diff --git a/.tekton/lightspeed-stack-pull-request.yaml b/.tekton/lightspeed-stack-pull-request.yaml
index 3dbfd464..a979e690 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,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,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,lxml,markdown-it-py,mdurl,mpmath,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,tornado,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 f67ed428..20d8a23a 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,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,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,lxml,markdown-it-py,mdurl,mpmath,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,tornado,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 6bb25d33..8c1e8e20 100644
--- a/requirements-build.txt
+++ b/requirements-build.txt
@@ -20,6 +20,7 @@ flit-core==3.12.0
 hatch-fancy-pypi-readme==25.1.0
     # via
     #   jsonschema
+    #   llama-stack-client
     #   openai
 hatch-vcs==0.5.0
     # via
@@ -30,10 +31,12 @@ hatch-vcs==0.5.0
 hatchling==1.26.3
     # via
     #   hatch-fancy-pypi-readme
+    #   llama-stack-client
     #   openai
 hatchling==1.28.0
     # via
     #   a2a-sdk
+    #   einops
     #   filelock
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
@@ -53,7 +56,6 @@ maturin==1.10.2
     # via fastuuid
 packaging==26.0
     # via
-    #   dunamai
     #   hatchling
     #   setuptools-scm
     #   wheel
@@ -92,15 +94,17 @@ wheel==0.46.3
     # via
     #   authlib
     #   azure-identity
+    #   cachetools
     #   litellm
     #   pycparser
 
 # The following packages are considered to be unsafe in a requirements file:
-setuptools==80.10.1
+setuptools==80.10.2
     # via
     #   authlib
     #   azure-identity
     #   blobfile
+    #   cachetools
     #   calver
     #   certifi
     #   emoji
@@ -108,8 +112,10 @@ setuptools==80.10.1
     #   greenlet
     #   importlib-metadata
     #   llama-stack
+    #   llama-stack-api
     #   markupsafe
     #   maturin
+    #   multidict
     #   multiprocess
     #   pathspec
     #   pluggy
diff --git a/requirements.hashes.source.txt b/requirements.hashes.source.txt
index 5cdb2acd..a1e9ba0e 100644
--- a/requirements.hashes.source.txt
+++ b/requirements.hashes.source.txt
@@ -17,9 +17,15 @@ azure-identity==1.25.1 \
 blobfile==3.1.0 \
     --hash=sha256:2b4c5e766ebb7dfa20e4990cf6ec3d2106bdc91d632fb9377f170a234c5a5c6a \
     --hash=sha256:d45b6b1fa3b0920732314c23ddbdb4f494ca12f787c2b6eb6bba6faa51382671
+cachetools==6.2.5 \
+    --hash=sha256:6d8bfbba1ba94412fb9d9196c4da7a87e9d4928fffc5e93542965dca4740c77f \
+    --hash=sha256:db3ae5465e90befb7c74720dd9308d77a09b7cf13433570e07caa0845c30d5fe
 certifi==2026.1.4 \
     --hash=sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c \
     --hash=sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120
+einops==0.8.2 \
+    --hash=sha256:54058201ac7087911181bfec4af6091bb59380360f069276601256a76af08193 \
+    --hash=sha256:609da665570e5e265e27283aab09e7f279ade90c4f01bcfca111f3d3e13f2827
 email-validator==2.3.0 \
     --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4 \
     --hash=sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426
@@ -190,9 +196,15 @@ langdetect==1.0.9 \
 litellm==1.81.3 \
     --hash=sha256:3f60fd8b727587952ad3dd18b68f5fed538d6f43d15bb0356f4c3a11bccb2b92 \
     --hash=sha256:a7688b429a88abfdd02f2a8c3158ebb5385689cfb7f9d4ac1473d018b2047e1b
-llama-stack==0.3.5 \
-    --hash=sha256:4a0ce8014b17d14a06858251736f1170f12580fafc519daf75ee1df6c4fbf64b \
-    --hash=sha256:93097409c65108e429fc3dda2f246ef4e8d0b07314a32865e941680e537ec366
+llama-stack==0.4.2 \
+    --hash=sha256:38caaed133139c1de8c4ef2d352f562c98d7a2797f97f2e4558015762787b20e \
+    --hash=sha256:f4dbd043704d5e3b382a3fba690536b54baa58ae8ec27dae3ceba8ec7a377427
+llama-stack-api==0.4.2 \
+    --hash=sha256:5716a5ccb52e0234b65ba848a64f1cb00bab3f2a13023376dd0aa9860011eb3e \
+    --hash=sha256:62c9a1d10c9e41df6af9f7407c4f5d37823f67a2431cbe87877048981ccd74a0
+llama-stack-client==0.4.2 \
+    --hash=sha256:1277bf563531d9bc476e305f2d2bead9900986d426a2e32c9adf4b6a464804c3 \
+    --hash=sha256:d6e1c73391bdc3494fe1fa9ce7575a4749d13d111718e458e874ece544988729
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
     --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
@@ -292,6 +304,153 @@ msal==1.34.0 \
 msal-extensions==1.3.1 \
     --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca \
     --hash=sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4
+multidict==6.7.1 \
+    --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
+    --hash=sha256:03ede2a6ffbe8ef936b92cb4529f27f42be7f56afcdab5ab739cd5f27fb1cbf9 \
+    --hash=sha256:0458c978acd8e6ea53c81eefaddbbee9c6c5e591f41b3f5e8e194780fe026581 \
+    --hash=sha256:067343c68cd6612d375710f895337b3a98a033c94f14b9a99eff902f205424e2 \
+    --hash=sha256:08ccb2a6dc72009093ebe7f3f073e5ec5964cba9a706fa94b1a1484039b87941 \
+    --hash=sha256:0b38ebffd9be37c1170d33bc0f36f4f262e0a09bc1aac1c34c7aa51a7293f0b3 \
+    --hash=sha256:0b4c48648d7649c9335cf1927a8b87fa692de3dcb15faa676c6a6f1f1aabda43 \
+    --hash=sha256:0d17522c37d03e85c8098ec8431636309b2682cf12e58f4dbc76121fb50e4962 \
+    --hash=sha256:0e161ddf326db5577c3a4cc2d8648f81456e8a20d40415541587a71620d7a7d1 \
+    --hash=sha256:0e697826df7eb63418ee190fd06ce9f1803593bb4b9517d08c60d9b9a7f69d8f \
+    --hash=sha256:10ae39c9cfe6adedcdb764f5e8411d4a92b055e35573a2eaa88d3323289ef93c \
+    --hash=sha256:121a34e5bfa410cdf2c8c49716de160de3b1dbcd86b49656f5681e4543bcd1a8 \
+    --hash=sha256:128441d052254f42989ef98b7b6a6ecb1e6f708aa962c7984235316db59f50fa \
+    --hash=sha256:12fad252f8b267cc75b66e8fc51b3079604e8d43a75428ffe193cd9e2195dfd6 \
+    --hash=sha256:14525a5f61d7d0c94b368a42cff4c9a4e7ba2d52e2672a7b23d84dc86fb02b0c \
+    --hash=sha256:17207077e29342fdc2c9a82e4b306f1127bf1ea91f8b71e02d4798a70bb99991 \
+    --hash=sha256:17307b22c217b4cf05033dabefe68255a534d637c6c9b0cc8382718f87be4262 \
+    --hash=sha256:1b99af4d9eec0b49927b4402bcbb58dea89d3e0db8806a4086117019939ad3dd \
+    --hash=sha256:1d540e51b7e8e170174555edecddbd5538105443754539193e3e1061864d444d \
+    --hash=sha256:1e3a8bb24342a8201d178c3b4984c26ba81a577c80d4d525727427460a50c22d \
+    --hash=sha256:1fa6609d0364f4f6f58351b4659a1f3e0e898ba2a8c5cac04cb2c7bc556b0bc5 \
+    --hash=sha256:21f830fe223215dffd51f538e78c172ed7c7f60c9b96a2bf05c4848ad49921c3 \
+    --hash=sha256:233b398c29d3f1b9676b4b6f75c518a06fcb2ea0b925119fb2c1bc35c05e1601 \
+    --hash=sha256:24c0cf81544ca5e17cfcb6e482e7a82cd475925242b308b890c9452a074d4505 \
+    --hash=sha256:25167cc263257660290fba06b9318d2026e3c910be240a146e1f66dd114af2b0 \
+    --hash=sha256:253282d70d67885a15c8a7716f3a73edf2d635793ceda8173b9ecc21f2fb8292 \
+    --hash=sha256:273d23f4b40f3dce4d6c8a821c741a86dec62cded82e1175ba3d99be128147ed \
+    --hash=sha256:283ddac99f7ac25a4acadbf004cb5ae34480bbeb063520f70ce397b281859362 \
+    --hash=sha256:28ca5ce2fd9716631133d0e9a9b9a745ad7f60bac2bccafb56aa380fc0b6c511 \
+    --hash=sha256:2b41f5fed0ed563624f1c17630cb9941cf2309d4df00e494b551b5f3e3d67a23 \
+    --hash=sha256:2bbd113e0d4af5db41d5ebfe9ccaff89de2120578164f86a5d17d5a576d1e5b2 \
+    --hash=sha256:2e1425e2f99ec5bd36c15a01b690a1a2456209c5deed58f95469ffb46039ccbb \
+    --hash=sha256:2e2d2ed645ea29f31c4c7ea1552fcfd7cb7ba656e1eafd4134a6620c9f5fdd9e \
+    --hash=sha256:3758692429e4e32f1ba0df23219cd0b4fc0a52f476726fff9337d1a57676a582 \
+    --hash=sha256:38fb49540705369bab8484db0689d86c0a33a0a9f2c1b197f506b71b4b6c19b0 \
+    --hash=sha256:3943debf0fbb57bdde5901695c11094a9a36723e5c03875f87718ee15ca2f4d2 \
+    --hash=sha256:398c1478926eca669f2fd6a5856b6de9c0acf23a2cb59a14c0ba5844fa38077e \
+    --hash=sha256:3ab8b9d8b75aef9df299595d5388b14530839f6422333357af1339443cff777d \
+    --hash=sha256:3bd231490fa7217cc832528e1cd8752a96f0125ddd2b5749390f7c3ec8721b65 \
+    --hash=sha256:3d51ff4785d58d3f6c91bdbffcb5e1f7ddfda557727043aa20d20ec4f65e324a \
+    --hash=sha256:3fccb473e87eaa1382689053e4a4618e7ba7b9b9b8d6adf2027ee474597128cd \
+    --hash=sha256:401c5a650f3add2472d1d288c26deebc540f99e2fb83e9525007a74cd2116f1d \
+    --hash=sha256:41f2952231456154ee479651491e94118229844dd7226541788be783be2b5108 \
+    --hash=sha256:432feb25a1cb67fe82a9680b4d65fb542e4635cb3166cd9c01560651ad60f177 \
+    --hash=sha256:439cbebd499f92e9aa6793016a8acaa161dfa749ae86d20960189f5398a19144 \
+    --hash=sha256:4885cb0e817aef5d00a2e8451d4665c1808378dc27c2705f1bf4ef8505c0d2e5 \
+    --hash=sha256:497394b3239fc6f0e13a78a3e1b61296e72bf1c5f94b4c4eb80b265c37a131cd \
+    --hash=sha256:497bde6223c212ba11d462853cfa4f0ae6ef97465033e7dc9940cdb3ab5b48e5 \
+    --hash=sha256:4cfb48c6ea66c83bcaaf7e4dfa7ec1b6bbcf751b7db85a328902796dfde4c060 \
+    --hash=sha256:538cec1e18c067d0e6103aa9a74f9e832904c957adc260e61cd9d8cf0c3b3d37 \
+    --hash=sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56 \
+    --hash=sha256:563fe25c678aaba333d5399408f5ec3c383ca5b663e7f774dd179a520b8144df \
+    --hash=sha256:57b46b24b5d5ebcc978da4ec23a819a9402b4228b8a90d9c656422b4bdd8a963 \
+    --hash=sha256:5884a04f4ff56c6120f6ccf703bdeb8b5079d808ba604d4d53aec0d55dc33568 \
+    --hash=sha256:59bc83d3f66b41dac1e7460aac1d196edc70c9ba3094965c467715a70ecb46db \
+    --hash=sha256:5a37ca18e360377cfda1d62f5f382ff41f2b8c4ccb329ed974cc2e1643440118 \
+    --hash=sha256:5c4b9bfc148f5a91be9244d6264c53035c8a0dcd2f51f1c3c6e30e30ebaa1c84 \
+    --hash=sha256:5e01429a929600e7dab7b166062d9bb54a5eed752384c7384c968c2afab8f50f \
+    --hash=sha256:5fa6a95dfee63893d80a34758cd0e0c118a30b8dcb46372bf75106c591b77889 \
+    --hash=sha256:619e5a1ac57986dbfec9f0b301d865dddf763696435e2962f6d9cf2fdff2bb71 \
+    --hash=sha256:65573858d27cdeaca41893185677dc82395159aa28875a8867af66532d413a8f \
+    --hash=sha256:6704fa2b7453b2fb121740555fa1ee20cd98c4d011120caf4d2b8d4e7c76eec0 \
+    --hash=sha256:6aac4f16b472d5b7dc6f66a0d49dd57b0e0902090be16594dc9ebfd3d17c47e7 \
+    --hash=sha256:6b10359683bd8806a200fd2909e7c8ca3a7b24ec1d8132e483d58e791d881048 \
+    --hash=sha256:6b83cabdc375ffaaa15edd97eb7c0c672ad788e2687004990074d7d6c9b140c8 \
+    --hash=sha256:6d3bc717b6fe763b8be3f2bee2701d3c8eb1b2a8ae9f60910f1b2860c82b6c49 \
+    --hash=sha256:6f77ce314a29263e67adadc7e7c1bc699fcb3a305059ab973d038f87caa42ed0 \
+    --hash=sha256:749aa54f578f2e5f439538706a475aa844bfa8ef75854b1401e6e528e4937cf9 \
+    --hash=sha256:7a7e590ff876a3eaf1c02a4dfe0724b6e69a9e9de6d8f556816f29c496046e59 \
+    --hash=sha256:7dfb78d966b2c906ae1d28ccf6e6712a3cd04407ee5088cd276fe8cb42186190 \
+    --hash=sha256:7eee46ccb30ff48a1e35bb818cc90846c6be2b68240e42a78599166722cea709 \
+    --hash=sha256:7ff981b266af91d7b4b3793ca3382e53229088d193a85dfad6f5f4c27fc73e5d \
+    --hash=sha256:841189848ba629c3552035a6a7f5bf3b02eb304e9fea7492ca220a8eda6b0e5c \
+    --hash=sha256:844c5bca0b5444adb44a623fb0a1310c2f4cd41f402126bb269cd44c9b3f3e1e \
+    --hash=sha256:84e61e3af5463c19b67ced91f6c634effb89ef8bfc5ca0267f954451ed4bb6a2 \
+    --hash=sha256:8affcf1c98b82bc901702eb73b6947a1bfa170823c153fe8a47b5f5f02e48e40 \
+    --hash=sha256:8be1802715a8e892c784c0197c2ace276ea52702a0ede98b6310c8f255a5afb3 \
+    --hash=sha256:8f333ec9c5eb1b7105e3b84b53141e66ca05a19a605368c55450b6ba208cb9ee \
+    --hash=sha256:9004d8386d133b7e6135679424c91b0b854d2d164af6ea3f289f8f2761064609 \
+    --hash=sha256:90efbcf47dbe33dcf643a1e400d67d59abeac5db07dc3f27d6bdeae497a2198c \
+    --hash=sha256:935434b9853c7c112eee7ac891bc4cb86455aa631269ae35442cb316790c1445 \
+    --hash=sha256:93b1818e4a6e0930454f0f2af7dfce69307ca03cdcfb3739bf4d91241967b6c1 \
+    --hash=sha256:95922cee9a778659e91db6497596435777bd25ed116701a4c034f8e46544955a \
+    --hash=sha256:960c83bf01a95b12b08fd54324a4eb1d5b52c88932b5cba5d6e712bb3ed12eb5 \
+    --hash=sha256:97231140a50f5d447d3164f994b86a0bed7cd016e2682f8650d6a9158e14fd31 \
+    --hash=sha256:974e72a2474600827abaeda71af0c53d9ebbc3c2eb7da37b37d7829ae31232d8 \
+    --hash=sha256:97891f3b1b3ffbded884e2916cacf3c6fc87b66bb0dde46f7357404750559f33 \
+    --hash=sha256:98655c737850c064a65e006a3df7c997cd3b220be4ec8fe26215760b9697d4d7 \
+    --hash=sha256:98bc624954ec4d2c7cb074b8eefc2b5d0ce7d482e410df446414355d158fe4ca \
+    --hash=sha256:98c5787b0a0d9a41d9311eae44c3b76e6753def8d8870ab501320efe75a6a5f8 \
+    --hash=sha256:9b0d9b91d1aa44db9c1f1ecd0d9d2ae610b2f4f856448664e01a3b35899f3f92 \
+    --hash=sha256:9c90fed18bffc0189ba814749fdcc102b536e83a9f738a9003e569acd540a733 \
+    --hash=sha256:9d624335fd4fa1c08a53f8b4be7676ebde19cd092b3895c421045ca87895b429 \
+    --hash=sha256:9f9af11306994335398293f9958071019e3ab95e9a707dc1383a35613f6abcb9 \
+    --hash=sha256:a0543217a6a017692aa6ae5cc39adb75e587af0f3a82288b1492eb73dd6cc2a4 \
+    --hash=sha256:a088b62bd733e2ad12c50dad01b7d0166c30287c166e137433d3b410add807a6 \
+    --hash=sha256:a407f13c188f804c759fc6a9f88286a565c242a76b27626594c133b82883b5c2 \
+    --hash=sha256:a90f75c956e32891a4eda3639ce6dd86e87105271f43d43442a3aedf3cddf172 \
+    --hash=sha256:a9fc4caa29e2e6ae408d1c450ac8bf19892c5fca83ee634ecd88a53332c59981 \
+    --hash=sha256:aa23b001d968faef416ff70dc0f1ab045517b9b42a90edd3e9bcdb06479e31d5 \
+    --hash=sha256:ac1c665bad8b5d762f5f85ebe4d94130c26965f11de70c708c75671297c776de \
+    --hash=sha256:af959b9beeb66c822380f222f0e0a1889331597e81f1ded7f374f3ecb0fd6c52 \
+    --hash=sha256:b0fa96985700739c4c7853a43c0b3e169360d6855780021bfc6d0f1ce7c123e7 \
+    --hash=sha256:b26684587228afed0d50cf804cc71062cc9c1cdf55051c4c6345d372947b268c \
+    --hash=sha256:b4938326284c4f1224178a560987b6cf8b4d38458b113d9b8c1db1a836e640a2 \
+    --hash=sha256:b8c990b037d2fff2f4e33d3f21b9b531c5745b33a49a7d6dbe7a177266af44f6 \
+    --hash=sha256:ba0a9fb644d0c1a2194cf7ffb043bd852cea63a57f66fbd33959f7dae18517bf \
+    --hash=sha256:bb08271280173720e9fea9ede98e5231defcbad90f1624bea26f32ec8a956e2f \
+    --hash=sha256:bdbf9f3b332abd0cdb306e7c2113818ab1e922dc84b8f8fd06ec89ed2a19ab8b \
+    --hash=sha256:bfde23ef6ed9db7eaee6c37dcec08524cb43903c60b285b172b6c094711b3961 \
+    --hash=sha256:c0abd12629b0af3cf590982c0b413b1e7395cd4ec026f30986818ab95bfaa94a \
+    --hash=sha256:c102791b1c4f3ab36ce4101154549105a53dc828f016356b3e3bcae2e3a039d3 \
+    --hash=sha256:c3a32d23520ee37bf327d1e1a656fec76a2edd5c038bf43eddfa0572ec49c60b \
+    --hash=sha256:c524c6fb8fc342793708ab111c4dbc90ff9abd568de220432500e47e990c0358 \
+    --hash=sha256:c5f0c21549ab432b57dcc82130f388d84ad8179824cc3f223d5e7cfbfd4143f6 \
+    --hash=sha256:c6b3228e1d80af737b72925ce5fb4daf5a335e49cd7ab77ed7b9fdfbf58c526e \
+    --hash=sha256:c76c4bec1538375dad9d452d246ca5368ad6e1c9039dadcf007ae59c70619ea1 \
+    --hash=sha256:c9035dde0f916702850ef66460bc4239d89d08df4d02023a5926e7446724212c \
+    --hash=sha256:c93c3db7ea657dd4637d57e74ab73de31bccefe144d3d4ce370052035bc85fb5 \
+    --hash=sha256:cb2a55f408c3043e42b40cc8eecd575afa27b7e0b956dfb190de0f8499a57a53 \
+    --hash=sha256:cdea2e7b2456cfb6694fb113066fd0ec7ea4d67e3a35e1f4cbeea0b448bf5872 \
+    --hash=sha256:ce1bbd7d780bb5a0da032e095c951f7014d6b0a205f8318308140f1a6aba159e \
+    --hash=sha256:cf37cbe5ced48d417ba045aca1b21bafca67489452debcde94778a576666a1df \
+    --hash=sha256:d4f49cb5661344764e4c7c7973e92a47a59b8fc19b6523649ec9dc4960e58a03 \
+    --hash=sha256:d54ecf9f301853f2c5e802da559604b3e95bb7a3b01a9c295c6ee591b9882de8 \
+    --hash=sha256:d62b7f64ffde3b99d06b707a280db04fb3855b55f5a06df387236051d0668f4a \
+    --hash=sha256:d82dd730a95e6643802f4454b8fdecdf08667881a9c5670db85bc5a56693f122 \
+    --hash=sha256:da62917e6076f512daccfbbde27f46fed1c98fee202f0559adec8ee0de67f71a \
+    --hash=sha256:dd96c01a9dcd4889dcfcf9eb5544ca0c77603f239e3ffab0524ec17aea9a93ee \
+    --hash=sha256:df9f19c28adcb40b6aae30bbaa1478c389efd50c28d541d76760199fc1037c32 \
+    --hash=sha256:e1c5988359516095535c4301af38d8a8838534158f649c05dd1050222321bcb3 \
+    --hash=sha256:e628ef0e6859ffd8273c69412a2465c4be4a9517d07261b33334b5ec6f3c7489 \
+    --hash=sha256:e82d14e3c948952a1a85503817e038cba5905a3352de76b9a465075d072fba23 \
+    --hash=sha256:e954b24433c768ce78ab7929e84ccf3422e46deb45a4dc9f93438f8217fa2d34 \
+    --hash=sha256:eb0ce7b2a32d09892b3dd6cc44877a0d02a33241fafca5f25c8b6b62374f8b75 \
+    --hash=sha256:eb304767bca2bb92fb9c5bd33cedc95baee5bb5f6c88e63706533a1c06ad08c8 \
+    --hash=sha256:eb351f72c26dc9abe338ca7294661aa22969ad8ffe7ef7d5541d19f368dc854a \
+    --hash=sha256:ec6652a1bee61c53a3e5776b6049172c53b6aaba34f18c9ad04f82712bac623d \
+    --hash=sha256:f2a0a924d4c2e9afcd7ec64f9de35fcd96915149b2216e1cb2c10a56df483855 \
+    --hash=sha256:f33dc2a3abe9249ea5d8360f969ec7f4142e7ac45ee7014d8f8d5acddf178b7b \
+    --hash=sha256:f537b55778cd3cbee430abe3131255d3a78202e0f9ea7ffc6ada893a4bcaeea4 \
+    --hash=sha256:f5dd81c45b05518b9aa4da4aa74e1c93d715efa234fd3e8a179df611cc85e5f4 \
+    --hash=sha256:f99fe611c312b3c1c0ace793f92464d8cd263cc3b26b5721950d977b006b6c4d \
+    --hash=sha256:fa263a02f4f2dd2d11a7b1bb4362aa7cb1049f84a9235d31adf63f30143469a0 \
+    --hash=sha256:fc5907494fccf3e7d3f94f95c91d6336b092b5fc83811720fae5e2765890dfba \
+    --hash=sha256:fcee94dfbd638784645b066074b338bc9cc155d4b4bffa4adce1615c5a426c19
 multiprocess==0.70.18 \
     --hash=sha256:06b19433de0d02afe5869aec8931dd5c01d99074664f806c73896b0d9e527213 \
     --hash=sha256:0929ba95831adb938edbd5fb801ac45e705ecad9d100b3e653946b7716cb6bd3 \
@@ -595,6 +754,6 @@ urllib3==2.6.3 \
 uvicorn==0.40.0 \
     --hash=sha256:839676675e87e73694518b5574fd0f24c9d97b46bea16df7b8c05ea1a51071ea \
     --hash=sha256:c6c8f55bc8bf13eb6fa9ff87ad62308bbbc33d0b67f84293151efe87e0d5f2ee
-wcwidth==0.3.5 \
-    --hash=sha256:7c3463f312540cf21ddd527ea34f3ae95c057fa191aa7a9e043898d20d636e59 \
-    --hash=sha256:b0a0245130566939a24ab8432e625b38272fbc62ecbe5aecbdcb50b8f02ce993
+wcwidth==0.4.0 \
+    --hash=sha256:46478e02cf7149ba150fb93c39880623ee7e5181c64eda167b6a1de51b7a7ba1 \
+    --hash=sha256:8af2c81174b3aa17adf05058c543c267e4e5b6767a28e31a673a658c1d766783
diff --git a/requirements.hashes.wheel.txt b/requirements.hashes.wheel.txt
index ace6588a..2a3ede37 100644
--- a/requirements.hashes.wheel.txt
+++ b/requirements.hashes.wheel.txt
@@ -28,8 +28,6 @@ attrs==25.4.0 \
     --hash=sha256:06d555c93c3d6ca4286a4a10a7ab7e6a1a63f658d59496378491861c05db3637
 autoevals==0.0.130 \
     --hash=sha256:77c3931f17086ca12fe64b5561d417cae4292cd7b60fce368c6b4849b57def4f
-cachetools==6.2.4 \
-    --hash=sha256:72b3263c98fabe6ec234567d2c105e0e365b76baf070437646108af4d4581187
 cffi==2.0.0 \
     --hash=sha256:83b5372558fe6d1123e42dc556f916a7fe24276c3b20891adb46cb9a983aeea6 \
     --hash=sha256:ea05eba638d0d142ca2d897d001118dfaf40695ef814f41ec711ee2f76de6b12 \
@@ -56,8 +54,6 @@ dnspython==2.8.0 \
     --hash=sha256:74bf30b251bb9b896fcd8e124d8f96dad4d9a5fb90eae14a6d330c0f084bc410
 durationpy==0.10 \
     --hash=sha256:455a503b0c1f1cdd5cfb482462b34208b17d94e0992d5e3e417f4d804cc6273c
-einops==0.8.1 \
-    --hash=sha256:a3c93022a1fd3c0e492bbaf00ad7d29be3302edf85320b8e088010f13e7aaf37
 faiss-cpu==1.12.0 \
     --hash=sha256:45b9c17e4900c677b9af436f78a2c7b3ae1313dbbfef9c5f5344d0a0b1a61396 \
     --hash=sha256:5e0be39243927706257e57af677aea07e15c80a40634e9909db52457b6d8b652
@@ -101,8 +97,6 @@ joblib==1.5.3 \
     --hash=sha256:3d92208ddfd97c6041ea1a71e89a7d24d145e3dfc48076397a50776df9b3f0e4
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:6dd96a9b7b6fc38afd50e0bd85f741036d63e69497df508d22295653c61b8320
-llama-stack-client==0.3.5 \
-    --hash=sha256:94a123f7272b220e689de1e35d8aa5904df553cfae8daa29dff9627903b5583c
 lxml==6.0.2 \
     --hash=sha256:24b30860c922d98d63395514957a9a13a171c59aed72a4de97190e39eb1e7d6e \
     --hash=sha256:4c6c1194bbdaba3a57b0cc34f0e665d5be4d2ebe9e263ec64c0034b746b9f112 \
@@ -114,11 +108,6 @@ mdurl==0.1.2 \
     --hash=sha256:60eff0e2c89631c4155af89af07f0d1b7256b9553aaa690afce362e6f29d48fd
 mpmath==1.3.0 \
     --hash=sha256:63179b03dd0b1a00b397cb6c7dbe1a2744e79fe402e9a24804094024d374b6f7
-multidict==6.7.0 \
-    --hash=sha256:12aa7167bd697104735a8da1c2976ddde1b4443aef44e9d153f9bcc2eaff4ca1 \
-    --hash=sha256:58ef329efeb8b22cc65301b69549d998e2eaafe52815601ad5e6723f160f811e \
-    --hash=sha256:60ed1a614836376baff30d6ea786b94279e90c8837722d6d6b44a31b966b3928 \
-    --hash=sha256:d5c560534de56a981bb5f0feb4069c1e14ebb42d9b00f55f35ad4d7f35bcb3c7
 networkx==3.6.1 \
     --hash=sha256:20088772c8c92d9d003a3da51821f4c28ba9f24ef05c3a5832dd21ccb88e50dc
 nltk==3.9.2 \
@@ -278,6 +267,11 @@ torch==2.9.0 \
     --hash=sha256:dbef52f7f4824242a9cd9aff2ebd7e6c87744b5a40048cbb2e3854361ec727fd \
     --hash=sha256:dc7f92d02376a8b72f621f557de11b718317b66a66757a841eca3014ea76ba15 \
     --hash=sha256:e4a8566ebb65778637c891edd485f1436115fbc9423f3987c007be501b1a7a31
+tornado==6.5.4 \
+    --hash=sha256:427a52d991e5d6bb8e5ed6e82cf9d6be878ef2bf55d389177b369b200d7706ba \
+    --hash=sha256:91a7119280c0c1424b107e725ae0ace234323d057220647e84e17156fe1d8acd \
+    --hash=sha256:cac9ee0f7c9664b7d3736fa6cd93e752c583161a929fc2a4abc3a014192ac2f5 \
+    --hash=sha256:d59e284efd19f3cad7ee1a1188d2fc7bb483253fd08bc3e9c034f063414a7037
 tqdm==4.67.1 \
     --hash=sha256:1cdccba6e6e9ca388c44f874f4983c32fa9d8b314f8571e4e5231e0cc412eb3d
 transformers==4.57.3 \