diff --git a/.konflux/build-args-konflux.conf b/.konflux/build-args-konflux.conf
index 18b2697ee..a8274f0da 100644
--- a/.konflux/build-args-konflux.conf
+++ b/.konflux/build-args-konflux.conf
@@ -1,4 +1,4 @@
-BUILDER_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.2
+BUILDER_BASE_IMAGE=quay.io/aipcc/base-images/cpu:3.5.0-1782914735
 BUILDER_DNF_COMMAND=dnf
-RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.2
+RUNTIME_BASE_IMAGE=quay.io/aipcc/base-images/cpu:3.5.0-1782914735
 RUNTIME_DNF_COMMAND=dnf
diff --git a/.konflux/profiles.toml b/.konflux/profiles.toml
new file mode 100644
index 000000000..08cb82147
--- /dev/null
+++ b/.konflux/profiles.toml
@@ -0,0 +1,12 @@
+[common]
+python_version = "3.12"
+platforms = ["x86_64", "aarch64"]
+bootstrap_packages = ["maturin"]
+
+[profiles.cpu]
+rhoai_index_url = "https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.5/cpu-ubi9/simple/"
+output_suffix = ""
+tekton_files = [
+    ".tekton/lightspeed-stack-0-7-pull-request.yaml",
+    ".tekton/lightspeed-stack-0-7-push.yaml",
+]
diff --git a/.konflux/pypi_wheel_only.txt b/.konflux/pypi_wheel_only.txt
new file mode 100644
index 000000000..c23de23ec
--- /dev/null
+++ b/.konflux/pypi_wheel_only.txt
@@ -0,0 +1,5 @@
+# Packages where PyPI has an sdist but it cannot be built reliably.
+# Rust/C++ bootstrap, binary-only distributions, CUDA stack.
+#
+# Pure-Python packages whose build backends pull in C-extension deps
+# (e.g. jinja2→markupsafe) that conflict with RHOAI-rebuilt wheels.
diff --git a/.konflux/requirements-build.txt b/.konflux/requirements-build.txt
index 56c93f10e..aa2a644ba 100644
--- a/.konflux/requirements-build.txt
+++ b/.konflux/requirements-build.txt
@@ -1,171 +1,43 @@
 #
-# This file is autogenerated by pip-compile with Python 3.13
+# This file is autogenerated by pip-compile with Python 3.12
 # by the following command:
 #
-#    pybuild-deps compile --output-file=requirements-build.txt requirements.source.txt
+#    pybuild-deps compile --output-file=.konflux/requirements-build.txt .konflux/_tmp_sdist_list.txt
 #
 calver==2025.10.20
     # via trove-classifiers
-cython==3.2.4
-    # via oracledb
-dunamai==1.26.1
-    # via uv-dynamic-versioning
 flit-core==3.12.0
     # via
-    #   click
-    #   jinja2
     #   packaging
     #   pathspec
-    #   pypdf
     #   wheel
 hatch-fancy-pypi-readme==25.1.0
-    # via
-    #   attrs
-    #   llama-stack-client
-    #   openai
-hatch-vcs==0.5.0
-    # via
-    #   attrs
-    #   chardet
-    #   filelock
+    # via llama-stack-client
 hatchling==1.26.3
     # via
     #   hatch-fancy-pypi-readme
     #   llama-stack-client
-    #   openai
-hatchling==1.29.0
+hatchling==1.31.0
     # via
-    #   a2a-sdk
-    #   attrs
-    #   chardet
-    #   filelock
     #   hatch-fancy-pypi-readme
-    #   hatch-vcs
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-distro
-    #   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
-    #   pydantic-settings
-    #   pygments
+    #   pydantic-ai-skills
     #   pythainlp
-    #   python-multipart
-    #   starlette
-    #   uv-dynamic-versioning
-    #   uvicorn
-    #   wcwidth
-jinja2==3.1.6
-    # via uv-dynamic-versioning
-markupsafe==3.0.3
-    # via jinja2
-maturin==1.10.2
-    # via fastuuid
-packaging==26.0
-    # via
-    #   dunamai
-    #   hatchling
-    #   setuptools-scm
-    #   vcs-versioning
-    #   wheel
-pathspec==1.0.4
+pathspec==1.1.1
     # via hatchling
-pdm-backend==2.4.8
-    # via fastapi
-pkgconfig==1.6.0
-    # via aiohttp
 pluggy==1.6.0
     # via hatchling
-poetry-core==2.3.2
-    # via
-    #   dunamai
-    #   litellm
-    #   pkgconfig
-    #   rich
-    #   tomlkit
-semantic-version==2.10.0
-    # via setuptools-rust
-setuptools-rust==1.12.1
-    # via maturin
-setuptools-scm==10.0.5
+setuptools-scm==10.2.0
     # via
-    #   hatch-vcs
     #   llama-stack
     #   llama-stack-api
     #   pluggy
-    #   setuptools-rust
-    #   tenacity
-tomlkit==0.14.0
-    # via uv-dynamic-versioning
-trove-classifiers==2026.1.14.14
+trove-classifiers==2026.6.1.19
     # via hatchling
-uv-dynamic-versioning==0.14.0
-    # via
-    #   a2a-sdk
-    #   mcp
-vcs-versioning==1.1.1
+vcs-versioning==2.2.2
     # via setuptools-scm
-wheel==0.46.3
-    # via
-    #   authlib
-    #   azure-core
-    #   azure-identity
-    #   cachetools
-    #   litellm
-    #   oracledb
-    #   sentence-transformers
-    #   tornado
-    #   tzdata
+wheel==0.47.0
+    # via oci
 
 # The following packages are considered to be unsafe in a requirements file:
-setuptools==82.0.1
-    # via
-    #   aiohttp
-    #   authlib
-    #   azure-core
-    #   azure-identity
-    #   blobfile
-    #   cachetools
-    #   calver
-    #   certifi
-    #   charset-normalizer
-    #   emoji
-    #   google-api-core
-    #   google-cloud-bigquery
-    #   googleapis-common-protos
-    #   greenlet
-    #   grpc-google-iam-v1
-    #   joserfc
-    #   llama-stack
-    #   llama-stack-api
-    #   markupsafe
-    #   maturin
-    #   multiprocess
-    #   oracledb
-    #   pathspec
-    #   pluggy
-    #   polyleven
-    #   proto-plus
-    #   psutil
-    #   pyasn1
-    #   pycryptodomex
-    #   pyjwt
-    #   python-dotenv
-    #   regex
-    #   requests
-    #   semver
-    #   sentence-transformers
-    #   setuptools-rust
-    #   setuptools-scm
-    #   sse-starlette
-    #   tenacity
-    #   tornado
-    #   trl
-    #   trove-classifiers
-    #   tzdata
-    #   vcs-versioning
\ No newline at end of file
+setuptools==78.1.1
+    # via oci
diff --git a/.konflux/requirements.hashes.source.txt b/.konflux/requirements.hashes.source.txt
index d7eb66756..ddf3f6475 100644
--- a/.konflux/requirements.hashes.source.txt
+++ b/.konflux/requirements.hashes.source.txt
@@ -1,550 +1,124 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.source.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
 --index-url https://pypi.org/simple
-
-a2a-sdk==0.3.26 \
-    --hash=sha256:44068e2d037afbb07ab899267439e9bc7eaa7ac2af94f1e8b239933c993ad52d \
-    --hash=sha256:754e0573f6d33b225c1d8d51f640efa69cbbed7bdfb06ce9c3540ea9f58d4a91
-accelerate==1.13.0 \
-    --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
-    --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
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-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
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-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
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-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
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-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
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+    --hash=sha256:cb2b963c42128b38872e9ed63f04a73ce1ff89a1dfad7ea38add6fe6296497b8 \
+    --hash=sha256:cdd5e576fee5d255c1e68a4dae4420f21e57e6f05900b38d5ae47c713fc3330d \
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+    --hash=sha256:d2a051f296e6e92e13efee3b41db388931cdb4a2800656cd1ed1d9fe4f13a086 \
+    --hash=sha256:d698eec444b18e296a104d0b9bb6c596c38bdcb79d24eba49604636e9d747305 \
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+    --hash=sha256:e07cf10ef852d219d179333fd706d1c415626f1f05e60bd75acf0143a4d8b225 \
+    --hash=sha256:e436d9044bbd51936f7aeb8b322543c516bf22371a17970a370a10af1661fa54 \
+    --hash=sha256:e80114dd7f462297e54d5da1b9ff472e5249c5a2b406aa51c371bb0edcbf76bd \
+    --hash=sha256:e89d51c90f6730b67b12c97d49099ba18d0fdce18541fab94d2be95d1c939adb \
+    --hash=sha256:eabefe7a6fb5dfc6318fb35f4d98893baef17ebda9b311498e870526d32168e7 \
+    --hash=sha256:edefc0e46f3c37372183f70338e5bdee42f6789b62fcd36ec53aa933e9dfbeaf \
+    --hash=sha256:eee2a43b663feb6c79a6c1c6e5eae339c2b72cfac31ee54ec0209fa736cf7ee5 \
+    --hash=sha256:eff485526172cee7e6d1fa9c23913f92c7d38ab05674b0b578767c7b693faf5d \
+    --hash=sha256:f4333e62b7844dfde112dbb8489fd2970358eddc3310db21e943a9f6994df749 \
+    --hash=sha256:f4a400ac3c69a32e180d8753fd7ec7bccb80ade7ab0812855dce8a208e72495f \
+    --hash=sha256:f7186d098bfd2cff25eac6880b7c7ad80431b90610036131c1c7dd0eab42a332 \
+    --hash=sha256:f7786d219a1a1bf27d0aa1869821d11a6f8e90415cfffc1e37791690d4a848a1 \
+    --hash=sha256:f7d1c4e761fe42bf856130daf8b2658df33fe0ced3c43dadafdfeaa42b57b950 \
+    --hash=sha256:f91b144a21eef834d64178e01982bb9179c354b3e9e5f4c803b0e5096384968c \
+    --hash=sha256:fb9424ec1a8ca54763155a703e763bcede82e6569fe94762614bb2de1412d4e1 \
+    --hash=sha256:fedde1e53507d0ede1980e8109442edd108c04ab100abcd5145c274820dacd4f
+google-cloud-aiplatform==1.160.0 \
+    --hash=sha256:186a8db5099eda0e3cd3ecc73a4716d48c82fa1f00501582eacd541a6aa60534 \
+    --hash=sha256:4886e035b5baad3fe52adcec1c9a9f8312b5c42d7dfed8e13b420d59e6f3b82a
+google-cloud-bigquery==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
+google-cloud-resource-manager==1.18.0 \
+    --hash=sha256:69bab144acd75878ebe44b720903dc3d140cb7d3be3261eaa8bc81e48afaff33 \
+    --hash=sha256:db689f800a14c66d041196a7fbb8bb8aae8dc87f28c2929e101a5ec766b15512
 llama-stack==0.6.0 \
     --hash=sha256:b804830664dc91e54c7225a7a081cb1874c48fc18573569c19fac4a9397e8076 \
     --hash=sha256:d92711791633f5505a4473ffba3f3e26acb700716fddab5aec419d99e614c802
@@ -554,555 +128,12 @@ llama-stack-api==0.6.0 \
 llama-stack-client==0.6.0 \
     --hash=sha256:3290aac36dcafbd1bc0baaf995522e2037f57056672b5a1516af112a4210f3ea \
     --hash=sha256:7e514a6ffd92f237aceb062dadc4db44e24a3cd9c4ea35e25173d1e0739beb8e
-markupsafe==3.0.3 \
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-msal-extensions==1.3.1 \
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-nltk==3.9.4 \
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-oci==2.170.0 \
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-opentelemetry-api==1.42.1 \
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-opentelemetry-distro==0.63b1 \
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-    --hash=sha256:f435098abc7953f58226e8bf79e4c90bc6b32e50aa75d6fa074201db8243b577
-opentelemetry-exporter-otlp==1.42.1 \
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-    --hash=sha256:aedd54545bb0587cd45210abdc8be545af9c01413f3307786e276df1e3c83bee
-opentelemetry-exporter-otlp-proto-common==1.42.1 \
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-    --hash=sha256:d6b8a143aca6c39b446ea8092cde25cc8fe9304d4f5fecfbc1a9dbb0282703c2 \
-    --hash=sha256:d726ca3f0d76969bf1e8e477d160d3d666bbf999f6860bd314889e5345782046 \
-    --hash=sha256:d7bdc0ab8f3dd7e1b4f9ab88634e13374669db86bb3c72e8292f07ae313f539f \
-    --hash=sha256:daff2bdbaf1d23e52fdff7c0b7bc2048b68f978df6a4d107ac981f94caef2e66 \
-    --hash=sha256:dd2810d22146b6d838acc5ec15602cb6b47920aa4e33015df3868eedfd20bab8 \
-    --hash=sha256:ddda5340e6c01a293027dd46232fa79eaff1b48058ce7a98f572b6445b088041 \
-    --hash=sha256:dea2e88e1cce4522496cce630e11e67b98b7076620bc4336c3f674bc21a375f4 \
-    --hash=sha256:debb893095e944091c16e641a6e33c1b0f4cb61ab945ec5afbf53ce7068834d8 \
-    --hash=sha256:dfbe4579b9f08036aa7d101d1835437a20783574ac66327e6b29b4018a138081 \
-    --hash=sha256:e1d93bf647916292e8edcec150c07ddf3dc50179ccaf770c04a7f9e452155372 \
-    --hash=sha256:e82db382b44d0111b22601c509c89f64434816c9e0eef9d1989cda8cc6ff1c04 \
-    --hash=sha256:ea9c8ecfa1b73c73b626534d6626e5340d429630943672b8480724f44e84b962 \
-    --hash=sha256:ead4b163ac30a29574510cd4b3e2e985ac5290c05fc7095557d6a5f403fc31b5 \
-    --hash=sha256:ecd353045824e4477562a2ac718c25799cdaaa41f7aa925a806a8a3e6848a5b9 \
-    --hash=sha256:ed2c9e8068b614c574d8d30e543d617cf5379b0535d46f97ef00e904745a08b5 \
-    --hash=sha256:ed457d8e98ae812ed7732bef7bf78de78e834eae0372a74e23ca90ef21d910f9 \
-    --hash=sha256:ef31cbfe458e21c6122ba8150ff060e0c7789ed0d26eb423f25472584920b555 \
-    --hash=sha256:f079e50a0d3cc3cd5091fa9ff45869a2e6b2cd35895731edafb0327901a8d86d \
-    --hash=sha256:f3844f134e834076677dd369976e9f5068679fcb8e50102fdf6b7ac96a3ec127 \
-    --hash=sha256:f7a7c26137296beba7784de6eba69c6a93a63ccebc385e4962fe67e267a91225 \
-    --hash=sha256:fa411799ca8da32a8d38d020a88faa5b6f91657d284761352940ecf9f7c3bbdd \
-    --hash=sha256:fd03c4f0e33280d15cae17159b899245d6b7c53d21def19b263b39655061f5ce \
-    --hash=sha256:fd190e88a895a8901325fad284a3f74ea52b1da8525b76cc811fa9b1edf0ce2b \
-    --hash=sha256:ff8d372ac2acdc048d1c19916f27ee61bc5722728458ba6ca5052f2c72d51763
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
-rich==15.0.0 \
-    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
-    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
-semver==3.0.4 \
-    --hash=sha256:9c824d87ba7f7ab4a1890799cec8596f15c1241cb473404ea1cb0c55e4b04746 \
-    --hash=sha256:afc7d8c584a5ed0a11033af086e8af226a9c0b206f313e0301f8dd7b6b589602
-sentence-transformers==5.4.1 \
-    --hash=sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc \
-    --hash=sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790
-sentry-sdk==2.59.0 \
-    --hash=sha256:abcf65ee9a9d9cdebf9ad369782408ecca9c1c792686ef06ba34f5ab233527fe \
-    --hash=sha256:cd265808ef8bf3f3edf69b527c0a0b2b6b1322762679e55b8987db2e9584aec1
-sse-starlette==3.4.2 \
-    --hash=sha256:2f9a7f51ed84395a0427fb9f66cb1ec11f7899d977a72cbc9070b962a2e14489 \
-    --hash=sha256:6ea5d35b7ce979a3de5a0db5f77fe886b1616e4b3e1ad93fba502bd9b5fb662f
-starlette==1.3.1 \
-    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
-    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
-tenacity==9.1.4 \
-    --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55 \
-    --hash=sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a
-tornado==6.5.7 \
-    --hash=sha256:148b2eb15c2c765a50796172c1e499649b35f30d2e3c3d3e15913cfa56bfb163 \
-    --hash=sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2 \
-    --hash=sha256:7778b30bef919231265e91c69963ce0f49a1e9c07ac900bbe75b19ce2575ba92 \
-    --hash=sha256:8a46347a18f23fb92b396beebe0fb78f61dda0cc302445202c16203d8a18848b \
-    --hash=sha256:8d759e71906ee783f8867b93bf26a265743da4c1e2f4a018464c1ba019862972 \
-    --hash=sha256:9da38de27f1da3b78a966f0dae12b5a1ea9afe72ca805d84ff06508272ddf100 \
-    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4 \
-    --hash=sha256:e726f0c75da7726eec023aa62751ff8878bd2737e34fbdd33b1ae5897d2200f5 \
-    --hash=sha256:f8de3bf12d3efdd0cbe7c8887868198f8a91415e3f29fcf258d9b8eb7b1d9ae4 \
-    --hash=sha256:ff934fce95643af5f11efdae618eaa73d469dc588641e5c8d19295a0c65c4796
-trl==1.0.0 \
-    --hash=sha256:529f447b77007c8d181a3cf3d8b1b6427888cac9ee1e6d583bd0dbda78165ed4 \
-    --hash=sha256:c45700cb6aa8723e5db1dd8773297f642715accab1ca7754b56e6d50a37dfb1d
-tzdata==2026.1 \
-    --hash=sha256:4b1d2be7ac37ceafd7327b961aa3a54e467efbdb563a23655fbfe0d39cfc42a9 \
-    --hash=sha256:67658a1903c75917309e753fdc349ac0efd8c27db7a0cb406a25be4840f87f98
-urllib3==2.7.0 \
-    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
-    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
-uvicorn==0.44.0 \
-    --hash=sha256:6c942071b68f07e178264b9152f1f16dfac5da85880c4ce06366a96d70d4f31e \
-    --hash=sha256:ce937c99a2cc70279556967274414c087888e8cec9f9c94644dfca11bd3ced89
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
diff --git a/.konflux/requirements.hashes.wheel.pypi.txt b/.konflux/requirements.hashes.wheel.pypi.txt
new file mode 100644
index 000000000..c1d470df5
--- /dev/null
+++ b/.konflux/requirements.hashes.wheel.pypi.txt
@@ -0,0 +1 @@
+--index-url https://pypi.org/simple
diff --git a/.konflux/requirements.hashes.wheel.txt b/.konflux/requirements.hashes.wheel.txt
index 02ae2f70f..6772093ef 100644
--- a/.konflux/requirements.hashes.wheel.txt
+++ b/.konflux/requirements.hashes.wheel.txt
@@ -1,257 +1,441 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.txt --refresh --generate-hashes --index-url https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/ --python-version 3.12 --emit-index-url --no-deps --no-annotate --universal
---index-url https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
-
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:eff0885546faac493fa18997b9e5158ea7a56a36ee3222b744bab31808e3f3f8
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.5/cpu-ubi9/simple/
+a2a-sdk==0.3.26 \
+    --hash=sha256:22b23f90110fb4236950bed1890b9111b2954646541cda2da43d76e865966c50
+accelerate==1.14.0 \
+    --hash=sha256:d39aacabf33ce9a0f9313e5d085752b1232db66a7dcdbd5a8cc0a64a86e8cd9d
+aiofile==3.11.1 \
+    --hash=sha256:96b875f67beb10675a0b2bd672a9387c20b1373dfd50ecd86137fc242f1e8c78
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:148c42ea64254eff51702e3643744a5d29e19f1cc7f1adcfb2289d7ac711ae80
+aiohttp==3.14.1 \
+    --hash=sha256:c958019fc4a4a4536be8308b5efdebb7b31b51dbcf9cc651e16d782ec404d372 \
+    --hash=sha256:f3c686257c0297a912e82e2582f6587b922f1e7b1e3ff0a2d3d3fb7093db545e
 aiosignal==1.4.0 \
-    --hash=sha256:9d5af4742d4552e8a3f2fbd48237e07cab578e7175af2f952c420d2e98b731f0
+    --hash=sha256:f67c1242810c1da35afc04f8fe6057d1f133fa581d32ecc4c841d08134436218
 aiosqlite==0.22.1 \
-    --hash=sha256:2e85580d41e992ed45e1aafce66ac4c23b7bd7cf842dc5209a39b95c11497115
+    --hash=sha256:a624d7e69308a90e94e2598ff0e12c0b15e0e2041ae123eb1dc30a347b785944
 annotated-doc==0.0.4 \
-    --hash=sha256:cf904ba25da8611ae3274f2af1d6e82275e452113f7774505e723a21957c10d6
+    --hash=sha256:1ecb2803f2d35e57ba03d74245d9ece70ffce1552a51d1ab1d2b439d791e5086
 annotated-types==0.7.0 \
-    --hash=sha256:fcdc578cef2d4fd8770abc0ceb0241c68c992698aa7a5f945ce67651dd585cfb
-anyio==4.12.1 \
-    --hash=sha256:e18da418b6421e6735231319ea8ae4262f68b52b8dbcb4699a7a14f89cfb2b15
+    --hash=sha256:d31d6f386f3ecd6cdca12274844b969c3f9c90d15ebef7774f2eb34857108758
+anthropic==0.116.0 \
+    --hash=sha256:8af9fbd8d932a213df08c5133995f02243ca6942703bae186c31f1d370dde25c
+anyio==4.14.1 \
+    --hash=sha256:7b1919965ee5094a3cf8b0c371749b59b5835293055e51ab23a4a45bca1d3fab
+argcomplete==3.7.0 \
+    --hash=sha256:5cc89c09cbdd234b8bef7fcf3576221b903aad46acd66e34387e32c9000f4963
 asyncpg==0.31.0 \
-    --hash=sha256:30b9415c515d7aeeb78a2973398c110b021bbc8c4b664a50309c8a7a59f850e6 \
-    --hash=sha256:d5fcd8eb91e0624dbbd391062d529ec24ac41e0665c6aa4df719f6682856b318 \
-    --hash=sha256:fb62c7c0a0ecf71ebb9ba83bd67965dd8c8349c1fdb12225b4f76c11f04dcc46
+    --hash=sha256:5eb2938e073f59b4ea452cfb52002d3fd288b77682d7f9522ca5acba9c00e287 \
+    --hash=sha256:a6052510af2949ab09b3fa4d49e8c060d6cac880c97a483597a83c9bfd1789a7
+attrs==26.1.0 \
+    --hash=sha256:72a7cd6c5cd0ba459eec87d0cff40ba06839196b8355a01450ea1db9f6ab6a3d
+authlib==1.7.2 \
+    --hash=sha256:afaa07fae358e613678f4f4e8f99b8a78a1e802932df69e4d13a66d4f2cca3ca
+autoevals==0.3.0 \
+    --hash=sha256:5954c2f4f0c361643f5265e69093ca37c2fe4480ab2bd853512c896c4e509696
+azure-core==1.41.0 \
+    --hash=sha256:c48efb0ab2d42215cfb53cb348d5fe4a1edbf90d6da90c1a2060b665dfd956a4
+azure-identity==1.25.3 \
+    --hash=sha256:ddb57aa5e631f75dfad74a87841dc1b6ba48f0c4f128cd82f493de456229e344
+beartype==0.22.9 \
+    --hash=sha256:7e0e03f04547689224dd1fb5471f9f0080426e8227b34a6d7d1eefd4c190a6a6
+cachetools==7.1.4 \
+    --hash=sha256:2c532448490746cb5330504ca9b4e301367de61e7352e630c8d0ccffba800f3a
+caio==0.9.25 \
+    --hash=sha256:398a28bb0d40bceb34e32097e86c2b5ceb9361a0ae95e8f86ee02dd042f717d8 \
+    --hash=sha256:a5d2008d627a56a308b94755770e1e716117826d932141e6b85ef6d79ad6257f
+certifi==2026.6.17 \
+    --hash=sha256:36a32caf926900a4f112e18621636a19ce6474c5b2aeb148588147d2633ec530
 cffi==2.0.0 \
-    --hash=sha256:257e90f733c1a33b9f5ade4a4f47db6a3984de5c2d2654848feca129888ff9d5 \
-    --hash=sha256:34cf2187e399eb7baaa20488d0b78ab20be91060ef9ac531685f37478ca1a12a \
-    --hash=sha256:e39d7009b1872abbd91bb17057b48fe24057a1026a20ab06b672fbdd4721d789 \
-    --hash=sha256:ffe747cf5e265169ad5bd64b4359368f74e445cf8ea3cfe99045450554fb4e13
+    --hash=sha256:400ea3a9004c2d47638dbefec51ef0775667a48bde8a53e741dd8ad63af54795 \
+    --hash=sha256:a01703f2ae468ea980f4d5917f6fb193dfee5f4cbdf270c9e70435da5ef87847
+chardet==7.4.3 \
+    --hash=sha256:9600f3b34b9e00a5ffafdec6da3ce8803de28d66cd0a481a56a88394c17ed25b
+charset-normalizer==3.4.7 \
+    --hash=sha256:29d94e888271160a8b8c2a465d62777b7f0c2a5c056a57b1c47dc60765eea275
 chevron==0.14.0 \
-    --hash=sha256:215f5e3e7ac75d150eadfc0f8c651b3815dc36813e122484b1ed68e142e5adfb
-click==8.1.8 \
-    --hash=sha256:11fa3d5230fee43910d853098461cbb0d9d3f59b70c63629bf237101ada5ee0f
-cryptography==46.0.7 \
-    --hash=sha256:0ab2a8e458e087bc69b372b28142bcd6075a00b5a243af5929859dc4bccfaebf \
-    --hash=sha256:537fe5301361498d49fef0b7d36d1153bcf6abc81ff993a29c85bb55040e96c7 \
-    --hash=sha256:6c984b35f55539b0c2cbb6e09ac5f20e91dcaead8817f1c842af969a1e5f17c7 \
-    --hash=sha256:98e8d65c1c97595b0b21ff737b69f3be2cd92f8e437b999c4c38220d376f2e66
+    --hash=sha256:4cbb3abb3803127a24947e075384f21bde2e00d43b8b8026f4ba9af7f866a423
+click==8.4.2 \
+    --hash=sha256:368d4af9976de9fc5efc4d8a26c64d23c187c21a2eba9336254832d466dd6198
+cryptography==49.0.0 \
+    --hash=sha256:272f6cf35bd11146fb7182ed94b7123b9547174e944a0ec41fb547d1ad363982 \
+    --hash=sha256:44e7dda87cce4e64a4eada2469ade616471772ee8203d7331967ef7ba2fee2bd
+datasets==5.0.0 \
+    --hash=sha256:0fbc08ef020b03a22d91ad38b3b22091a1e18c1335f2963d357ea540bfb032e7
 dill==0.4.1 \
-    --hash=sha256:ae5bdc0f88e3a7998df6170245749d3e717f20a42cb982b080f8a98285a5cd8e
+    --hash=sha256:8aa45e639751fc9610ff6aa53229cd95c66142cb2372fa4b530985c0d6a445ce
 distro==1.9.0 \
-    --hash=sha256:14a63983246dce4a649b0994f909f6e225197c0adb86f68f4be1252309a5c603
+    --hash=sha256:e76c1bcd413a800244e5719cda5e981e6890b1f9ac2e6d7d8bb4e6e9fcb1299e
 dnspython==2.8.0 \
-    --hash=sha256:a7e8d88ef436501e0c667ff4e7251f20297a0c705b83060868bcb259f9f3f41e
-docstring-parser==0.17.0 \
-    --hash=sha256:21e00984db7761fc91c701857ce566595ca7b65285f469c8da888b509a9ac714
+    --hash=sha256:eebc57dce77a8daa02b3b4b9d3bc6866d233a8371468afd223008593fa66fd06
+docstring-parser==0.18.0 \
+    --hash=sha256:99af886f2018766522dbfcfbd80dde97b776b4b407d7d298d5d17dcd502a4f7a
 durationpy==0.10 \
-    --hash=sha256:c0a086dd504baa2364a2da2de6d2bd15b2eca7971c66da3c2695006bebfe93dc
+    --hash=sha256:7f09ea3ef8ceecbade4314c9dd1e9269e77bde08f3569802ae1606d6f6775efa
 einops==0.8.2 \
-    --hash=sha256:83fed57f4f0858060494b9e7b32f3d08904225b3f1a1a3bc2a47d43bdf72757e
+    --hash=sha256:8d6101bd5244fcdee471aaf8cd8bfc6be8644cbdfea35e49f5e55e37a077b552
 email-validator==2.3.0 \
-    --hash=sha256:3b8ed50b89b305b8e8f5a99e3f7c80e65da28e9c19dff90f4f6d9e5c72f8c081
+    --hash=sha256:3a24b390101b5d35b50461ac646e35d6e2ffe821a1b8cdc3390747921a83e428
+emoji==2.15.0 \
+    --hash=sha256:54522da6c1c74d61d2dea799cc59ad26dc64aa5395c500c5c2d5d37ee4e384c3
+exceptiongroup==1.3.1 \
+    --hash=sha256:906c71ed713d6910466bf1833f43b2eb19eab31947bfbfcbe39f8acb89a0152a
+executing==2.2.1 \
+    --hash=sha256:86991c26bcb2205acb4423a0c5c45deda32d76b91c2a0f218d6d148f8504233f
 faiss-cpu==1.12.0 \
-    --hash=sha256:004aa246c589767439e210c275e20f64a5d3e0ee844df7d1ada4612b4c27e348 \
-    --hash=sha256:06d06d210105c6769ca1c93c5111ce0a1a7ed2f239b2f666ccb2af7c90f42383 \
-    --hash=sha256:4aadb7cfceacda36ff1738fe64af1c16e77f739105bb26246c683572c28db123 \
-    --hash=sha256:8a2cc05c9459d0e22d05d1996f2e3a8b25b50cfc0ea9530a5422873048196a83 \
-    --hash=sha256:b769fa38427cea3ee56e74af41e04578e5a3bee1389dde6e62116b2a2ac90dda \
-    --hash=sha256:d164c65eb35d98f5ea8422b88c9b2645bdc091d3ab9829808699f81fdf7e6c1d
+    --hash=sha256:751ab86bcd7557efcf9ad3f5cbfb03f7bb0bae5da4ffcce3f6f3f0e8440ae7fd \
+    --hash=sha256:a8bc9d472159fbb0e812edff8e90336bf6f7f044e112282eeebe2701ebee2d72
+fastapi==0.139.0 \
+    --hash=sha256:2168ec8cfcd11399fb63fd49903a53e0a49aa5f178a90dd72ee6cc482d98c3a6
+fastmcp-slim==3.4.2 \
+    --hash=sha256:4d14cf8564c7c20bc181fd978833583eee1342b5cb2d1b602df6374fe4d33ea2
+fastuuid==0.14.0 \
+    --hash=sha256:48a11273ad4c087c73141708dc78b20fd70b80f0792578762b58e165994de198 \
+    --hash=sha256:9b1ef58a7e4d54ab02d82742524a0064dae332f1179f89d88b4c9b98b3315df1
+filelock==3.29.5 \
+    --hash=sha256:e79f8cc8d8285e6b8616992fc90ad2b53de0b005e36aa8efe8ad4ef526b953b0
 fire==0.7.1 \
-    --hash=sha256:833e042e12ce8f590b8a557f90fad4977d355534bc034b30185458ffe6acb638
+    --hash=sha256:40060b6b961811b3fd0432c0b21099e83b1ee0f36ae735c9a8cf659d4627fdd8
 frozenlist==1.8.0 \
-    --hash=sha256:41a5c624d79ec4157746ada9e19a1da4c3d1b3f5fde9e3f8ac85f7eed9126af9 \
-    --hash=sha256:89573b85be77e89a114dc8d1983456091f6c01ff482d31aec2585df0c00de2c5 \
-    --hash=sha256:b4fdb636be50043b56a9589b8690a104d7d9ddc72d79058171735fe15eadcc39 \
-    --hash=sha256:d7bcd7c1b48b3851acba9e7a11f951c117a654e60004adcbe98425b3f4114057
-fsspec==2026.2.0 \
-    --hash=sha256:c908a61c953514ce6298cfe13915a3d74728d69da1781c9e0c44acfdefea4276
+    --hash=sha256:0e702e35f72baf35d3c6d8b34e664a4b90bb7bd2090e585c4419bd77a9e0eb37 \
+    --hash=sha256:824190e162bc775e7f6ded9bde5897738987c51548677c213d1ff728b10efe5b
+fsspec==2026.4.0 \
+    --hash=sha256:ef0c6ca507776eab560612d5785f243e2e3f6cfe42468aacdce3609353366b5b
+genai-prices==0.0.69 \
+    --hash=sha256:f01ccb80e2ac9be9b7d978e4cc97a79023ddd1fc796f50eabd379c23687bb901
+google-api-core==2.31.0 \
+    --hash=sha256:2975c76ecb910406ff6f71c62ed09848d0db421b27986413c448cb8766fc827e
+google-auth==2.55.1 \
+    --hash=sha256:ac65513eeeb2813444f44744b513a087303eeaa34e9296f0fb151503196635c5
+google-cloud-core==2.6.0 \
+    --hash=sha256:2b0e1f09be56b927f3cb231052fea35805cb74f5594235a927eb519af1c78b17
+google-cloud-storage==3.12.0 \
+    --hash=sha256:454905bf0f0ec2f5e5d33f0f87a5338dc2a0d63f6e76ce8f2d729918c6f5a20a
 google-crc32c==1.8.0 \
-    --hash=sha256:aa358fd96bbc33eddfccd794e8bf77b7cd1b02b5b857518139dcc0b328392cf6
-google-genai==1.59.0 \
-    --hash=sha256:388b25b31c0c00307a947690f21528a7b652e329feb3a14d49cbb16765012313
-grpcio==1.76.0 \
-    --hash=sha256:3f935037cced82c09b0c64db9451608646cfb8bb1842dd17551853e94e3f39bc \
-    --hash=sha256:47b8a87e383fd6f63f8ba53b2b5c911893f7cfdf5288eff3a41a0bfe4823f5e3 \
-    --hash=sha256:70dfe9f5ab1144bca4f53bd7958fdcaf50b220ed21bd378666d9bd1ac97fd371 \
-    --hash=sha256:ff138c9e386a0799d88afa389de77df44d9cd7523ad5ac09c0882058e581e1d4
-grpcio-status==1.76.0 \
-    --hash=sha256:257105544721149a1fabeb0465dc622add2a7b6f1be07df4ea9ddcb741113cfa
+    --hash=sha256:3152fc17ef99180190f8e14a850fddc3ab8c3911b2d92d130e7219c79dfe7d7c
+google-genai==2.10.0 \
+    --hash=sha256:ab73acfb23dc24a89db2cf84fcef0e87926bd3b447d9941d0330c71eb9e2881d
+google-resumable-media==2.10.0 \
+    --hash=sha256:161f9c50277e40f8b161fd25f0a989ada00a9b6a52dab45eb4569df5d873d09d
+googleapis-common-protos==1.75.0 \
+    --hash=sha256:371cd0ca347d6b331c0f70fbbf7aa5cbbba6092d91d27c9bbfab7701a1b6612d
+greenlet==3.5.3 \
+    --hash=sha256:396eb576e8312ea7cc8c7691ea935f499fe440bf1b123936580ea672f7c11d6d \
+    --hash=sha256:e7bf99427ac4174c765563c6c8d5886d672d830237be3f7efab210919efc7cdc
+griffelib==2.1.0 \
+    --hash=sha256:391729cdaa1665671ec3af0c05523fc969c9d7ca74848f8593676624efc1140d
+grpc-google-iam-v1==0.14.4 \
+    --hash=sha256:b53371ca925fae16265c989f0b74458924ec685724ffff1f7493dd94e2016c6a
+grpcio==1.81.1 \
+    --hash=sha256:915b1454a07b3dfa370e1339892841c7aeb51e3237bf46e09901b670008aafea \
+    --hash=sha256:aff0adeaea1e6347d462b946956a63ec51f4140e22c7a042174b5084c2517da8
+grpcio-status==1.81.1 \
+    --hash=sha256:5d2fda3cfa9fa79d295e49852a5244e033a06dab9c500e1e62a3aab84f376911
 h11==0.16.0 \
-    --hash=sha256:a485f5bfa77401603f78cff4db5bb4dbaadb947a3da8eae068cd05b6bb4aab66
-hf-xet==1.2.0 \
-    --hash=sha256:a14cc5078bf43efc85ad180ec02372e5a84d134de095c0a9740f7e0407df7866 \
-    --hash=sha256:acb8669cac4d9aa8e8ad31a92d99353fe2f0d4463b8aaa54f2b93a33e222149d
+    --hash=sha256:cdf040cf1a6fd5711975544a7931d24e41901fe6dceed7f7effda231389afff3
+hf-xet==1.5.1 \
+    --hash=sha256:236938f6e7b607bba83e3c69f706a88c04ac98ae40185b7993d2252c27c31512 \
+    --hash=sha256:e0b14eda87d8109be4ca52aa5daef4897ed046ff2e558f363be65008c048149e
 httpcore==1.0.9 \
-    --hash=sha256:5af3f1b09e795d5548d5030be3d4191e65113cfdac21968c82bf0cddf15ec313
+    --hash=sha256:fc0ea63671089523efc6fe94ec49d0b10c9660460cbca6172fc972c1c5f9c0ac
+httpcore2==2.5.0 \
+    --hash=sha256:1e8550e99da4297cb64d0cd5dd797c11a736a11f6fcbd8ffec350a9a85b39a27
 httpx==0.28.1 \
-    --hash=sha256:c75bc8d287ff8e92be7e4359732032ba1b93fa3f920ee1cb179ba09bb613dc7a
+    --hash=sha256:40b3fef8650d88ced417b05b236427596a6da9117b0f64ef5b0a5d548d20addb
 httpx-sse==0.4.3 \
-    --hash=sha256:74d0e4713b33a61ca0083d00841f00f12d6b3dd311edb62ccc85809b607b9fb5
+    --hash=sha256:e163972748a0d3dcc718803a47bfad40fa1fa5a554d192f60ba685163ab2162a
+httpx2==2.5.0 \
+    --hash=sha256:78cf66523b7294f6cd2f18e8a04f0b46b2fec6bdb294c464ba111ddd44953129
+huggingface-hub==1.22.0 \
+    --hash=sha256:54ae3efe94beb5a7c9eea3e911ca578945f178e1f211644a0d4f92a1b1648dde
+idna==3.18 \
+    --hash=sha256:8a16d5d6db808e4640e6bad7349f52e09b10eba58914fb7d366902ec4fc226a8
+importlib-metadata==8.9.0 \
+    --hash=sha256:fd4436daf4f815d256e174a83ed6096f372e62d7def6be0f4277b7f002854e12
+jaraco-classes==3.4.0 \
+    --hash=sha256:a3a5e90471e6c5ed672a220829b2f7f3457f7af29965dc588b0cd65b1948b0bd
+jaraco-context==6.1.2 \
+    --hash=sha256:944b4359562203e6e229d6dbe340d0e4fdd393f21976398f257b7529f398c514
+jaraco-functools==4.5.0 \
+    --hash=sha256:3ad7abbf04ef5173f037fc967e948fa1232c6bffbd8a99509ecfaf170cff7805
+jeepney==0.9.0 \
+    --hash=sha256:963dd065a43c4ac8dfca2182773556a4551353a9b8b6e52906a5d0dd004cdb99
 jinja2==3.1.6 \
-    --hash=sha256:961c7281585491fb02ca0027b29e9ffc7a1bd7b52a5e03095f3a4e3afc42336e
-jiter==0.12.0 \
-    --hash=sha256:3ad7e5a7502b62d032b17c4b1bd71ad3049c810358913642abbf5254f3e5c455 \
-    --hash=sha256:64f8bd9b9ced14c62d13e64d198e70f55712a775ac7d112849b4b16b3a884489 \
-    --hash=sha256:9c42d9b61ab5d2c9203637a243b4187cc28b0101b28461d35006353d621da292
+    --hash=sha256:500424e00f5a3b423f8657c8bb0bd846da38af583d9535629f9f93045865bd11
+jiter==0.16.0 \
+    --hash=sha256:71e400841df4a05ff6d7eb71d0b3e57af1cb158b30506a6313a44b5cfb1e93c4 \
+    --hash=sha256:f97799dd09d944510feca7b3f8f3c81066c6577f8b3469b59f12ebabcb5c8c3e
 joblib==1.5.3 \
-    --hash=sha256:40d87a5e80b69104a3b8f1d761fdbc077fc7b97a23b08b9fdaddb7a3821b06d1
+    --hash=sha256:5abb2344270cfda261f96ba20f11fb77c3fb1a36769063440ee2ae421b0cb524
+joserfc==1.7.2 \
+    --hash=sha256:6fc54afc9b0473843838389bcabd7e8e0a15a1af6fc62532b49578b257bf9356
+jsonpath-ng==1.8.0 \
+    --hash=sha256:bac982e2a9ab9bd878193dddb4b9bb138d0890a3a1234b052c6bb88dea9e99ee
+jsonschema==4.26.0 \
+    --hash=sha256:a0c500e520dfa787df50dad9daa55eae681fd98f6532bed2fea79583b7ba41ee
 jsonschema-specifications==2025.9.1 \
-    --hash=sha256:065ec57323001f79634013c12250a476952e6ce834a17cfd5227343cec3c4aee
-kubernetes==35.0.0 \
-    --hash=sha256:2b6649b48b000f7b5b14eb2e6939f0709dddc0a7e4475ed98d4264e191c9f09f
-markdown-it-py==4.0.0 \
-    --hash=sha256:4ca21586bdc83c96a1318ffc854698e1fdcad60a3e8051d249f10ef210c945c0
+    --hash=sha256:186d1ac186ac3a66c9303cbac3c8cda992d48c0c5b495b1ec450abe415b00c35
+keyring==25.7.0 \
+    --hash=sha256:5c7289b93631ec7bea9b09fca9452e82569df303fc30d5b14152dc2b22e71290
+kubernetes==36.0.2 \
+    --hash=sha256:48617d55c4fa6ded5f35aead8ccacc4cc448b2272feaeeb3f16b703d65704b28
+langdetect==1.0.9 \
+    --hash=sha256:2d25e4a5b5d75d081415198fc424545f055a0dada61847d31bd3c3ebc74aa73c
+litellm==1.84.0 \
+    --hash=sha256:d2cc583957e9defa10754a37129b6ea0bd21218fe9fe0fb4284b7343ac564119
+logfire==4.37.0 \
+    --hash=sha256:7ffb8911fc4f245ba1b34f6d4e44c56f9f9fb1f11964283fc7ac42b58dfd31fe
+logfire-api==4.37.0 \
+    --hash=sha256:6445a3b0ff8f82db431eb28b459267f37fd0485d484b8f1ec9fd682ed89ae72d
+markdown-it-py==4.2.0 \
+    --hash=sha256:aec8d53b1472c56d47ce05b7da68fd354ffb406b38d4245567d368f130a9e628
+markupsafe==3.0.3 \
+    --hash=sha256:e0404961f3e45375f32cb6a8fec8821f4dbfabb62d6880ac0e7d316ba05bfafd \
+    --hash=sha256:e6c6055c4623ff263b359600373e42d2027521c5f7f453b535a5a05ea37b8537
+mcp==1.28.1 \
+    --hash=sha256:acb4f1d5be79d8a5db3a23b9371bfede6724a3ba3a20a66b0b52937d1eb49f04
 mdurl==0.1.2 \
-    --hash=sha256:fec2de44574adf66cd0d5ec329822fbf05ae011b6ba618c96b178d0eaaf7e249
+    --hash=sha256:3b685cb48a3cde202b232cb167ea1d9c287724d240966f2f16d2f10732b78636
+more-itertools==11.1.0 \
+    --hash=sha256:c77430ea1c1d303f2fd19520f7065710bc918d3a53f80e36a2c5c8a86e5570b3
 mpmath==1.3.0 \
-    --hash=sha256:58244de27af87d8fccdb6bc9a17808d4a3f00f5e97152b090272f241f22b1d00
+    --hash=sha256:3912d9c5c6877b3a3198b133dfe5b8a7c64c87566f7b16f460c12dc30fa77405
+msal==1.37.0 \
+    --hash=sha256:8f6194bc42c2e427fdac23c1d82044bf65a99061a40d2aba3d7448a6281ac713
+msal-extensions==1.3.1 \
+    --hash=sha256:e0184f4918415efe8994ce27d27bc8132727c292bbf026f21b117d84112fb0af
 multidict==6.7.1 \
-    --hash=sha256:0f590b4e611242eb68916690dd2d0855b05b788bbaeb6e684c88928f3dfcf9a3 \
-    --hash=sha256:4edbf9266edceef23b80ab69bfe575349d6a11a396c36bb47f50f5d75cf4b725
+    --hash=sha256:4213730650f4d37161dfda5ec18ad17c62c7f2d9d36a3a2599afe58bd8a13af1 \
+    --hash=sha256:e145db09d0ab2761780a43d8380a7d8f6faffac11966d8148375ab7175a0f249
+multiprocess==0.70.16 \
+    --hash=sha256:3bb6aec8fcea1821c05940ffc55c2d11aae22cd7c5a898284aed38f814b77ef8
+narwhals==2.23.0 \
+    --hash=sha256:c1627216d19dd2e8ba31484f558b450424cb253bcb73950922a0cf133b57ea77
 networkx==3.6.1 \
-    --hash=sha256:c37e077bdb955f915337b0cbbe4f70303aca085abe728dbae9f400c5d7b3ae91
+    --hash=sha256:56b687ad58bed743066f1b7d5e6f56a72d2f193c8eaf35064abaedda4fba3745
+nltk==3.9.4 \
+    --hash=sha256:99935c670d486819ac6b9c78b2b36b811bdb8e0720414ee3f3663d8ff521bd62
 numpy==2.3.5 \
-    --hash=sha256:3c09803370223ede9f913428680f123a59bfe95bff6bca3625a42c46983cff1f \
-    --hash=sha256:496287a2a8698bfb84129d2da985ae9d801ea986a3ab24ce36261dd9641db032 \
-    --hash=sha256:9f44732d61a230ec7f3efb9363e6448325c97c2441ff761e74b7315c72ec3859 \
-    --hash=sha256:e3ea2175951df3c16ead190bb3b719af8fcf25c19a5ccb15ac3a0c1a18705bdd
+    --hash=sha256:927205c8882f7a53543a8fc5b13fcb05771d6bfff35e06daf8030e57549cc7be \
+    --hash=sha256:a08c6c26c26d7530d09ac93bc177593958c2e3ce4a9b5750c14a80329cca157c
 oauthlib==3.3.1 \
-    --hash=sha256:df9219023be7c78d77401950592822d1bbc318225d3cd71d02271c549ef1f980
-packaging==26.0 \
-    --hash=sha256:76081d1703deb79a44f8c44f23e391b98ab21ea54a2c21b0e8890779e0eaecb7
-pandas==2.3.3 \
-    --hash=sha256:308c8ca6262e058136d91a7d4d2bd84dd02e65caf60340fefd20bcf26b97e819 \
-    --hash=sha256:6ba245cff03afa84a0bc5e715a11caafab1dc51ca8fe4d827017706c4b62f238 \
-    --hash=sha256:cd3d338d360612bed009570e303a59759fb450d163a9d1584c508fa9c22f568a \
-    --hash=sha256:e3a18fae723b808514670a4a0172f9939cdbb095abd5eef1f34cf5ae1b99f424
-peft==0.18.1 \
-    --hash=sha256:026817e68c93fcc0569360afa0ee4fb74b06b0a4268240f922bc2bc0a691bcc1
-prometheus-client==0.24.1 \
-    --hash=sha256:fe601e041eac55bad8f46da2f3c54f2ab6cd8a8272d9595742c83980e95ed5e4
+    --hash=sha256:c6fbab4f1a77a539f01175e2ea74b9552806bd0a849c70e744fda4ab801031c0
+openai==2.44.0 \
+    --hash=sha256:87429e9a4d15b2918a03b040b6330fa03fc175bbf0bc6eaff7ae61c93cd42c53
+opentelemetry-api==1.42.1 \
+    --hash=sha256:078a23234520ddf8654a48045b8f582c4a73c9bd5da2f0d23e05aba6e40a7c91
+opentelemetry-distro==0.63b1 \
+    --hash=sha256:066041100bdd6011cac3fcceb340299c8c44d1fb92ddae28cbda3f8b04b44c33
+opentelemetry-exporter-otlp==1.42.1 \
+    --hash=sha256:d544510f1aba821fbb437ed62467662a86ac64fd7041c5f04df289e5beb0da62
+opentelemetry-exporter-otlp-proto-common==1.42.1 \
+    --hash=sha256:bedcaf3ce1963f3e146476262eec8761a4099d7613ff80e9b17c5a896c8f20b4
+opentelemetry-exporter-otlp-proto-grpc==1.42.1 \
+    --hash=sha256:800a1e078501afbd671c4a4a7a4403daa3910371ae989dd920ec7e20317d7d82
+opentelemetry-exporter-otlp-proto-http==1.42.1 \
+    --hash=sha256:7d2d9410b11150304211ae2d307f0ffc9f4c014f17682ec6485866114984f8a6
+opentelemetry-instrumentation==0.63b1 \
+    --hash=sha256:e0153a31f4320b0acb85ec0f3680dd4bbb3242f95639303b272f265ca94739a6
+opentelemetry-instrumentation-httpx==0.63b1 \
+    --hash=sha256:5d4b21af3a2302fc193c5eacb829268abeca1d896d99f8c6e8e4d1c15e8ae18d
+opentelemetry-proto==1.42.1 \
+    --hash=sha256:05f968754fc1ad1cad028bea4b1cd775a95b53d0b414389179b61230477957fb
+opentelemetry-sdk==1.42.1 \
+    --hash=sha256:1c622eb9739ac3b6fd60cc075c86b64643eb2cde1ba545f78ca58cbf9cc279dd
+opentelemetry-semantic-conventions==0.63b1 \
+    --hash=sha256:6172f78cc920b10eabb479c615fac1240b011552a482c6e22fef8d2620f754f0
+opentelemetry-util-http==0.63b1 \
+    --hash=sha256:43aa51e38a5807f03fb8ee2fcf2f978b0490dc25b0efd994242696569e014583
+oracledb==4.0.1 \
+    --hash=sha256:669cbb2f39710aaf40295a1e842ac3e7bf31ff07139100bc466e592a96b1784f \
+    --hash=sha256:993132279f00971f83a8baee090f890f1e26e3f8e9d99b683948371fb7696b7a
+packaging==26.2 \
+    --hash=sha256:7c418e01ce14b2bfd2cbf95e6d0a2b1278b711cd84527100f02b0966f08cc4a5
+pandas==3.0.3 \
+    --hash=sha256:4292e3fdd886ca994ed67f1af0fcdf1d62d9f1160de1955c44a00266562dab3a \
+    --hash=sha256:8e459d7d06df1364b9b6d42d433cf5cb4687a890be579c6864491ff01cce6340
+peft==0.19.1 \
+    --hash=sha256:f535ba967638601280a0d00480242ff013e14b5f9d8596a2c3ffa353ae5f159d
+platformdirs==4.10.0 \
+    --hash=sha256:54179fa31b3140c3727a0e602144c413b8cd1e0f85c09e82c4e36000a64f5a8f
+polyleven==0.11.0 \
+    --hash=sha256:1ed45d0a8a4696bb9fd3ea4cab8897c02d6ea03701843517986cdaa4f20276cc \
+    --hash=sha256:d5176a63d7a93ecd27381fbc17fae9dcd015e848ae75f0b5429cef8667328548
+prometheus-client==0.25.0 \
+    --hash=sha256:34577aeee817238adf900bebb60c63697fa70d15d8f9e1c6984729cce45fb10f
 prompt-toolkit==3.0.52 \
-    --hash=sha256:c329e921742d68b12ff8543ca7004be7b4ccd8a69317bea8d9a6e524dd48cdbe
-propcache==0.4.1 \
-    --hash=sha256:10f7bf66817595de6682fd428cf2aa7892c0b0b45475585e8029655ab50c0510 \
-    --hash=sha256:3ccf1a18d315e7e234aee592a5dddd10951fa41f8a8658021dbe7ac413cca797 \
-    --hash=sha256:3f5189a8cf5fd36f414b4d9bf244e61a1eca49ac57942c7e930250df94b2340a \
-    --hash=sha256:42ecf4d140bbc503d90097af47bfc9c7e2a88faaad70694ea2bf50ad3da35c41
-psycopg2-binary==2.9.11 \
-    --hash=sha256:0badf162b98436fdb9aa273e2901db462a6ffa081904e9d722429b75e01532d9 \
-    --hash=sha256:623cff634940e5d248125a1b8d74a19625db0c11c6aecd8db007940ccb409436 \
-    --hash=sha256:bf7588449bc9604e13c7fc2a374c359a82784a265776b2975fd013588eba032e
-pyarrow==23.0.1 \
-    --hash=sha256:c00b052ccfb5b904e77f0ca0472723936903d8dc7d1964504a9489c7212a47fc \
-    --hash=sha256:c1fb462a14714f87a6c2d56d0ce938769e38206130231af669722f13eda5b612 \
-    --hash=sha256:c4302f07a0e9d212d42b5b89be8745b5a22ae970209189271387d91e45b6ec4e \
-    --hash=sha256:fb062054b2ba4c84d3b607f64c8e7ae65fced4f20016602773da4b7481d162a9
+    --hash=sha256:c2497d64eecaddbe2a7f3a7a69ae1d5e5a5e48caf6377662395b162224a915fc
+propcache==0.5.2 \
+    --hash=sha256:54bc48bc3831e3961366b03767df820e5e2b94a4713cbf1df90227964217e66d \
+    --hash=sha256:b2159ad520c71e28c53e8a62ec22129d09367655a79316af1540cced34b4de0f
+proto-plus==1.28.0 \
+    --hash=sha256:c83edf58f7288c50bd6c830fb50ff70841ca622cd6611b918451ce2b7336f295
+protobuf==6.33.6 \
+    --hash=sha256:2689490d83100ac29114a0d76af57130fa08937abb068815057caf7b55702cf3 \
+    --hash=sha256:ad3345d512d57367d0a9753f679f8056d09253783f215c136e19f6b0242a0997
+psutil==7.2.2 \
+    --hash=sha256:b9bae30c9445a30ba7201802dd1de81b93e3ad13db46efdfc73482bf181ef00c \
+    --hash=sha256:f8aebc9b1f47dd55c4760b9353159595703fef5a9b9ebe9aa8b23bc222054f7c
+psycopg2-binary==2.9.12 \
+    --hash=sha256:1c7f7c47e0d20345f05875e81f1dd829601d6d4bc4f84d56fdf62892707b1fde \
+    --hash=sha256:ecd0facc7874728ca28babc3d9c96c73510492a4c524e414ce27b32846d9bcb5
+py-key-value-aio==0.4.5 \
+    --hash=sha256:9a7d2708e89c3262fca6fe38d01239d481846aa30121a0520e449994e7e9a910
+pyaml==26.7.0 \
+    --hash=sha256:667a4b440272f1376fae57023a213a583a707d29bc4127d354ecc3668adefd7a
+pyarrow==24.0.0 \
+    --hash=sha256:07fa0b8ce4ccf95d56446ec653a9cae31532dffa8a8841b6b1492ba2a46ee7cb \
+    --hash=sha256:be6bbfda99fa5c67655c7cd99044bbde1db8319d2b9a2a54bff5dda2f4010dca
+pyasn1==0.6.3 \
+    --hash=sha256:6262dfa40ecb9b64fe0a62f791b6b733165ec158cf9f869d568fd8178044013d
 pyasn1-modules==0.4.2 \
-    --hash=sha256:cda22a851735d664e92c8354a30405d88c5a1aa7d6313ba6c583bc3034654937
+    --hash=sha256:6b1010138365a6fc22f4efd32edd504ec3f538e1ac3d1947ba9f7821ef15ef6c
 pycparser==3.0 \
-    --hash=sha256:86072d0cf4bf7e125171d79036c2126a2fa377687520e834987c2de4b4e5a9e9
-pydantic==2.12.5 \
-    --hash=sha256:ba78cfc9d85e40047d67d32828da04ddbe9a27bd0718983938629bfca0d3cc6c
-pydantic-core==2.41.5 \
-    --hash=sha256:280238d34598c8e0eac77c2d96456cb5657f4afc3235d6afa15859a143cc3885 \
-    --hash=sha256:2c1462d1bdf9b8b13c8afa43856d7163c5a2567e9f05fcd5d26f54f23f35edf0 \
-    --hash=sha256:3713d923ca3dd74e51ad6ce5be8e2bb9b8398cbc3cdbe7bd959282e9e9694fff \
-    --hash=sha256:41f74ba1ea18462d7cc27155581a9b23165adc7b009c6d467542274d63db163c
+    --hash=sha256:c2e6198bf8dc97ba19b5f42d9d0e08d5842ffb775e0e208b150080dcf423396e
+pydantic==2.13.4 \
+    --hash=sha256:1a3d4d45204182df30dbd68890bdf1becec13f689075099866dd4bdf06b04371
+pydantic-ai==2.5.0 \
+    --hash=sha256:e2278856e6f3d653601e39ce626a90c99faa139b03c742532da58d64d9f8cab0
+pydantic-ai-slim==2.5.0 \
+    --hash=sha256:8436abb3db39526cbc903de3d78c150a28fcc55463db3dfb5a82ee1b5cb27c50
+pydantic-core==2.46.4 \
+    --hash=sha256:38235509e8f37596cc39453972c1a9b200287d92a98eb2a7c92d9708a98eec49 \
+    --hash=sha256:bbc9884932978a8f52c59aac4a0a273c8e514d303fd040c38b0436b37e57ed33
+pydantic-evals==2.5.0 \
+    --hash=sha256:b7d38de7f719dd71f5b91302e7555198d0e19c5d62a7c19908ad5aadfb5e275a
+pydantic-graph==2.5.0 \
+    --hash=sha256:61ad8c88d52760b864e186e4342da3d5de5e2d8a232f66ac562c69b108889a62
+pydantic-settings==2.14.2 \
+    --hash=sha256:0398c90f6e52de6fc403d1aa3dfd53c7be8e011759e7fcd7b317fffb0649f726
+pygments==2.20.0 \
+    --hash=sha256:14c06510dc5a2dbf9d83a85463d229907d0456e167a3752d361e6cd1cbfd1152
+pyjwt==2.13.0 \
+    --hash=sha256:2d0ec124d9f710af8e14c3b2576bcef5a977e607ef38e97e9fbbc8efe47cfbf6
+pyopenssl==26.3.0 \
+    --hash=sha256:dec587615154fbdfe18a790c3865b0c045cdcb7c1ec5478d4858635dd5f5bdab
+pypdf==6.14.2 \
+    --hash=sha256:ae2086b5b853f5343b1659f4561069c8fedc4b93d9212daffdd0983f47bed48a
+pyperclip==1.11.0 \
+    --hash=sha256:0d85f6843d6eb6ec5cc49f85f63d3cba92cc46ef87c27667205e03decdd9d285
 python-dateutil==2.9.0.post0 \
-    --hash=sha256:c112f3de33b4ef01360132ef116d72df91cdf628f136b70f1fc9a9eb19137cb9
+    --hash=sha256:48d0381d3876a6f959d2731ffddb508ea44e2f55212e48c3eea2c9b187c15712
+python-dotenv==1.2.2 \
+    --hash=sha256:b380203de11ab7a5b422fa6f9f377fe1ae1e1daa8559474a0518b6ca10f7aec5
+python-multipart==0.0.32 \
+    --hash=sha256:61e4a190f7cd947a7aebc96a97976e628210851d66f7a25a6ddc3dab2305e6b4
+pytz==2026.2 \
+    --hash=sha256:23d753f564045149edade757f9302e7a88d7d99012e9b7b1c52ef603ee68beae
 pyyaml==6.0.3 \
-    --hash=sha256:84a2acfe1e8dfcf8be95fa61611ea7637f8bfcff49761a6a8c396aaa0b6d94a9 \
-    --hash=sha256:bcaf1b152ce8cd6ec4ff56f8ca929f176eb01e6aa472fe10b3ea31f19e15fb39 \
-    --hash=sha256:c22e4a0d2bb69fddc73b3b52f1540533df1f206a08f52ea8cae49337615b55d2 \
-    --hash=sha256:c99b924c5311933fa398cc53c617f99705cf2d96226d023f75e95e15e753f81f
+    --hash=sha256:726ba29089425e37e0a54208804a621cbeed0cba6c1156d817226bc6cdc26d4a \
+    --hash=sha256:d76fd28238122285a5a5790b3fba7ccfce6006e19eb2c8fbd6700d723c3f674b
 referencing==0.37.0 \
-    --hash=sha256:bd019ff74869f84a893b7e50b84ce3d0db1e465ceb3a336403011c6467ffacb0
+    --hash=sha256:b290b587a835bb688b817f9b73927f6fc273bbad723690754c815912da2bc845
+regex==2026.6.28 \
+    --hash=sha256:0a446b8df5e25136bc4593e7fda87a6e9fd90c39f6590b17f956a4a33f06befd \
+    --hash=sha256:61e0265249e21c085a43eae5697f8af4f5de2e2bb618d84a2a26cb74b835291d
+requests==2.34.2 \
+    --hash=sha256:ea6708de2da329a533299949db29fca0e3f7e3135068ad5171a28d07a9687631
 requests-oauthlib==2.0.0 \
-    --hash=sha256:4fd6526c6de7a0bd036e84563b7a1523d92ba1f62e32cad65ccef9b2523bbc33
-rpds-py==0.30.0 \
-    --hash=sha256:16a18b2b2566d88ccdabe156c2fd0b6bcc4fb172d084ec7e4c1ab502cb8a5cfd \
-    --hash=sha256:613bc173bc12f35e40c3d1c1e6252555eaa48ea9425ee0b01fb151f3ca8a2a05 \
-    --hash=sha256:6c94c5f1c2501e50c22b7c993b083aeef4d342974d3058763296fb4646d8a059 \
-    --hash=sha256:75a565fc839958562ab5ad648c3a4bd0c46874a5556acb48da423f91c47c355b
-safetensors==0.7.0 \
-    --hash=sha256:18abcf37ffae5f85a81ca46c440fdc5f38ae0938ff0f4a4de14e37386ed248e7 \
-    --hash=sha256:6833f019f20c8f0bb790ae3f0fd088f50c9fe4e051106dc3e59df5a953f68532 \
-    --hash=sha256:6aea22e3ce1ed41d56c0e50f1cb504fe47a50ec7a1d50135d76fd233bbe4b1e3 \
-    --hash=sha256:bc9d119ad82379f387c1264de35e6d489b7196c431b23e92b2b0959eae8494c7
-scikit-learn==1.8.0 \
-    --hash=sha256:4c73965fdde273763f87334dfb0d773cb9196e2eb9dd21a0aabd86cf4da2adb3 \
-    --hash=sha256:5641af1f1bcede6f6d894f50418b2d820f3a3b82b3a5cb702621e6a386eef935 \
-    --hash=sha256:5d27f41e0a981a58fcc00f09ef9c00fd68a2e13c218768d0ed69c1a247c8855f \
-    --hash=sha256:7147bcc3428006a9b5fc0f0934b70c555ddd9f8ebc4b3ee4aaebb44c5e87a3dd
-scipy==1.17.0 \
-    --hash=sha256:0e35bf4bcd96fb22c9007cb651e3fa7a696bf90986fd220607505f5c2b7f17e7 \
-    --hash=sha256:92b4828228173816adc054c97a539c41f396558fbab67dcaae1e4195c6d6253f \
-    --hash=sha256:a1b3d25c892207a7626f0634fe768bd71b5f09cbb393be07d82fc44cced109ac \
-    --hash=sha256:f1c7b6ff095ed94c422bce52aa0ca8c8aea18922877853bbacaf8b7947e02510
-setuptools==80.9.0 \
-    --hash=sha256:3a3c26f9000ab213d87be4efa0f1926fb0975237ae9e8e7cc68c9d7fcba6c294
+    --hash=sha256:a97b432a279e3353fc512189927bfd2a2ff168b05d66a7600966e39b24efdcbe
+rich==15.0.0 \
+    --hash=sha256:b78831156a60d0f5cb5d008f7f9285c48ffdbe315164c9cd396ca3b65fe8130a
+rpds-py==2026.6.3 \
+    --hash=sha256:316b43e27975b1cc162fda822f299167ee89576ef4857469d6d64ead73704327 \
+    --hash=sha256:bf9210733450bc06ffa42008cae33734ebe4e69505707feedfb0518c6d83fa70
+safetensors==0.8.0 \
+    --hash=sha256:ae8e482791a7348f972072ac995368904d8fe58ee62c7e410ec2b6b03cc76cab \
+    --hash=sha256:b903354cbf8d3db3818b1942f9d39b0e713b5a93bd3790502412d2b01ebc217e
+scikit-learn==1.9.0 \
+    --hash=sha256:6326a29ac3eeceb5724306cad2cfd41afac07af8ca83a8ac2a07e4063f3c71e2 \
+    --hash=sha256:d5a5dbfa05f48494957544feb98cb091171c403a6a862e4bcee67f128750d4f1
+scipy==1.18.0 \
+    --hash=sha256:8f2ad17ab42ed3cf1d83574ef39b5a72cd534d6a070cb9d0f634748acf0a7949 \
+    --hash=sha256:db4e1e9b4ca944c34c49136e6553fe0607cdfe1ee2ada4d36037bd3c6545dcc0
+secretstorage==3.5.0 \
+    --hash=sha256:666f27220ad99d4ba25669ff3487db2ce0bff6a53c4ddf14a38c38cf5a6e1a4a
+semver==3.0.4 \
+    --hash=sha256:436e22470852547504898b4415fff6b3918986eac81675986e9ee0451d1612fe
+sentence-transformers==5.2.0 \
+    --hash=sha256:f7c0e190f00f22031351b9a1a6c166d95f79a7374ddff5bfb520303ee074f37a
+sentry-sdk==2.64.0 \
+    --hash=sha256:c8ab786820bd8a817d3041d6f3e16ea2604a33e25b662d0c695918351445ddfd
+setuptools==81.0.0 \
+    --hash=sha256:f6e4d2e589c5fa14b5bbda3d170eac0db8852c7fe7a357f708d172726353778e
+shellingham==1.5.4 \
+    --hash=sha256:c62d421a942ec6b2400acb0091f31f7bd860d133dfcc8e7c5a252afedba20f8f
 six==1.17.0 \
-    --hash=sha256:33f558442b372864d53b1813933f5d624876f418521b1b89624ea6e3d79f0e97
+    --hash=sha256:6388b9db719664e1ccea84c166718ff3d2bbf56490cbf14fb7478b3b782eb0e5
 sniffio==1.3.1 \
-    --hash=sha256:79fc97358f9f993658f5285996c92b070d9b2b9cdd789daefd3e0607d518097b
-sqlalchemy==2.0.45 \
-    --hash=sha256:52a0fb297270ecc4066303762220717240f5e427298345e19835d21319fc9522 \
-    --hash=sha256:69ada3936fac5c0c15e765e71fae9b1177c9c957eb7fbd5210f63d7c05aa26c3 \
-    --hash=sha256:6ea7264891e42cfdb069a27eefa2438214a54051d8b5b1b00209af9f944c3480 \
-    --hash=sha256:7d691e498146a57a54f347385729b57e98b2e548d6fd6e25fdcbdf6e48a08ae4
+    --hash=sha256:a9433d031973b1b14953cf89c651d1034e4a242d527a9b9302db215e722c5b9c
+sqlalchemy==2.0.51 \
+    --hash=sha256:711c004bd0b9da0a37c28b5e0c480fbf9efbad4d30daf21c974724acf7e1a4bf \
+    --hash=sha256:f6d363e5e680206a80583b051c85c9cf150cc2ab5f3fa828201396df8cccabf8
+sse-starlette==3.4.5 \
+    --hash=sha256:c1f701f19f43c181be2d62c6164e90b7e8e4d5d67956fface4c794ac7a784962
+starlette==1.3.1 \
+    --hash=sha256:19acd5bfb037734bb027cb753f36379bca5f72da9b79fa7fb3ef4639b1999f6b
 sympy==1.14.0 \
-    --hash=sha256:92de12bc45a8930ecab22227dea3f4192e15d9f4555c9a9d52d312865748afbd
+    --hash=sha256:6cf6a1e379dbba75ca560e2cbd4394144f9e7e7335ee1be872c224f004eeb172
+tenacity==9.1.4 \
+    --hash=sha256:eb86e53b6b467dfbbedc4b64399eb73def7f0ca9b7feaf28bb1785169c644971
 termcolor==3.3.0 \
-    --hash=sha256:2ed14ed07b1ab932881a26035e8f6a9e6251052289ecf8325e535bc17a03240d
+    --hash=sha256:ae64ee55bd826bcc7c0c4c1f07f6626c8c785a19492f981ac3d5f92bf85e652a
 threadpoolctl==3.6.0 \
-    --hash=sha256:fc79267be059d5a0aaacf924656a1523599e7fc844c44608db5fe1cb2f152c4f
-tiktoken==0.12.0 \
-    --hash=sha256:019dfefcb4f2899eb8c7fd4d170c3ed335113579de129f55526fcdc3b43ef5ba \
-    --hash=sha256:9d341a1e06d325151f05991a0a1616c12918132fda42b7601d25c9d02726e5b3 \
-    --hash=sha256:aee67dcabd42538b82abaf27a1d5b74da0eb2da37fa9c9c117ca99d9146e2937
+    --hash=sha256:583c55d12dfac4ba91b2d41e1a334cba51d2c5fbab1e4cd4b918cf88dbff6184
+tiktoken==0.13.0 \
+    --hash=sha256:a6c5edba316f3f708fddb42f398f30ac4a0495c7ba625992bded135509eb712f \
+    --hash=sha256:bb42f1a91319c8f4b48e745a5f3d3f68ff00b35ee652e77b995398cf1485011e
 tokenizers==0.22.2 \
-    --hash=sha256:109c12a85bc794db2d335e9845198fd4dfbdd25a5e47d944ada5ee28d720a01c \
-    --hash=sha256:914385483cfc1f8a38e8141e9370ca315484464afda41eb3959cd4d36ad2217b \
-    --hash=sha256:c6123f7e43990992323d4cd8ee0d463383a7dffe3c03e1f4483b446034910faf \
-    --hash=sha256:c883273341b96903ddeda79cb247a6f3ea316bd668ee2dd93d86e6fb57fc35b3
-torch==2.9.1 \
-    --hash=sha256:28171ed367139717fe7b8d6918c86d0fe328a7faa5704f5951283ae3b01796a1 \
-    --hash=sha256:3ebd43c74b5c0833e2d6c842cb5416bacb928184e362c319eb79223d06bb2fa1 \
-    --hash=sha256:9920139df4000ea99e1d71742d4bce1d7b807a5f45cf1a7cbff02c8dd8295bdb \
-    --hash=sha256:9bd4844a0cf3f199351830697973a168ad2fd3a99e77b150ca4a1582067dc633 \
-    --hash=sha256:ccb4a5b3c15819df80d96d2474b053306a2a4eba0301337c4aa56a58cbe45e10 \
-    --hash=sha256:e42ab849b64444059f5eda352d61c9c3a078f30797e48e2972857182c9a00cf8
-tqdm==4.67.3 \
-    --hash=sha256:d798b33fcc041b9a42c57f462b9c068a5a15c2dbcef1c87695d80c7074770a4d
-transformers==4.57.6 \
-    --hash=sha256:7c35d073118fad72b1745bd3dad3149d9bf2cacca3b16a7ed8f47f1a0bec119d
-tree-sitter==0.25.2 \
-    --hash=sha256:05bc490c99a846e0e91d9dd0c5067de48b35b46d4c3f18fc2cc9ac08a4ec71fe \
-    --hash=sha256:3aa0cf6b0964495ada302c3eb966bf6f41a01279d8e31c019e4b0129a93d5a55 \
-    --hash=sha256:aadac5c0356e824916ca95f8f794a6ef88105748eed6e8fdb7fb4690024d4336
-triton==3.5.1 \
-    --hash=sha256:7b1a1b9ab53eafe7a65ae25861ac7df5541ea706b3baebe2306580127825e222 \
-    --hash=sha256:f45cd8a990cde562e64b6ef00969dc3751a49e90651216e7f7b44ba997c9e19d \
-    --hash=sha256:fce4c06d8e47ccd706790271cc3f2cea42c7e709cfb68e6abe760d2a56baeeb4
-typing-extensions==4.15.0 \
-    --hash=sha256:00877ead43795d4b767026270fa129816363c9a95b6febe68f5ac41d5096114b
+    --hash=sha256:19a5651dc0f6d0dbcb98030c43d7da01d9e9069159fde96100105b9ae9ee1762 \
+    --hash=sha256:48eb9560e0e190853b056a9b31055989b36d1ca480f26d67873dd79e9431fbd8
+torch==2.11.0 \
+    --hash=sha256:cae92e5cb6b1441eb6e1def8dbaef7f1d719dd551d6e956fdfee0790e0975ffd \
+    --hash=sha256:e2fdbbbd77a87f448677fbfc7ea1c94d987e64b0d16e8850d50b682e836b2aeb
+tornado==6.5.7 \
+    --hash=sha256:2f9f0a322cdac996ed47f7489a1f993d90304f237f13946318ea731b383831e2 \
+    --hash=sha256:d30d8148346d500c60fafe09195ac2219e0b032498572188148fe1958e94e52f
+tqdm==4.68.3 \
+    --hash=sha256:c38bf26fceea384cfefee552b1e0e947fcee7fdba0905013330f7a2d945c34b2
+transformers==5.13.0 \
+    --hash=sha256:2e64acd606f084cd00e166054f8dbe3b540040d7aa9f3aa31d24a75126e0fb7e
+tree-sitter==0.26.0 \
+    --hash=sha256:2945b1c9ef8e8df7e9c5adad23e6bd3e4cf3573ce28a0d7bf5d13d5653fe5410 \
+    --hash=sha256:3de29a062d2400af59e3e57edfb8674844ab8f83ac7bbd7d2230369b06453b9e
+triton==3.6.0 \
+    --hash=sha256:1fd543ee4b888f749e186f87fb4c669894fd2f74849b820ffee3014a54e99d05 \
+    --hash=sha256:a64f6de7b2d45d0426474a980776161e626ccdcbb35e8b540686411fe204e0c9
+trl==1.7.1 \
+    --hash=sha256:1436b3bf1ae1d77aaf7682eda71ff3a9e14b654a8f3d68dfe8f27e7ade2f9457
+truststore==0.10.4 \
+    --hash=sha256:873c111fcf91e02855554f33a85495fd731951d9ee2a19ed3869082d389b2c81
+typer==0.26.8 \
+    --hash=sha256:e11064797c5ea712f3b5f3b762d3a612db240d9ce99da8d06d7ec2dbe624c07d
+typing-extensions==4.16.0 \
+    --hash=sha256:78810d1eaf917205639551515696b3d972fa471eda49bc837bc44acfb648345e
 typing-inspection==0.4.2 \
-    --hash=sha256:4baec0c9a4ad5cc8a85c71c387e98ff9ecc7b85b6e538e204343940090be3b63
+    --hash=sha256:85a10e16fc7005753b83d70ef286b14e193c23152775de9df8a384a397da44f0
+urllib3==2.7.0 \
+    --hash=sha256:8c0d942cee38135eb54435268fa34bceed0d0a7dff31d8aaee06c06ef8637942
+uv-build==0.11.8 \
+    --hash=sha256:11a1c0c3d861c4c827b8e2ac532ecf58667d0af5badf0fb1973f5fcc5f435325 \
+    --hash=sha256:c1ebf95903bf3401582a417c20d98c4b55bc3a4e251a39fef8f2df6f05006ee4
+uvicorn==0.50.0 \
+    --hash=sha256:a4918e0239bcd78769e2d2ee2563dd9e49d1e537fe70567079c4f12c8a38f424
+wcwidth==0.8.2 \
+    --hash=sha256:ebd629eb2ba09f9535a63cbbcd47e675d48876f52909675dc91db331cb7ff7a8
 websocket-client==1.9.0 \
-    --hash=sha256:0cb04d0516ad9d4a5941144e68344813f1da89a2270b0634b4b71f1e892f4caf
-websockets==15.0.1 \
-    --hash=sha256:1ad83cda272b5a5d77faa3c4b43c6cbe6cfa3ec7a386899fefd14df455d8a51c \
-    --hash=sha256:734b81ff7d1e22130a20f58af82a69e413025de9804e967cab503fe17332b14c \
-    --hash=sha256:933ac176329fedf18d4207defff775829b9de301075bc297c169081ece1e1d9d \
-    --hash=sha256:b022c4ed3a5a96300b56e9f0b18a302d266fac0a7819d906cca9e702f93976bf
-wrapt==1.17.3 \
-    --hash=sha256:0953273f64ed6dc39821a1d06409958d5d5bf53a699f3931cb1a81c656fdd720 \
-    --hash=sha256:15c6bffa4386f4927f1e1c0b4e2e4604c10d709199ecbd3f69ae1e659f2d96d8 \
-    --hash=sha256:1649eb282f55f5d90154086a34fef4922aa31b28233e03ce396b7d8a778a5904
-xxhash==3.6.0 \
-    --hash=sha256:122ea61c85a8725231030b26650ae35b1ae709f154e1e8f5274b2cd469638a14 \
-    --hash=sha256:a426db4666ab784b369beab268f41bd7b2505390b1a6f7ae0bbc295a103c4c83 \
-    --hash=sha256:bb363fc4152e194b2f68829da7d783d9b5eee9577c33f6007c78d25517a229ca \
-    --hash=sha256:edac8303f5c2d0bec5632a6e6cb9c56f3cd548e94960c5b9468c654d5a73c653
-yarl==1.22.0 \
-    --hash=sha256:8e78442a1a40257173cbd3b9ec78a1ded7ab02a1fcb23f3d42686bd5afb184cc \
-    --hash=sha256:b59c74a17b24908333ce8e0a348fafe85a1bdb1d524cc74d9c25161674dd358a \
-    --hash=sha256:cee8af2825e29b4b31cce0c7272c29b66717ab164e3e2a5dc8dbe173c2901db2 \
-    --hash=sha256:eb5d90c48762dd433d86eb6e3c6b4965fc3dff440c472e89047a628dd29271ac
-zipp==3.23.0 \
-    --hash=sha256:2f6742e089020240e014478d428fd79059270c56a2f7947d37c6f1d2ae639174
+    --hash=sha256:5edaafdaa419fd1e24bf182d0ac731c2ddc8d3ab7c3fe1f21237a62ea6cb3bc7
+websockets==16.0 \
+    --hash=sha256:c9f7d2dcf0a5eeadce610e5fe578cb7c57c0d6e743205e167ef607f4fa055641 \
+    --hash=sha256:f62ee020be41a6a2c879f7fb9e6529d70f307e8bd1d5fb430a03e76db50fede4
+wrapt==2.2.2 \
+    --hash=sha256:f1b572d87d9d2b325525a5ea4467361345124f3b6aecdb123fe30b33eed0bbfe \
+    --hash=sha256:fe22871052b38da0f29509f09fd136767bdeae3cf9e37261b977af139dbd9be2
+xxhash==3.8.0 \
+    --hash=sha256:b9e3d346e546f0632b38a7b7a98f70672754e4b9a8185a28cd63f43317e02178 \
+    --hash=sha256:f696467d9ba60bc9443604da09c60fecefee3e582641628c2d1c0ed217675f91
+yarl==1.24.2 \
+    --hash=sha256:0c25026803293aa01955606c53270f4306b4196169570198a3a29b3a054f3d86 \
+    --hash=sha256:c72aabbf544bceb3fa895376a188a90b7152efd47045b589fd358505ad8a85d4
+zipp==4.1.0 \
+    --hash=sha256:f04782919048b93bac92fa1d20b2dd8a062b30ebee718e834cf663874884c645
diff --git a/.konflux/requirements.hermetic.txt b/.konflux/requirements.hermetic.txt
index d5aba32bb..55861959f 100644
--- a/.konflux/requirements.hermetic.txt
+++ b/.konflux/requirements.hermetic.txt
@@ -1,2 +1,2 @@
-uv==0.11.15
+uv==0.11.28
 pip==26.1
diff --git a/.konflux/requirements.overrides.txt b/.konflux/requirements.overrides.txt
index cacccf2e1..df6581cbc 100644
--- a/.konflux/requirements.overrides.txt
+++ b/.konflux/requirements.overrides.txt
@@ -1,22 +1,2 @@
 # override these package to the version available on RHOAI wheels index:
 # https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple
-transformers==4.57.6
-tokenizers==0.22.2
-scipy==1.17.0
-# aiohttp==3.13.3
-aiosqlite==0.22.1
-cryptography==46.0.7
-anyio==4.12.1
-# datasets==4.5.0
-pandas==2.3.3
-pyarrow==23.0.1
-faiss-cpu==1.12.0
-sqlalchemy==2.0.45
-setuptools==80.9
-jiter==0.12
-google-genai==1.59.0
-torch==2.9.1
-hf-xet==1.2.0
-yarl==1.22.0
-grpcio==1.76.0
-grpcio-status==1.76.0
diff --git a/.konflux/rpms.lock.yaml b/.konflux/rpms.lock.yaml
index 2ca7ed624..d4e4c3df1 100644
--- a/.konflux/rpms.lock.yaml
+++ b/.konflux/rpms.lock.yaml
@@ -5,84 +5,70 @@ arches:
 - arch: aarch64
   packages:
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cargo-1.84.1-1.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 7744425
     checksum: sha256:5db626d49748f31fb02916c24fa1a7e5759ce7b905ac3e781d42079fba8fa1c4
     name: cargo
     evr: 1.84.1-1.el9
     sourcerpm: rust-1.84.1-1.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cmake-3.26.5-2.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 7432689
     checksum: sha256:6ac0e5e9a4fd761f8688678ac83580c7eebeacf6c241bd8089d72c4a477b22c3
     name: cmake
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cmake-data-3.26.5-2.el9.noarch.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 2488227
     checksum: sha256:84da65a7b8921f031d15903d91c5967022620f9e96b7493c8ab8024014755ee7
     name: cmake-data
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cmake-rpm-macros-3.26.5-2.el9.noarch.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 12250
     checksum: sha256:1c74969c8a4f21851f5b89f25ac55c689b75bed1318d0435fc3a14a49c39d0e3
     name: cmake-rpm-macros
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/gcc-c++-11.5.0-5.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 12999288
-    checksum: sha256:a9ff0bd2a2b3483e07dcf87f8137a6358f36f5300c934b90500f119f884e3463
-    name: gcc-c++
-    evr: 11.5.0-5.el9_5
-    sourcerpm: gcc-11.5.0-5.el9_5.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libstdc++-devel-11.5.0-5.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 2526795
-    checksum: sha256:83a2006137335a9b17a05a02a54481abcdfd295b280b924c51caaacd7bf07ad6
-    name: libstdc++-devel
-    evr: 11.5.0-5.el9_5
-    sourcerpm: gcc-11.5.0-5.el9_5.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libuv-1.42.0-2.el9_4.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 150129
     checksum: sha256:4dc8a40da74e0f9823356460ee11f183c70f382953700fffef0c448198a677cc
     name: libuv
     evr: 1:1.42.0-2.el9_4
     sourcerpm: libuv-1.42.0-2.el9_4.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/p/patch-2.7.6-16.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 129037
     checksum: sha256:335c720da3caa41822737dd431d91a4adc79c85dedbe4483ecaf58bc83767610
     name: patch
     evr: 2.7.6-16.el9
     sourcerpm: patch-2.7.6-16.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/r/rust-1.84.1-1.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 26093725
     checksum: sha256:5be9185a7d684022bc0686049c22ef901c4df6dce2822bdec16a1a47c46b6861
     name: rust
     evr: 1.84.1-1.el9
     sourcerpm: rust-1.84.1-1.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/r/rust-std-static-1.84.1-1.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
+    repoid: rhel-9-for-aarch64-appstream-eus-rpms__9_DOT_6
     size: 39259196
     checksum: sha256:5889bced81144c4ea201085e5bfd040300c56048e5d7987e9eb69d4d252f87bf
     name: rust-std-static
     evr: 1.84.1-1.el9
     sourcerpm: rust-1.84.1-1.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/baseos/os/Packages/e/ed-1.14.2-12.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-baseos-eus-rpms
+    repoid: rhel-9-for-aarch64-baseos-eus-rpms__9_DOT_6
     size: 78931
     checksum: sha256:3bce4ce6243886c448e58f589b79e3ac829fcde53d1ff13d5906a8cdc22be091
     name: ed
     evr: 1.14.2-12.el9
     sourcerpm: ed-1.14.2-12.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/baseos/os/Packages/i/info-6.7-15.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-baseos-eus-rpms
+    repoid: rhel-9-for-aarch64-baseos-eus-rpms__9_DOT_6
     size: 230301
     checksum: sha256:c5ae65876c73c6f4e240081431745f5ba0a91d10a4bfb8a5d162ca3d6f039202
     name: info
@@ -93,84 +79,70 @@ arches:
 - arch: x86_64
   packages:
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/c/cargo-1.84.1-1.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
+    repoid: rhel-9-for-x86_64-appstream-eus-rpms__9_DOT_6
     size: 8292467
     checksum: sha256:7dd011cd79a635654ade4e3186c5f7545d692de81157d1ce1d42656eaa6993b2
     name: cargo
     evr: 1.84.1-1.el9
     sourcerpm: rust-1.84.1-1.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/c/cmake-3.26.5-2.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
+    repoid: rhel-9-for-x86_64-appstream-eus-rpms__9_DOT_6
     size: 9159462
     checksum: sha256:f553370cb02b87e7388697468256556e765b102c2fcb56be6bc250cb2351e8ad
     name: cmake
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/c/cmake-data-3.26.5-2.el9.noarch.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
+    repoid: rhel-9-for-x86_64-appstream-eus-rpms__9_DOT_6
     size: 2488227
     checksum: sha256:84da65a7b8921f031d15903d91c5967022620f9e96b7493c8ab8024014755ee7
     name: cmake-data
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/c/cmake-rpm-macros-3.26.5-2.el9.noarch.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
+    repoid: rhel-9-for-x86_64-appstream-eus-rpms__9_DOT_6
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     checksum: sha256:1c74969c8a4f21851f5b89f25ac55c689b75bed1318d0435fc3a14a49c39d0e3
     name: cmake-rpm-macros
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/g/gcc-c++-11.5.0-5.el9_5.x86_64.rpm
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-    sourcerpm: gcc-11.5.0-5.el9_5.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libstdc++-devel-11.5.0-5.el9_5.x86_64.rpm
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-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
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     sourcerpm: ed-1.14.2-12.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/baseos/os/Packages/i/info-6.7-15.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-baseos-eus-rpms
+    repoid: rhel-9-for-x86_64-baseos-eus-rpms__9_DOT_6
     size: 233806
     checksum: sha256:3643f98b45cc973073096608aaa45976d722fe284590ff7c1d5f93ad77ba0f8b
     name: info
diff --git a/.tekton/lightspeed-stack-0-7-pull-request.yaml b/.tekton/lightspeed-stack-0-7-pull-request.yaml
index 0f63bdc1b..0e08e27ba 100644
--- a/.tekton/lightspeed-stack-0-7-pull-request.yaml
+++ b/.tekton/lightspeed-stack-0-7-pull-request.yaml
@@ -53,7 +53,7 @@ spec:
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "aiohappyeyeballs,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,cffi,chevron,cryptography,click,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,faiss-cpu,fire,frozenlist,fsspec,google-crc32c,google-genai,grpcio,grpcio-status,h11,hf-xet,httpcore,httpx,httpx-sse,importlib-metadata,jinja2,jiter,joblib,jsonschema-specifications,kubernetes,markdown-it-py,mdurl,mpmath,multidict,networkx,numpy,oauthlib,packaging,pandas,peft,pillow,prometheus-client,prompt-toolkit,propcache,psycopg2-binary,pyarrow,pyasn1-modules,pycparser,pydantic,pydantic-core,python-dateutil,pyyaml,referencing,requests-oauthlib,rpds-py,safetensors,scikit-learn,scipy,setuptools,six,sniffio,sqlalchemy,sympy,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,tree-sitter,triton,typing-extensions,typing-inspection,websocket-client,websockets,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
+             "packages": "a2a-sdk,accelerate,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,autoevals,azure-core,azure-identity,beartype,cachetools,caio,certifi,cffi,chardet,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,emoji,exceptiongroup,executing,faiss-cpu,fastapi,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-cloud-core,google-cloud-storage,google-crc32c,google-genai,google-resumable-media,googleapis-common-protos,greenlet,griffelib,grpc-google-iam-v1,grpcio,grpcio-status,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,joblib,joserfc,jsonpath-ng,jsonschema,jsonschema-specifications,keyring,kubernetes,langdetect,litellm,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,more-itertools,mpmath,msal,msal-extensions,multidict,multiprocess,narwhals,networkx,nltk,numpy,oauthlib,openai,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,peft,pip,platformdirs,polyleven,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psutil,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-settings,pygments,pyjwt,pyopenssl,pypdf,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,safetensors,scikit-learn,scipy,secretstorage,semver,sentence-transformers,sentry-sdk,setuptools,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,sympy,tenacity,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tornado,tqdm,transformers,tree-sitter,triton,trl,truststore,typer,typing-extensions,typing-inspection,urllib3,uv,uv-build,uvicorn,wcwidth,websocket-client,websockets,wrapt,xxhash,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/lightspeed-stack-0-7-push.yaml b/.tekton/lightspeed-stack-0-7-push.yaml
index e4ffaf68b..329a9dbac 100644
--- a/.tekton/lightspeed-stack-0-7-push.yaml
+++ b/.tekton/lightspeed-stack-0-7-push.yaml
@@ -54,7 +54,7 @@ spec:
           ],
           "requirements_build_files": ["requirements-build.txt"],
           "binary": {
-            "packages": "aiohappyeyeballs,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,cffi,chevron,cryptography,click,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,faiss-cpu,fire,frozenlist,fsspec,google-crc32c,google-genai,grpcio,grpcio-status,h11,hf-xet,httpcore,httpx,httpx-sse,importlib-metadata,jinja2,jiter,joblib,jsonschema-specifications,kubernetes,markdown-it-py,mdurl,mpmath,multidict,networkx,numpy,oauthlib,packaging,pandas,peft,pillow,prometheus-client,prompt-toolkit,propcache,psycopg2-binary,pyarrow,pyasn1-modules,pycparser,pydantic,pydantic-core,python-dateutil,pyyaml,referencing,requests-oauthlib,rpds-py,safetensors,scikit-learn,scipy,setuptools,six,sniffio,sqlalchemy,sympy,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,tree-sitter,triton,typing-extensions,typing-inspection,websocket-client,websockets,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
+            "packages": "a2a-sdk,accelerate,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,autoevals,azure-core,azure-identity,beartype,cachetools,caio,certifi,cffi,chardet,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,emoji,exceptiongroup,executing,faiss-cpu,fastapi,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-cloud-core,google-cloud-storage,google-crc32c,google-genai,google-resumable-media,googleapis-common-protos,greenlet,griffelib,grpc-google-iam-v1,grpcio,grpcio-status,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,joblib,joserfc,jsonpath-ng,jsonschema,jsonschema-specifications,keyring,kubernetes,langdetect,litellm,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,more-itertools,mpmath,msal,msal-extensions,multidict,multiprocess,narwhals,networkx,nltk,numpy,oauthlib,openai,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,peft,pip,platformdirs,polyleven,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psutil,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-settings,pygments,pyjwt,pyopenssl,pypdf,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,safetensors,scikit-learn,scipy,secretstorage,semver,sentence-transformers,sentry-sdk,setuptools,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,sympy,tenacity,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tornado,tqdm,transformers,tree-sitter,triton,trl,truststore,typer,typing-extensions,typing-inspection,urllib3,uv,uv-build,uvicorn,wcwidth,websocket-client,websockets,wrapt,xxhash,yarl,zipp",
             "os": "linux",
             "arch": "x86_64,aarch64",
             "py_version": 312
diff --git a/deploy/lightspeed-stack/Containerfile b/deploy/lightspeed-stack/Containerfile
index 567b5793e..772c91a7a 100644
--- a/deploy/lightspeed-stack/Containerfile
+++ b/deploy/lightspeed-stack/Containerfile
@@ -92,12 +92,15 @@ WORKDIR /app-root
 # PYTHONDONTWRITEBYTECODE 1 : disable the generation of .pyc
 # PYTHONUNBUFFERED 1 : force the stdout and stderr streams to be unbuffered
 # PYTHONCOERCECLOCALE 0, PYTHONUTF8 1 : skip legacy locales and use UTF-8 mode
+# TORCH_COMPILE_DISABLE 1: bypass torch.compile() which causes issue to the RAG system
 ENV PYTHONDONTWRITEBYTECODE=1 \
     PYTHONUNBUFFERED=1 \
     PYTHONCOERCECLOCALE=0 \
     PYTHONUTF8=1 \
     PYTHONIOENCODING=UTF-8 \
-    LANG=en_US.UTF-8
+    LANG=en_US.UTF-8 \
+    USER=default \
+    TORCH_COMPILE_DISABLE=1
 
 COPY --from=builder --chown=1001:1001 /app-root /app-root
 
@@ -137,7 +140,7 @@ ENTRYPOINT ["python3.12", "src/lightspeed_stack.py"]
 LABEL vendor="Red Hat, Inc." \
     name="lightspeed-core/lightspeed-stack-rhel9" \
     com.redhat.component="lightspeed-core/lightspeed-stack" \
-    cpe="cpe:/a:redhat:lightspeed_core:0.4::el9" \
+    cpe="cpe:/a:redhat:lightspeed_core:0.7::el9" \
     io.k8s.display-name="Lightspeed Stack" \
     summary="A service that provides a REST API for the Lightspeed Core Stack." \
     description="Lightspeed Core Stack (LCS) is an AI-powered assistant that provides answers to product questions using backend LLM services, agents, and RAG databases." \
diff --git a/pyproject.toml b/pyproject.toml
index 27b63d305..c9e3a9a36 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -186,7 +186,7 @@ llslibdev = [
     # API tool_runtime: remote::model-context-protocol
     "mcp>=1.23.0",
     # API post_training: inline::huggingface
-    "torch==2.9.1",
+    "torch==2.11.0",
     "trl>=0.18.2",
     "peft>=0.15.2",
     # API inference: remote::vertexai
diff --git a/scripts/konflux_resolve.py b/scripts/konflux_resolve.py
new file mode 100644
index 000000000..94173ba43
--- /dev/null
+++ b/scripts/konflux_resolve.py
@@ -0,0 +1,1331 @@
+#!/usr/bin/env python3
+"""Policy-driven dependency resolver for Hermeto/Cachi2 hermetic builds.
+
+Enforces: RHOAI wheel > PyPI sdist > PyPI wheel (last resort).
+Usage: python3 scripts/konflux_resolve.py --profile cpu|cuda [--verbose | --quiet]
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import logging
+import os
+import re
+import subprocess
+import time
+import tomllib
+import urllib.request
+from collections import deque
+from collections.abc import Sequence
+from html.parser import HTMLParser
+from typing import Any
+
+logger = logging.getLogger("konflux_resolve")
+
+# ---------------------------------------------------------------------------
+# Task 2 — Version parsing and constraint matching (PEP 440)
+# ---------------------------------------------------------------------------
+
+_PRE_RELEASE_MAP = {
+    "a": "a",
+    "alpha": "a",
+    "b": "b",
+    "beta": "b",
+    "c": "rc",
+    "rc": "rc",
+    "dev": "dev",
+}
+
+_PRE_ORDER = {"dev": 0, "a": 1, "b": 2, "rc": 3, "final": 4}
+
+_VERSION_RE = re.compile(
+    r"^(\d+)"
+    r"(?:\.(\d+))?"
+    r"(?:\.(\d+))?"
+    r"(?:\.\d+)*"  # extra numeric segments (ignored after third)
+    r"(?:[-.]?"
+    r"(?P<pre>a|alpha|b|beta|c|rc|dev)"
+    r"(?P<pre_num>\d+)?)?"
+    r"(?:\.post(?P<post>\d+))?"
+    r"$",
+    re.IGNORECASE,
+)
+
+
+def parse_version(
+    version_str: str,
+) -> tuple[int, int, int, tuple[int, int], tuple[int, int]]:
+    """Parse a PEP 440 version string into a comparable tuple.
+
+    Returns ``(major, minor, micro, (pre_label, pre_num), (post_label, post_num))``.
+    *pre_label* is one of ``"dev"``, ``"a"``, ``"b"``, ``"rc"``, ``"final"``
+    (where ``"final"`` means no pre-release suffix); *post_label* is ``"post"``
+    or ``"final"``.  The labels are ordered so that tuple comparison gives the
+    correct PEP 440 ordering.
+    """
+    version_str = version_str.strip()
+    if "+" in version_str:
+        version_str = version_str.split("+", 1)[0]
+    if version_str.endswith(".*"):
+        version_str = version_str[:-2]
+    m = _VERSION_RE.match(version_str)
+    if m is None:
+        raise ValueError(f"Cannot parse version: {version_str!r}")
+
+    major = int(m.group(1))
+    minor = int(m.group(2) or 0)
+    micro = int(m.group(3) or 0)
+
+    pre_raw = m.group("pre")
+    if pre_raw is not None:
+        pre_label = _PRE_RELEASE_MAP[pre_raw.lower()]
+        pre_num = int(m.group("pre_num") or 0)
+    else:
+        pre_label = "final"
+        pre_num = 0
+
+    post_raw = m.group("post")
+    pre_tag: tuple[int, int] = (_PRE_ORDER[pre_label], pre_num)
+    post_tag: tuple[int, int] = (1, int(post_raw)) if post_raw is not None else (0, 0)
+
+    return (major, minor, micro, pre_tag, post_tag)
+
+
+def _parse_specifier(spec: str) -> tuple[str, str]:
+    """Split ``>=1.2.3`` into ``(">=", "1.2.3")``."""
+    spec = spec.strip().strip("()")
+    for op in ("~=", "==", "!=", ">=", "<=", ">", "<"):
+        if spec.startswith(op):
+            return op, spec[len(op) :].strip()
+    if spec and spec[0].isdigit():
+        return "==", spec
+    raise ValueError(f"Unknown version operator in {spec!r}")
+
+
+_CMP_OPS: dict[str, Any] = {
+    "==": lambda v, c: v == c,
+    "!=": lambda v, c: v != c,
+    ">=": lambda v, c: v >= c,
+    "<=": lambda v, c: v <= c,
+    ">": lambda v, c: v > c,
+    "<": lambda v, c: v < c,
+}
+
+
+def _check_single_specifier(
+    version: str,
+    v: tuple[int, int, int, tuple[int, int], tuple[int, int]],
+    op: str,
+    ver_str: str,
+) -> bool:
+    """Return False if *v* violates the single specifier ``op ver_str``."""
+    if op == "==" and ver_str.endswith(".*"):
+        prefix = ver_str[:-2]
+        parts = prefix.split(".")
+        return version.split(".")[: len(parts)] == parts
+
+    if op == "~=":
+        parts = ver_str.split(".")
+        c = parse_version(ver_str)
+        upper_parts = parts[:-1]
+        upper_parts[-1] = str(int(upper_parts[-1]) + 1)
+        upper = parse_version(".".join(upper_parts))
+        return v >= c and v < upper
+
+    c = parse_version(ver_str)
+    check = _CMP_OPS.get(op)
+    if check is not None:
+        return bool(check(v, c))
+    return True
+
+
+def version_satisfies(version: str, constraint: str) -> bool:
+    """Check whether *version* satisfies a comma-separated PEP 440 constraint."""
+    constraint = constraint.strip()
+    if not constraint:
+        return True
+
+    v = parse_version(version)
+    for spec in constraint.split(","):
+        spec = spec.strip()
+        if not spec:
+            continue
+        op, ver_str = _parse_specifier(spec)
+        if not _check_single_specifier(version, v, op, ver_str):
+            return False
+    return True
+
+
+def merge_constraints(existing: str | None, new: str) -> str:
+    """Merge two constraint strings by comma-joining."""
+    if not existing:
+        return new
+    return f"{existing},{new}"
+
+
+# ---------------------------------------------------------------------------
+# Task 3 — Package name normalization and pyproject.toml parsing
+# ---------------------------------------------------------------------------
+
+_NORMALIZE_RE = re.compile(r"[-_.]+")
+
+
+def normalize_name(name: str) -> str:
+    """PEP 503 normalization: lowercase, replace runs of ``-``, ``.``, ``_`` with ``-``."""
+    return _NORMALIZE_RE.sub("-", name).lower()
+
+
+def _parse_dep_string(dep: str) -> tuple[str, str, str]:
+    """Parse ``name[extras]>=1.0; marker`` into ``(normalized_name, version_spec, marker)``."""
+    marker = ""
+    if ";" in dep:
+        dep, marker = dep.split(";", 1)
+        marker = marker.strip()
+
+    dep = dep.strip()
+    # Strip extras: name[extras]>=... → name>=...
+    dep = re.sub(r"\[.*?\]", "", dep)
+
+    match = re.match(r"^([A-Za-z0-9][-A-Za-z0-9_.]*)", dep)
+    if match is None:
+        raise ValueError(f"Cannot parse dependency: {dep!r}")
+
+    name = normalize_name(match.group(1))
+    version_spec = dep[match.end() :].strip()
+
+    return name, version_spec, marker
+
+
+def parse_direct_deps(pyproject_path: str) -> list[tuple[str, str]]:
+    """Parse ``[project].dependencies`` from a TOML file.
+
+    Returns ``[(normalized_name, version_spec), ...]``.
+    """
+    with open(pyproject_path, "rb") as f:
+        data = tomllib.load(f)
+
+    raw_deps: list[str] = data.get("project", {}).get("dependencies", [])
+    result: list[tuple[str, str]] = []
+    for dep_str in raw_deps:
+        name, spec, _marker = _parse_dep_string(dep_str)
+        result.append((name, spec))
+    return result
+
+
+# ---------------------------------------------------------------------------
+# Task 4 — PEP 503 simple index parser
+# ---------------------------------------------------------------------------
+
+
+class _LinkCollector(HTMLParser):
+    """Collect ``href`` attributes from ``<a>`` tags."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self.hrefs: list[str] = []
+        self._texts: list[str] = []
+        self._in_a = False
+        self.link_texts: list[str] = []
+
+    def handle_starttag(self, tag: str, attrs: list[tuple[str, str | None]]) -> None:
+        if tag == "a":
+            for attr_name, attr_val in attrs:
+                if attr_name == "href" and attr_val is not None:
+                    self.hrefs.append(attr_val)
+            self._in_a = True
+            self._texts = []
+
+    def handle_data(self, data: str) -> None:
+        if self._in_a:
+            self._texts.append(data)
+
+    def handle_endtag(self, tag: str) -> None:
+        if tag == "a" and self._in_a:
+            self.link_texts.append("".join(self._texts).strip())
+            self._in_a = False
+
+
+_WHEEL_RE = re.compile(
+    r"^(?P<name>[A-Za-z0-9][-A-Za-z0-9_.]*?)"
+    r"-(?P<version>\d[A-Za-z0-9_.+]*?)"
+    r"(?:-(?P<build>\d[A-Za-z0-9_.]*)?)?"
+    r"-(?P<python>[A-Za-z0-9_.]+)"
+    r"-(?P<abi>[A-Za-z0-9_.]+)"
+    r"-(?P<platform>[A-Za-z0-9_.]+)"
+    r"\.whl$"
+)
+
+_SDIST_RE = re.compile(
+    r"^(?P<name>[A-Za-z0-9][-A-Za-z0-9_.]*?)"
+    r"-(?P<version>\d[A-Za-z0-9_.]*)"
+    r"(?:\.tar\.gz|\.zip)$"
+)
+
+
+class SimpleIndexParser:
+    """Parse PEP 503 Simple Repository API HTML pages."""
+
+    @staticmethod
+    def parse_root(html: str) -> list[str]:
+        """Return list of package names from root index page."""
+        collector = _LinkCollector()
+        collector.feed(html)
+        return collector.link_texts
+
+    @staticmethod
+    def parse_package_page(html: str) -> list[dict[str, Any]]:
+        """Return list of entry dicts from a per-package page.
+
+        Each dict has keys: ``filename``, ``sha256``, ``version``, ``is_wheel``,
+        and for wheels: ``python_tag``, ``abi_tag``, ``platform_tag``.
+        """
+        collector = _LinkCollector()
+        collector.feed(html)
+        entries: list[dict[str, Any]] = []
+
+        for href, link_text in zip(collector.hrefs, collector.link_texts):
+            filename = link_text.strip()
+            if not filename:
+                filename = href.rsplit("/", 1)[-1].split("#")[0]
+
+            sha256 = ""
+            if "#sha256=" in href:
+                sha256 = href.split("#sha256=", 1)[1]
+
+            whl_m = _WHEEL_RE.match(filename)
+            if whl_m:
+                entries.append(
+                    {
+                        "filename": filename,
+                        "sha256": sha256,
+                        "version": whl_m.group("version"),
+                        "is_wheel": True,
+                        "python_tag": whl_m.group("python"),
+                        "abi_tag": whl_m.group("abi"),
+                        "platform_tag": whl_m.group("platform"),
+                    }
+                )
+                continue
+
+            sdist_m = _SDIST_RE.match(filename)
+            if sdist_m:
+                entries.append(
+                    {
+                        "filename": filename,
+                        "sha256": sha256,
+                        "version": sdist_m.group("version"),
+                        "is_wheel": False,
+                    }
+                )
+
+        return entries
+
+
+# ---------------------------------------------------------------------------
+# Task 5 — Wheel compatibility checker
+# ---------------------------------------------------------------------------
+
+
+def _abi3_compatible(python_tag: str, target_ver: tuple[int, int]) -> bool:
+    """Check if an abi3 wheel's cpXY tag is compatible with *target_ver*."""
+    for sub in python_tag.split("."):
+        if sub.startswith("cp") and len(sub) >= 3:
+            digits = sub[2:]
+            try:
+                tag_major = int(digits[0])
+                tag_minor = int(digits[1:]) if len(digits) > 1 else 0
+                if (tag_major, tag_minor) <= target_ver:
+                    return True
+            except ValueError:
+                pass
+    return False
+
+
+def is_wheel_compatible(
+    python_tag: str,
+    platform_tag: str,
+    target_python: str,
+    target_platforms: Sequence[str],
+    abi_tag: str = "",
+) -> bool:
+    """Check if a wheel's tags match the target environment.
+
+    *target_python* is e.g. ``"3.12"``; *target_platforms* is e.g.
+    ``["linux_x86_64", "linux_aarch64"]``.
+    """
+    major, minor = target_python.split(".")
+    target_ver = (int(major), int(minor))
+    compatible_py = {
+        f"cp{major}{minor}",
+        f"cp{major}",
+        f"py{major}",
+        f"py{major}{minor}",
+    }
+
+    py_ok = any(sub in compatible_py for sub in python_tag.split("."))
+    if not py_ok and abi_tag and "abi3" in abi_tag.split("."):
+        py_ok = _abi3_compatible(python_tag, target_ver)
+    if not py_ok:
+        return False
+
+    # Platform matching: "any" and "none" always match.
+    if platform_tag.lower() in ("any", "none"):
+        return True
+
+    # A compound platform tag like "manylinux_2_17_x86_64.manylinux2014_x86_64"
+    # can contain multiple sub-tags separated by ".". Check each sub-tag and
+    # each target platform for a suffix match (the arch part).
+    sub_tags = platform_tag.split(".")
+    for target in target_platforms:
+        # Extract the arch from the target, e.g. "linux_x86_64" → "x86_64"
+        arch = target.split("_", 1)[1] if "_" in target else target
+        for sub in sub_tags:
+            if sub == target or sub.endswith(f"_{arch}"):
+                return True
+
+    return False
+
+
+# ---------------------------------------------------------------------------
+# Task 6 — RHOAI index loader
+# ---------------------------------------------------------------------------
+
+
+class RhoaiIndex:
+    """RHOAI simple index with lazy per-package fetching.
+
+    The root page is downloaded eagerly (to learn which packages exist),
+    but individual package pages are fetched on-demand and cached.
+    """
+
+    def __init__(
+        self, index_url: str, python_version: str, platforms: Sequence[str]
+    ) -> None:
+        """Initialize with the RHOAI simple index URL, target Python version, and platforms."""
+        self.index_url = index_url.rstrip("/") + "/"
+        self.python_version = python_version
+        self.platforms = list(platforms)
+        self._parser = SimpleIndexParser()
+        self._known_packages: set[str] = set()
+        self._packages: dict[str, dict[str, dict[str, tuple[str, str]]]] = {}
+
+    def _fetch_url(self, url: str) -> str:
+        """Fetch *url* with retry (3 attempts, exponential backoff)."""
+        last_exc: Exception | None = None
+        for attempt in range(3):
+            try:
+                with urllib.request.urlopen(url, timeout=30) as resp:
+                    return str(resp.read().decode())
+            except Exception as exc:
+                last_exc = exc
+                logger.debug("Fetch %s attempt %d failed: %s", url, attempt + 1, exc)
+                time.sleep(2**attempt)
+        raise RuntimeError(f"Failed to fetch {url} after 3 attempts") from last_exc
+
+    def load(self) -> None:
+        """Download root page to learn which packages exist on RHOAI."""
+        root_html = self._fetch_url(self.index_url)
+        package_names = self._parser.parse_root(root_html)
+        self._known_packages = {normalize_name(n) for n in package_names}
+        logger.info("RHOAI index: %d packages available", len(self._known_packages))
+
+    def _ensure_loaded(self, name: str) -> None:
+        """Fetch and cache a package page if not already loaded."""
+        norm = normalize_name(name)
+        if norm in self._packages or norm not in self._known_packages:
+            return
+
+        target_platforms = [f"linux_{p}" for p in self.platforms]
+        page_url = f"{self.index_url}{norm}/"
+        try:
+            page_html = self._fetch_url(page_url)
+        except Exception as exc:
+            logger.warning("Failed to fetch RHOAI page for %s: %s", norm, exc)
+            return
+
+        entries = self._parser.parse_package_page(page_html)
+        versions: dict[str, dict[str, tuple[str, str]]] = {}
+        for entry in entries:
+            if not entry["is_wheel"]:
+                continue
+            if not is_wheel_compatible(
+                entry["python_tag"],
+                entry["platform_tag"],
+                self.python_version,
+                target_platforms,
+                abi_tag=entry.get("abi_tag", ""),
+            ):
+                continue
+
+            ver = entry["version"]
+            if ver not in versions:
+                versions[ver] = {}
+
+            plat = entry["platform_tag"]
+            matched_arch = self._match_arch(plat, target_platforms)
+            if matched_arch:
+                versions[ver][matched_arch] = (entry["filename"], entry["sha256"])
+
+        if versions:
+            self._packages[norm] = versions
+
+    def _match_arch(self, platform_tag: str, target_platforms: list[str]) -> str | None:
+        """Determine which target arch a platform tag matches."""
+        if platform_tag.lower() in ("any", "none"):
+            return "any"
+        sub_tags = platform_tag.split(".")
+        for target in target_platforms:
+            arch = target.split("_", 1)[1] if "_" in target else target
+            for sub in sub_tags:
+                if sub == target or sub.endswith(f"_{arch}"):
+                    return target
+        return None
+
+    def has_package(self, name: str) -> bool:
+        """Return whether the RHOAI index lists this package name."""
+        return normalize_name(name) in self._known_packages
+
+    def find_best(self, name: str, constraint: str) -> dict[str, Any] | None:
+        """Find latest version satisfying *constraint*.
+
+        Returns ``{"version": str, "platforms": {arch: (filename, sha256)}}``
+        or ``None``.
+        """
+        norm = normalize_name(name)
+        self._ensure_loaded(norm)
+        versions = self._packages.get(norm)
+        if not versions:
+            return None
+
+        candidates = [v for v in versions if version_satisfies(v, constraint)]
+        if not candidates:
+            return None
+
+        best = max(candidates, key=parse_version)
+        return {"version": best, "platforms": versions[best]}
+
+
+# ---------------------------------------------------------------------------
+# Task 7 — PEP 508 marker evaluation & PyPI client
+# ---------------------------------------------------------------------------
+
+_MARKER_ENV_KEYS = {
+    "sys_platform",
+    "os_name",
+    "platform_system",
+    "implementation_name",
+    "python_version",
+    "platform_machine",
+    "extra",
+}
+
+_MARKER_COMPARE_RE = re.compile(
+    r"""^
+    \s*(?P<left>[A-Za-z_][A-Za-z0-9_.]*|'[^']*'|"[^"]*")
+    \s*(?P<op>~=|===|==|!=|>=|<=|>|<|not\s+in|in)
+    \s*(?P<right>[A-Za-z_][A-Za-z0-9_.]*|'[^']*'|"[^"]*")
+    \s*$
+    """,
+    re.VERBOSE,
+)
+
+
+def _eval_marker(marker: str, python_version: str) -> bool:
+    """Simplified PEP 508 marker evaluation for a Linux CPython target."""
+    env = {
+        "sys_platform": "linux",
+        "os_name": "posix",
+        "platform_system": "Linux",
+        "implementation_name": "cpython",
+        "python_version": python_version,
+    }
+
+    marker = marker.strip()
+    if not marker:
+        return True
+
+    or_parts = re.split(r"\s+or\s+", marker)
+    for or_part in or_parts:
+        and_parts = re.split(r"\s+and\s+", or_part)
+        all_true = True
+        for expr in and_parts:
+            if not _eval_single_marker(expr.strip(), env):
+                all_true = False
+                break
+        if all_true:
+            return True
+    return False
+
+
+_MARKER_CMP_OPS: dict[str, Any] = {
+    "==": lambda lv, rv: lv == rv,
+    "!=": lambda lv, rv: lv != rv,
+    ">=": lambda lv, rv: lv >= rv,
+    "<=": lambda lv, rv: lv <= rv,
+    ">": lambda lv, rv: lv > rv,
+    "<": lambda lv, rv: lv < rv,
+    "in": lambda lv, rv: lv in rv,
+    "not in": lambda lv, rv: lv not in rv,
+}
+
+
+def _eval_single_marker(expr: str, env: dict[str, str]) -> bool:
+    """Evaluate a single marker comparison like ``sys_platform == 'linux'``."""
+    m = _MARKER_COMPARE_RE.match(expr)
+    if m is None:
+        return True
+
+    left_raw = m.group("left").strip("'\"")
+    right_raw = m.group("right").strip("'\"")
+    op = re.sub(r"\s+", " ", m.group("op"))
+
+    if left_raw in env:
+        lval, rval = env[left_raw], right_raw
+    elif right_raw in env:
+        lval, rval = left_raw, env[right_raw]
+    else:
+        return True
+
+    check = _MARKER_CMP_OPS.get(op)
+    return bool(check(lval, rval)) if check else True
+
+
+class PypiClient:
+    """Lazy, per-package PyPI client with caching."""
+
+    def __init__(self, python_version: str, platforms: Sequence[str]) -> None:
+        """Initialize with the target Python version and platforms."""
+        self.python_version = python_version
+        self.platforms = list(platforms)
+        self._parser = SimpleIndexParser()
+        self._info_cache: dict[str, dict[str, Any]] = {}
+        self._requires_cache: dict[str, list[tuple[str, str]]] = {}
+
+    def _fetch_url(self, url: str) -> str:
+        """Fetch *url* with retry (3 attempts, exponential backoff)."""
+        last_exc: Exception | None = None
+        for attempt in range(3):
+            try:
+                with urllib.request.urlopen(url, timeout=30) as resp:
+                    return str(resp.read().decode())
+            except Exception as exc:
+                last_exc = exc
+                logger.debug("Fetch %s attempt %d failed: %s", url, attempt + 1, exc)
+                time.sleep(2**attempt)
+        raise RuntimeError(f"Failed to fetch {url} after 3 attempts") from last_exc
+
+    def get_package_info(self, name: str) -> dict[str, dict[str, Any]]:
+        """Fetch and cache the simple index page for *name*.
+
+        Returns ``{version: {"has_sdist": bool, "sdist_hashes": [...],
+        "wheel_hashes": [...], "wheel_files": [...]}}``.
+        """
+        norm = normalize_name(name)
+        if norm in self._info_cache:
+            return self._info_cache[norm]
+
+        url = f"https://pypi.org/simple/{norm}/"
+        html = self._fetch_url(url)
+        entries = self._parser.parse_package_page(html)
+
+        info: dict[str, dict[str, Any]] = {}
+        for entry in entries:
+            ver = entry["version"]
+            if ver not in info:
+                info[ver] = {
+                    "has_sdist": False,
+                    "sdist_hashes": [],
+                    "wheel_hashes": [],
+                    "wheel_files": [],
+                }
+            if entry["is_wheel"]:
+                if entry["sha256"]:
+                    info[ver]["wheel_hashes"].append(entry["sha256"])
+                info[ver]["wheel_files"].append(entry["filename"])
+            else:
+                info[ver]["has_sdist"] = True
+                if entry["sha256"]:
+                    info[ver]["sdist_hashes"].append(entry["sha256"])
+
+        self._info_cache[norm] = info
+        return info
+
+    def get_requires_dist(self, name: str, version: str) -> list[tuple[str, str]]:
+        """Fetch ``Requires-Dist`` from PyPI JSON API.
+
+        Returns ``[(dep_name, spec), ...]``, filtering out extras and markers
+        that don't match the target environment.
+        """
+        cache_key = f"{normalize_name(name)}=={version}"
+        if cache_key in self._requires_cache:
+            return self._requires_cache[cache_key]
+
+        url = f"https://pypi.org/pypi/{name}/{version}/json"
+        text = self._fetch_url(url)
+        data = json.loads(text)
+
+        requires_dist: list[str] = data.get("info", {}).get("requires_dist") or []
+        result: list[tuple[str, str]] = []
+
+        for dep_str in requires_dist:
+            dep_name, spec, marker = _parse_dep_string(dep_str)
+
+            if marker:
+                stripped = marker.replace(" ", "")
+                if "extra==" in stripped or "extra ==" in marker:
+                    continue
+
+            if marker and not _eval_marker(marker, self.python_version):
+                continue
+
+            result.append((dep_name, spec))
+
+        self._requires_cache[cache_key] = result
+        return result
+
+    def find_best(self, name: str, constraint: str) -> dict[str, Any] | None:
+        """Find latest version on PyPI satisfying *constraint*.
+
+        Returns ``{"version": str, "has_sdist": bool, "sdist_hashes": [...],
+        "wheel_hashes": [...], "wheel_files": [...]}`` or ``None``.
+        """
+        info = self.get_package_info(name)
+        candidates = [v for v in info if version_satisfies(v, constraint)]
+        if not candidates:
+            return None
+
+        best = max(candidates, key=parse_version)
+        return {"version": best, **info[best]}
+
+
+# ---------------------------------------------------------------------------
+# Task 8 — Dependency resolver (BFS graph walk)
+# ---------------------------------------------------------------------------
+
+
+class Resolver:
+    """BFS dependency resolver enforcing RHOAI-first policy."""
+
+    def __init__(
+        self,
+        rhoai: RhoaiIndex,
+        pypi: PypiClient,
+        wheel_only_packages: set[str] | None = None,
+    ) -> None:
+        """Initialize with RHOAI and PyPI clients and the wheel-only package set."""
+        self.rhoai = rhoai
+        self.pypi = pypi
+        self.wheel_only = {normalize_name(p) for p in (wheel_only_packages or set())}
+        self.fallback_reasons: dict[str, str] = {}
+
+    def resolve(self, direct_deps: list[tuple[str, str]]) -> dict[str, dict[str, Any]]:
+        """Resolve all transitive dependencies via BFS.
+
+        Returns ``{name: {"version": str, "source": "rhoai"|"pypi", ...}}``.
+        """
+        resolved: dict[str, dict[str, Any]] = {}
+        constraints: dict[str, str] = {}
+        queue: deque[tuple[str, str]] = deque()
+
+        for name, spec in direct_deps:
+            norm = normalize_name(name)
+            constraints[norm] = (
+                merge_constraints(constraints.get(norm), spec)
+                if spec
+                else constraints.get(norm, "")
+            )
+            queue.append((norm, constraints[norm]))
+
+        visited_queue: set[str] = set()
+
+        while queue:
+            name, _constraint_at_enqueue = queue.popleft()
+            norm = normalize_name(name)
+
+            if norm in resolved:
+                current_ver = resolved[norm]["version"]
+                if version_satisfies(current_ver, constraints.get(norm, "")):
+                    continue
+                if resolved[norm]["source"] == "rhoai":
+                    logger.info(
+                        "Constraint conflict for %s (RHOAI %s); falling back to PyPI",
+                        norm,
+                        current_ver,
+                    )
+                    del resolved[norm]
+                    self.fallback_reasons[norm] = (
+                        f"RHOAI version {current_ver} conflicts with "
+                        f"constraint {constraints.get(norm, '')}"
+                    )
+                else:
+                    raise RuntimeError(
+                        f"Constraint conflict for {norm}: resolved {current_ver} "
+                        f"does not satisfy {constraints.get(norm, '')}"
+                    )
+
+            constraint = constraints.get(norm, "")
+
+            rhoai_result = self.rhoai.find_best(norm, constraint)
+            if rhoai_result is not None:
+                resolved[norm] = {
+                    "version": rhoai_result["version"],
+                    "source": "rhoai",
+                    "platforms": rhoai_result["platforms"],
+                }
+            else:
+                pypi_result = self.pypi.find_best(norm, constraint)
+                if pypi_result is None:
+                    raise RuntimeError(
+                        f"Cannot resolve {norm} with constraint "
+                        f"{constraint!r}: not found on RHOAI or PyPI"
+                    )
+                if norm not in self.fallback_reasons:
+                    if self.rhoai.has_package(norm):
+                        self.fallback_reasons[norm] = (
+                            f"RHOAI has {norm} but no version satisfies {constraint!r}"
+                        )
+                    else:
+                        self.fallback_reasons[norm] = "not in RHOAI index"
+                resolved[norm] = {
+                    "version": pypi_result["version"],
+                    "source": "pypi",
+                    "has_sdist": pypi_result["has_sdist"],
+                    "sdist_hashes": pypi_result["sdist_hashes"],
+                    "wheel_hashes": pypi_result["wheel_hashes"],
+                    "wheel_files": pypi_result["wheel_files"],
+                }
+
+            pinned_version = resolved[norm]["version"]
+            visit_key = f"{norm}=={pinned_version}"
+            if visit_key in visited_queue:
+                continue
+            visited_queue.add(visit_key)
+
+            try:
+                trans_deps = self.pypi.get_requires_dist(norm, pinned_version)
+            except Exception as exc:
+                logger.warning(
+                    "Could not fetch deps for %s==%s: %s", norm, pinned_version, exc
+                )
+                continue
+
+            for dep_name, dep_spec in trans_deps:
+                dep_norm = normalize_name(dep_name)
+                if dep_spec:
+                    constraints[dep_norm] = merge_constraints(
+                        constraints.get(dep_norm), dep_spec
+                    )
+                elif dep_norm not in constraints:
+                    constraints[dep_norm] = ""
+                queue.append((dep_norm, constraints[dep_norm]))
+
+        return resolved
+
+
+# ---------------------------------------------------------------------------
+# Task 9 — Classifier
+# ---------------------------------------------------------------------------
+
+
+def classify_packages(
+    resolved: dict[str, dict[str, Any]],
+    wheel_only: set[str],
+) -> dict[str, dict[str, dict[str, Any]]]:
+    """Classify resolved packages into output buckets.
+
+    Returns ``{"rhoai_wheel": {...}, "pypi_sdist": {...}, "pypi_wheel": {...}}``.
+    """
+    wheel_only_norm = {normalize_name(p) for p in wheel_only}
+
+    buckets: dict[str, dict[str, dict[str, Any]]] = {
+        "rhoai_wheel": {},
+        "pypi_sdist": {},
+        "pypi_wheel": {},
+    }
+
+    for name, info in resolved.items():
+        norm = normalize_name(name)
+        if info["source"] == "rhoai":
+            buckets["rhoai_wheel"][norm] = info
+        elif norm in wheel_only_norm:
+            buckets["pypi_wheel"][norm] = info
+        elif info.get("has_sdist", False):
+            buckets["pypi_sdist"][norm] = info
+        else:
+            logger.warning(
+                "Package %s==%s has no sdist on PyPI; auto-promoting to "
+                "pypi_wheel. Consider adding it to pypi_wheel_only.txt.",
+                norm,
+                info["version"],
+            )
+            buckets["pypi_wheel"][norm] = info
+
+    return buckets
+
+
+# ---------------------------------------------------------------------------
+# Task 10 — Output writer: hashed requirements files
+# ---------------------------------------------------------------------------
+
+
+def write_hashed_requirements(
+    packages: dict[str, dict[str, Any]],
+    output_path: str,
+    index_url: str,
+) -> None:
+    """Write a pip-compatible hashed requirements file.
+
+    *packages* maps ``{name: info}`` where *info* has the fields produced by
+    the resolver (``version``, and either ``platforms`` for RHOAI or
+    ``sdist_hashes`` / ``wheel_hashes`` / ``wheel_files`` for PyPI).
+    """
+    lines: list[str] = [f"--index-url {index_url}\n"]
+
+    for name in sorted(packages):
+        info = packages[name]
+        version = info["version"]
+
+        hashes: set[str] = set()
+
+        # RHOAI packages store hashes per platform
+        if "platforms" in info:
+            for _arch, (_, sha) in info["platforms"].items():
+                if sha:
+                    hashes.add(sha)
+
+        # PyPI packages store hashes in flat lists
+        for key in ("sdist_hashes", "wheel_hashes"):
+            for sha in info.get(key, []):
+                if sha:
+                    hashes.add(sha)
+        # wheel_files entries are filenames, not hashes — but the info dict
+        # may carry per-file hashes via wheel_hashes already.  Nothing extra
+        # to extract here.
+
+        sorted_hashes = sorted(hashes)
+        if not sorted_hashes:
+            raise RuntimeError(
+                f"No hashes collected for {name}=={version} while writing {output_path}"
+            )
+        lines.append(f"{name}=={version} \\\n")
+        hash_lines = [f"    --hash=sha256:{h}" for h in sorted_hashes]
+        lines.append(" \\\n".join(hash_lines) + "\n")
+
+    with open(output_path, "w") as f:
+        f.writelines(lines)
+
+
+# ---------------------------------------------------------------------------
+# Task 11 — Tekton YAML patching
+# ---------------------------------------------------------------------------
+
+
+def patch_tekton_packages(yaml_path: str, package_names: list[str]) -> None:
+    """Replace the ``"packages": "..."`` value in a Tekton pipeline YAML."""
+    with open(yaml_path) as f:
+        content = f.read()
+
+    sorted_names = sorted(package_names)
+    replacement = f'"packages": "{",".join(sorted_names)}"'
+    content = re.sub(r'"packages":\s*"[^"]*"', replacement, content)
+
+    with open(yaml_path, "w") as f:
+        f.write(content)
+
+
+# ---------------------------------------------------------------------------
+# Task 12 — Config loading
+# ---------------------------------------------------------------------------
+
+KONFLUX_DIR = ".konflux"
+
+
+def load_config(profiles_path: str, profile_name: str) -> dict[str, Any]:
+    """Load and merge ``[common]`` + ``[profiles.<name>]`` from a TOML file.
+
+    Returns a dict with keys: ``python_version``, ``platforms``,
+    ``bootstrap_packages``, ``rhoai_index_url``, ``output_suffix``,
+    ``tekton_files``.
+    """
+    with open(profiles_path, "rb") as f:
+        data = tomllib.load(f)
+
+    common = dict(data.get("common", {}))
+    profiles = data.get("profiles", {})
+
+    if profile_name not in profiles:
+        raise KeyError(
+            f"Profile {profile_name!r} not found in {profiles_path}. "
+            f"Available: {', '.join(profiles)}"
+        )
+
+    merged = {**common, **profiles[profile_name]}
+    return merged
+
+
+def load_wheel_only(path: str) -> set[str]:
+    """Load ``.konflux/pypi_wheel_only.txt`` — one package name per line.
+
+    Skips blank lines and ``#`` comments.  Returns normalized names.
+    """
+    names: set[str] = set()
+    with open(path) as f:
+        for line in f:
+            line = line.strip()
+            if not line or line.startswith("#"):
+                continue
+            names.add(normalize_name(line))
+    return names
+
+
+# ---------------------------------------------------------------------------
+# Hybrid resolution: uv pip compile + RHOAI reclassification
+# ---------------------------------------------------------------------------
+
+_UV_COMPILED_RE = re.compile(r"^([a-zA-Z0-9][a-zA-Z0-9._-]*)([=<>!~].*)?$")
+
+
+UV_BINARY = os.environ.get(
+    "UV_BINARY",
+    os.path.join(
+        os.path.dirname(__file__), "..", "..", "uv", "target", "release", "uv"
+    ),
+)
+
+
+def uv_resolve(
+    python_version: str,
+    rhoai_index_url: str,
+    suffix: str,
+) -> dict[str, dict[str, Any]]:
+    """Run ``uv pip compile --index-strategy prefer-index`` to resolve deps.
+
+    Returns ``{normalized_name: {"version": str, "index": str}}``
+    where *index* is the URL of the index the package was resolved from.
+    """
+    overrides_file = os.path.join(
+        KONFLUX_DIR,
+        (
+            f"requirements.overrides{suffix}.txt"
+            if suffix
+            else "requirements.overrides.txt"
+        ),
+    )
+    uv = UV_BINARY if os.path.isfile(UV_BINARY) else "uv"
+    cmd = [
+        uv,
+        "pip",
+        "compile",
+        "pyproject.toml",
+        "--python-platform",
+        "x86_64-manylinux_2_28",
+        "--python-version",
+        python_version,
+        "--refresh",
+        "--index",
+        rhoai_index_url,
+        "--default-index",
+        "https://pypi.org/simple/",
+        "--index-strategy",
+        "prefer-index",
+        "--emit-index-annotation",
+        "--no-sources",
+        "--group",
+        "llslibdev",
+    ]
+    if os.path.exists(overrides_file):
+        cmd += ["--override", overrides_file]
+
+    logger.debug("Running: %s", " ".join(cmd))
+    result = subprocess.run(cmd, capture_output=True, text=True, check=True)
+
+    resolved: dict[str, dict[str, Any]] = {}
+    current_package: str | None = None
+
+    for line in result.stdout.splitlines():
+        line = line.strip()
+        if not line or line.startswith("-"):
+            continue
+
+        m = _UV_COMPILED_RE.match(line)
+        if m and not line.startswith("#"):
+            name = normalize_name(m.group(1))
+            version_spec = (m.group(2) or "").strip()
+            if version_spec.startswith("=="):
+                version = version_spec[2:]
+            else:
+                version = version_spec.lstrip("=")
+            if version:
+                current_package = name
+                resolved[name] = {"version": version, "index": ""}
+        elif "# from " in line and current_package:
+            index_url = line.split("# from ", 1)[1].strip()
+            resolved[current_package]["index"] = index_url
+
+    logger.info("uv resolved %d packages", len(resolved))
+    return resolved
+
+
+def reclassify_with_rhoai(
+    uv_resolved: dict[str, str],
+    rhoai: RhoaiIndex,
+) -> dict[str, dict[str, Any]]:
+    """Reclassify uv-resolved packages using RHOAI-first policy.
+
+    For each package, if RHOAI has a compatible wheel at the resolved version,
+    classify as ``source=rhoai``; otherwise ``source=pypi``.
+    """
+    result: dict[str, dict[str, Any]] = {}
+    rhoai_count = 0
+    pypi_count = 0
+
+    for name, version in sorted(uv_resolved.items()):
+        rhoai_match = rhoai.find_best(name, f"=={version}")
+        if rhoai_match and rhoai_match["version"] == version:
+            result[name] = {
+                "version": version,
+                "source": "rhoai",
+                "platforms": rhoai_match["platforms"],
+            }
+            rhoai_count += 1
+            logger.debug("RHOAI: %s==%s", name, version)
+        else:
+            result[name] = {
+                "version": version,
+                "source": "pypi",
+                "has_sdist": True,
+                "sdist_hashes": [],
+                "wheel_hashes": [],
+                "wheel_files": [],
+            }
+            pypi_count += 1
+            if rhoai.has_package(name):
+                logger.info(
+                    "PyPI: %s==%s (RHOAI has package but not version %s)",
+                    name,
+                    version,
+                    version,
+                )
+            else:
+                logger.debug("PyPI: %s==%s (not in RHOAI)", name, version)
+
+    logger.info("Reclassified: %d RHOAI, %d PyPI", rhoai_count, pypi_count)
+    return result
+
+
+def _fetch_hashes_for_pypi_packages(
+    resolved: dict[str, dict[str, Any]],
+    pypi: PypiClient,
+) -> None:
+    """Populate sdist/wheel hashes for PyPI-sourced packages in-place."""
+    for name, info in resolved.items():
+        if info["source"] != "pypi":
+            continue
+        version = info["version"]
+        try:
+            pkg_info = pypi.get_package_info(name)
+        except Exception as exc:
+            logger.warning("Could not fetch PyPI info for %s: %s", name, exc)
+            continue
+        ver_info = pkg_info.get(version, {})
+        info["has_sdist"] = ver_info.get("has_sdist", False)
+        info["sdist_hashes"] = ver_info.get("sdist_hashes", [])
+        info["wheel_hashes"] = ver_info.get("wheel_hashes", [])
+        info["wheel_files"] = ver_info.get("wheel_files", [])
+
+
+# ---------------------------------------------------------------------------
+# Main entrypoint
+# ---------------------------------------------------------------------------
+
+
+def _strip_rhoai_duplicates_from_build_deps(
+    build_file: str, rhoai_names: set[str]
+) -> None:
+    """Remove packages from build deps file that already exist as RHOAI wheels.
+
+    Prevents hermeto from fetching PyPI wheels for packages that are already
+    available from RHOAI, which would cause EC policy violations (binary=true
+    on PyPI-sourced packages).
+    """
+    with open(build_file) as f:
+        lines = f.readlines()
+
+    output: list[str] = []
+    skip = False
+    for line in lines:
+        if line and line[0].isalpha():
+            pkg_name = normalize_name(line.split("==")[0].strip())
+            skip = pkg_name in rhoai_names
+        elif line.startswith("#") and not skip:
+            skip = False
+
+        if not skip:
+            output.append(line)
+
+    with open(build_file, "w") as f:
+        f.writelines(output)
+
+
+def main() -> None:
+    """Resolve dependencies with RHOAI-first policy and write Hermeto output files."""
+    parser = argparse.ArgumentParser(
+        description="Policy-driven dependency resolver for Hermeto/Cachi2 builds."
+    )
+    parser.add_argument("--profile", required=True, help="Build profile (cpu|cuda)")
+    verbosity = parser.add_mutually_exclusive_group()
+    verbosity.add_argument("--verbose", action="store_true", help="Verbose logging")
+    verbosity.add_argument("--quiet", action="store_true", help="Errors only")
+    args = parser.parse_args()
+
+    if args.verbose:
+        logging.basicConfig(level=logging.DEBUG)
+    elif args.quiet:
+        logging.basicConfig(level=logging.ERROR)
+    else:
+        logging.basicConfig(level=logging.INFO)
+
+    profiles_path = os.path.join(KONFLUX_DIR, "profiles.toml")
+    config = load_config(profiles_path, args.profile)
+
+    wheel_only_path = os.path.join(KONFLUX_DIR, "pypi_wheel_only.txt")
+    wheel_only = load_wheel_only(wheel_only_path)
+
+    python_version = config["python_version"]
+    platforms = config["platforms"]
+    rhoai_index_url = config["rhoai_index_url"]
+    suffix = config.get("output_suffix", "")
+    tekton_files = config.get("tekton_files", [])
+    bootstrap_packages = config.get("bootstrap_packages", [])
+
+    # Step 1: Resolve via uv with prefer-index strategy
+    logger.info("Running uv pip compile --index-strategy prefer-index …")
+    uv_resolved = uv_resolve(python_version, rhoai_index_url, suffix)
+
+    # Step 2: Build resolved dict from uv output + index annotations
+    resolved: dict[str, dict[str, Any]] = {}
+    for name, info in uv_resolved.items():
+        index = info["index"]
+        is_rhoai = "packages.redhat.com" in index if index else False
+        if is_rhoai:
+            resolved[name] = {
+                "version": info["version"],
+                "source": "rhoai",
+                "platforms": {},
+            }
+        else:
+            resolved[name] = {
+                "version": info["version"],
+                "source": "pypi",
+                "has_sdist": True,
+                "sdist_hashes": [],
+                "wheel_hashes": [],
+                "wheel_files": [],
+            }
+
+    rhoai_count = sum(1 for v in resolved.values() if v["source"] == "rhoai")
+    pypi_count = len(resolved) - rhoai_count
+    logger.info("Classified: %d RHOAI, %d PyPI", rhoai_count, pypi_count)
+
+    # Step 3: Fetch hashes — RHOAI from the RHOAI index, PyPI from PyPI
+    logger.info("Fetching hashes …")
+    rhoai = RhoaiIndex(rhoai_index_url, python_version, platforms)
+    rhoai.load()
+    for name, info in resolved.items():
+        if info["source"] == "rhoai":
+            match = rhoai.find_best(name, f"=={info['version']}")
+            if match:
+                info["platforms"] = match["platforms"]
+
+    pypi = PypiClient(python_version, platforms)
+    _fetch_hashes_for_pypi_packages(resolved, pypi)
+
+    # Step 5: Classify into buckets
+    buckets = classify_packages(resolved, wheel_only)
+
+    # Step 6: Write hashed requirements files
+    write_hashed_requirements(
+        buckets["rhoai_wheel"],
+        os.path.join(KONFLUX_DIR, f"requirements.hashes.wheel{suffix}.txt"),
+        rhoai_index_url,
+    )
+    write_hashed_requirements(
+        buckets["pypi_sdist"],
+        os.path.join(KONFLUX_DIR, f"requirements.hashes.source{suffix}.txt"),
+        "https://pypi.org/simple",
+    )
+    write_hashed_requirements(
+        buckets["pypi_wheel"],
+        os.path.join(KONFLUX_DIR, f"requirements.hashes.wheel.pypi{suffix}.txt"),
+        "https://pypi.org/simple",
+    )
+
+    # Step 7: Build dependencies via pybuild-deps
+    sdist_names = list(buckets["pypi_sdist"].keys())
+    build_output = os.path.join(KONFLUX_DIR, f"requirements-build{suffix}.txt")
+    if sdist_names:
+        tmp_sdist_file = os.path.join(KONFLUX_DIR, f"_tmp_sdist_list{suffix}.txt")
+        try:
+            with open(tmp_sdist_file, "w") as f:
+                for name in sorted(sdist_names):
+                    info = buckets["pypi_sdist"][name]
+                    f.write(f"{name}=={info['version']}\n")
+            subprocess.run(
+                [
+                    "uv",
+                    "run",
+                    "pybuild-deps",
+                    "compile",
+                    f"--output-file={build_output}",
+                    tmp_sdist_file,
+                ],
+                check=True,
+            )
+        finally:
+            if os.path.exists(tmp_sdist_file):
+                os.remove(tmp_sdist_file)
+
+        # Strip build deps that duplicate RHOAI wheel packages to avoid
+        # hermeto fetching them as binary from PyPI (EC policy violation).
+        rhoai_names = set(buckets["rhoai_wheel"].keys())
+        _strip_rhoai_duplicates_from_build_deps(build_output, rhoai_names)
+    else:
+        with open(build_output, "w") as f:
+            f.write("# No sdist packages — no build dependencies needed.\n")
+
+    # Step 9: Patch Tekton pipelines
+    wheel_package_names = (
+        list(buckets["rhoai_wheel"].keys())
+        + list(buckets["pypi_wheel"].keys())
+        + [normalize_name(p) for p in bootstrap_packages]
+    )
+    for tekton_file in tekton_files:
+        if os.path.exists(tekton_file):
+            patch_tekton_packages(tekton_file, wheel_package_names)
+            logger.info("Patched %s", tekton_file)
+        else:
+            logger.warning("Tekton file not found: %s", tekton_file)
+
+    # Summary
+    total = len(resolved)
+    print(f"\n{'='*60}")
+    print(f"Resolution complete ({args.profile} profile)")
+    print(f"{'='*60}")
+    print(f"  RHOAI wheels:          {len(buckets['rhoai_wheel']):>4} packages")
+    print(f"  PyPI sdist:            {len(buckets['pypi_sdist']):>4} packages")
+    print(f"  PyPI wheel (last resort): {len(buckets['pypi_wheel']):>4} packages")
+    print(f"  Total:                 {total:>4} packages")
+    print()
+    print(f"  Hashed wheel (RHOAI):  .konflux/requirements.hashes.wheel{suffix}.txt")
+    print(f"  Hashed source (PyPI):  .konflux/requirements.hashes.source{suffix}.txt")
+    print(
+        f"  Hashed wheel (PyPI):   .konflux/requirements.hashes.wheel.pypi{suffix}.txt"
+    )
+    print(f"  Build deps:            {build_output}")
+    print()
+    print("Remember to commit output files and push the changes.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/uv.lock b/uv.lock
index 384492380..c765ad7fe 100644
--- a/uv.lock
+++ b/uv.lock
@@ -39,8 +39,8 @@ dependencies = [
     { name = "psutil" },
     { name = "pyyaml" },
     { name = "safetensors" },
-    { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
-    { name = "torch", version = "2.9.1+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "torch", version = "2.11.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.11.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/8d/75/94cd5d389649578aca399e5aa822637eec18319a1dadc400ffe2f9a7493f/accelerate-1.14.0.tar.gz", hash = "sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d", size = 412167, upload-time = "2026-06-11T13:45:52.326Z" }
 wheels = [
@@ -1856,8 +1856,8 @@ llslibdev = [
     { name = "pythainlp" },
     { name = "requests" },
     { name = "sentence-transformers" },
-    { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
-    { name = "torch", version = "2.9.1+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "torch", version = "2.11.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.11.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
     { name = "transformers" },
     { name = "tree-sitter" },
     { name = "trl" },
@@ -1965,7 +1965,7 @@ llslibdev = [
     { name = "pythainlp", specifier = ">=3.0.10" },
     { name = "requests", specifier = ">=2.33.0" },
     { name = "sentence-transformers", specifier = ">=5.0.0" },
-    { name = "torch", specifier = "==2.9.1", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "lightspeed-stack", group = "llslibdev" } },
+    { name = "torch", specifier = "==2.11.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "lightspeed-stack", group = "llslibdev" } },
     { name = "transformers", specifier = ">=4.34.0" },
     { name = "tree-sitter", specifier = ">=0.24.0" },
     { name = "trl", specifier = ">=0.18.2" },
@@ -2824,8 +2824,8 @@ dependencies = [
     { name = "psutil" },
     { name = "pyyaml" },
     { name = "safetensors" },
-    { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
-    { name = "torch", version = "2.9.1+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "torch", version = "2.11.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.11.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
     { name = "tqdm" },
     { name = "transformers" },
 ]
@@ -3990,8 +3990,8 @@ name = "secretstorage"
 version = "3.5.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cryptography", marker = "sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
-    { name = "jeepney", marker = "sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
+    { name = "cryptography" },
+    { name = "jeepney" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be", size = 19884, upload-time = "2025-11-23T19:02:53.191Z" }
 wheels = [
@@ -4016,8 +4016,8 @@ dependencies = [
     { name = "numpy" },
     { name = "scikit-learn" },
     { name = "scipy" },
-    { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
-    { name = "torch", version = "2.9.1+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "torch", version = "2.11.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.11.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
     { name = "tqdm" },
     { name = "transformers" },
     { name = "typing-extensions" },
@@ -4047,11 +4047,11 @@ fastapi = [
 
 [[package]]
 name = "setuptools"
-version = "83.0.0"
+version = "81.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/34/26/f5d29e25ffdb535afef2d35cdb55b325298f96debd670da4c325e08d70f4/setuptools-83.0.0.tar.gz", hash = "sha256:025bccbbf0fa05b6192bc64ae1e7b16e001fd6d6d4d5de03c97b1c1ade523bef", size = 1154254, upload-time = "2026-07-04T15:31:22.699Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0d/1c/73e719955c59b8e424d015ab450f51c0af856ae46ea2da83eba51cc88de1/setuptools-81.0.0.tar.gz", hash = "sha256:487b53915f52501f0a79ccfd0c02c165ffe06631443a886740b91af4b7a5845a", size = 1198299, upload-time = "2026-02-06T21:10:39.601Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl", hash = "sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3", size = 1008090, upload-time = "2026-07-04T15:31:20.885Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/e3/c164c88b2e5ce7b24d667b9bd83589cf4f3520d97cad01534cd3c4f55fdb/setuptools-81.0.0-py3-none-any.whl", hash = "sha256:fdd925d5c5d9f62e4b74b30d6dd7828ce236fd6ed998a08d81de62ce5a6310d6", size = 1062021, upload-time = "2026-02-06T21:10:37.175Z" },
 ]
 
 [[package]]
@@ -4266,30 +4266,30 @@ wheels = [
 
 [[package]]
 name = "torch"
-version = "2.9.1"
+version = "2.11.0"
 source = { registry = "https://download.pytorch.org/whl/cpu" }
 resolution-markers = [
     "python_full_version >= '3.13' and sys_platform == 'darwin'",
     "python_full_version < '3.13' and sys_platform == 'darwin'",
 ]
 dependencies = [
-    { name = "filelock", marker = "sys_platform == 'darwin'" },
-    { name = "fsspec", marker = "sys_platform == 'darwin'" },
-    { name = "jinja2", marker = "sys_platform == 'darwin'" },
-    { name = "networkx", marker = "sys_platform == 'darwin'" },
-    { name = "setuptools", marker = "sys_platform == 'darwin'" },
-    { name = "sympy", marker = "sys_platform == 'darwin'" },
-    { name = "typing-extensions", marker = "sys_platform == 'darwin'" },
+    { name = "filelock" },
+    { name = "fsspec" },
+    { name = "jinja2" },
+    { name = "networkx" },
+    { name = "setuptools" },
+    { name = "sympy" },
+    { name = "typing-extensions" },
 ]
 wheels = [
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:287242dd1f830846098b5eca847f817aa5c6015ea57ab4c1287809efea7b77eb", upload-time = "2026-01-23T15:12:43Z" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8924d10d36eac8fe0652a060a03fc2ae52980841850b9a1a2ddb0f27a4f181cd", upload-time = "2026-01-23T15:12:45Z" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:bcee64ae7aa65876ceeae6dcaebe75109485b213528c74939602208a20706e3f", upload-time = "2026-01-23T15:12:48Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.11.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:43b35116802c85fb88d99f4a396b8bd4472bfca1dd82e69499e5a4f9b8b4e252", upload-time = "2026-03-23T15:16:58Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.11.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:442ec9dc78592564fdad69cf0beaa9da2f82ab810ccb4f13903869a90bf3f15d", upload-time = "2026-03-23T15:17:02Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.11.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:cc3a195701bba2239c313ee311487f80f8aaebe9e89b9073dddbcf2f93b5a0ba", upload-time = "2026-03-23T15:17:06Z" },
 ]
 
 [[package]]
 name = "torch"
-version = "2.9.1+cpu"
+version = "2.11.0+cpu"
 source = { registry = "https://download.pytorch.org/whl/cpu" }
 resolution-markers = [
     "python_full_version >= '3.13' and sys_platform == 'win32'",
@@ -4300,26 +4300,27 @@ resolution-markers = [
     "python_full_version < '3.13' and sys_platform != 'darwin' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
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 [[package]]