops,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,pytz,pyyaml,referencing,requests,requests-oauthlib,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
             "os": "linux",
             "arch": "x86_64,aarch64",
             "py_version": "312"
diff --git a/requirements-build.txt b/requirements-build.txt
index b5ce2e3b..6bb25d33 100644
--- a/requirements-build.txt
+++ b/requirements-build.txt
@@ -39,6 +39,7 @@ hatchling==1.28.0
     #   hatch-vcs
     #   jsonschema
     #   mcp
+    #   python-multipart
     #   termcolor
     #   urllib3
     #   uv-dynamic-versioning
@@ -52,6 +53,7 @@ maturin==1.10.2
     # via fastuuid
 packaging==26.0
     # via
+    #   dunamai
     #   hatchling
     #   setuptools-scm
     #   wheel
diff --git a/requirements.hashes.source.txt b/requirements.hashes.source.txt
index eab04bdd..5cdb2acd 100644
--- a/requirements.hashes.source.txt
+++ b/requirements.hashes.source.txt
@@ -402,6 +402,9 @@ pycryptodomex==3.23.0 \
 pythainlp==5.2.0 \
     --hash=sha256:04c6e4bdd806204be742f139b1f2e666411c4509c270dfff1a8b5afa69d36d2b \
     --hash=sha256:fd64d6b3d33973782390822e74b8e2c9b867760eeed19d0d218945165b431e35
+python-multipart==0.0.22 \
+    --hash=sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155 \
+    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
 regex==2026.1.15 \
     --hash=sha256:0057de9eaef45783ff69fa94ae9f0fd906d629d0bd4c3217048f46d1daa32e9b \
     --hash=sha256:008b185f235acd1e53787333e5690082e4f156c44c87d894f880056089e9bc7c \
diff --git a/requirements.hashes.wheel.txt b/requirements.hashes.wheel.txt
index 2cb80f45..ace6588a 100644
--- a/requirements.hashes.wheel.txt
+++ b/requirements.hashes.wheel.txt
@@ -6,11 +6,11 @@ accelerate==1.12.0 \
     --hash=sha256:85289227dfc6b606bd3abee7863744b9c43db45cd335b939d77de0496db7fa8f
 aiohappyeyeballs==2.6.1 \
     --hash=sha256:e63730c7e8303fe9b9b25dfdf72f49ed74380176609a5d11cf7b634058e986d9
-aiohttp==3.13.2 \
-    --hash=sha256:6156a48c07a314feeb0c89444dfafb6f297c2ae5a502c91fff83209110bb4c47 \
-    --hash=sha256:a3fe218ef7da354a8e0564dc0b48b07d5d9e6819a03c4c3388bce6041009c3b6 \
-    --hash=sha256:b253fd276c4be03c6f7e318e9e53dc65fc5827e30f86bfba31e1ff8e07859477 \
-    --hash=sha256:f4962e2f1cbcabf9d4154ba03bf4ce7b5e6ce16f1c4cfe5b13bc81c6d78e476e
+aiohttp==3.13.3 \
+    --hash=sha256:19f57e62cb4ee5baf6463ea09a386f91fd82d18bbb6f01fd69462ebb7493f1c6 \
+    --hash=sha256:3ad7241c57279824a2811527054c8c9ee7ed9d4c6d5fbdaba0e3a8ea95d294a4 \
+    --hash=sha256:94979f5fa2dc9851d95b17e261751c89b015755965c4fc4cfb8f74bc16ab56e9 \
+    --hash=sha256:f5822387dc614d75cd1b5526b4810e6c6657683fc483de0d83f87a9b0bc46ee5
 aiosignal==1.4.0 \
     --hash=sha256:3c0c9158993d1dce3bb3dc3f83687bbc7c9bcb2b335b7f31f58ecdbb238ef522
 aiosqlite==0.22.0 \
@@ -205,8 +205,6 @@ python-dateutil==2.9.0.post0 \
     --hash=sha256:9f85618b077d3ffc8beecb57c9444d7e4a25143764ed73647ea6cdf407fd58c0
 python-dotenv==1.2.1 \
     --hash=sha256:cea039eb10fd1e872cd774e75e99de4e80533a489a01f1a1d772427997e7b564
-python-multipart==0.0.21 \
-    --hash=sha256:367cf1ac1f7c32221fb23a9b432d66c5d9750dbb1e9997bc641b4adb39200eae
 pytz==2025.2 \
     --hash=sha256:53b6d53c47751e853a76d9939a64db5be16f4ba3b896bf6f420dfa6e3aafad75
 pyyaml==6.0.3 \
diff --git a/requirements.overrides.txt b/requirements.overrides.txt
index e8fb5b09..d99d1aa5 100644
--- a/requirements.overrides.txt
+++ b/requirements.overrides.txt
@@ -3,7 +3,7 @@
 transformers==4.57.3
 tokenizers==0.22.1
 scipy==1.16.3
-aiohttp==3.13.2
+aiohttp==3.13.3
 aiosqlite==0.22.0
 anyio==4.12.0
 datasets==4.4.1
@@ -12,4 +12,4 @@ pyarrow==22.0.0
 pillow==12.0.0
 faiss-cpu==1.12.0
 sqlalchemy==2.0.45
-setuptools==80.9
\ No newline at end of file
+setuptools==80.9