diff --git a/.konflux/build-args-konflux.conf b/.konflux/build-args-konflux.conf
index 18b2697ee..d75c52951 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=registry.redhat.io/rhai/base-image-cpu-rhel9:3.4.0-1777399554
 BUILDER_DNF_COMMAND=dnf
-RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.2
+RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.4.0-1777399554
 RUNTIME_DNF_COMMAND=dnf
diff --git a/.konflux/profiles.toml b/.konflux/profiles.toml
new file mode 100644
index 000000000..b3b60da7a
--- /dev/null
+++ b/.konflux/profiles.toml
@@ -0,0 +1,14 @@
+[common]
+python_version = "3.12"
+platforms = ["x86_64", "aarch64"]
+bootstrap_packages = ["uv-build", "uv", "pip", "maturin"]
+
+[profiles.cpu]
+rhoai_index_url = "https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple/"
+output_suffix = ""
+tekton_files = [
+    ".tekton/lightspeed-stack-pull-request.yaml",
+    ".tekton/lightspeed-stack-push.yaml",
+    ".tekton/lightspeed-stack-0-6-pull-request.yaml",
+    ".tekton/lightspeed-stack-0-6-push.yaml",
+]
diff --git a/.konflux/pypi_wheel_only.txt b/.konflux/pypi_wheel_only.txt
new file mode 100644
index 000000000..82469f5fd
--- /dev/null
+++ b/.konflux/pypi_wheel_only.txt
@@ -0,0 +1,8 @@
+# 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.
+a2a-sdk
+opentelemetry-distro
+pydantic-ai-skills
diff --git a/.konflux/requirements-build.txt b/.konflux/requirements-build.txt
index 56c93f10e..01f505d46 100644
--- a/.konflux/requirements-build.txt
+++ b/.konflux/requirements-build.txt
@@ -1,171 +1 @@
-#
-# This file is autogenerated by pip-compile with Python 3.13
-# by the following command:
-#
-#    pybuild-deps compile --output-file=requirements-build.txt requirements.source.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
-hatchling==1.26.3
-    # via
-    #   hatch-fancy-pypi-readme
-    #   llama-stack-client
-    #   openai
-hatchling==1.29.0
-    # 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
-    #   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
-    # 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
-    # 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
-    # via hatchling
-uv-dynamic-versioning==0.14.0
-    # via
-    #   a2a-sdk
-    #   mcp
-vcs-versioning==1.1.1
-    # via setuptools-scm
-wheel==0.46.3
-    # via
-    #   authlib
-    #   azure-core
-    #   azure-identity
-    #   cachetools
-    #   litellm
-    #   oracledb
-    #   sentence-transformers
-    #   tornado
-    #   tzdata
-
-# 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
+# No sdist packages — no build dependencies needed.
diff --git a/.konflux/requirements.hashes.source.txt b/.konflux/requirements.hashes.source.txt
index d7eb66756..c1d470df5 100644
--- a/.konflux/requirements.hashes.source.txt
+++ b/.konflux/requirements.hashes.source.txt
@@ -1,1108 +1 @@
-# 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 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --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 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
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-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
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-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
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-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
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-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
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-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
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-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
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-    --hash=sha256:f3844f134e834076677dd369976e9f5068679fcb8e50102fdf6b7ac96a3ec127 \
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-    --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 \
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-    --hash=sha256:8d759e71906ee783f8867b93bf26a265743da4c1e2f4a018464c1ba019862972 \
-    --hash=sha256:9da38de27f1da3b78a966f0dae12b5a1ea9afe72ca805d84ff06508272ddf100 \
-    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4 \
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-    --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..c165e9eca
--- /dev/null
+++ b/.konflux/requirements.hashes.wheel.pypi.txt
@@ -0,0 +1,10 @@
+--index-url https://pypi.org/simple
+a2a-sdk==0.3.26 \
+    --hash=sha256:44068e2d037afbb07ab899267439e9bc7eaa7ac2af94f1e8b239933c993ad52d \
+    --hash=sha256:754e0573f6d33b225c1d8d51f640efa69cbbed7bdfb06ce9c3540ea9f58d4a91
+opentelemetry-distro==0.60b1 \
+    --hash=sha256:581104a786f5df252f4dfe725e0ae16337a26da902acb92d8b3e7aee29f0c76e \
+    --hash=sha256:8b7326b83a55ff7b17bb92225a86e2736a004f6af7aff00cb5d87b2d8e5bc283
+pydantic-ai-skills==0.11.0 \
+    --hash=sha256:af8d78d451ce192dd2ef33abe86ad900bd51d9fd10c81a11abee82f62e8daf30 \
+    --hash=sha256:d4040f0b81da34e25b8f14dac5e1895e59d00390db8896448aac1ed1a4d0cf90
diff --git a/.konflux/requirements.hashes.wheel.txt b/.konflux/requirements.hashes.wheel.txt
index 02ae2f70f..ec1a6d440 100644
--- a/.konflux/requirements.hashes.wheel.txt
+++ b/.konflux/requirements.hashes.wheel.txt
@@ -1,257 +1,418 @@
-# 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/3.4/cpu-ubi9/simple/
+ag-ui-protocol==0.1.19 \
+    --hash=sha256:e95a42b0668189778f72c8aad99d7b32ec5a3ea95a93b1c3c358738ed8848b94
+aiofile==3.11.1 \
+    --hash=sha256:a972865f6ef154c084bda5c525f73ced2d1e5a0c882f30c71d46b83eb013e11c
+aiohappyeyeballs==2.6.2 \
+    --hash=sha256:6442a34736731d1009c65599056e8d934d058dd8219f79942aee607e1ec3a8da
+aiohttp==3.14.1 \
+    --hash=sha256:3acb802c339ae082aca8c0f08ba8901087dfdd1bf415ac2ba233072aa6ef5e61 \
+    --hash=sha256:6b2069a24c6b9a627aac56d73f18727846757cb0b51968285c421dc4a9ddc24b
 aiosignal==1.4.0 \
-    --hash=sha256:9d5af4742d4552e8a3f2fbd48237e07cab578e7175af2f952c420d2e98b731f0
+    --hash=sha256:0894850b54c871dd0365925589ad5dfa70e673059596187e7097e076ea571b1d
 aiosqlite==0.22.1 \
-    --hash=sha256:2e85580d41e992ed45e1aafce66ac4c23b7bd7cf842dc5209a39b95c11497115
+    --hash=sha256:6d1ae83321620ec29e2b033ac875b849be78ceecc68c2a35a8d6df22511bfeaa
 annotated-doc==0.0.4 \
-    --hash=sha256:cf904ba25da8611ae3274f2af1d6e82275e452113f7774505e723a21957c10d6
+    --hash=sha256:7efd1fef196515821249f7376bb0d7ba66dcbab04a506376c4fd3582b94ec653
 annotated-types==0.7.0 \
-    --hash=sha256:fcdc578cef2d4fd8770abc0ceb0241c68c992698aa7a5f945ce67651dd585cfb
-anyio==4.12.1 \
-    --hash=sha256:e18da418b6421e6735231319ea8ae4262f68b52b8dbcb4699a7a14f89cfb2b15
+    --hash=sha256:e4e1144fe78e2f54ab359a790d088a55e95caacf44770be1f9b277e91602d6a6
+anthropic==0.109.1 \
+    --hash=sha256:cf2bb9c435120c79ab32d0132c68463f5a0e1f00c133b1164fcedc75816e71ec
+anyio==4.13.0 \
+    --hash=sha256:2d5b8da6df21a1e87f68df768a75f25cd00792b401d6c16e8235bf64642b8316
+argcomplete==3.6.3 \
+    --hash=sha256:b73ee29cd4eb3a73872230c5fea6f6440ca801e5e5c1cc63c8ec29633a8762a3
 asyncpg==0.31.0 \
-    --hash=sha256:30b9415c515d7aeeb78a2973398c110b021bbc8c4b664a50309c8a7a59f850e6 \
-    --hash=sha256:d5fcd8eb91e0624dbbd391062d529ec24ac41e0665c6aa4df719f6682856b318 \
-    --hash=sha256:fb62c7c0a0ecf71ebb9ba83bd67965dd8c8349c1fdb12225b4f76c11f04dcc46
+    --hash=sha256:0bc8a7144ed45aad01e9aae4d607c268de5ffe24df286593082adcf5f8e2cfdc \
+    --hash=sha256:bd27352c2cf38a4717585bb5b8fd1c3bd7a7a7bdc67e76f2ca12928b4562c285
+attrs==26.1.0 \
+    --hash=sha256:7dbf34c586f6613ef2729b87c361c53883f5c4be5e18e4e4e12bc9f963c13188
+authlib==1.7.2 \
+    --hash=sha256:c888b08e47a67a71c41b4c10faf9cffecc699f226e768017fd48b6623e9ac1db
+azure-core==1.41.0 \
+    --hash=sha256:9de3480f266f6b8ceb6af93f0ffcdebc65f4f996f634e07b02306131102d77ff
+azure-identity==1.25.3 \
+    --hash=sha256:80bea9a8e0287d69b770d0d840c57ce27a115a544985dab269c20b4f8db6f892
+beartype==0.22.9 \
+    --hash=sha256:c8ac72cda0d70cce2163697a2f5845d5a3ea31ddeea3265cef6ac835fe3c6ffd
+boto3==1.43.28 \
+    --hash=sha256:5034bbe6131912887832a1abe79db02435d410cb87e65a510e0b914df3f3ae9f
+botocore==1.43.28 \
+    --hash=sha256:5fe9676b342aa3f1aead890420c6325e531f54e5a978c73fabd9debe1c9ebd02
+cachetools==7.1.4 \
+    --hash=sha256:0a8f17e64eeba0015fcca95580522f2c88e73d56ebcc217b7c277faf9eb40b36
+caio==0.9.25 \
+    --hash=sha256:1b5014a96f58be3ccd36fe229db72f0411c6be6cec0a5ea16c70dc4ccb1e785c \
+    --hash=sha256:546d2d74d85e00f2c0c0148bde7ce4096855747da5ce21deb246b260bc0431d5
+certifi==2026.5.20 \
+    --hash=sha256:494fd905ded06d68e6d0305da7ea79a2b97c0eecc2ddeeda4c58dc230fc2bdcc
 cffi==2.0.0 \
-    --hash=sha256:257e90f733c1a33b9f5ade4a4f47db6a3984de5c2d2654848feca129888ff9d5 \
-    --hash=sha256:34cf2187e399eb7baaa20488d0b78ab20be91060ef9ac531685f37478ca1a12a \
-    --hash=sha256:e39d7009b1872abbd91bb17057b48fe24057a1026a20ab06b672fbdd4721d789 \
-    --hash=sha256:ffe747cf5e265169ad5bd64b4359368f74e445cf8ea3cfe99045450554fb4e13
-chevron==0.14.0 \
-    --hash=sha256:215f5e3e7ac75d150eadfc0f8c651b3815dc36813e122484b1ed68e142e5adfb
-click==8.1.8 \
-    --hash=sha256:11fa3d5230fee43910d853098461cbb0d9d3f59b70c63629bf237101ada5ee0f
+    --hash=sha256:51e641fbaafb9e786ee91c957d68a34d27fcdd1c5a790bc4cc73418dba413872 \
+    --hash=sha256:9dca0f661e032048781d6ecff83ffd9f1244eddf44542b664564dac2c4fc8a88
+charset-normalizer==3.4.7 \
+    --hash=sha256:fedf0c87b67e3fd4fda37c0c64e840bb7e5df197a5d537253632578961a8ce10
+circuitbreaker==2.1.3 \
+    --hash=sha256:fb1b38f41ef55a96b9570147326d2d989c5f106276b73666f90095518bf2a606
+click==8.4.1 \
+    --hash=sha256:87d40c073274de99dca9f76adc0e2900245554d321b9d738adc6827ff83c38de
+cohere==7.0.4 \
+    --hash=sha256:b76f16b8512edc97e18d3dfd86c013913db4bc12a84f50d9f46cc93520fa9c69
 cryptography==46.0.7 \
-    --hash=sha256:0ab2a8e458e087bc69b372b28142bcd6075a00b5a243af5929859dc4bccfaebf \
-    --hash=sha256:537fe5301361498d49fef0b7d36d1153bcf6abc81ff993a29c85bb55040e96c7 \
-    --hash=sha256:6c984b35f55539b0c2cbb6e09ac5f20e91dcaead8817f1c842af969a1e5f17c7 \
-    --hash=sha256:98e8d65c1c97595b0b21ff737b69f3be2cd92f8e437b999c4c38220d376f2e66
+    --hash=sha256:3b900c1b09ae2a71c7a1ab5e8f41a030078e82bf4d81e5ade4cfe8ca6784acf2 \
+    --hash=sha256:876da9c3a3479d766c4e47d86d274cf7d1caae90784e1be54dca8bae80847948
+cyclopts==4.18.0 \
+    --hash=sha256:62eaada540c5abc2856750c47e4a00743d9e45bbfbc38b6d4792ad96dd004dbb
+datasets==5.0.0 \
+    --hash=sha256:ed4a25ead4679d319da2759345b8858c52ba209266e99370de952275ddfb0570
 dill==0.4.1 \
-    --hash=sha256:ae5bdc0f88e3a7998df6170245749d3e717f20a42cb982b080f8a98285a5cd8e
+    --hash=sha256:c0b661182fef68f448210a81dcb55a36c837e18284c5380cf1322a4a5c68b8e8
 distro==1.9.0 \
-    --hash=sha256:14a63983246dce4a649b0994f909f6e225197c0adb86f68f4be1252309a5c603
+    --hash=sha256:c16b1c9f9666bcb3c7faf41118ede743f387834ae00b6452a5e3253baa8f89c2
 dnspython==2.8.0 \
-    --hash=sha256:a7e8d88ef436501e0c667ff4e7251f20297a0c705b83060868bcb259f9f3f41e
-docstring-parser==0.17.0 \
-    --hash=sha256:21e00984db7761fc91c701857ce566595ca7b65285f469c8da888b509a9ac714
+    --hash=sha256:a46d9ba7ba633e183d4edc6b06d097e88500c0615d37afa0f2525dbf4d5e0468
+docstring-parser==0.18.0 \
+    --hash=sha256:ad8ed234ea2dab23080526bd8eaa457a8b1cbabab7c3348723ec5a35a07a0040
 durationpy==0.10 \
-    --hash=sha256:c0a086dd504baa2364a2da2de6d2bd15b2eca7971c66da3c2695006bebfe93dc
+    --hash=sha256:ce86a86c56333ed4a1c71ad2f1a0138e6a91ad4144ee31223ac0a08eed8486f3
 einops==0.8.2 \
-    --hash=sha256:83fed57f4f0858060494b9e7b32f3d08904225b3f1a1a3bc2a47d43bdf72757e
+    --hash=sha256:e14c8f0f96254e435bb5c38dcc1661f1ea10f60865f7deaabb023e5b6127b539
 email-validator==2.3.0 \
-    --hash=sha256:3b8ed50b89b305b8e8f5a99e3f7c80e65da28e9c19dff90f4f6d9e5c72f8c081
-faiss-cpu==1.12.0 \
-    --hash=sha256:004aa246c589767439e210c275e20f64a5d3e0ee844df7d1ada4612b4c27e348 \
-    --hash=sha256:06d06d210105c6769ca1c93c5111ce0a1a7ed2f239b2f666ccb2af7c90f42383 \
-    --hash=sha256:4aadb7cfceacda36ff1738fe64af1c16e77f739105bb26246c683572c28db123 \
-    --hash=sha256:8a2cc05c9459d0e22d05d1996f2e3a8b25b50cfc0ea9530a5422873048196a83 \
-    --hash=sha256:b769fa38427cea3ee56e74af41e04578e5a3bee1389dde6e62116b2a2ac90dda \
-    --hash=sha256:d164c65eb35d98f5ea8422b88c9b2645bdc091d3ab9829808699f81fdf7e6c1d
+    --hash=sha256:3222e63dda823a8552d632f04b6c8ec7c29cbb75dc7dfd74e379c1b681859a73
+eval-type-backport==0.4.0 \
+    --hash=sha256:1408d4629751e3bcf45f5e9a679d57e209796b694b37b3b69c23be61d81434fc
+exceptiongroup==1.3.1 \
+    --hash=sha256:84636262ae354b4f9f470a8654f2a2960fed43ee44b36f89af397f26742dcfc4
+executing==2.2.1 \
+    --hash=sha256:647b720dfae442bdc92e65b6e3eaa47f698b80539a0ff3b3766e8027cdae7994
+fastapi==0.136.3 \
+    --hash=sha256:7a4d53f0a6638d7ebb0f89ad738493388974431cd7932c13261e2ada1f785c0a
+fastavro==1.12.1 \
+    --hash=sha256:a49d0014db7894b8a1dfe1f4eb07a5ca1e63ca3878f1b91c3a88d91a81bf538d \
+    --hash=sha256:fb8f4caedccafd893526edf2ac9b9f317db2a2ab17fb4e45ae8968932748d9c3
+fastmcp==3.4.2 \
+    --hash=sha256:95caff94d40219a3fd0f535ed75ead1616fad5f1ffa3dcee63aa213a2cf8671b
+fastmcp-slim==3.4.2 \
+    --hash=sha256:7a5a0b0a7320e3ed5b5b069878a61f5b4db11886338900a11d68847aed3a34a6
+fastuuid==0.14.0 \
+    --hash=sha256:54ebb6ac8db73de3e1c231800831ca6e223e4845c4a754543e7628b26aa2d67b \
+    --hash=sha256:d95db3aad14a915aa47dc4dc3feae43c159106927dfc25ce7b5d855bc738d3d0
+filelock==3.29.3 \
+    --hash=sha256:86dea87cdced6530f39276fd455821d8cbd003f5bdf74565322da0086db365a8
 fire==0.7.1 \
-    --hash=sha256:833e042e12ce8f590b8a557f90fad4977d355534bc034b30185458ffe6acb638
+    --hash=sha256:4d2f0321d3d250a399db480d1ff6a04a61a9c9741fb1c16effdfc9025af2993f
 frozenlist==1.8.0 \
-    --hash=sha256:41a5c624d79ec4157746ada9e19a1da4c3d1b3f5fde9e3f8ac85f7eed9126af9 \
-    --hash=sha256:89573b85be77e89a114dc8d1983456091f6c01ff482d31aec2585df0c00de2c5 \
-    --hash=sha256:b4fdb636be50043b56a9589b8690a104d7d9ddc72d79058171735fe15eadcc39 \
-    --hash=sha256:d7bcd7c1b48b3851acba9e7a11f951c117a654e60004adcbe98425b3f4114057
-fsspec==2026.2.0 \
-    --hash=sha256:c908a61c953514ce6298cfe13915a3d74728d69da1781c9e0c44acfdefea4276
-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=sha256:0aa8fc161fbfe3dd6730357dff925e39fe4bde07d1694ed5f26235a8cb225ab4 \
+    --hash=sha256:38fc5ff1cc2847d7b36cc48253868269dfbaabed631c3a71e2d5bcb26cc5ff03
+fsspec==2026.4.0 \
+    --hash=sha256:57e9e37e877e67c0bdeaa7024c6c70ec149b2c540896b180e765d5301d1459be
+genai-prices==0.0.66 \
+    --hash=sha256:8ac87671fcb432eb852ac941b4912299b8f5d4248b94501bb52eeda0aadc1f3d
+google-api-core==2.31.0 \
+    --hash=sha256:13f657cf23fe3623155cc8102545111d68fd7abbb2c5810c864647fa1b421b8c
+google-auth==2.53.0 \
+    --hash=sha256:a580fd6784815095e84187a6dec1920835fa3e464ad30071c5396f889f51a21d
+google-genai==2.8.0 \
+    --hash=sha256:3819e597a14afcc4aebb08dcee3110366e4f097f5ba951ee3460612da81065e9
+googleapis-common-protos==1.75.0 \
+    --hash=sha256:3a11f37f3626d1a64371ad7807408d226730fa44cb0f2994510d733afd49d8aa
+greenlet==3.4.0 \
+    --hash=sha256:1242e934103f79cc1576c77797de9636c689265b1e1d5eae8e21968a58c324a9 \
+    --hash=sha256:7609a1094ed19fe2842b9f7446920ff248c228b8d3c57e2612f2ebcf34e4fdf6
+griffelib==2.0.2 \
+    --hash=sha256:79d665b5da3d3654504f1768491dc189a603dd5791c52fd8f0d655d1422c8205
+groq==1.4.0 \
+    --hash=sha256:4e93485f597f842712ca0a78d75bd76e3c1a0f90329ac38ccbc055f3f9f3be04
+grpcio==1.80.0 \
+    --hash=sha256:52c678447eb080faf6e8c7cba69badae94edf8314942d53082560c65d2423192 \
+    --hash=sha256:9344525580dd86c53ddf1d103a3efa7f7ed137e6dfb4b995e639c8eeb60fc0de
 h11==0.16.0 \
-    --hash=sha256:a485f5bfa77401603f78cff4db5bb4dbaadb947a3da8eae068cd05b6bb4aab66
-hf-xet==1.2.0 \
-    --hash=sha256:a14cc5078bf43efc85ad180ec02372e5a84d134de095c0a9740f7e0407df7866 \
-    --hash=sha256:acb8669cac4d9aa8e8ad31a92d99353fe2f0d4463b8aaa54f2b93a33e222149d
+    --hash=sha256:1f57db4e6320f74869f695cb33197f9a2e956128932c4e3221ada214bafa383b
+hf-xet==1.4.3 \
+    --hash=sha256:203368fb35bd900901725ac4dbb8c9ebac571c091e8edb27817440e71108de9c \
+    --hash=sha256:5b80ed759289c31d69aea744be8c2f8b7ec1f1cc761b2c38d599e1ee81b8a639
 httpcore==1.0.9 \
-    --hash=sha256:5af3f1b09e795d5548d5030be3d4191e65113cfdac21968c82bf0cddf15ec313
+    --hash=sha256:73b78c918fb6667168af94c14dcc34e864767cbaad55e25d5cdb4692bedee3e4
+httpcore2==2.4.0 \
+    --hash=sha256:f909a078229fad21065383f44fe3b40b41b5c60d7af3854d98c571fcdf67bf23
 httpx==0.28.1 \
-    --hash=sha256:c75bc8d287ff8e92be7e4359732032ba1b93fa3f920ee1cb179ba09bb613dc7a
+    --hash=sha256:6e201f022d2d08ff4ad5e08aaed0ba369851ecc696a4f8ecc59bf30140aa439e
 httpx-sse==0.4.3 \
-    --hash=sha256:74d0e4713b33a61ca0083d00841f00f12d6b3dd311edb62ccc85809b607b9fb5
+    --hash=sha256:81bf5b6e5b4a82d6e8d3dec046b90a63eaa4185b0ec3e78c56503f609d7b41d5
+httpx2==2.4.0 \
+    --hash=sha256:0cf85249b3bcb96e2677ccda092fbd9279734ab8b0b26489cecac95c9e308207
+huggingface-hub==1.13.0 \
+    --hash=sha256:a688bb15a69610080d2c6222c148aab69583b7165ad4b9ec8ead01631dbeb103
+idna==3.18 \
+    --hash=sha256:c8b8ebcb022a6b5c7925661877d5a5b2d3fffa4747ff09d5355833ac38436f81
+importlib-metadata==8.7.1 \
+    --hash=sha256:ce9cf6510da4a20ca70cd44ddf7c4989f2fee60a38822425e0d4c8233634e57a
+jaraco-classes==3.4.0 \
+    --hash=sha256:a82c2e50bd15d9766165fc31fa56a4def21a12f2cd40b08dc06591c7ada0170b
+jaraco-context==6.1.2 \
+    --hash=sha256:f1620a1d10ed95d541bb01988013643808fed2cc8aee5301363970d43a4695f9
+jaraco-functools==4.5.0 \
+    --hash=sha256:cac004b1150eb2006be8384ef376f0f7aca874227ab9b2f569b239478d62e8de
+jeepney==0.9.0 \
+    --hash=sha256:959e10a8d7c33bea23aa0320c421afd6303ce469cb68b1fe9a4f00921fe92de1
 jinja2==3.1.6 \
-    --hash=sha256:961c7281585491fb02ca0027b29e9ffc7a1bd7b52a5e03095f3a4e3afc42336e
-jiter==0.12.0 \
-    --hash=sha256:3ad7e5a7502b62d032b17c4b1bd71ad3049c810358913642abbf5254f3e5c455 \
-    --hash=sha256:64f8bd9b9ced14c62d13e64d198e70f55712a775ac7d112849b4b16b3a884489 \
-    --hash=sha256:9c42d9b61ab5d2c9203637a243b4187cc28b0101b28461d35006353d621da292
-joblib==1.5.3 \
-    --hash=sha256:40d87a5e80b69104a3b8f1d761fdbc077fc7b97a23b08b9fdaddb7a3821b06d1
+    --hash=sha256:61b4b68331c4f1900566fe55e09f6a7ca849ce0a90cd070935b4f6ecefa3b86e
+jiter==0.14.0 \
+    --hash=sha256:84c1562c21fffbc2484ae9981fcc6831024498f1ebd444172683ff84bc2fff66 \
+    --hash=sha256:9d40519aa849502cb4490a550a63b756ca053074fd48c8df4a36ed7650e8eb10
+jmespath==1.1.0 \
+    --hash=sha256:5e3529fe01f3870f16072dd7c38dad104c3d13b51e2c1b9e2256e8af56553a3b
+joserfc==1.7.1 \
+    --hash=sha256:0c2c1148d6372221d9e9532683797231804932a7e36f873b207f690c3647e3a8
+jsonpath-ng==1.8.0 \
+    --hash=sha256:5090a8cd15a3afeb65fdd5393e8f1a59e4972bfc06da3f6abe830760516027ad
+jsonpath-python==1.1.6 \
+    --hash=sha256:3a761d402bf330753b70d3aa934598b75486178f85cab297b0429349dc512880
+jsonref==1.1.0 \
+    --hash=sha256:b727621d2b782e50c07ec03158489413aeece8f59695e6e970cf02a15730a4fc
+jsonschema==4.26.0 \
+    --hash=sha256:6d92fe1a0ae3d61ce1ccf3af5d3616464d7200b39aa8b624c31fe492bff39726
+jsonschema-path==0.5.0 \
+    --hash=sha256:732452e012e798e4f7fcd4916baef3ebe3ec74d41d27148a645aaa72077b6282
 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=sha256:10ed21850aa9c5556850aee3cfbb51d51ec74b223b67f893d6a26c960da02ef5
+keyring==25.7.0 \
+    --hash=sha256:da79207a9db51e930fe944b784d13cc0ba37b9b1ee774c45d3350bd1d2199c77
+kubernetes==36.0.2 \
+    --hash=sha256:8aa7020e9d21f10413c9af009a23620f08565db0faf459d844731b5660a1d250
+litellm==1.84.0 \
+    --hash=sha256:0cd97e03255433ec1d9c9e904be7feba14cf1ae94c3a28af3f1fda83c5cafe00
+llama-stack==0.6.0+rhai0 \
+    --hash=sha256:3687af5cf15a88d76e548d79ab3022f20438566e0f522a592f75beb3c076479a
+llama-stack-api==0.6.0 \
+    --hash=sha256:99368f0b294c77481b18aa4decb028bd5724fb648a62ca650c6737393a25bb9d
+llama-stack-client==0.6.0 \
+    --hash=sha256:646b4b3ce05d953f97fee419078a1dfce702b72f917040ca8e31b183f2cc0e0c
+logfire==4.36.0 \
+    --hash=sha256:c5811a8c5817e2e646dbff71db0eb12429b3a23e777276d523ec1713b8753b4c
+logfire-api==4.36.0 \
+    --hash=sha256:54af85d96a51a5f6cccd062b8e349879b4fbd99357664bd43920a6fe44bfff06
+markdown-it-py==4.2.0 \
+    --hash=sha256:3e627612fe8f84f223658572974ece386ace011cf06f07c244918a70ac028139
+markupsafe==3.0.3 \
+    --hash=sha256:10c0e3022c2cead724cb6e31b1cc368b423b2995a9461d3ab844f1eb894b6ed1 \
+    --hash=sha256:3e5e2eda8f7612f1e59c261040e824f4a7a80872df58731ca46f248646d6356b
+mcp==1.27.2 \
+    --hash=sha256:86a49d49de6ca19b0205950783df36633441eb8930aae707ced24ac786f8e7f7
 mdurl==0.1.2 \
-    --hash=sha256:fec2de44574adf66cd0d5ec329822fbf05ae011b6ba618c96b178d0eaaf7e249
-mpmath==1.3.0 \
-    --hash=sha256:58244de27af87d8fccdb6bc9a17808d4a3f00f5e97152b090272f241f22b1d00
+    --hash=sha256:6d8be534d152bbbbd9e3866e8addbacae1fb09801f0436469909c7295ae89f6e
+mistralai==2.4.9 \
+    --hash=sha256:83df13e065547049c63907ebcbbbf6afa9f9ad9fa100fb8d8c9d8c2026c5e59d
+more-itertools==11.1.0 \
+    --hash=sha256:967c81d7350ee315542f6071c58631d14c977803fde8c5a3556d30fb16b7f3af
+msal==1.37.0 \
+    --hash=sha256:0b1b3032a137904a7bc6696c4b3389cf76892bdc4a38002ef9e02f5a86105482
+msal-extensions==1.3.1 \
+    --hash=sha256:d4a6b6115008b68ad4fdf846a90ff7f2715beb7bfddfc5d7345bc16e1c8daaef
 multidict==6.7.1 \
-    --hash=sha256:0f590b4e611242eb68916690dd2d0855b05b788bbaeb6e684c88928f3dfcf9a3 \
-    --hash=sha256:4edbf9266edceef23b80ab69bfe575349d6a11a396c36bb47f50f5d75cf4b725
-networkx==3.6.1 \
-    --hash=sha256:c37e077bdb955f915337b0cbbe4f70303aca085abe728dbae9f400c5d7b3ae91
-numpy==2.3.5 \
-    --hash=sha256:3c09803370223ede9f913428680f123a59bfe95bff6bca3625a42c46983cff1f \
-    --hash=sha256:496287a2a8698bfb84129d2da985ae9d801ea986a3ab24ce36261dd9641db032 \
-    --hash=sha256:9f44732d61a230ec7f3efb9363e6448325c97c2441ff761e74b7315c72ec3859 \
-    --hash=sha256:e3ea2175951df3c16ead190bb3b719af8fcf25c19a5ccb15ac3a0c1a18705bdd
+    --hash=sha256:10baf21a3391c03a4064c51e1bd4929de589f86f3808744f4aeda5a88f39a345 \
+    --hash=sha256:913435ce2a574e3a9d9b360051667fd45dcc9bf618daa700a5782bf4209b31f8
+multiprocess==0.70.16 \
+    --hash=sha256:9e6258d8ce50f14643ec82b24ffa9956ac93e2ae79560582a707b0d1844b8666
+nexus-rpc==1.4.0 \
+    --hash=sha256:84fc7b3e4a8e9f7852e8fbf63b1855fae4ec1fd40f44c5755f85d5a950175e5b
+numpy==2.4.4 \
+    --hash=sha256:66234d4f159159cd5a90d679988d7b051b4d72851aca0ddffdd2a907a209e07e \
+    --hash=sha256:772c1fc3e87b4b95d8ec0c2390541b3c3b04469b31f7991716d0b46758362532
 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=sha256:1bf73c8e0aead3761794f6e5b15228bee706cda020facd0df347c145843adf40
+oci==2.171.0 \
+    --hash=sha256:5d141bc5fa605f10c46e15723e4c43227a45a9e63d489486e21876d760133b4e
+openai==2.41.1 \
+    --hash=sha256:ebaf9e2016e193ca5b417619f2b860dd31453e239667711b4f916fdb1c75e04e
+openapi-pydantic==0.5.1 \
+    --hash=sha256:e8a75bb11a7f9532cbb103570f255729303f2c19b67e61ad0f3cd9c0477c6fd8
+opentelemetry-api==1.39.1 \
+    --hash=sha256:0888c1dfc8a76ad5aa27fc7c05bbf225b054468ed85e73488934c79dcd827998
+opentelemetry-exporter-otlp-proto-common==1.39.1 \
+    --hash=sha256:06e40feb823b03bbfaa6ca90500c3fbc7f0cec64ca5f57a4541e047810181cdf
+opentelemetry-exporter-otlp-proto-http==1.39.1 \
+    --hash=sha256:ee3846623fa7ad72dfb2e3ca2a913278aa9be951458f2d5ab57496001dcd7e6f
+opentelemetry-instrumentation==0.60b1 \
+    --hash=sha256:51e68234000232a07707a87e3ae0387b5ece81b5c2892aa2a2bd912311757a55
+opentelemetry-instrumentation-httpx==0.60b1 \
+    --hash=sha256:bf8df4ac9f66101f3f224d98705d26f68cf1773a1e2ea95474c76b42d96016b0
+opentelemetry-proto==1.39.1 \
+    --hash=sha256:34d95c66ceae0c0725d2b7927767e935b7fea9b4ded667bda22e95a046ddf7c4
+opentelemetry-sdk==1.39.1 \
+    --hash=sha256:786ff247dbf93e752b5ec900627a4900c262d7889ef71126c67107f886d1b2f6
+opentelemetry-semantic-conventions==0.60b1 \
+    --hash=sha256:85b1cb6a6e1c7b663f911eeb4891014b4baa9bf4c0e275519e930be840616685
+opentelemetry-util-http==0.60b1 \
+    --hash=sha256:47052b9f1a574160921a9f4eada9d026e77a84dae1dca5920837bf5410fce2d8
+oracledb==3.4.2 \
+    --hash=sha256:1434930dd13441619c76b06f312c74369d6838a481e7722993b9cced8ad267f6 \
+    --hash=sha256:943a42400efc8b005354931353db7bd28e54528c8cd0a2ce5763f36897d26a3a
+packaging==25.0 \
+    --hash=sha256:ea1dc775c4d009b9af3848d90c8a5252ad652f3ae251439318eb0bb09c3c682f
+pandas==3.0.2 \
+    --hash=sha256:615bf8c0b5ea16faef2ea2827ec80892232c746cbe2e0d1bbee84c3f68254055 \
+    --hash=sha256:adf5d48f0407c277ebf624b35ae45313b4f6def71cb27a786b84c6189dcb93b3
+pathable==0.6.0 \
+    --hash=sha256:9761f7c58012808bd3e415f6b33a011c7ebb6ecf6321696a5738a08a5621db59
+platformdirs==4.10.0 \
+    --hash=sha256:6f01422809efc392dad2d6981ea17741141c8be68d6582547e7d4345a9592ade
+prometheus-client==0.25.0 \
+    --hash=sha256:ad5ecb750327dd1002239ec35222a384db45753c87242d48e96f219db05d9591
 prompt-toolkit==3.0.52 \
-    --hash=sha256:c329e921742d68b12ff8543ca7004be7b4ccd8a69317bea8d9a6e524dd48cdbe
+    --hash=sha256:2df5dea7ebf2cf3b054ac3f14fa76ab44dda5d9deeb3911a1a27416fc0864c1c
 propcache==0.4.1 \
-    --hash=sha256:10f7bf66817595de6682fd428cf2aa7892c0b0b45475585e8029655ab50c0510 \
-    --hash=sha256:3ccf1a18d315e7e234aee592a5dddd10951fa41f8a8658021dbe7ac413cca797 \
-    --hash=sha256:3f5189a8cf5fd36f414b4d9bf244e61a1eca49ac57942c7e930250df94b2340a \
-    --hash=sha256:42ecf4d140bbc503d90097af47bfc9c7e2a88faaad70694ea2bf50ad3da35c41
+    --hash=sha256:2c44e59f67229ce44cd71d778fc1c3c2ada5d98f0e3a383eb65129bbddab6755 \
+    --hash=sha256:c926067c28febdef60d1d3eb7992c9ab7a9e14631411492e335a9f6c08c7379a
+proto-plus==1.28.0 \
+    --hash=sha256:8d5189479a0eb3a1215aa9821c72bf4419b6d430718035d8dc548cbc85541288
+protobuf==6.33.6 \
+    --hash=sha256:c6e1ea700f5e031c9669bd535a87f694f09b74e8b83885ab2759ae2bd2cbbd94 \
+    --hash=sha256:df80a6563854e01cd6672f462b18d7ffff7f23caca920a972a93ba14cd20af1e
 psycopg2-binary==2.9.11 \
-    --hash=sha256:0badf162b98436fdb9aa273e2901db462a6ffa081904e9d722429b75e01532d9 \
-    --hash=sha256:623cff634940e5d248125a1b8d74a19625db0c11c6aecd8db007940ccb409436 \
-    --hash=sha256:bf7588449bc9604e13c7fc2a374c359a82784a265776b2975fd013588eba032e
+    --hash=sha256:0075b19b23dfbe894fd10b060332e157544b333e23416bdc59bea4b634577add \
+    --hash=sha256:e87099ce8aa6f5a858258add8eb9d4e971e80d44660a9b06cc0d4e4bc2283512
+py-key-value-aio==0.4.5 \
+    --hash=sha256:138f43e584614df71ffe3c5e381f8be3ed562de9507dde787f1f59dbd60d3531
+pyaml==26.2.1 \
+    --hash=sha256:faf3687c32c7820003af8562442d1e473fe0a713025162efb8331dc0dfc9d29c
 pyarrow==23.0.1 \
-    --hash=sha256:c00b052ccfb5b904e77f0ca0472723936903d8dc7d1964504a9489c7212a47fc \
-    --hash=sha256:c1fb462a14714f87a6c2d56d0ce938769e38206130231af669722f13eda5b612 \
-    --hash=sha256:c4302f07a0e9d212d42b5b89be8745b5a22ae970209189271387d91e45b6ec4e \
-    --hash=sha256:fb062054b2ba4c84d3b607f64c8e7ae65fced4f20016602773da4b7481d162a9
+    --hash=sha256:21855f7fa76d32250847d3f73aefbc6993e6e92b7c48a2651aeedbdc1a25e37a \
+    --hash=sha256:317d00a32e92228ad0491105e6e153f09b4f190e1eabc652c17fbbc104ea6324
+pyasn1==0.6.3 \
+    --hash=sha256:51194c7b4281edb039247c23e11f5280b4c9713ec246fda1fa9b5d960b860e51
 pyasn1-modules==0.4.2 \
-    --hash=sha256:cda22a851735d664e92c8354a30405d88c5a1aa7d6313ba6c583bc3034654937
+    --hash=sha256:789033a94c5074562252314a4362858e2c173b04c7ae8dc1173ac69ce1f5cd7e
 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:abc09eabddd4d1d5d1606f6e113c0176507c75805c97e0e2af2c99c76eefbb9d
+pydantic==2.13.1 \
+    --hash=sha256:6eab392063f50f266f91bd61d6946ef3e0181c65240f46b91d527b1246097394
+pydantic-ai==1.107.0 \
+    --hash=sha256:518fcca91d50d01bf1bbd078087e10e3650867f8d1431fecfa08f6d8cc06216c
+pydantic-ai-slim==1.107.0 \
+    --hash=sha256:7a19db4cd5b3a31ce49edb32176ce9766765d71ade84e3de6661e693cf8664ba
+pydantic-core==2.46.1 \
+    --hash=sha256:1c2f8b60e6b8e3443816fb14260499707757e8ab68af11b0a4ebe67ce1839ce2 \
+    --hash=sha256:f7a3fa79699060131a7b63c29711198953ed1f96a78b7ee7da9d5ab9e5276863
+pydantic-evals==1.107.0 \
+    --hash=sha256:15bd4f0059df0a73116f47c782fa60bf7c8698c92461ee88ff83ce8006a1e1a8
+pydantic-graph==1.107.0 \
+    --hash=sha256:d3d3cb83c479829add30f30e114665d5a422a2bbf42b53a896396c993ae1c41f
+pydantic-handlebars==0.2.1 \
+    --hash=sha256:95cf110cf8d9d8d3ba6a9912111efe9bb6f9147ec285ccf4423b10c8359efc1f
+pydantic-settings==2.14.2 \
+    --hash=sha256:794c2942e9f6c7f0a3482aebd328cf08213f4770fdc560ac5d5084a0fce81e7f
+pygments==2.20.0 \
+    --hash=sha256:22eb8865e5accd0fc529e4fdc5cf74db3e6b2b6348b43a089950c8ce671dedb3
+pyjwt==2.13.0 \
+    --hash=sha256:43798d73ce4c0a7221087b220935ade361955eeada0b3b4f8622f9b53916ea1c
+pyopenssl==26.2.0 \
+    --hash=sha256:61a6c16147a7d1fe5bc678a5bfe4e94dd86cd2a2cbceb9dce744df27badcd3ff
+pyperclip==1.11.0 \
+    --hash=sha256:bc2705cf621ae4c0781b32274e083330bcb152141cb6eb777e2572f278773cc2
 python-dateutil==2.9.0.post0 \
-    --hash=sha256:c112f3de33b4ef01360132ef116d72df91cdf628f136b70f1fc9a9eb19137cb9
+    --hash=sha256:89e5d6f444e51ac0a18370406b265fa1f51c88824476fd08c56db669dd317775
+python-dotenv==1.2.2 \
+    --hash=sha256:58bee80c6e48ce9d2b6bcb805bf670d3b45438911bb32e82f9145369b9deaf63
+python-multipart==0.0.32 \
+    --hash=sha256:440771a83ee1170ce817dd5a8c4c4a834dbfb92a904dea257e737360259c76c3
+pytz==2026.2 \
+    --hash=sha256:18af4c67f35dc7468c3c81338959c687c03f1f921325b55b53d3ebf9ad6581f4
 pyyaml==6.0.3 \
-    --hash=sha256:84a2acfe1e8dfcf8be95fa61611ea7637f8bfcff49761a6a8c396aaa0b6d94a9 \
-    --hash=sha256:bcaf1b152ce8cd6ec4ff56f8ca929f176eb01e6aa472fe10b3ea31f19e15fb39 \
-    --hash=sha256:c22e4a0d2bb69fddc73b3b52f1540533df1f206a08f52ea8cae49337615b55d2 \
-    --hash=sha256:c99b924c5311933fa398cc53c617f99705cf2d96226d023f75e95e15e753f81f
+    --hash=sha256:e647b656314603fe964279e192001153683e6a5574a3011f6c4efa6f821a416c \
+    --hash=sha256:fc30b3ff55268f3ae334b94073d189f32cded01ccbcd177b7537dff511fbe54b
 referencing==0.37.0 \
-    --hash=sha256:bd019ff74869f84a893b7e50b84ce3d0db1e465ceb3a336403011c6467ffacb0
+    --hash=sha256:2848a91042246ed5cb2da615736b66252fb95d7b5385e9d1f889ea2b8ba01e3d
+regex==2026.4.4 \
+    --hash=sha256:11710cc1f0e40d5e4e2dc019df2be9564bd684027a72cca733f13c28ae2193e5 \
+    --hash=sha256:cbaa507ca7cdd187a4e0080296799e98e317e975cd099612f812f532ccb86609
+requests==2.34.2 \
+    --hash=sha256:c3028149759c7fa710f2814e499608083a26d88db09369dd4063054373d77487
 requests-oauthlib==2.0.0 \
-    --hash=sha256:4fd6526c6de7a0bd036e84563b7a1523d92ba1f62e32cad65ccef9b2523bbc33
+    --hash=sha256:6fc02f497fb599e42b5811806e49498d26ebb58b6195a37962c8ea1557b44205
+rich==15.0.0 \
+    --hash=sha256:b61783d48185f1880510afc6a3774ffbc32a5b9b31cd62dd5c5ff71b9feeea74
+rich-rst==2.0.1 \
+    --hash=sha256:affb47e0ee4dfe24d2598f62d19f979e517590c3c12dd8fd785e385a8997a395
 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=sha256:11729e4f36a649a22271d688f0edf12b4d5a3ea0c6f6d5c2a0adaa659be540a8 \
+    --hash=sha256:3cd14f655cf15503309f9e3c021571429331f26686278daeee9793f01187fd43
+s3transfer==0.18.0 \
+    --hash=sha256:16eceb300d92c44f1e6966cda53554a9d8ad709d8d4e54a17cbf038ae1640b3f
+secretstorage==3.5.0 \
+    --hash=sha256:21c92fbc60a5b54888e7c6099f115cda199aabcdd8cc1ee5d6681d2948ad4f17
+semver==3.0.4 \
+    --hash=sha256:d493aa9269842671b402c5325f37529f4b86819f18fc4b861e7ebefedb4937ed
+sentry-sdk==2.62.0 \
+    --hash=sha256:7b6444e23d06e5d8fc657225b67f2c29cf5f1edab7e06c42819938f72a60800e
+shellingham==1.5.4 \
+    --hash=sha256:1d8fcda93b78926bb91867c60ef1dd91eaccb73695420bdab7c220e2360ca2c6
 six==1.17.0 \
-    --hash=sha256:33f558442b372864d53b1813933f5d624876f418521b1b89624ea6e3d79f0e97
+    --hash=sha256:be25bf700236019335048807404f5f0a00b67b20ce1091ccb7bbd42b7beded23
 sniffio==1.3.1 \
-    --hash=sha256:79fc97358f9f993658f5285996c92b070d9b2b9cdd789daefd3e0607d518097b
-sqlalchemy==2.0.45 \
-    --hash=sha256:52a0fb297270ecc4066303762220717240f5e427298345e19835d21319fc9522 \
-    --hash=sha256:69ada3936fac5c0c15e765e71fae9b1177c9c957eb7fbd5210f63d7c05aa26c3 \
-    --hash=sha256:6ea7264891e42cfdb069a27eefa2438214a54051d8b5b1b00209af9f944c3480 \
-    --hash=sha256:7d691e498146a57a54f347385729b57e98b2e548d6fd6e25fdcbdf6e48a08ae4
-sympy==1.14.0 \
-    --hash=sha256:92de12bc45a8930ecab22227dea3f4192e15d9f4555c9a9d52d312865748afbd
+    --hash=sha256:10c13dae10df70efde4ea062208bebf03d9a36cc0b6cf4f8756cbb5c2cac0a05
+sqlalchemy==2.0.49 \
+    --hash=sha256:2ae54c222fe9b0076e6c33ad0fd102b73001618408045f56ea6ca9ec4eb3709b \
+    --hash=sha256:77bbdc3a1021c44465c1f67326c66af6a07c1ed791b29aa42a1fd23e775e6ec2
+sse-starlette==3.4.4 \
+    --hash=sha256:d708ce9dbef3736fb9cf2f0903906848a7521073c86828c62d2fda04ae8c05f6
+starlette==1.3.1 \
+    --hash=sha256:1076ce1d57b000b509f126da9bb439b4af3ebd798fe4fa998a02640d4d3fe92f
+temporalio==1.25.0 \
+    --hash=sha256:3981cdd9a361550d5145e604d6e595b1125cf85811fd7a9ae3d0b6fb4abd2514 \
+    --hash=sha256:463dce374ed61d0462563e07b9fc7237c417515cc3f31a9dc2dc1b0bc0f279b0
+tenacity==9.1.4 \
+    --hash=sha256:d7a56fc6d3929e363f1771dfb795642c2358d05facbce0a088296e867aecf1e1
 termcolor==3.3.0 \
-    --hash=sha256:2ed14ed07b1ab932881a26035e8f6a9e6251052289ecf8325e535bc17a03240d
-threadpoolctl==3.6.0 \
-    --hash=sha256:fc79267be059d5a0aaacf924656a1523599e7fc844c44608db5fe1cb2f152c4f
+    --hash=sha256:d53f88e05676950850fc95fd0a86c97b672f2ea88aa55928b91146d8cdbdfdce
 tiktoken==0.12.0 \
-    --hash=sha256:019dfefcb4f2899eb8c7fd4d170c3ed335113579de129f55526fcdc3b43ef5ba \
-    --hash=sha256:9d341a1e06d325151f05991a0a1616c12918132fda42b7601d25c9d02726e5b3 \
-    --hash=sha256:aee67dcabd42538b82abaf27a1d5b74da0eb2da37fa9c9c117ca99d9146e2937
+    --hash=sha256:57d67fb66a1f0f679b1d85059f9297777fb5076bfdab1d4bd69e2536d8db035d \
+    --hash=sha256:da579c5b4059712fa0bf08a3b31858720407220ed406fc0253be147c3ab741d6
 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
+    --hash=sha256:1d65c6f9704bc7a0764b5b5b6ec010a4a54a5afa15d7a6573ba564eb77b01c56 \
+    --hash=sha256:b9f7cca0fb1d65e2c714c7d296cd6a0e82719826af31a67fdaef33289bab3d27
+tornado==6.5.7 \
+    --hash=sha256:145f60cf4a02ca464e093d4ec650c383566ec2a9c72a4baa823a2993fe23efe6 \
+    --hash=sha256:682d70fa5baa06d10b90512b066587c785f387bfe0bd9c48d31b39e2bc1d40eb
+tqdm==4.68.2 \
+    --hash=sha256:2e65c08da81848d2df6dc5c0cae5e53bd64c4e4bd5a34962ca835c530be82485
+truststore==0.10.4 \
+    --hash=sha256:affcec31ab8f17f6c1f34fd3f8fddc3a57e37009a2ea33240f484972987a22b9
+typer==0.26.7 \
+    --hash=sha256:3d2d387ebed3c751d31cdd86767bbfcc1a117b94bb177885ce42804d5a87a522
+types-protobuf==6.32.1.20260221 \
+    --hash=sha256:8de83117ddeb16b082c22d86e46d510c3500b9cb5dda43a58fbb5c7b112d42e6
+types-requests==2.32.4.20260107 \
+    --hash=sha256:8c76aa85882055912a2aa94095d3dbf6ee745195c18014668ef28eb5a26c7e41
 typing-extensions==4.15.0 \
-    --hash=sha256:00877ead43795d4b767026270fa129816363c9a95b6febe68f5ac41d5096114b
+    --hash=sha256:429f20623a355887563afc68041e782f059f26031a5e00e2dd302d37799f672c
 typing-inspection==0.4.2 \
-    --hash=sha256:4baec0c9a4ad5cc8a85c71c387e98ff9ecc7b85b6e538e204343940090be3b63
+    --hash=sha256:14def1455626f831da791382c9c46592418e10462b296b3521ec30c1d28b4d75
+uncalled-for==0.3.2 \
+    --hash=sha256:507aa3690eacb54e3a54f0aee465b5f4f567b0704d38a3d3fbe91e8b43515d22
+urllib3==2.7.0 \
+    --hash=sha256:fa362060799d5cec112613712db5e3abd6c59c962cf2f532a3bcbb19f52c4750
+uvicorn==0.49.0 \
+    --hash=sha256:0d4a19be044c20a4f074656fac90fcdc7759b0fcb2b70df46d061d94235f9be1
+watchfiles==1.1.1 \
+    --hash=sha256:96356d42a491025b03b03cd0e8784c89556b4cea92addeddf35b37a27da6d46f \
+    --hash=sha256:fa741fa274d6f915a8b88362d5fab78d2e159eb5cc798a28f44522d14ef76f90
+wcwidth==0.8.1 \
+    --hash=sha256:80296cda7f1bc552fc39c255d918b1c36f0d1d33010232c99ce60a29dc1b02d3
 websocket-client==1.9.0 \
-    --hash=sha256:0cb04d0516ad9d4a5941144e68344813f1da89a2270b0634b4b71f1e892f4caf
-websockets==15.0.1 \
-    --hash=sha256:1ad83cda272b5a5d77faa3c4b43c6cbe6cfa3ec7a386899fefd14df455d8a51c \
-    --hash=sha256:734b81ff7d1e22130a20f58af82a69e413025de9804e967cab503fe17332b14c \
-    --hash=sha256:933ac176329fedf18d4207defff775829b9de301075bc297c169081ece1e1d9d \
-    --hash=sha256:b022c4ed3a5a96300b56e9f0b18a302d266fac0a7819d906cca9e702f93976bf
+    --hash=sha256:c1370b3fea1c97189614828173ec02a8feaab0004782381f03456e1db4c60f19
+websockets==16.0 \
+    --hash=sha256:6d14ef228bb305deeec8e0769304d30ac1f69a4e8b29ca17d6968bbeecf1901f \
+    --hash=sha256:72a0963c315c53521f807af0ca4f1d84c0ca378e4125e13c6694120781aef60b
 wrapt==1.17.3 \
-    --hash=sha256:0953273f64ed6dc39821a1d06409958d5d5bf53a699f3931cb1a81c656fdd720 \
-    --hash=sha256:15c6bffa4386f4927f1e1c0b4e2e4604c10d709199ecbd3f69ae1e659f2d96d8 \
-    --hash=sha256:1649eb282f55f5d90154086a34fef4922aa31b28233e03ce396b7d8a778a5904
+    --hash=sha256:6068917402863d0edfdc7e11d8a1da007da471e0817d45ad0fad6175125628a0 \
+    --hash=sha256:73cbe345787e767b7576aa8bdee71f67c6d38fafcb31be0d17c5ca64d7e12f63
+xai-sdk==1.17.0 \
+    --hash=sha256:43e95f00c0c3677c309a5f30157e55edc319c753f7d24def432ea7f5dc220efb
 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:c03a08fd89c01fc60763cfe92f93a4b14ec05e110577c2e41640942e504aee38 \
+    --hash=sha256:c7948e01ae9e33b691c9531409ecaf7c36f143764ab10171c7c0833c58588a3f
+yarl==1.23.0 \
+    --hash=sha256:255be9da2dc3317c3333938906d73e55ff830b9b4b4a450a4bcfebbcff872434 \
+    --hash=sha256:4cd7f2925038c86bb461a722ce74e964e98bfe80b3a0c3bce3341f549fb3eb6b
+zipp==4.1.0 \
+    --hash=sha256:8350a43d076f3ce36df498c18cf456f8e1bc81d07cc9b70c56029946fbe0b239
diff --git a/.konflux/requirements.hermetic.txt b/.konflux/requirements.hermetic.txt
index d5aba32bb..aeb69c81a 100644
--- a/.konflux/requirements.hermetic.txt
+++ b/.konflux/requirements.hermetic.txt
@@ -1,2 +1,3 @@
-uv==0.11.15
-pip==26.1
+uv-build==0.11.18
+uv==0.11.18
+pip==26.1.2
diff --git a/.konflux/requirements.overrides.txt b/.konflux/requirements.overrides.txt
index cacccf2e1..4d404920f 100644
--- a/.konflux/requirements.overrides.txt
+++ b/.konflux/requirements.overrides.txt
@@ -1,22 +1,3 @@
 # 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
+# https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple
+packaging<26
diff --git a/.konflux/rpms.lock.yaml b/.konflux/rpms.lock.yaml
index 2ca7ed624..e8864efb5 100644
--- a/.konflux/rpms.lock.yaml
+++ b/.konflux/rpms.lock.yaml
@@ -32,20 +32,6 @@ arches:
     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
     size: 150129
@@ -120,20 +106,6 @@ arches:
     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
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 13479598
-    checksum: sha256:b8392274e302d665bc132aee4ed023f8a777d9c446531679ede18150d7867189
-    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/x86_64/appstream/os/Packages/l/libstdc++-devel-11.5.0-5.el9_5.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 2531717
-    checksum: sha256:84695eeeb1daa8ff74baf7efd9fc57fb136bec7e8a2ca56c105be6d83ec22d07
-    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/x86_64/appstream/os/Packages/l/libuv-1.42.0-2.el9_4.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 154427
diff --git a/.tekton/lightspeed-stack-0-6-pull-request.yaml b/.tekton/lightspeed-stack-0-6-pull-request.yaml
index 92421698d..e1625465f 100644
--- a/.tekton/lightspeed-stack-0-6-pull-request.yaml
+++ b/.tekton/lightspeed-stack-0-6-pull-request.yaml
@@ -48,12 +48,13 @@ spec:
            "path": ".konflux",
            "requirements_files": [
              "requirements.hashes.wheel.txt",
+             "requirements.hashes.wheel.pypi.txt",
              "requirements.hashes.source.txt",
              "requirements.hermetic.txt"
            ],
            "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,ag-ui-protocol,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,azure-core,azure-identity,beartype,boto3,botocore,cachetools,caio,certifi,cffi,charset-normalizer,circuitbreaker,click,cohere,cryptography,cyclopts,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,eval-type-backport,exceptiongroup,executing,fastapi,fastavro,fastmcp,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-genai,googleapis-common-protos,greenlet,griffelib,groq,grpcio,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,jmespath,joserfc,jsonpath-ng,jsonpath-python,jsonref,jsonschema,jsonschema-path,jsonschema-specifications,keyring,kubernetes,litellm,llama-stack,llama-stack-api,llama-stack-client,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,mistralai,more-itertools,msal,msal-extensions,multidict,multiprocess,nexus-rpc,numpy,oauthlib,oci,openai,openapi-pydantic,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,pathable,pip,platformdirs,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-skills,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-handlebars,pydantic-settings,pygments,pyjwt,pyopenssl,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rich-rst,rpds-py,s3transfer,secretstorage,semver,sentry-sdk,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,temporalio,tenacity,termcolor,tiktoken,tokenizers,tornado,tqdm,truststore,typer,types-protobuf,types-requests,typing-extensions,typing-inspection,uncalled-for,urllib3,uv,uv-build,uvicorn,watchfiles,wcwidth,websocket-client,websockets,wrapt,xai-sdk,xxhash,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/lightspeed-stack-0-6-push.yaml b/.tekton/lightspeed-stack-0-6-push.yaml
index c9d748236..98449d547 100644
--- a/.tekton/lightspeed-stack-0-6-push.yaml
+++ b/.tekton/lightspeed-stack-0-6-push.yaml
@@ -49,12 +49,13 @@ spec:
           "path": ".konflux",
           "requirements_files": [
             "requirements.hashes.wheel.txt",
+            "requirements.hashes.wheel.pypi.txt",
             "requirements.hashes.source.txt",
             "requirements.hermetic.txt"
           ],
           "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,ag-ui-protocol,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,azure-core,azure-identity,beartype,boto3,botocore,cachetools,caio,certifi,cffi,charset-normalizer,circuitbreaker,click,cohere,cryptography,cyclopts,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,eval-type-backport,exceptiongroup,executing,fastapi,fastavro,fastmcp,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-genai,googleapis-common-protos,greenlet,griffelib,groq,grpcio,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,jmespath,joserfc,jsonpath-ng,jsonpath-python,jsonref,jsonschema,jsonschema-path,jsonschema-specifications,keyring,kubernetes,litellm,llama-stack,llama-stack-api,llama-stack-client,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,mistralai,more-itertools,msal,msal-extensions,multidict,multiprocess,nexus-rpc,numpy,oauthlib,oci,openai,openapi-pydantic,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,pathable,pip,platformdirs,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-skills,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-handlebars,pydantic-settings,pygments,pyjwt,pyopenssl,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rich-rst,rpds-py,s3transfer,secretstorage,semver,sentry-sdk,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,temporalio,tenacity,termcolor,tiktoken,tokenizers,tornado,tqdm,truststore,typer,types-protobuf,types-requests,typing-extensions,typing-inspection,uncalled-for,urllib3,uv,uv-build,uvicorn,watchfiles,wcwidth,websocket-client,websockets,wrapt,xai-sdk,xxhash,yarl,zipp",
             "os": "linux",
             "arch": "x86_64,aarch64",
             "py_version": 312
diff --git a/.tekton/lightspeed-stack-pull-request.yaml b/.tekton/lightspeed-stack-pull-request.yaml
index 54ed7f0a4..ac7fdf079 100644
--- a/.tekton/lightspeed-stack-pull-request.yaml
+++ b/.tekton/lightspeed-stack-pull-request.yaml
@@ -53,12 +53,13 @@ spec:
            "path": ".konflux",
            "requirements_files": [
              "requirements.hashes.wheel.txt",
+             "requirements.hashes.wheel.pypi.txt",
              "requirements.hashes.source.txt",
              "requirements.hermetic.txt"
            ],
            "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,ag-ui-protocol,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,azure-core,azure-identity,beartype,boto3,botocore,cachetools,caio,certifi,cffi,charset-normalizer,circuitbreaker,click,cohere,cryptography,cyclopts,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,eval-type-backport,exceptiongroup,executing,fastapi,fastavro,fastmcp,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-genai,googleapis-common-protos,greenlet,griffelib,groq,grpcio,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,jmespath,joserfc,jsonpath-ng,jsonpath-python,jsonref,jsonschema,jsonschema-path,jsonschema-specifications,keyring,kubernetes,litellm,llama-stack,llama-stack-api,llama-stack-client,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,mistralai,more-itertools,msal,msal-extensions,multidict,multiprocess,nexus-rpc,numpy,oauthlib,oci,openai,openapi-pydantic,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,pathable,pip,platformdirs,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-skills,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-handlebars,pydantic-settings,pygments,pyjwt,pyopenssl,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rich-rst,rpds-py,s3transfer,secretstorage,semver,sentry-sdk,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,temporalio,tenacity,termcolor,tiktoken,tokenizers,tornado,tqdm,truststore,typer,types-protobuf,types-requests,typing-extensions,typing-inspection,uncalled-for,urllib3,uv,uv-build,uvicorn,watchfiles,wcwidth,websocket-client,websockets,wrapt,xai-sdk,xxhash,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/lightspeed-stack-push.yaml b/.tekton/lightspeed-stack-push.yaml
index 263f479e5..c08eb60fb 100644
--- a/.tekton/lightspeed-stack-push.yaml
+++ b/.tekton/lightspeed-stack-push.yaml
@@ -49,12 +49,13 @@ spec:
           "path": ".konflux",
           "requirements_files": [
             "requirements.hashes.wheel.txt",
+            "requirements.hashes.wheel.pypi.txt",
             "requirements.hashes.source.txt",
             "requirements.hermetic.txt"
           ],
           "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,ag-ui-protocol,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asyncpg,attrs,authlib,azure-core,azure-identity,beartype,boto3,botocore,cachetools,caio,certifi,cffi,charset-normalizer,circuitbreaker,click,cohere,cryptography,cyclopts,datasets,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,eval-type-backport,exceptiongroup,executing,fastapi,fastavro,fastmcp,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,genai-prices,google-api-core,google-auth,google-genai,googleapis-common-protos,greenlet,griffelib,groq,grpcio,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,jmespath,joserfc,jsonpath-ng,jsonpath-python,jsonref,jsonschema,jsonschema-path,jsonschema-specifications,keyring,kubernetes,litellm,llama-stack,llama-stack-api,llama-stack-client,logfire,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,mistralai,more-itertools,msal,msal-extensions,multidict,multiprocess,nexus-rpc,numpy,oauthlib,oci,openai,openapi-pydantic,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,oracledb,packaging,pandas,pathable,pip,platformdirs,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psycopg2-binary,py-key-value-aio,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-ai,pydantic-ai-skills,pydantic-ai-slim,pydantic-core,pydantic-evals,pydantic-graph,pydantic-handlebars,pydantic-settings,pygments,pyjwt,pyopenssl,pyperclip,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rich-rst,rpds-py,s3transfer,secretstorage,semver,sentry-sdk,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,temporalio,tenacity,termcolor,tiktoken,tokenizers,tornado,tqdm,truststore,typer,types-protobuf,types-requests,typing-extensions,typing-inspection,uncalled-for,urllib3,uv,uv-build,uvicorn,watchfiles,wcwidth,websocket-client,websockets,wrapt,xai-sdk,xxhash,yarl,zipp",
             "os": "linux",
             "arch": "x86_64,aarch64",
             "py_version": 312
diff --git a/Makefile b/Makefile
index 7a6fda3f0..0943f364d 100644
--- a/Makefile
+++ b/Makefile
@@ -279,7 +279,7 @@ upload-distribution-archives:	## Upload distribution archives into Python regist
 	uv run python -m twine upload --repository ${PYTHON_REGISTRY} dist/*
 
 konflux-requirements:	## Generate hermetic requirements.*.txt file for konflux build
-	./scripts/konflux_requirements.sh
+	python3 scripts/konflux_resolve.py --profile cpu
 
 konflux-rpm-lock:	## Generate rpm.lock.yaml file for konflux build
 	./scripts/generate-rpm-lock.sh
diff --git a/deploy/lightspeed-stack/Containerfile b/deploy/lightspeed-stack/Containerfile
index 567b5793e..ad6b1e0c0 100644
--- a/deploy/lightspeed-stack/Containerfile
+++ b/deploy/lightspeed-stack/Containerfile
@@ -70,7 +70,7 @@ RUN if [ -f /cachi2/cachi2.env ]; then \
     . /cachi2/cachi2.env && \
     uv venv --seed --no-index --find-links ${PIP_FIND_LINKS} && \
     . .venv/bin/activate && \
-    pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps -r requirements.hashes.wheel.txt -r requirements.hashes.source.txt && \
+    pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps -r requirements.hashes.wheel.txt -r requirements.hashes.wheel.pypi.txt -r requirements.hashes.source.txt && \
     pip check; \
     else \
     uv sync --locked --no-dev --group llslibdev; \
@@ -137,7 +137,7 @@ ENTRYPOINT ["python3.12", "src/lightspeed_stack.py"]
 LABEL vendor="Red Hat, Inc." \
     name="lightspeed-core/lightspeed-stack-rhel9" \
     com.redhat.component="lightspeed-core/lightspeed-stack" \
-    cpe="cpe:/a:redhat:lightspeed_core:0.4::el9" \
+    cpe="cpe:/a:redhat:lightspeed_core:0.6::el9" \
     io.k8s.display-name="Lightspeed Stack" \
     summary="A service that provides a REST API for the Lightspeed Core Stack." \
     description="Lightspeed Core Stack (LCS) is an AI-powered assistant that provides answers to product questions using backend LLM services, agents, and RAG databases." \
diff --git a/scripts/generate-rpm-lock.sh b/scripts/generate-rpm-lock.sh
new file mode 100755
index 000000000..7c22dddf3
--- /dev/null
+++ b/scripts/generate-rpm-lock.sh
@@ -0,0 +1,149 @@
+#!/bin/bash
+
+set -e
+
+DEFAULT_BASE_IMAGE="registry.redhat.io/rhai/base-image-cpu-rhel9:3.4"
+BUILD_ARGS_FILE=".konflux/build-args-konflux.conf"
+INPUT_FILE=".konflux/rpms.in.yaml"
+OUTPUT_FILE=".konflux/rpms.lock.yaml"
+CONTAINER_IMAGE="registry.access.redhat.com/ubi9/ubi"
+REDHAT_REPO_FILE=".konflux/redhat.repo"
+
+if command -v podman &>/dev/null; then
+    CONTAINER_RUNTIME="podman"
+elif command -v docker &>/dev/null; then
+    CONTAINER_RUNTIME="docker"
+else
+    echo "Error: Neither podman nor docker found. Please install one of them."
+    exit 1
+fi
+
+if [[ -f "$BUILD_ARGS_FILE" ]]; then
+    EXTRACTED_BASE_IMAGE=$(grep "^BUILDER_BASE_IMAGE=" "$BUILD_ARGS_FILE" | cut -d'=' -f2)
+    if [[ -n "$EXTRACTED_BASE_IMAGE" ]]; then
+        BASE_IMAGE="$EXTRACTED_BASE_IMAGE"
+        echo "Using base image from $BUILD_ARGS_FILE: $BASE_IMAGE"
+    else
+        BASE_IMAGE="$DEFAULT_BASE_IMAGE"
+        echo "BUILDER_BASE_IMAGE not found in $BUILD_ARGS_FILE, using default: $BASE_IMAGE"
+    fi
+else
+    BASE_IMAGE="$DEFAULT_BASE_IMAGE"
+    echo "$BUILD_ARGS_FILE not found, using default base image: $BASE_IMAGE"
+fi
+
+usage() {
+    echo "Usage: $0 -a ACTIVATION_KEY -g ORG_ID [-i BASE_IMAGE] [-f INPUT_FILE] [-O OUTPUT_FILE]"
+    echo ""
+    echo "Required:"
+    echo "  -a ACTIVATION_KEY  Red Hat activation key for subscription-manager"
+    echo "  -g ORG_ID          Red Hat organization ID for subscription-manager"
+    echo ""
+    echo "Options:"
+    echo "  -i BASE_IMAGE      Base container image for rpm-lockfile-prototype (default: $BASE_IMAGE)"
+    echo "  -f INPUT_FILE      Input RPM specification file (default: $INPUT_FILE)"
+    echo "  -O OUTPUT_FILE     Output lock file (default: $OUTPUT_FILE)"
+    echo "  -h                 Show this help message"
+    echo ""
+    echo "Environment variables:"
+    echo "  REGISTRY_USERNAME  Username for registry authentication (skopeo login)"
+    echo "  REGISTRY_PASSWORD  Password for registry authentication (skopeo login)"
+    exit 1
+}
+
+ACTIVATION_KEY=""
+ORG_ID=""
+
+while getopts "a:g:i:f:O:h" opt; do
+    case $opt in
+        a) ACTIVATION_KEY="$OPTARG" ;;
+        g) ORG_ID="$OPTARG" ;;
+        i) BASE_IMAGE="$OPTARG" ;;
+        f) INPUT_FILE="$OPTARG" ;;
+        O) OUTPUT_FILE="$OPTARG" ;;
+        h) usage ;;
+        *) usage ;;
+    esac
+done
+
+if [[ -z "$ACTIVATION_KEY" || -z "$ORG_ID" ]]; then
+    echo "Error: Both activation key (-a) and organization ID (-g) are required."
+    usage
+fi
+
+if [[ ! -f "$INPUT_FILE" ]]; then
+    echo "Error: Input file '$INPUT_FILE' not found."
+    exit 1
+fi
+
+if [[ ! -f "$REDHAT_REPO_FILE" ]]; then
+    echo "Error: Red Hat repo file '$REDHAT_REPO_FILE' not found."
+    exit 1
+fi
+
+echo "Using BASE_IMAGE: $BASE_IMAGE"
+echo "Using INPUT_FILE: $INPUT_FILE"
+echo "Using OUTPUT_FILE: $OUTPUT_FILE"
+echo "Using CONTAINER_IMAGE: $CONTAINER_IMAGE"
+echo "Using CONTAINER_RUNTIME: $CONTAINER_RUNTIME"
+
+CONTAINER_NAME="rpm-lockfile-generator-$$"
+WORKDIR="/workdir"
+
+cleanup() {
+    echo "Cleaning up container..."
+    $CONTAINER_RUNTIME exec "$CONTAINER_NAME" subscription-manager unregister 2>/dev/null || true
+    $CONTAINER_RUNTIME rm -f "$CONTAINER_NAME" 2>/dev/null || true
+}
+trap cleanup EXIT
+
+echo "Starting container..."
+$CONTAINER_RUNTIME run -d --name "$CONTAINER_NAME" "$CONTAINER_IMAGE" sleep infinity
+
+echo "Registering system with subscription-manager..."
+$CONTAINER_RUNTIME exec "$CONTAINER_NAME" subscription-manager register \
+    --activationkey="$ACTIVATION_KEY" \
+    --org="$ORG_ID"
+
+echo "Disabling rhel-9-for-x86_64-appstream-eus-rpms repo"
+$CONTAINER_RUNTIME exec "$CONTAINER_NAME" subscription-manager repos --disable=rhel-9-for-x86_64-appstream-eus-rpms --disable=codeready-builder-for-rhel-9-x86_64-eus-rpms
+
+echo "Installing packages..."
+$CONTAINER_RUNTIME exec "$CONTAINER_NAME" dnf install -y skopeo git make python3-pip
+
+if [[ -n "$REGISTRY_USERNAME" && -n "$REGISTRY_PASSWORD" ]]; then
+    echo "Logging into registry with skopeo..."
+    REGISTRY_HOST=$(echo "$BASE_IMAGE" | cut -d'/' -f1)
+    printf '%s\n' "$REGISTRY_PASSWORD" | $CONTAINER_RUNTIME exec -i "$CONTAINER_NAME" skopeo login "$REGISTRY_HOST" \
+        --username "$REGISTRY_USERNAME" \
+        --password-stdin
+fi
+
+echo "Installing rpm-lockfile-prototype..."
+$CONTAINER_RUNTIME exec "$CONTAINER_NAME" python3 -m pip install --user \
+    https://github.com/konflux-ci/rpm-lockfile-prototype/archive/refs/tags/v0.21.0.tar.gz
+
+CONTAINER_INPUT="$(basename "$INPUT_FILE")"
+CONTAINER_OUTPUT="$(basename "$OUTPUT_FILE")"
+
+echo "Creating workdir and copying files..."
+$CONTAINER_RUNTIME exec "$CONTAINER_NAME" mkdir -p "$WORKDIR"
+$CONTAINER_RUNTIME cp "$INPUT_FILE" "$CONTAINER_NAME:$WORKDIR/$CONTAINER_INPUT"
+$CONTAINER_RUNTIME cp "$REDHAT_REPO_FILE" "$CONTAINER_NAME:$WORKDIR/$(basename "$REDHAT_REPO_FILE")"
+
+echo "Running rpm-lockfile-prototype..."
+$CONTAINER_RUNTIME exec -w "$WORKDIR" "$CONTAINER_NAME" bash -c '
+    DNF_VAR_SSL_CLIENT_KEY=$(find /etc/pki/entitlement -type f -name "*key.pem" | head -1)
+    export DNF_VAR_SSL_CLIENT_KEY
+    DNF_VAR_SSL_CLIENT_CERT="${DNF_VAR_SSL_CLIENT_KEY//-key/}"
+    export DNF_VAR_SSL_CLIENT_CERT
+    /root/.local/bin/rpm-lockfile-prototype \
+        --image "'"$BASE_IMAGE"'" \
+        --outfile "'"$CONTAINER_OUTPUT"'" \
+        "'"$CONTAINER_INPUT"'"
+'
+
+echo "Copying output file from container..."
+$CONTAINER_RUNTIME cp "$CONTAINER_NAME:$WORKDIR/$CONTAINER_OUTPUT" "$OUTPUT_FILE"
+
+echo "Successfully generated $OUTPUT_FILE"
diff --git a/scripts/konflux_requirements.sh b/scripts/konflux_requirements.sh
index 6e788e835..bdd858542 100755
--- a/scripts/konflux_requirements.sh
+++ b/scripts/konflux_requirements.sh
@@ -13,7 +13,7 @@ WHEEL_FILE="${KONFLUX_DIR}/requirements.wheel.txt"
 SOURCE_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.source.txt"
 WHEEL_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.wheel.txt"
 BUILD_FILE="${KONFLUX_DIR}/requirements-build.txt"
-RHOAI_INDEX_URL="https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple/"
 
 # extra wheels to be included in the wheel list, often come from build-time dependencies
 EXTRA_WHEELS="uv,pip,maturin"
diff --git a/scripts/konflux_resolve.py b/scripts/konflux_resolve.py
new file mode 100644
index 000000000..f8c16ac76
--- /dev/null
+++ b/scripts/konflux_resolve.py
@@ -0,0 +1,1283 @@
+#!/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 html.parser import HTMLParser
+from typing import Any, Sequence
+
+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(  # noqa: C901
+        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",
+    ]
+    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 main() -> None:  # noqa: C901
+    """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)
+    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()