diff --git a/.konflux/build-args-konflux-cuda.conf b/.konflux/build-args-konflux-cuda.conf
deleted file mode 100644
index dfe33cf5..00000000
--- a/.konflux/build-args-konflux-cuda.conf
+++ /dev/null
@@ -1,3 +0,0 @@
-# Build args for CUDA (Containerfile-cuda). Defaults to nvcr.io/nvidia/cuda:12.9.1-devel-ubi9 in the Containerfile.
-BUILDER_BASE_IMAGE=registry.redhat.io/rhai/base-image-cuda-12.9-rhel9:3.3
-RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cuda-12.9-rhel9:3.3
diff --git a/.konflux/build-args-konflux.conf b/.konflux/build-args-konflux.conf
index b1cfbf14..1c30b396 100644
--- a/.konflux/build-args-konflux.conf
+++ b/.konflux/build-args-konflux.conf
@@ -1,3 +1,3 @@
-BUILDER_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.3
-RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.3
+BUILDER_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.4.0-1777399554
+RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cpu-rhel9:3.4.0-1777399554
 DNF_COMMAND=dnf
diff --git a/.konflux/cuda/build-args-konflux.conf b/.konflux/cuda/build-args-konflux.conf
new file mode 100644
index 00000000..f1333a3f
--- /dev/null
+++ b/.konflux/cuda/build-args-konflux.conf
@@ -0,0 +1,3 @@
+BUILDER_BASE_IMAGE=registry.redhat.io/rhai/base-image-cuda-12.9-rhel9:3.4.0-1777399555
+RUNTIME_BASE_IMAGE=registry.redhat.io/rhai/base-image-cuda-12.9-rhel9:3.4.0-1777399555
+DNF_COMMAND=dnf
diff --git a/.konflux/cuda/rpms.in.yaml b/.konflux/cuda/rpms.in.yaml
index fb804ded..fdde80f4 100644
--- a/.konflux/cuda/rpms.in.yaml
+++ b/.konflux/cuda/rpms.in.yaml
@@ -13,6 +13,8 @@ packages:
     autoconf,
     automake,
     libtool,
+    libxml2-devel,
+    libxslt-devel,    
     skopeo,
     libxml2-devel,
     libxslt-devel,
diff --git a/.konflux/cuda/rpms.lock.yaml b/.konflux/cuda/rpms.lock.yaml
index 1e59ac04..5dc7a183 100644
--- a/.konflux/cuda/rpms.lock.yaml
+++ b/.konflux/cuda/rpms.lock.yaml
@@ -137,48 +137,6 @@ arches:
     name: git-core-doc
     evr: 2.47.3-1.el9_6
     sourcerpm: git-2.47.3-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/glib2-devel-2.68.4-16.el9_6.4.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 562675
-    checksum: sha256:d4ee610489951c3d3412df404b7b2e02fe4ac6426e2fd5bd82dff67c6f025c97
-    name: glib2-devel
-    evr: 2.68.4-16.el9_6.4
-    sourcerpm: glib2-2.68.4-16.el9_6.4.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/graphite2-devel-1.3.14-9.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 24602
-    checksum: sha256:7c1eee902960bf27a492a7eaa2ecd324830b7ecfedb80de3bff606f3476468da
-    name: graphite2-devel
-    evr: 1.3.14-9.el9
-    sourcerpm: graphite2-1.3.14-9.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/h/harfbuzz-devel-2.7.4-10.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 358742
-    checksum: sha256:7e8f25f2425f4e1797714f4a923324f7024ea34c9bbe37039b1b5a42f5440436
-    name: harfbuzz-devel
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/h/harfbuzz-icu-2.7.4-10.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 15271
-    checksum: sha256:3a1b0ed8e1fbc7858f6810e72ad39448994ff1af26a6537d1d7554a5ac8e0a36
-    name: harfbuzz-icu
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libblkid-devel-2.37.4-21.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 18820
-    checksum: sha256:41a14a958ddb7b3dd1f01f3ac19a75156e551d088c1fc7e5d77e060119537ee3
-    name: libblkid-devel
-    evr: 2.37.4-21.el9
-    sourcerpm: util-linux-2.37.4-21.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libffi-devel-3.4.2-8.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 31109
-    checksum: sha256:5cbe643ebd6c7608b127ccb0eaff9320db2e77b60dd79a3bfbf1b49cd1877bd6
-    name: libffi-devel
-    evr: 3.4.2-8.el9
-    sourcerpm: libffi-3.4.2-8.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libgpg-error-devel-1.42-5.el9.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 70304
@@ -186,27 +144,6 @@ arches:
     name: libgpg-error-devel
     evr: 1.42-5.el9
     sourcerpm: libgpg-error-1.42-5.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libicu-devel-67.1-10.el9_6.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 959074
-    checksum: sha256:bca0256312856eb2b3ba4d66aca63d0738b5bd32bece0c5a53aa7c883d5cfb26
-    name: libicu-devel
-    evr: 67.1-10.el9_6
-    sourcerpm: icu-67.1-10.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libjpeg-turbo-devel-2.0.90-7.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 104818
-    checksum: sha256:d455116c42fe8411808dd1be01ef488b33744a8bd1c372882b2fa41c9b7507b3
-    name: libjpeg-turbo-devel
-    evr: 2.0.90-7.el9
-    sourcerpm: libjpeg-turbo-2.0.90-7.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libmount-devel-2.37.4-21.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 19507
-    checksum: sha256:cc916cb9374d41ccd421f89f9330310ebc8e9980386194c2f80dd409805ffba8
-    name: libmount-devel
-    evr: 2.37.4-21.el9
-    sourcerpm: util-linux-2.37.4-21.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libnet-1.2-7.el9.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 62963
@@ -277,13 +214,6 @@ arches:
     name: libuv
     evr: 1:1.42.0-2.el9_4
     sourcerpm: libuv-1.42.0-2.el9_4.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libwebp-devel-1.2.0-8.el9_3.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 36884
-    checksum: sha256:6ad97214b40f00013141412500deca57573c493b8325e437e2c65e88053a7552
-    name: libwebp-devel
-    evr: 1.2.0-8.el9_3
-    sourcerpm: libwebp-1.2.0-8.el9_3.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libxml2-devel-2.9.13-12.el9_6.1.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 919913
@@ -291,13 +221,6 @@ arches:
     name: libxml2-devel
     evr: 2.9.13-12.el9_6.1
     sourcerpm: libxml2-2.9.13-12.el9_6.1.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libxslt-1.1.34-13.el9_6.1.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 244463
-    checksum: sha256:5c2b240916b054dd00e8add4fe43479816f2b214ea8be3461de6a710bc5e39d1
-    name: libxslt
-    evr: 1.1.34-13.el9_6.1
-    sourcerpm: libxslt-1.1.34-13.el9_6.1.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libxslt-devel-1.1.34-13.el9_6.1.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 326591
@@ -557,13 +480,6 @@ arches:
     name: slirp4netns
     evr: 1.3.2-1.el9
     sourcerpm: slirp4netns-1.3.2-1.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/s/sysprof-capture-devel-3.40.1-3.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 66841
-    checksum: sha256:47307f58e4707dc31c1bf096e095653aff30837cea5cb4a8820c4c6d57870eb3
-    name: sysprof-capture-devel
-    evr: 3.40.1-3.el9
-    sourcerpm: sysprof-3.40.1-3.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/x/xz-devel-5.2.5-8.el9_0.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 60585
@@ -750,48 +666,6 @@ arches:
     name: git-core-doc
     evr: 2.47.3-1.el9_6
     sourcerpm: git-2.47.3-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/g/glib2-devel-2.68.4-16.el9_6.4.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 562982
-    checksum: sha256:570d92e0ebee0742a412cbc88abe0ca8c46e68704f61440852f354f610d01c5b
-    name: glib2-devel
-    evr: 2.68.4-16.el9_6.4
-    sourcerpm: glib2-2.68.4-16.el9_6.4.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/g/graphite2-devel-1.3.14-9.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 24651
-    checksum: sha256:c582065c2166a903aefa31d74faca878ed5220fed6fa1ec2cc15d8bcd267d2f4
-    name: graphite2-devel
-    evr: 1.3.14-9.el9
-    sourcerpm: graphite2-1.3.14-9.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/h/harfbuzz-devel-2.7.4-10.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 359203
-    checksum: sha256:23aa743ca73b972c98c4ef005f26414030cbc62c6a940a5b54ae47665870ae5c
-    name: harfbuzz-devel
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/h/harfbuzz-icu-2.7.4-10.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 14916
-    checksum: sha256:a31ef6dbaf55c7b3d824dad300058aee3fa741c7679c50b313862580879b94e5
-    name: harfbuzz-icu
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libblkid-devel-2.37.4-21.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 18854
-    checksum: sha256:f0bcbd0d6d96405d96e6a5326ec382d37133af36b6f8c491506b4e2e2785f702
-    name: libblkid-devel
-    evr: 2.37.4-21.el9
-    sourcerpm: util-linux-2.37.4-21.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libffi-devel-3.4.2-8.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 32520
-    checksum: sha256:cd74ba2a4bac6b9f7df20e50915e0aeee6581dd815d3a388eb3f9c45565cef68
-    name: libffi-devel
-    evr: 3.4.2-8.el9
-    sourcerpm: libffi-3.4.2-8.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libgpg-error-devel-1.42-5.el9.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 70899
@@ -799,27 +673,6 @@ arches:
     name: libgpg-error-devel
     evr: 1.42-5.el9
     sourcerpm: libgpg-error-1.42-5.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libicu-devel-67.1-10.el9_6.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 960174
-    checksum: sha256:07719c3e97e12ad06e9678a4a53859c823909468a72e006d7d92e7c6d581b104
-    name: libicu-devel
-    evr: 67.1-10.el9_6
-    sourcerpm: icu-67.1-10.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libjpeg-turbo-devel-2.0.90-7.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 105265
-    checksum: sha256:29bc1734fd78b4d11c71adbf37fb11c2fbe7920884c0dd475d9b0a6bc05bc6ba
-    name: libjpeg-turbo-devel
-    evr: 2.0.90-7.el9
-    sourcerpm: libjpeg-turbo-2.0.90-7.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libmount-devel-2.37.4-21.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 19542
-    checksum: sha256:b6cc197e511d7326496d6b4a14614b972bcd3e7170d7d5736073139891a775b5
-    name: libmount-devel
-    evr: 2.37.4-21.el9
-    sourcerpm: util-linux-2.37.4-21.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libnet-1.2-7.el9.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 61278
@@ -890,13 +743,6 @@ arches:
     name: libuv
     evr: 1:1.42.0-2.el9_4
     sourcerpm: libuv-1.42.0-2.el9_4.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libwebp-devel-1.2.0-8.el9_3.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 36924
-    checksum: sha256:227d7a6e63cd3ebde97981ba9ea5adbf88e75c87579881fd5d084c8409bb7ad7
-    name: libwebp-devel
-    evr: 1.2.0-8.el9_3
-    sourcerpm: libwebp-1.2.0-8.el9_3.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libxml2-devel-2.9.13-12.el9_6.1.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 919871
@@ -904,13 +750,6 @@ arches:
     name: libxml2-devel
     evr: 2.9.13-12.el9_6.1
     sourcerpm: libxml2-2.9.13-12.el9_6.1.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libxslt-1.1.34-13.el9_6.1.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 247056
-    checksum: sha256:89efaa836dd7787e19f09426a306bcbbbe37cf061fd9c9406e43a9a420a3ab1e
-    name: libxslt
-    evr: 1.1.34-13.el9_6.1
-    sourcerpm: libxslt-1.1.34-13.el9_6.1.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/l/libxslt-devel-1.1.34-13.el9_6.1.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 326584
@@ -1170,13 +1009,6 @@ arches:
     name: slirp4netns
     evr: 1.3.2-1.el9
     sourcerpm: slirp4netns-1.3.2-1.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/s/sysprof-capture-devel-3.40.1-3.el9.x86_64.rpm
-    repoid: rhel-9-for-x86_64-appstream-eus-rpms
-    size: 65413
-    checksum: sha256:3006309779a18bde4fff7e633881218284a46584e4d529a14fbbc4bc0683ebae
-    name: sysprof-capture-devel
-    evr: 3.40.1-3.el9
-    sourcerpm: sysprof-3.40.1-3.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/x86_64/appstream/os/Packages/x/xz-devel-5.2.5-8.el9_0.x86_64.rpm
     repoid: rhel-9-for-x86_64-appstream-eus-rpms
     size: 60644
diff --git a/.konflux/profiles.toml b/.konflux/profiles.toml
new file mode 100644
index 00000000..2550cd3b
--- /dev/null
+++ b/.konflux/profiles.toml
@@ -0,0 +1,20 @@
+[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/rag-tool-pull-request.yaml",
+    ".tekton/rag-tool-push.yaml",
+]
+
+[profiles.cuda]
+rhoai_index_url = "https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/"
+output_suffix = ".cuda"
+tekton_files = [
+    ".tekton/rag-tool-cuda-pull-request.yaml",
+    ".tekton/rag-tool-cuda-push.yaml",
+]
diff --git a/.konflux/pypi_wheel_only.txt b/.konflux/pypi_wheel_only.txt
new file mode 100644
index 00000000..45e9f5a6
--- /dev/null
+++ b/.konflux/pypi_wheel_only.txt
@@ -0,0 +1,13 @@
+# Packages where PyPI has an sdist but it cannot be built reliably.
+# Rust/C++ bootstrap, binary-only distributions, CUDA stack.
+hf-xet
+psycopg2-binary
+jiter
+docling-parse
+tokenizers
+torch
+torchvision
+triton
+opencv-python
+rapidocr
+sqlite-vec
diff --git a/.konflux/requirements-build.cuda.txt b/.konflux/requirements-build.cuda.txt
index 499caf99..bb3a1786 100644
--- a/.konflux/requirements-build.cuda.txt
+++ b/.konflux/requirements-build.cuda.txt
@@ -2,226 +2,71 @@
 # This file is autogenerated by pip-compile with Python 3.12
 # by the following command:
 #
-#    pybuild-deps compile --output-file=.konflux/requirements-build.cuda.txt requirements.source.cuda.txt.build
+#    pybuild-deps compile --output-file=.konflux/requirements-build.cuda.txt .konflux/_tmp_sdist_list.cuda.txt
 #
 calver==2025.10.20
     # via trove-classifiers
-cffi==2.0.0
-    # via cryptography
-cython==3.2.5
-    # via
-    #   asyncpg
-    #   lxml
-    #   oracledb
-    #   pyclipper
-    #   sqlalchemy
-dunamai==1.26.1
-    # via uv-dynamic-versioning
-expandvars==1.1.2
-    # via
-    #   propcache
-    #   yarl
 flit-core==3.12.0
     # via
-    #   aiosqlite
-    #   click
-    #   idna
-    #   jinja2
-    #   markdown-it-py
     #   packaging
     #   pathspec
-    #   pypdf
-    #   tinytag
     #   wheel
 hatch-fancy-pypi-readme==25.1.0
-    # via
-    #   attrs
-    #   llama-stack-client
-    #   openai
-hatch-vcs==0.5.0
-    # via
-    #   attrs
-    #   chardet
-    #   filelock
-    #   fsspec
-    #   platformdirs
-    #   scikit-build-core
+    # via llama-stack-client
 hatchling==1.26.3
     # via
     #   hatch-fancy-pypi-readme
     #   llama-stack-client
-    #   openai
 hatchling==1.29.0
     # via
-    #   attrs
-    #   banks
-    #   chardet
-    #   einops
-    #   expandvars
-    #   filelock
-    #   fsspec
-    #   griffe
-    #   griffecli
-    #   griffelib
     #   hatch-fancy-pypi-readme
-    #   hatch-vcs
-    #   llama-index
-    #   llama-index-core
     #   llama-index-embeddings-huggingface
-    #   llama-index-embeddings-openai
-    #   llama-index-instrumentation
-    #   llama-index-llms-openai
-    #   llama-index-readers-file
+    #   llama-index-vector-stores-faiss
     #   llama-index-vector-stores-postgres
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-exporter-otlp-proto-common
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-proto
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
-    #   platformdirs
-    #   polyfactory
-    #   pygments
-    #   python-multipart
-    #   scikit-build-core
-    #   soupsieve
-    #   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
-    #   cryptography
-    #   uv-build
+    #   opentelemetry-distro
+maturin==1.13.3
+    # via uv-build
 packaging==26.2
     # via
     #   hatchling
-    #   scikit-build-core
     #   setuptools-scm
     #   vcs-versioning
     #   wheel
 pathspec==1.1.1
-    # via
-    #   hatchling
-    #   scikit-build-core
-pdm-backend==2.4.8
-    # via
-    #   fastapi
-    #   griffe
-    #   griffecli
-    #   griffelib
-    #   typer
-pkgconfig==1.6.0
-    # via aiohttp
+    # via hatchling
 pluggy==1.6.0
     # via hatchling
-poetry-core==2.4.1
-    # via
-    #   aiohappyeyeballs
-    #   dunamai
-    #   pkgconfig
-    #   rich
-    #   tomlkit
-pybind11==3.0.4
-    # via pillow
-pycparser==3.0
-    # via cffi
-scikit-build-core==0.12.2
-    # via pybind11
 semantic-version==2.10.0
     # via setuptools-rust
 setuptools-rust==1.12.1
     # via maturin
 setuptools-scm==10.0.5
     # via
-    #   anyio
-    #   hatch-vcs
     #   llama-stack
     #   llama-stack-api
     #   pluggy
-    #   pyclipper
     #   setuptools-rust
-    #   tabulate
-    #   tenacity
-    #   tqdm
-tomlkit==0.15.0
-    # via uv-dynamic-versioning
 trove-classifiers==2026.5.22.10
     # via hatchling
-uv-build==0.10.12
-    # via latex2mathml
-uv-build==0.11.16
+uv-build==0.11.17
     # via python-frontmatter
-uv-build==0.9.30
-    # via llama-index-workflows
-uv-dynamic-versioning==0.14.0
-    # via
-    #   griffe
-    #   griffecli
-    #   griffelib
-    #   mcp
 vcs-versioning==1.1.1
     # via setuptools-scm
 wheel==0.47.0
-    # via
-    #   fire
-    #   oci
-    #   oracledb
-    #   pyclipper
-    #   pycparser
-    #   sentence-transformers
-    #   tornado
-    #   tzdata
+    # via oci
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==78.1.1
     # via oci
 setuptools==82.0.1
     # via
-    #   aiohttp
-    #   anyio
-    #   asyncpg
     #   calver
-    #   certifi
-    #   cffi
-    #   charset-normalizer
-    #   colorlog
-    #   cryptography
-    #   fire
-    #   googleapis-common-protos
     #   llama-stack
     #   llama-stack-api
-    #   lxml
-    #   markupsafe
     #   maturin
-    #   multidict
-    #   oracledb
     #   pathspec
-    #   pgvector
-    #   pillow
     #   pluggy
-    #   propcache
-    #   psutil
-    #   pyclipper
-    #   pycparser
-    #   pyjwt
-    #   regex
-    #   requests
-    #   sentence-transformers
     #   setuptools-rust
     #   setuptools-scm
-    #   sqlalchemy
-    #   sse-starlette
-    #   tabulate
-    #   tenacity
-    #   tornado
-    #   tqdm
     #   trove-classifiers
-    #   tzdata
     #   vcs-versioning
-    #   yarl
diff --git a/.konflux/requirements-build.txt b/.konflux/requirements-build.txt
index 406332c3..1549c8a3 100644
--- a/.konflux/requirements-build.txt
+++ b/.konflux/requirements-build.txt
@@ -2,221 +2,54 @@
 # This file is autogenerated by pip-compile with Python 3.12
 # by the following command:
 #
-#    pybuild-deps compile --output-file=.konflux/requirements-build.txt requirements.source.txt.build
+#    pybuild-deps compile --output-file=.konflux/requirements-build.txt .konflux/_tmp_sdist_list.txt
 #
 calver==2025.10.20
     # via trove-classifiers
-cffi==2.0.0
-    # via cryptography
-cython==3.2.5
-    # via
-    #   lxml
-    #   oracledb
-    #   pyclipper
-    #   sqlalchemy
-dunamai==1.26.1
-    # via uv-dynamic-versioning
-expandvars==1.1.2
-    # via
-    #   propcache
-    #   yarl
 flit-core==3.12.0
     # via
-    #   aiosqlite
-    #   click
-    #   idna
-    #   jinja2
-    #   markdown-it-py
     #   packaging
     #   pathspec
-    #   pypdf
-    #   tinytag
-    #   wheel
-hatch-fancy-pypi-readme==25.1.0
-    # via
-    #   attrs
-    #   llama-stack-client
-    #   openai
-hatch-vcs==0.5.0
-    # via
-    #   attrs
-    #   chardet
-    #   filelock
-    #   fsspec
-    #   platformdirs
-    #   scikit-build-core
-hatchling==1.26.3
-    # via
-    #   hatch-fancy-pypi-readme
-    #   llama-stack-client
-    #   openai
 hatchling==1.29.0
     # via
-    #   attrs
-    #   banks
-    #   chardet
-    #   expandvars
-    #   filelock
-    #   fsspec
-    #   griffe
-    #   griffecli
-    #   griffelib
-    #   hatch-fancy-pypi-readme
-    #   hatch-vcs
-    #   llama-index
-    #   llama-index-core
     #   llama-index-embeddings-huggingface
-    #   llama-index-embeddings-openai
-    #   llama-index-instrumentation
-    #   llama-index-llms-openai
-    #   llama-index-readers-file
     #   llama-index-vector-stores-faiss
     #   llama-index-vector-stores-postgres
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-exporter-otlp-proto-common
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-proto
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
-    #   platformdirs
-    #   polyfactory
-    #   pygments
-    #   python-multipart
-    #   scikit-build-core
-    #   soupsieve
-    #   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
-    #   cryptography
-    #   uv-build
+    #   opentelemetry-distro
+maturin==1.13.3
+    # via uv-build
 packaging==26.2
     # via
     #   hatchling
-    #   scikit-build-core
     #   setuptools-scm
     #   vcs-versioning
-    #   wheel
 pathspec==1.1.1
-    # via
-    #   hatchling
-    #   scikit-build-core
-pdm-backend==2.4.8
-    # via
-    #   fastapi
-    #   griffe
-    #   griffecli
-    #   griffelib
-    #   typer
-pkgconfig==1.6.0
-    # via aiohttp
+    # via hatchling
 pluggy==1.6.0
     # via hatchling
-poetry-core==2.4.1
-    # via
-    #   aiohappyeyeballs
-    #   dunamai
-    #   pkgconfig
-    #   rich
-    #   tomlkit
-pybind11==3.0.4
-    # via pillow
-pycparser==3.0
-    # via cffi
-scikit-build-core==0.12.2
-    # via pybind11
 semantic-version==2.10.0
     # via setuptools-rust
 setuptools-rust==1.12.1
     # via maturin
 setuptools-scm==10.0.5
     # via
-    #   anyio
-    #   hatch-vcs
-    #   llama-stack
-    #   llama-stack-api
     #   pluggy
-    #   pyclipper
     #   setuptools-rust
-    #   tabulate
-    #   tenacity
-tomlkit==0.15.0
-    # via uv-dynamic-versioning
 trove-classifiers==2026.5.22.10
     # via hatchling
-uv-build==0.10.12
-    # via latex2mathml
-uv-build==0.11.16
+uv-build==0.11.17
     # via python-frontmatter
-uv-build==0.9.30
-    # via llama-index-workflows
-uv-dynamic-versioning==0.14.0
-    # via
-    #   griffe
-    #   griffecli
-    #   griffelib
-    #   mcp
 vcs-versioning==1.1.1
     # via setuptools-scm
-wheel==0.47.0
-    # via
-    #   oci
-    #   oracledb
-    #   pyclipper
-    #   pycparser
-    #   sentence-transformers
-    #   tornado
-    #   tzdata
-    #   wrapt
 
 # The following packages are considered to be unsafe in a requirements file:
-setuptools==78.1.1
-    # via oci
 setuptools==82.0.1
     # via
-    #   aiohttp
-    #   anyio
     #   calver
-    #   certifi
-    #   cffi
-    #   charset-normalizer
-    #   colorlog
-    #   cryptography
-    #   googleapis-common-protos
-    #   llama-stack
-    #   llama-stack-api
-    #   lxml
-    #   markupsafe
     #   maturin
-    #   oracledb
     #   pathspec
-    #   pgvector
-    #   pillow
     #   pluggy
-    #   propcache
-    #   psutil
-    #   pyclipper
-    #   pycparser
-    #   pyjwt
-    #   regex
-    #   requests
-    #   sentence-transformers
     #   setuptools-rust
     #   setuptools-scm
-    #   sqlalchemy
-    #   sse-starlette
-    #   tabulate
-    #   tenacity
-    #   tornado
     #   trove-classifiers
-    #   tzdata
     #   vcs-versioning
-    #   wrapt
-    #   yarl
diff --git a/.konflux/requirements.hashes.source.cuda.txt b/.konflux/requirements.hashes.source.cuda.txt
index 6b8ec3c4..93842614 100644
--- a/.konflux/requirements.hashes.source.cuda.txt
+++ b/.konflux/requirements.hashes.source.cuda.txt
@@ -1,626 +1,34 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.source.cuda.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
---index-url https://pypi.org/simple
+#    uv pip compile .konflux/requirements.hashes.source.cuda.txt.in --no-deps --no-annotate --generate-hashes --python-version 3.12 --index-url https://pypi.org/simple/ --index-strategy unsafe-best-match --emit-index-url --universal
+--index-url https://pypi.org/simple/
 
-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 \
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-mcp==1.27.1 \
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-    --hash=sha256:1af3c4203b329430fde7a87b4fcb6392a041f5cb851fd68fc674016ab4e7c06f
+llama-stack==0.6.0 \
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+    --hash=sha256:d92711791633f5505a4473ffba3f3e26acb700716fddab5aec419d99e614c802
+llama-stack-api==0.6.0 \
+    --hash=sha256:b99a03aba3659736b6b540c9e5e674b1daac2bf5eeb2a68795113d62b8250672 \
+    --hash=sha256:f0f3a1a6239a5d3b8c7ef02cefdf817c96c6461dcd8a82c1689ac67ec3107270
+llama-stack-client==0.6.0 \
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+    --hash=sha256:7e514a6ffd92f237aceb062dadc4db44e24a3cd9c4ea35e25173d1e0739beb8e
 oci==2.176.0 \
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-opentelemetry-api==1.42.1 \
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-opentelemetry-exporter-otlp-proto-common==1.42.1 \
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-opentelemetry-semantic-conventions==0.63b1 \
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-pgvector==0.4.2 \
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-polyfactory==3.3.0 \
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-    --hash=sha256:686abcaa761930d3df87b91e95b26b8d8cb9fdbbbe0b03d5f918acff5c72606e
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-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
-psutil==7.2.2 \
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-pyaml==26.2.1 \
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-    --hash=sha256:6261c2f0a2f33245286c794ad6ec234be33a73d2b05427079fd343e2812a87cf
-pycparser==3.0 \
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-    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
-pyjwt==2.13.0 \
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-    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
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-pypdf==6.12.2 \
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-    --hash=sha256:67b2699357a1f3f4c945940ea80826349ee507c9e2577724a14b4941982c104d
+opentelemetry-distro==0.62b0 \
+    --hash=sha256:23e9065a35cef12868ad5efb18ce9c88a9103800256b318dec4c9c850c6c78c1 \
+    --hash=sha256:aa0308fbe50ad8f17d4446982dbf26870e20b8031ba38d8e1224ecf7aedd3184
 python-frontmatter==1.3.0 \
     --hash=sha256:9f7dd9260bec99044219159a329f64f039087f9d1a2124c9442556f2fe6f82ec \
     --hash=sha256:acc73e477a568dc2a25c9e130c6c68ae8daa8c204c8f7e813db47d6a7280dcf2
-python-multipart==0.0.29 \
-    --hash=sha256:2ddcc971cef266225f54f552d8fa10bcfbb1f14446caec199060daac59ff2d69 \
-    --hash=sha256:643e93849196645e2dbdd81a0f8829a23123ad7f797a84a364c6fb3563f18904
-pytz==2026.2 \
-    --hash=sha256:04156e608bee23d3792fd45c94ae47fae1036688e75032eea2e3bf0323d1f126 \
-    --hash=sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a
-sentence-transformers==5.5.1 \
-    --hash=sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290 \
-    --hash=sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7
-soupsieve==2.8.4 \
-    --hash=sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e \
-    --hash=sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65
-sse-starlette==3.4.4 \
-    --hash=sha256:07e0fa0460138baf25cdd5fb28683472c3995dc1642225191b3832d62526bcb0 \
-    --hash=sha256:3f4dd50d8aed2771a091f3a83000323fc3844541c16b4fe585ae2420cc6df973
-starlette==1.1.0 \
-    --hash=sha256:7f0dfd38e428aad5cb6f9f667f0ca1d2d8ca3f3385dccac8305f79ec98458382 \
-    --hash=sha256:e83c7fe0ddecd8719c5b840080325aec0260acec86e9832899e377b91d65e90f
-striprtf==0.0.26 \
-    --hash=sha256:8c8f9d32083cdc2e8bfb149455aa1cc5a4e0a035893bedc75db8b73becb3a1bb \
-    --hash=sha256:fdb2bba7ac440072d1c41eab50d8d74ae88f60a8b6575c6e2c7805dc462093aa
-tomlkit==0.15.0 \
-    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
-    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
-tornado==6.5.5 \
-    --hash=sha256:192b8f3ea91bd7f1f50c06955416ed76c6b72f96779b962f07f911b91e8d30e9 \
-    --hash=sha256:2c9a876e094109333f888539ddb2de4361743e5d21eece20688e3e351e4990a6 \
-    --hash=sha256:36abed1754faeb80fbd6e64db2758091e1320f6bba74a4cf8c09cd18ccce8aca \
-    --hash=sha256:3f54aa540bdbfee7b9eb268ead60e7d199de5021facd276819c193c0fb28ea4e \
-    --hash=sha256:435319e9e340276428bbdb4e7fa732c2d399386d1de5686cb331ec8eee754f07 \
-    --hash=sha256:487dc9cc380e29f58c7ab88f9e27cdeef04b2140862e5076a66fb6bb68bb1bfa \
-    --hash=sha256:6443a794ba961a9f619b1ae926a2e900ac20c34483eea67be4ed8f1e58d3ef7b \
-    --hash=sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521 \
-    --hash=sha256:dd3eafaaeec1c7f2f8fdcd5f964e8907ad788fe8a5a32c4426fbbdda621223b7 \
-    --hash=sha256:e74c92e8e65086b338fd56333fb9a68b9f6f2fe7ad532645a290a464bcf46be5
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
-uvicorn==0.48.0 \
-    --hash=sha256:48097851328b87ec36117d3d575234519eb58c2b22d79666e9bbc6c49a761dad \
-    --hash=sha256:a5504207195d08c2511bf9125ede5ac4a4b71725d519e758d01dcf0bc2d31c37
-wcwidth==0.7.0 \
-    --hash=sha256:5d69154c429a82910e241c738cd0e2976fac8a2dd47a1a805f4afed1c0f136f2 \
-    --hash=sha256:90e3a7ea092341c44b99562e75d09e4d5160fe7a3974c6fb842a101a95e7eed0
diff --git a/.konflux/requirements.hashes.source.txt b/.konflux/requirements.hashes.source.txt
index 55359b11..15ac5842 100644
--- a/.konflux/requirements.hashes.source.txt
+++ b/.konflux/requirements.hashes.source.txt
@@ -1,1406 +1,19 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.source.txt.hashcompile --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
---index-url https://pypi.org/simple
+#    uv pip compile .konflux/requirements.hashes.source.txt.in --no-deps --no-annotate --generate-hashes --python-version 3.12 --index-url https://pypi.org/simple/ --index-strategy unsafe-best-match --emit-index-url --universal
+--index-url https://pypi.org/simple/
 
-accelerate==1.13.0 \
-    --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
-    --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
-aiohappyeyeballs==2.6.2 \
-    --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
-    --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
-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 \
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-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
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 llama-index-embeddings-huggingface==0.7.0 \
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 llama-index-vector-stores-faiss==0.6.0 \
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 llama-index-vector-stores-postgres==0.8.1 \
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-    --hash=sha256:e89418f65eda18f99030386305bd44d7d504e328a7945db1ead514fbe03a0607 \
-    --hash=sha256:ec87ccc31bd21db7ad009d8572c127c1000f268517618a4cc09adba3c2a7f21c \
-    --hash=sha256:ee8e3fb34513e8dc082b586ef4910c98335d43a6fab688cd44d4851bacfce3e8 \
-    --hash=sha256:f408eace7e22a68b467a0562e0d27d322f91fe3eaaa6f466b962c6cfaea9fa39 \
-    --hash=sha256:f4b0352fd41fd34b6651934606268816afd6914d09626f9bcbbf018edb0afb3f \
-    --hash=sha256:f5f0cbb112838a4a293985b6ed73948a547dadcc1ba6d2089938e7abdedceef8 \
-    --hash=sha256:f5f5c6ec23a9043f2d139cc072f53dd23168d202a334b9b2fda8de4c3e890d90 \
-    --hash=sha256:f8fdbcff8b2c7c9284e60c196f693588598ddcee31e11c18e14949ce44519d45 \
-    --hash=sha256:f9312b3c02d9b3d23840f67952913c9c8721d7f1b7db305289faefa878f364c2 \
-    --hash=sha256:f9a1e9b622ca284143aab5d885848686dcd85453bb1ca9abcdb7503e64dc0056 \
-    --hash=sha256:fecd17873a096036c1c87ab3486f1aef7f269ada7f23f7f856f93b1cc7744f14
diff --git a/.konflux/requirements.hashes.wheel.cpu.aarch64.txt b/.konflux/requirements.hashes.wheel.cpu.aarch64.txt
deleted file mode 100644
index 905f750f..00000000
--- a/.konflux/requirements.hashes.wheel.cpu.aarch64.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-# Autogenerated by konflux_requirements.sh — linux/aarch64 arch-specific wheels (Hermeto).
-torch @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/torch-2.9.0-7-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:dbef52f7f4824242a9cd9aff2ebd7e6c87744b5a40048cbb2e3854361ec727fd
-torchvision @ https://files.pythonhosted.org/packages/00/7b/e3809b3302caea9a12c13f3adebe4fef127188438e719fd6c8dc93db1da6/torchvision-0.24.0-cp312-cp312-manylinux_2_28_aarch64.whl \
-    --hash=sha256:b0531d1483fc322d7da0d83be52f0df860a75114ab87dbeeb9de765feaeda843
-triton @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/triton-3.5.0-3-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:8325dca63029c7fedd3e70c11ba9abc472e94f54eaddfbe872a7d823d167e595
-markupsafe @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/markupsafe-3.0.3-2-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:fb13d952fc3e75323d200fedee7bd5c14341500afc2c5d7e0793ae369f933d1c
-cffi @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9/cffi-2.0.0-2-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:257e90f733c1a33b9f5ade4a4f47db6a3984de5c2d2654848feca129888ff9d5
diff --git a/.konflux/requirements.hashes.wheel.cpu.x86_64.txt b/.konflux/requirements.hashes.wheel.cpu.x86_64.txt
deleted file mode 100644
index 28f145cc..00000000
--- a/.konflux/requirements.hashes.wheel.cpu.x86_64.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-# Autogenerated by konflux_requirements.sh — linux/x86_64 arch-specific wheels (Hermeto).
-torch @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/torch-2.9.0-7-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:b6fa21f12a26a38f530f5afd691eaf7f632770034d80a1c66e4d9d52616cff07
-torchvision @ https://files.pythonhosted.org/packages/7e/e6/7324ead6793075a8c75c56abeed1236d1750de16a5613cfe2ddad164a92a/torchvision-0.24.0-cp312-cp312-manylinux_2_28_x86_64.whl \
-    --hash=sha256:26b9dd9c083f8e5f7ac827de6d5b88c615d9c582dc87666770fbdf16887e4c25
-triton @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/triton-3.5.0-3-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:6f420ea77a5b22e4dffe502638da2e773a4dd8fbb016f1be140c9cfa81d313d9
-markupsafe @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/markupsafe-3.0.3-2-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:0af6343bc5950d7402fac77cd858153863f2c6ea8fec825bf42b4a779617b228
-cffi @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9/cffi-2.0.0-2-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:34cf2187e399eb7baaa20488d0b78ab20be91060ef9ac531685f37478ca1a12a
diff --git a/.konflux/requirements.hashes.wheel.cuda.txt b/.konflux/requirements.hashes.wheel.cuda.txt
index f821be28..12c1967c 100644
--- a/.konflux/requirements.hashes.wheel.cuda.txt
+++ b/.konflux/requirements.hashes.wheel.cuda.txt
@@ -1,59 +1,384 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.cuda.txt --refresh --generate-hashes --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/ --index-strategy unsafe-best-match --python-version 3.12 --emit-index-url --no-deps --no-annotate --universal
---index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/
+#    uv pip compile .konflux/requirements.hashes.wheel.cuda.txt.in --no-deps --no-annotate --generate-hashes --python-version 3.12 --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/ --index-strategy unsafe-best-match --emit-index-url --universal
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/
 
-beautifulsoup4 @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/beautifulsoup4-4.14.3-8-py3-none-any.whl \
-    --hash=sha256:456f13ad4168acf1c041660bf3b48cee0b8079e633eaeb1bf0e27d1909c758a3
+accelerate==1.13.0 \
+    --hash=sha256:e3b0ad6610b916ec37fd0ce8d1ccdd5aefaa4a403390c9a9c7b395cd0fdda136
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:a4f4595538dfdf0e3c8017a599bd5b8f12319bf38918ce5d92e0fc66edb09de0
+aiohttp==3.13.5 \
+    --hash=sha256:859a2a9f16e32e6951356614ea42b485830284da7c4d1705aea46ae5774a7ea6 \
+    --hash=sha256:97f903a6b031722d341d8d220caef9900b7d92d48c2e1bb0eca77acd79cdaafb
+aiosignal==1.4.0 \
+    --hash=sha256:c4879b01723cbef0458b337a2c907df5d05afe2540c89689ba90fcf94c7191f5
+aiosqlite==0.22.1 \
+    --hash=sha256:06067e95253100ebc9195603f21f80410c27f7e5e064598e05455890909f92e3
+annotated-doc==0.0.4 \
+    --hash=sha256:f065f20871c6eb71451b226bf58fe336eddb6c8467b9b6b58e4884d894707789
+annotated-types==0.7.0 \
+    --hash=sha256:14c29c2eb0627d99fb56c1315cd534ea55d8c35b13e5197c96dc211529148fdb
+anyio==4.13.0 \
+    --hash=sha256:e3c6463e6d8aa790d63afebe3f593593928d64c8f37da8a1b594c8544e0fd01d
+asyncpg==0.31.0 \
+    --hash=sha256:566fa0d5ccfeb77ee6916e973df1dd9aace54647cc88c084c39c411696548a11 \
+    --hash=sha256:8c1dc6c46b38322e39d46cfc2020fdefb4944d605eb7e36e8e438b977462de54
+attrs==26.1.0 \
+    --hash=sha256:27f4dcccbdbdaab789db1f85858b8e74d2668525cb3d01adb26504eb0eec7f8d
+banks==2.4.1 \
+    --hash=sha256:7167369b40a82e64de80d524f2e37f257b7c2213ada0d3684a3780ae34675624
+beautifulsoup4==4.14.3 \
+    --hash=sha256:97995dcf9b69432ac5f33f0fc4b9050a4969decbb4b1bb0c522257b03f8690ee
+certifi==2026.2.25 \
+    --hash=sha256:c56d14a77489d5103e457950d83225d57c9b9f9c2a9f7dc8988247fd9e33add8
+cffi==2.0.0 \
+    --hash=sha256:1299ce785eb2c3adc9f9e9ba0b657ac956da7f5f1fa16d7980b6c215d4b39215 \
+    --hash=sha256:7152868d6e982d37cecac7c13724648bbf677b69e2f0645f132a0f7cb52e0b37
+chardet==7.2.0 \
+    --hash=sha256:8725791b64f8ec7b3ef3127c0fd8ae44322794d1af3d85340120e2aec8798489
+charset-normalizer==3.4.7 \
+    --hash=sha256:9c9cc81f91a7eb161a1abaa76d507262520ae3e8fdb979802871685099360e7d
+click==8.3.2 \
+    --hash=sha256:f69eb47d5c6cf5304687a7ff5dae0868bac341e9060998c49e81d6446df43a55
+colorama==0.4.6 \
+    --hash=sha256:de0f8eee2e05a7536fd6db91a8a35165cc282f2b0c06517b38046787460d2d94
+cryptography==46.0.7 \
+    --hash=sha256:a003da53e2fb724421efbe27b6577d4ea942eacd25da4396c16d137d53246be2 \
+    --hash=sha256:efe5074c504dd1b50ccb33cfbe87cd51a59e622461c2094039c516d12ae929fe
+dataclasses-json==0.6.7 \
+    --hash=sha256:70c9fb1e391ded69528ff6c84aa7efe75686938b8ad53631b21cb9093a4105c7
+defusedxml==0.7.1 \
+    --hash=sha256:d67d2d6668b162a0906369eab9b814e294ef315c8884a7d3fc3227f263f403f2
+deprecated==1.3.1 \
+    --hash=sha256:0ab0a6f4e61dbc7b0dbb654fbff9e6d690a4638ab7460459b1200a78af8fe982
+dirtyjson==1.0.8 \
+    --hash=sha256:dffad451b4a66d626b4f66b64ded3b5032e84d4285546eab5885fe6ee23826b3
 distro==1.9.0 \
-    --hash=sha256:8094e3c7bb184c8db134dc611f24dbc3fafb55d78389ccca3e920066ce4890b3
+    --hash=sha256:023584a3e83cd8c22aab2a4d73b7bdbd8bbd62dd74e56ff149dd5bfaeb6e598f
+docling==2.88.0 \
+    --hash=sha256:d53a4ed1300aae672bc38a8cc70bc32cad01657f5c22e03092b3dc72df1568b3
+docling-core==2.73.0 \
+    --hash=sha256:38355f926ea200110eca6e62b3724d99ab5742e573676e40df0d17ebf0217633
+docling-ibm-models==3.13.0 \
+    --hash=sha256:41cd7380aa18a2123b15b47b73cd926ae89fb3af181edd60f24d1e62a8da53ff
+docling-parse==5.6.2 \
+    --hash=sha256:c3e1a4aab916d4144890e04d5a1feb07b8b4441633f5db488593713c7ad1c32f \
+    --hash=sha256:d9c3dafa1dcc6e5914d5db51a18606efb063de4fdaecef94f73fec938d6ace10
+einops==0.8.2 \
+    --hash=sha256:149dd73ee28fe5a7ebd0d0014a9f961cff339b9f5667b4923b5a458c12ecc606
 et-xmlfile==2.0.0 \
-    --hash=sha256:08892c03a3d5cd3cb1184e9c63132f7c3e619555fe9152a3843816924552c891
+    --hash=sha256:0976003c4649d93001d6f66a27c069ac2ccf36bec03be8a6d58017240fd488ac
+faiss-cpu==1.12.0 \
+    --hash=sha256:3603687e518932d6a0be2a62803798c7e8a8fd5d17c400a96f29088472a1abf9 \
+    --hash=sha256:90bb3e746a75f1f64bc6856cec1ec209ec841c7e34a8240cd69b97c35a1a06f7
+faker==40.13.0 \
+    --hash=sha256:5110d78d3f11939dbca361da7fcf7f18fa4402c2f0eca4b84744ffa7ba8df5ae
+fastapi==0.135.3 \
+    --hash=sha256:b4da6dcdc4d0f22b5114ac7e26de8e9844c7a6349fe1b490a0083113982b7a2a
+filelock==3.28.0 \
+    --hash=sha256:aff0a7147140cb42ba93f5ea29e21700879ae6f61121e2eb096078ada6bdfb67
+filetype==1.2.0 \
+    --hash=sha256:d47ab6de8e1b6d861905453ec815f1e4596f29e22b0cf89822671afaa159af02
+fire==0.7.1 \
+    --hash=sha256:8330678ae9fdd7057caf976e864f0fc00ad3cb4be5eefcb697caaac9c1ee16b3
+frozenlist==1.8.0 \
+    --hash=sha256:a4ba6c99ef7bd683c54ba428bcfdf33b3bb5c32f8d1099510f11598325db894e \
+    --hash=sha256:dcf994e322e9f0f78f7f75dd8ef50bc8085ebc4beb1eafddf12b92192bf85eb0
+fsspec==2026.3.0 \
+    --hash=sha256:fa2fd38d7478d60fc27e9781905bc96317e73f76b81fb32747c9c693e327005a
+googleapis-common-protos==1.74.0 \
+    --hash=sha256:bf26fe868d1b9190a654808f107eb7d54ea121a8394283832793527c2bac0811
+greenlet==3.4.0 \
+    --hash=sha256:1404ae1611b22b1c9d862d54851c6a4b85aaa5c7afa9dfd88c323d5a32a72c72 \
+    --hash=sha256:d1a895bf6f94e6f8e7a233a5d14141ef4d54a2bb3383c721e13b75b788d5989a
+griffe==2.0.2 \
+    --hash=sha256:f4fe4ed0592691de1ed315ca25f01b1e039a4e3502c749b1cf16f5f8e5c88670
+griffecli==2.0.2 \
+    --hash=sha256:fced0305ee790af8be4a5cea3e048c70b1a9fa1ffb2601086c373659b5ce949f
+griffelib==2.0.2 \
+    --hash=sha256:27f7b7cf023f61c74bb03a00eef92c1b60275317b8ab220fd4d0d1196bfc2120
+h11==0.16.0 \
+    --hash=sha256:1efbb25e940b100840df3840025ed3fb9f76be0cb1051e210338e1a9357c256e
+hf-xet==1.4.3 \
+    --hash=sha256:a9ad6f30f034e2dbccde7a106c4665171c4387d3731dcf5de2121f2df5ba51cb \
+    --hash=sha256:f11af96898b39b1ea52bd7b14c4f8c4c15db5c90ef8370017c20783073a4394f
+httpcore==1.0.9 \
+    --hash=sha256:44a7f8ec6acf6559cf5442e06bf4041d13d3591cb215c1f41cad4a672f575382
+httpx==0.28.1 \
+    --hash=sha256:e9b18aadd6a877702e5e35f0f2b42348ead6cf0d2e5358f13ceef80afa09d300
 httpx-sse==0.4.3 \
-    --hash=sha256:65fd96aaf1eefd9edd3324bab52cd710c325245381251f5dc9dcf699dab731fb
+    --hash=sha256:3066da668a47a07c4123d6e1f776136c61bcabbf441b05a29025cb3d8f19a448
+huggingface-hub==1.10.2 \
+    --hash=sha256:c84bee0fb68d1436a0b07f7ce7b2083f87a87e6d7034970d784902a1ff85a324
+idna==3.11 \
+    --hash=sha256:3a8ca6829f69e0245e7cf50fa47c1b176fc5767f1de9259c6b61acfde0acf20c
+importlib-metadata==8.7.1 \
+    --hash=sha256:b74417c9e408b624a12896cf4f48b9ce2e0562e4b826e4a03ec5972075378ea9
+jinja2==3.1.6 \
+    --hash=sha256:f13a5173176aaa1e422c7b767a3eeac8489053306c178361ad47167c45c1b28e
+jiter==0.14.0 \
+    --hash=sha256:d4536c0b2bb985a3527c342acc1b51476312a5e3fc70524f4c9691bdf571db67 \
+    --hash=sha256:d72659cee78141d99612d21788b8d315de7fd977be73ca99978181daa077396b
+joblib==1.5.3 \
+    --hash=sha256:e340df33d5dabc8d6cad3542edbba3f500ad40b0dc40874a16fe7861e751e7ec
 jsonlines==4.0.0 \
-    --hash=sha256:1e7b463ff451783f6c1c0735d54eaacaa576c081e7036f97a4f8641f949c902e
+    --hash=sha256:c4fd820afd0975ba1d885b194deca66d7e443b4ee484258d6c137e7626acc2b1
+jsonref==1.1.0 \
+    --hash=sha256:d698f8a76cf98446afd6020f963e654160b46749b313bfe6d9c66fb122e670a1
+jsonschema==4.26.0 \
+    --hash=sha256:40d9220f05d5970ddb9eabbfcc2f41979b889305eb56f355ef7dfd28758ff474
+jsonschema-specifications==2025.9.1 \
+    --hash=sha256:1109e456653cfc4f3622806e00b69033502eb201dafdc7a1bbb813226f5fbca2
+latex2mathml==3.81.0 \
+    --hash=sha256:63708833730f3711f79c4c47baf35b072fdb9adfb4180503979be651b8c7aed1
+llama-index==0.14.20 \
+    --hash=sha256:05cdf73e3ff0d926575f35c1256e4781ccd54fc5603dff6d9ed8ae1ecb360262
+llama-index-core==0.14.20 \
+    --hash=sha256:cd5cc428698422fd843ef406dac9ab201e595a7f7a819fd04b09d87f38b108e5
+llama-index-embeddings-openai==0.6.0 \
+    --hash=sha256:6e8017cd8b090a43f0b3f37b705fc991e5d28d71a5840979700d0d94e2251bd9
+llama-index-instrumentation==0.5.0 \
+    --hash=sha256:68d221381ef961d5a00591e78cddc93284313eb173b95df20a737a4fabda05d7
+llama-index-llms-openai==0.7.5 \
+    --hash=sha256:1473d200c79597e4169a13e69315bf419f3e17b0259d488cd05c00d832505060
+llama-index-readers-file==0.5.6 \
+    --hash=sha256:236d335622fc72d6c1828d249753aeb84d60c91aba302001735a55811140762f
+llama-index-workflows==2.19.0 \
+    --hash=sha256:44f1242226006dbc8b0de3804e56b69ab1a2a3eb40026f2208e212f5ec3b5996
+lxml==6.0.4 \
+    --hash=sha256:ae2734d6dc9dd02e74a3f3695bc2e9e7507758b23b7ef54e33e1d1ecaf1493f2 \
+    --hash=sha256:c815237d82bd6f18adfc6fe14ad07f031e232744efec7f9420f4b34b2880201a
+markdown-it-py==4.0.0 \
+    --hash=sha256:a4d464894242de4f9c04a87593c39193e71f975a6eb4a53805a51902c8b66c84
 marko==2.2.2 \
-    --hash=sha256:6507f902e516694f3aaefb0b1601d3f278bfe68b92e77d74c57ca7db54f237a9
+    --hash=sha256:7228e307d23288243928c169078994452db719fcb624edda9552b9bc6ac0bebf
+markupsafe==3.0.3 \
+    --hash=sha256:b5403877ea4c37f6833947eb92f7585beb7d560633163343604dff39168ba79b \
+    --hash=sha256:e1f22cac66cf3ebd49800a08e7554319eec8b04337264d7515262e259554b8fe
+marshmallow==3.26.2 \
+    --hash=sha256:15e2f420e0a2acf8eaa6cc1db8521fd859a8474072ae1cb2cf3aa7743b137fe3
+mcp==1.27.0 \
+    --hash=sha256:4bbbc3011a5a6afc43777e809c78774844e91f91893958da8365b0811367a270
+mdurl==0.1.2 \
+    --hash=sha256:994896ac435f16a670f35fe10069d820810983ddda3f7f7e70b56acae859e2de
 mpmath==1.3.0 \
-    --hash=sha256:b13d6f0a6eb4f9eaf0011ca2193fdbf6b57c6b9a8f576268e95e538f217625eb
+    --hash=sha256:f066f8604ff2773aeb23054454004d7157c465eafe06bf07624ced5ce0b06cb9
+multidict==6.7.1 \
+    --hash=sha256:5e81e015bdc5e6760963dc338e269d21aa79225da735694c224c6d8188361b5f \
+    --hash=sha256:a777e74a512f534139e7278613d42263453d58ab78c35a5619a6f00c1974399c
+mypy-extensions==1.1.0 \
+    --hash=sha256:31f6b363bcbeca9020f9317dff264977959a1055fe6292ea4abb4afc5cce3fd3
+nest-asyncio==1.6.0 \
+    --hash=sha256:194b39aa2c0e2b25b2f5f2430e72e83fe01e4ef695eb6d0fd687ab8f377eb8f2
+networkx==3.6.1 \
+    --hash=sha256:14b7ae75296f1c9d80c84cec5439530ae9f6bde9404a8952036c61300a874bf7
+nltk==3.9.4 \
+    --hash=sha256:10f43e43ff55e461820592c1e63facde538dd1312d7afd9929a10a14a6df0d5c
+numpy==2.4.4 \
+    --hash=sha256:1e4c458ba65c8b14075f5c2f4b940210304aea91764ab5af9ef59140f638f2c5 \
+    --hash=sha256:cd796d7b5322597a82568bf25cc6c620546fa6a7e4e585cc7072272b8b907250
+openai==2.31.0 \
+    --hash=sha256:fcc882f4c449f90f068a8088b1465aac1e983efdd5ed5c93343f6082d1b249ec
 openpyxl==3.1.5 \
-    --hash=sha256:6daa2d775eaeb6b80b3920c76e8478d917b827cfb5b7f8c86a21bf83fa606067
+    --hash=sha256:f2332032924c6f1986829191265c5b31472b0f34347b9d188333327a4c1f51e4
+opentelemetry-api==1.41.0 \
+    --hash=sha256:5391dc88683c4dd2aab970e0048a9e790ad0594176a14cff65e097a3df2cf1b7
+opentelemetry-exporter-otlp-proto-common==1.41.0 \
+    --hash=sha256:cb0d2802e01bf2d91f5afb69f3a23598d082285d104ee59df629fbc2f6cf0e04
+opentelemetry-exporter-otlp-proto-http==1.41.0 \
+    --hash=sha256:41d078ae3b19606e13ca27544ac7e5fcd7a7270f7164630db7f102435f910508
+opentelemetry-instrumentation==0.62b0 \
+    --hash=sha256:f7fe4d39ec1b72d4c8583903c3707a523cd92a97221d53873af4f653f8a1ab7f
+opentelemetry-proto==1.41.0 \
+    --hash=sha256:fcd1089ee84e3a71dc7543cd6b3031840e243b6e71669ba462e27f22c7403309
+opentelemetry-sdk==1.41.0 \
+    --hash=sha256:6b8359feaf61af9e939c52140600039d5d68ef2faf6836bc1ea6ab5c3e747cb5
+opentelemetry-semantic-conventions==0.62b0 \
+    --hash=sha256:ce1914951e7b7dea87fa2acb7df4be20c0f00509ca87dd315d09881ef880f9e9
+oracledb==3.4.2 \
+    --hash=sha256:8352647a28d37e46c08a43a58d8b8706277e52c353b46cbaeec7e4d363a02b46 \
+    --hash=sha256:e9198301a91579f24a6659d15a00679eca09010a995587c403debe64efd15806
+packaging==26.1 \
+    --hash=sha256:9fb76017ec2e662371d507f84f48997898ed189b90b779d78cb4d755db1f0392
+pandas==2.3.3 \
+    --hash=sha256:254d6e0c13525cd76b71751f16afa3a10e1b3c4fb50639b2a387fd631abdd59c \
+    --hash=sha256:4facc7edf92ffb17afcb157cced782accc061c8cc094d82825e621ba6959217f \
+    --hash=sha256:51fc052564f56b7547d28f3fbaaf07b617465c3a647e9f52fb98520c091f5747 \
+    --hash=sha256:b7aa3271f1ced1b50bc9f3b414bc2750a126c5891f18f7f1b1b8c72e832d1f39
+pgvector==0.4.2 \
+    --hash=sha256:f78d70c250360c3cff597bf6c731a510bfb33aae1c03fb2cced31497513d2c2f
+pillow==12.2.0 \
+    --hash=sha256:46f1841dee2614c20788a6593ef1f0ae2d992df6544650dd942b2c09fe6a11f9 \
+    --hash=sha256:557d6766d56d4ba182dd70bb0f1b889ec90e5f5849cd7397a73d4c7ab7f5b326
+platformdirs==4.9.6 \
+    --hash=sha256:6b85999c61d3bae6fca4ab03332a0731c3f17a4ecfb6e0d689786daedd1f43b9
 pluggy==1.6.0 \
-    --hash=sha256:ff47235aba87db6115b188d26fc1e950f3faa02dfb657d5e2c8f5abdc96c2b2d
+    --hash=sha256:26b9fd8dd7f8a455ae0281747e51d1a4160267a7fd51bc5a0bb73c9bb0e17dd8
+polyfactory==3.3.0 \
+    --hash=sha256:7bd49b93545aca7ea8af4f0c506307e03c29bf204e98c908bba3b180a5804500
 prompt-toolkit==3.0.52 \
-    --hash=sha256:cbecd98af732b3adc2d5472bd31e42ff70a3c93bd9e70243eafd76b945aa7cd4
+    --hash=sha256:f011e7bfb1633770f1a5011230f8159ebdd121dc479dd89873de6dd574e38501
+propcache==0.4.1 \
+    --hash=sha256:1fc7ce8cf27aaa0a21162173dd8393e346cef575d46640128dc3f57afea345e6 \
+    --hash=sha256:21a72e19a5e02f6cb4676347a90db544816e20655d0cda934853f6d8c9786c96
+protobuf==6.33.6 \
+    --hash=sha256:84f7502ab6e34ad98c5538354f610f48cf83993ee007419d4a756198460c8fe0 \
+    --hash=sha256:cb1ed531ec0838ae2547078226a9de61ce9921d95078a8e0a007c40d2c0afce9
+psutil==7.2.2 \
+    --hash=sha256:3da62c9abcfee2f371ab1b22c1282ddca9d9cebab73f7c60d30bcf2cd4ecbd5c \
+    --hash=sha256:ea747324676498585f289adff22e84e0d4d601e144171c462e62a9ec1ba2eb46
+pyaml==26.2.1 \
+    --hash=sha256:66a60db153206b41d8adb7ea57b641d7ac298ec6c24468b3ce731c1f5fa3514a
+pycparser==3.0 \
+    --hash=sha256:f16943c09207f0a582e2d0438d4efe90c1f423b973b3af071033858a593cec4e
+pydantic==2.13.1 \
+    --hash=sha256:44294649be062e22aac563f199a0a0dbbc4e7c8a25b69740be0afccc493e2441
+pydantic-core==2.46.1 \
+    --hash=sha256:53ee78031c1f098b988e64d8bf87c06e25f89973983dc5130676629b28edad8a \
+    --hash=sha256:b5565ce46259010b8f0a00d777e2dc4f7a7b570ff7c4c93af9b2dbb8246a7dd0
+pydantic-settings==2.13.1 \
+    --hash=sha256:934a1122b6f00f05e47ee5af72e76ccab197e31565b4248c5ea4538052e26b7a
+pygments==2.20.0 \
+    --hash=sha256:b24941db8a952d67e0f8878037a1c50ebd7b4e1534ae5b7709c552822c52d22e
+pyjwt==2.12.1 \
+    --hash=sha256:b13a02b71642df2a4b01a39b67b12fd88cda6fb09f7236ce4f1bde57ca6cb432
 pylatexenc==2.10 \
-    --hash=sha256:df56e08b8c5aeea5d791c2e73cf91eaa746e8c52c0f1a51b249dcf033b6e10e6
-pypdfium2==4.30.0 \
-    --hash=sha256:95ca6726411ef3902a8e446446006dbb3b477acfdd964bc9eeb76e9743a77602
+    --hash=sha256:1901281d9e49a3f8e063799f3ad19a40819dfe3815167b955c4842eb5af0a2ac
+pyopenssl==26.0.0 \
+    --hash=sha256:af47a1da9e365b5d983afef8cd7bbb743eebe4b2d47aa8c615288a789c225558
+pypdf==6.10.2 \
+    --hash=sha256:4c319c4d288d5af2eb131f172b1e9753faa212f60400649e1e091ff69f3c8317
+pypdfium2==5.7.0 \
+    --hash=sha256:ee8104310bc0bfaad5dc61c301ef129d15ceb2199e48f6da76df75bd5313b1a0
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:e931834285d6db62eabe66e68a5400bcf4cd7ca5f72c8fd83d66b98b2328295f
 python-docx==1.2.0 \
-    --hash=sha256:93e5e606336799cb588b5d0aae34e21cf078107d68e2c545895405d1214fd171
+    --hash=sha256:5e89af00f384609729fd43466d2bd7502043b59a879e245a2574375fae254347
+python-dotenv==1.2.2 \
+    --hash=sha256:82cf325059c2510f104431a48d84eb52ea41b85ed7b747ee0ea1acb9b927f464
+python-multipart==0.0.26 \
+    --hash=sha256:cfc2d7243bf0ea41ed0c9e4b8530a41f1848086ac9f1c8f15aa4b10e78353112
 python-pptx==1.0.2 \
-    --hash=sha256:69f3f0d19bf70c8df5fffad84bbb59508ccd25cd3d41f5b9dd9a843afa388fd6
+    --hash=sha256:2edbb8f2f36b8f94bea529005dbf5f6852cebb996b098b56c5c66c3252fa0880
+pytz==2026.1.post1 \
+    --hash=sha256:27a8684bab870d6addaf62ee9cc39b6040bd340690e9b36c4f6c55e87a91bf50
+pyyaml==6.0.3 \
+    --hash=sha256:3e5ebd0f61f3d31ee376f7f0ed20216f15d31c56cb0d31e0bb9f8a216c8955d5 \
+    --hash=sha256:811d197963bcf3bfb2fabefa94c3c460a5a1a032bce1791d4ad53a1a7b0760b0
+referencing==0.37.0 \
+    --hash=sha256:6879ee61bc044230118c53606d3bebae99659924513047a95852ecde0ba29481
+regex==2026.4.4 \
+    --hash=sha256:10a430faa1410747cb419dc3e641a6e1e85245230fee1a8d679807f2ef24057f \
+    --hash=sha256:12c0a5133fd28f1de21e10ccedf542c458f155911672a9a72f01dbc272e9ff96
+requests==2.33.1 \
+    --hash=sha256:528a54f4e5877ee26e51fda933dfc4ecaca6abd29dd0442617a1bb01b2138a02
+rich==15.0.0 \
+    --hash=sha256:fca5f2b529318c429bdffad9bea3cf3a954c5515f03ac66fcca2f72b8bf86d50
+rpds-py==0.30.0 \
+    --hash=sha256:bdce3b540862098992196b3380a66999bbed37408aecb3bf7ca9dcb1c0feaf93 \
+    --hash=sha256:d4553438b49e9a3489c3de0415a578064c11fa97b0d222bfe7aa4d2f1af59731
 rtree==1.4.1 \
-    --hash=sha256:023f78ab586267470a34dc6eddf429bb84774bbc826b094a381b2979f38938b4 \
-    --hash=sha256:aa896558ab4062dfb606dc8ed7ecb50f58f3421469cd975e3f79d6280777374f
+    --hash=sha256:261f30a245d37020f77b13147f0907f282ffd061946833b93552f4c08ffaa592 \
+    --hash=sha256:2a7bb9f583bc4c785d0a73e69a4504d74600b01bd24a6ad20e5245dca16d6580
 safetensors==0.7.0 \
-    --hash=sha256:29b0319f3c3c0bccb0bb51a4fb4b5a94f26b1f1a6face104ede3385f75d7bd38 \
-    --hash=sha256:3832e4b25dbaa4a56c7d6024a7fe4d07f14091247a26cd9626573005b7f6a9b0
+    --hash=sha256:b4a5c14d99df76682a6fb6dd322ef313941bfe4a8d1b909731eadadb77ca39bc \
+    --hash=sha256:c6cbe653566c78d19e18b21eb847d56be2bbc99372fad9b8d6ee1b481d9d9d40
 scikit-learn==1.8.0 \
-    --hash=sha256:481ffb484f634358d694b7bd2046dbc9be34a67232fcb743ad2c4fc76ef5d53f \
-    --hash=sha256:7dc73010f899dce5534e2b4378917c69e1a08a1fb4e377ed9a5556148ecc9a77
-scipy==1.16.3 \
-    --hash=sha256:3f29714be7ec2ea79afb27ee1e11c9077117482cf049ae7398f8b04e5b42b616 \
-    --hash=sha256:8c183ea5b0a8df4663ee8d183388e4bc08161de107f8fd77d93618f8cfe60803
+    --hash=sha256:602f58f6f61ddf2c8775f28f061bd1e986ddac793468dc683f48d0ba2ab57491 \
+    --hash=sha256:921b543e73e9f1caaab29e6115b12f9db09f716b4c9238b67b6b56e6df6caf8d
+scipy==1.17.1 \
+    --hash=sha256:2a4075e891f8be58b6e27353f1923dd4759dd2979f60468e1fed163cc6ec8e97 \
+    --hash=sha256:2bfce23544f9533af0f586e19edb8015a00216961541af5fd37debd922d25284
+sentence-transformers==5.2.0 \
+    --hash=sha256:c96924a8c974b1d1fe8f0b97574a9aa2c8c5f7abcd4d9ac5934a28b5434a228b
+setuptools==80.10.2 \
+    --hash=sha256:26cb7c8d3a737628b711ff9ceb852e6ef1aa12596e6c9a3609e5196f31f386dd
+shellingham==1.5.4 \
+    --hash=sha256:6071a9bcdb5cb9fddadbbcafbf053b337438522a42f45a49d5fa5328ecc1683a
+six==1.17.0 \
+    --hash=sha256:b7524f231a60a6f76439f5ed2e11ab49ab9ab8a29b18dd3d86bebd9d3d06331d
 sniffio==1.3.1 \
-    --hash=sha256:2d93448a043ebe9050edfdd0b383a790e510a4c7863906648a509c3bd4f37bbf
+    --hash=sha256:d3cf295614004ff22effe72c304b2b6cf62689e010383677d26fd6e883dc1117
+soupsieve==2.8.3 \
+    --hash=sha256:9e031b992f1e8df8dc18ff754ad4632cc28d89fe38d7415063d101dcf65e9897
+sqlalchemy==2.0.49 \
+    --hash=sha256:7fa6175a9bd48d9ab048746497474f2a28bd3df522ee55fddd828cbf47b33398 \
+    --hash=sha256:87c7ba6240e2a891c527941f7daf6dc58715bb7310ea7ea0056344d3bf57ed1d
+sse-starlette==3.3.4 \
+    --hash=sha256:3ad8535ae771133e8e5ea1fb24e3be0e73e0e16c27d09aa0b5394c3b3dfea030
+starlette==1.2.0 \
+    --hash=sha256:ca88d1faf27d099c957d408bb00b3271fbacd33745449b50c3af9ead4226b2b6
+striprtf==0.0.26 \
+    --hash=sha256:337158a24aa9be44915ad33d39c669b1ea778e4acc433707cadce96ad3ac09c8
 sympy==1.14.0 \
-    --hash=sha256:0ce7211c457d2184ef14e575b1c9446b0ecd8a90f1fe5e5bfe509ef287c8c2b8
+    --hash=sha256:e463fab760fcfa354bb25b0912ca7aecce907ada3dc04d82c877153904457c88
+tabulate==0.10.0 \
+    --hash=sha256:8e8e6cdaabdb7314acc5a8e6a82c08da2523f8b22104e0e122f90bea531468ee
+tenacity==9.1.4 \
+    --hash=sha256:487855736b8e086765136e469f9a8aeefbb5879e412a48fad9aca762cbc5d6d8
 termcolor==3.3.0 \
-    --hash=sha256:902151eddd445ac7d4d1489bf0c85d1dd743ab42523ba6ec7763816aca701b7b
+    --hash=sha256:f92943af8bf4e6d0f6c932ef01570a68a4641cfd73ca55b814601f6ba4dd2583
 threadpoolctl==3.6.0 \
-    --hash=sha256:7f43d114c8e9adec8e8f6932a9f58744515c417475637471a2c32f3279965664
-transformers==4.57.3 \
-    --hash=sha256:53798f5fa438cf5a947ad0a0fddbf1e405a31c55b1b8018c9bb68adc8d6d00f2
-wrapt==1.17.3 \
-    --hash=sha256:1a7d148b73f27a8dcdaf594783e71f30727a2d09d861f74d84308ae33cceae09 \
-    --hash=sha256:4d67a66255fbde88ea056abb714514ab6cf7dfe08e411b2b5d2a1a25d53abf5f
+    --hash=sha256:16f1aa177096d51876e5f605702b0a53eadf31980dcab818b555f6dd72d82102
+tiktoken==0.12.0 \
+    --hash=sha256:4d9690ef24016d2b0c4739fa991d10bca7ee548a97b8597164f2d95f397e47ed \
+    --hash=sha256:fd235762f3e066c7a7de0c159b95121e22429571953e371398b2c55992b9e28a
+tinytag==2.2.1 \
+    --hash=sha256:1746e5bd14a6a14190745546f776467a0cde3c36b5f1f84608e6b3adaeae23b7
+tokenizers==0.22.2 \
+    --hash=sha256:1edc25213033e406f97ba1d6fd22d7e33fde9c43d2484dab923345efd9672ac7 \
+    --hash=sha256:d1e705da42e01754499b08555d8c574b29d2e9b75cb56ba2ba12ca6418b57156
+tomlkit==0.14.0 \
+    --hash=sha256:023ad7ec623052d942ca4143ee7af20dd5f6955b63ea6725c905ac4517ba8511
+torch==2.10.0 \
+    --hash=sha256:05dd132c75dd2a97bbd7d5674772bda0a162df09bdd1dfd740a0092e7c8bcf0b \
+    --hash=sha256:0a7718f10ff8612a340db531101c4f4a33e122c5192eb7d4e68d976c7cdad150 \
+    --hash=sha256:3883d231c30bfb380fa421bbf39f751af80ec8cfe9a2bee7a40597556882ae68 \
+    --hash=sha256:64d9b14fae356be3a11137e781c23bec135a8ed5a6194d96a6051e3531e128f2 \
+    --hash=sha256:ccc6a9a5b86cc534c7c4a10ce1129fb5f146b405a19dbf77b7be9e5c088a141b \
+    --hash=sha256:fb4dc9a363bf3d4e1e89b14de6a5dc7f3cbf4d0015c702174a58958e64a9264b
+torchvision==0.25.0 \
+    --hash=sha256:8cd0b417d21800182d8cc61b8b9b3096d2d18af9f9311431dd40efeab47c0569 \
+    --hash=sha256:f09023ce28c9f3fc55f914029a735703342bd1eac9204a8964629b6351b00ebf
+tornado==6.5.5 \
+    --hash=sha256:5342d0f38ea598a577533975f33267f962485bcea67828b7e277c22853005e13 \
+    --hash=sha256:c0775112cc2ab1a7e944a6a661c06458a4679bcaebfb0a1bd84e2c1dd869a165
+tqdm==4.67.3 \
+    --hash=sha256:69a08b628c4c3a7ef07a3042aab12c2b93440ddb0e5e5d6d015ccd64397a8336
+transformers==5.5.4 \
+    --hash=sha256:cb770214874f7e68e182d70d4236fde7c42f37fc23b7e59b7c84eb5433023136
+triton==3.6.0 \
+    --hash=sha256:136ed6298b1734717d0c398c0a04dc97f99e4ef2afb4285559106a949c40ea1f \
+    --hash=sha256:2f975c500b97d5464c335a7f014891bcf36e39267ba1a92c4f9974d5fec14d9b \
+    --hash=sha256:91342fcc5f275a96d734b30aab26bc1976e0786df73129df84e3e524ebf6cb18 \
+    --hash=sha256:f56809ec1736330c6c59ba7d127bb4450290cd83231c8bcaabfb7a6e3cfd68e8
+typer==0.21.2 \
+    --hash=sha256:28e01dbbc02f6889b2284252af805a75cde05ce7512de79a76ce997c1adf40e3
+typing-extensions==4.15.0 \
+    --hash=sha256:74faf259c99f3eb023bc57c98b8a373e24edc5bac932e9fe2fdcbdef9b97cc99
+typing-inspect==0.9.0 \
+    --hash=sha256:9309ccf5cdc400a65e2a0e1ac139f0f9170af81ad779dc813003fb5dc31f2300
+typing-inspection==0.4.2 \
+    --hash=sha256:902e93f068aebbc89806c9a9d945f02e22610db4dea6ee726618ad9502c1a4c5
+tzdata==2026.1 \
+    --hash=sha256:7dfc5f8516c434aa7e68179ca3fb6a8ca4c54b8b9324c717b62960fd6efda996
+urllib3==2.7.0 \
+    --hash=sha256:95c580465aedd14e12443109f6b4f06d0fef559ef2fb434c3494174380441b20
+uvicorn==0.44.0 \
+    --hash=sha256:0982dd8bdd4751dc1fa7821006bdbd057c823e867f4252326e035cf437c8903a
+wcwidth==0.6.0 \
+    --hash=sha256:d83b5342183bd44467629871a799e2780737a0513b8a309d4d8cfe7abc238f97
+websockets==16.0 \
+    --hash=sha256:3d66d505486bfb041dc28cf07334a4804aa42b762ade83ce1bf6968ccff71f9c \
+    --hash=sha256:912827e62563ca75f922bb4b55ee39adec5536a66dab66b514f2ce90c9711b11
+wrapt==2.1.2 \
+    --hash=sha256:2de40682741ed39f83a6754b7c2f7aa4912b80960791fcdd9d588c07dcadcb47 \
+    --hash=sha256:e3133cb3364937ed0da41f99789404a1c439808375ed4ab838869581455a1ea8
 xlsxwriter==3.2.9 \
-    --hash=sha256:80e882be04cccad46889d9982f23f28b00a9f79f73baabb02ff7d81804e317fd
+    --hash=sha256:190d8092dd9931a29e9d86242a6fc0291b272299fa6795bf79ce6facfd925833
+yarl==1.23.0 \
+    --hash=sha256:157216b1a209178b5d7be8f4854168fffd05c9d074883705a6a7fac1b723cb98 \
+    --hash=sha256:3f5c05557bab8c3ebb8d95e863e62b621d262a71c73aa00ef1785d5c63300b61 \
+    --hash=sha256:5c4c922a0eb39a1a8b74f68adedf613ed2faeab2df57560d110681507ab8da3d \
+    --hash=sha256:e0d589b9bd196c3a0f1fae4e24ddb797cc6955247e55a19e5981957679ab2e86
+zipp==3.23.1 \
+    --hash=sha256:def4e108a1d3abe80f716306cdc70166a97f31018a563fa17926d5d1e57d6805
diff --git a/.konflux/requirements.hashes.wheel.pypi.cuda.aarch64.txt b/.konflux/requirements.hashes.wheel.pypi.cuda.aarch64.txt
deleted file mode 100644
index b2b13e91..00000000
--- a/.konflux/requirements.hashes.wheel.pypi.cuda.aarch64.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-faiss-cpu @ https://files.pythonhosted.org/packages/19/89/a4ba4d285ea4f9b0824bf31ebded3171da08bfcf5376f4771cc5481f72cd/faiss_cpu-1.12.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl \
-    --hash=sha256:016e391f49933875b8d60d47f282f2e93d8ea9f9ffbda82467aa771b11a237db
-
-# aarch64 CUDA: torch and torchvision from RHOAI (PyPI only has CPU on aarch64)
-torch @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/torch-2.9.0-13-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:5059b9516b74ad4a7a5d37a9243d749d957ee002378960ce5c67f7bb23fc8154
-torchvision @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/torchvision-0.24.0-9-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:569d6ab37fb575f514d04c04706a65fc599f24c7b6264b44e54b9b9c017e353a
-# triton from RHOAI cpu-ubi9 (declared by RHOAI torch METADATA)
-triton @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9/triton-3.5.0-3-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:a46eaadd18e726ff38f9cfb53c4e641dfe937741394cdf45e2981858200fae1d
-cffi @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/cffi-2.0.0-8-cp312-cp312-linux_aarch64.whl \
-    --hash=sha256:fd3092cfea62fdf9375106ce741f9a8e57893ebd639d1a9140cf9f1a25d864f5
diff --git a/.konflux/requirements.hashes.wheel.pypi.cuda.base.txt b/.konflux/requirements.hashes.wheel.pypi.cuda.base.txt
deleted file mode 100644
index 8cc736b7..00000000
--- a/.konflux/requirements.hashes.wheel.pypi.cuda.base.txt
+++ /dev/null
@@ -1,2108 +0,0 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.pypi.cuda.txt --refresh --generate-hashes --only-binary :all: --python-version 3.12 --emit-index-url --no-annotate --constraint .konflux/constraints.cuda.txt
---index-url https://pypi.org/simple
-
-aiohappyeyeballs==2.6.2 \
-    --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
-    --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
-aiosignal==1.4.0 \
-    --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
-    --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
-aiosqlite==0.22.1 \
-    --hash=sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650 \
-    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
-antlr4-python3-runtime @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/antlr4_python3_runtime-4.9.3-8-py3-none-any.whl \
-    --hash=sha256:52d3ffc4af2125d2bf4e7f8e1f3f794f4394c029e491532a47d52f2b7098f14f
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
-attrs==26.1.0 \
-    --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
-    --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-banks==2.4.2 \
-    --hash=sha256:5fe407cc48c101f3e13d1cf732b83b8246003337612f13c0705d2e81f6faffb7 \
-    --hash=sha256:cda6013bd377ea7b701933578bfb9370fc21ad70bc13cedfc3f5cb2c034ca3dc
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
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-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
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-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
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-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
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-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
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diff --git a/.konflux/requirements.hashes.wheel.pypi.cuda.txt b/.konflux/requirements.hashes.wheel.pypi.cuda.txt
new file mode 100644
index 00000000..0be85eb4
--- /dev/null
+++ b/.konflux/requirements.hashes.wheel.pypi.cuda.txt
@@ -0,0 +1,72 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile .konflux/requirements.hashes.wheel.pypi.cuda.txt.in --no-deps --no-annotate --generate-hashes --python-version 3.12 --index-url https://pypi.org/simple/ --index-strategy unsafe-best-match --emit-index-url --universal
+--index-url https://pypi.org/simple/
+
+psycopg2-binary==2.9.12 \
+    --hash=sha256:00814e40fa23c2b37ef0a1e3c749d89982c73a9cb5046137f0752a22d432e82f \
+    --hash=sha256:049366c6d884bdcd65d66e6ca1fdbebe670b56c6c9ba46f164e6667e90881964 \
+    --hash=sha256:0dc9228d47c46bda253d2ecd6bb93b56a9f2d7ad33b684a1fa3622bf74ffe30c \
+    --hash=sha256:1006fb62f0f0bc5ce256a832356c6262e91be43f5e4eb15b5eaf38079464caf2 \
+    --hash=sha256:127467c6e476dd876634f17c3d870530e73ff454ff99bff73d36e80af28e1115 \
+    --hash=sha256:1c8ad4c08e00f7679559eaed7aff1edfffc60c086b976f93972f686384a95e2c \
+    --hash=sha256:29d4d134bd0ab46ffb04e94aa3c5fa3ef582e9026609165e2f758ff76fc3a3be \
+    --hash=sha256:3471336e1acfd9c7fe507b8bad5af9317b6a89294f9eb37bd9a030bb7bebcdc6 \
+    --hash=sha256:36512911ebb2b60a0c3e44d0bb5048c1980aced91235d133b7874f3d1d93487c \
+    --hash=sha256:398fcd4db988c7d7d3713e2b8e18939776fd3fb447052daae4f24fa39daede4c \
+    --hash=sha256:3d999bd982a723113c1a45b55a7a6a90d64d0ed2278020ed625c490ff7bef96c \
+    --hash=sha256:40e7b28b63aaf737cb3a1edc3a9bbc9a9f4ad3dcb7152e8c1130e4050eddcb7d \
+    --hash=sha256:411e85815652d13560fbe731878daa5d92378c4995a22302071890ec3397d019 \
+    --hash=sha256:4413d0caef93c5cf50b96863df4c2efe8c269bf2267df353225595e7e15e8df7 \
+    --hash=sha256:4766ab678563054d3f1d064a4db19cc4b5f9e3a8d9018592a8285cf200c248f3 \
+    --hash=sha256:4dfcf8e45ebb0c663be34a3442f65e17311f3367089cd4e5e3a3e8e62c978777 \
+    --hash=sha256:527e6342b3e44c2f0544f6b8e927d60de7f163f5723b8f1dfa7d2a84298738cd \
+    --hash=sha256:54a0dfecab1b48731f934e06139dfe11e24219fb6d0ceb32177cf0375f14c7b5 \
+    --hash=sha256:5a0253224780c978746cb9be55a946bcdaf40fe3519c0f622924cdabdafe2c39 \
+    --hash=sha256:5ac9444edc768c02a6b6a591f070b8aae28ff3a99be57560ac996001580f294c \
+    --hash=sha256:5c7cb4cbf894a1d36c720d713de507952c7c58f66d30834708f03dbe5c822ccf \
+    --hash=sha256:5c8ce6c61bd1b1f6b9c24ee32211599f6166af2c55abb19456090a21fd16554b \
+    --hash=sha256:5cdc05117180c5fa9c40eea8ea559ce64d73824c39d928b7da9fb5f6a9392433 \
+    --hash=sha256:612b965daee295ae2da8f8218ce1d274645dc76ef3f1abf6a0a94fd57eff876d \
+    --hash=sha256:63a3ebbd543d3d1eda088ac99164e8c5bac15293ee91f20281fd17d050aee1c4 \
+    --hash=sha256:66a7685d7e548f10fb4ce32fb01a7b7f4aa702134de92a292c7bd9e0d3dbd290 \
+    --hash=sha256:6f3b3de8a74ef8db215f22edffb19e32dc6fa41340456de7ec99efdc8a7b3ec2 \
+    --hash=sha256:6f9cae1f848779b5b01f417e762c40d026ea93eb0648249a604728cda991dde3 \
+    --hash=sha256:718e1fc18edf573b02cb8aea868de8d8d33f99ce9620206aa9144b67b0985e94 \
+    --hash=sha256:77b348775efd4cdab410ec6609d81ccecd1139c90265fa583a7255c8064bc03d \
+    --hash=sha256:7af18183109e23502c8b2ae7f6926c0882766f35b5175a4cd737ad825e4d7a1b \
+    --hash=sha256:7c729a73c7b1b84de3582f73cdd27d905121dc2c531f3d9a3c32a3011033b965 \
+    --hash=sha256:83946ba43979ebfdc99a3cd0ee775c89f221df026984ba19d46133d8d75d3cd9 \
+    --hash=sha256:840066105706cd2eb29b9a1c2329620056582a4bf3e8169dec5c447042d0869f \
+    --hash=sha256:863f5d12241ebe1c76a72a04c2113b6dc905f90b9cef0e9be0efd994affd9354 \
+    --hash=sha256:864c261b3690e1207d14bbfe0a61e27567981b80c47a778561e49f676f7ce433 \
+    --hash=sha256:89d19a9f7899e8eb0656a2b3a08e0da04c720a06db6e0033eab5928aabe60fa9 \
+    --hash=sha256:8ffdb59fe88f99589e34354a130217aa1fd2d615612402d6edc8b3dbc7a44463 \
+    --hash=sha256:96937c9c5d891f772430f418a7a8b4691a90c3e6b93cf72b5bd7cad8cbca32a5 \
+    --hash=sha256:98062447aebc20ed20add1f547a364fd0ef8933640d5372ff1873f8deb9b61be \
+    --hash=sha256:995ce929eede89db6254b50827e2b7fd61e50d11f0b116b29fffe4a2e53c4580 \
+    --hash=sha256:9b818ceff717f98851a64bffd4c5eb5b3059ae280276dcecc52ac658dcf006a4 \
+    --hash=sha256:9fe06d93e72f1c048e731a2e3e7854a5bfaa58fc736068df90b352cefe66f03f \
+    --hash=sha256:a46fe069b65255df410f856d842bc235f90e22ffdf532dda625fd4213d3fd9b1 \
+    --hash=sha256:a7e39a65b7d2a20e4ba2e0aaad1960b61cc2888d6ab047769f8347bd3c9ad915 \
+    --hash=sha256:a99eaab34a9010f1a086b126de467466620a750634d114d20455f3a824aae033 \
+    --hash=sha256:ab29414b25dcb698bf26bf213e3348abdcd07bbd5de032a5bec15bd75b298b03 \
+    --hash=sha256:ace94261f43850e9e79f6c56636c5e0147978ab79eda5e5e5ebf13ae146fc8fe \
+    --hash=sha256:b4a9eaa6e7f4ff91bec10aa3fb296878e75187bced5cc4bafe17dc40915e1326 \
+    --hash=sha256:b6937f5fe4e180aeee87de907a2fa982ded6f7f15d7218f78a083e4e1d68f2a0 \
+    --hash=sha256:b9a339b79d37c1b45f3235265f07cdeb0cb5ad7acd2ac7720a5920989c17c24e \
+    --hash=sha256:ba3df2fc42a1cfa45b72cf096d4acb2b885937eedc61461081d53538d4a82a86 \
+    --hash=sha256:c41321a14dd74aceb6a9a643b9253a334521babfa763fa873e33d89cfa122fb5 \
+    --hash=sha256:c5ee5213445dd45312459029b8c4c0a695461eb517b753d2582315bd07995f5e \
+    --hash=sha256:c6528cefc8e50fcc6f4a107e27a672058b36cc5736d665476aeb413ba88dbb06 \
+    --hash=sha256:cb4a1dacdd48077150dc762a9e5ddbf32c256d66cb46f80839391aa458774936 \
+    --hash=sha256:cfa2517c94ea3af6deb46f81e1bbd884faa63e28481eb2f889989dd8d95e5f03 \
+    --hash=sha256:d2fa0d7caca8635c56e373055094eeda3208d901d55dd0ff5abc1d4e47f82b56 \
+    --hash=sha256:d3227a3bc228c10d21011a99245edca923e4e8bf461857e869a507d9a41fe9f6 \
+    --hash=sha256:d6fcbba8c9fed08a73b8ac61ea79e4821e45b1e92bb466230c5e746bbf3d5256 \
+    --hash=sha256:e4e184b1fb6072bf05388aa41c697e1b2d01b3473f107e7ec44f186a32cfd0b8 \
+    --hash=sha256:ee2d84ef5eb6c04702d2e9c372ad557fb027f26a5d82804f749dfb14c7fdd2ab \
+    --hash=sha256:f12ae41fcafadb39b2785e64a40f9db05d6de2ac114077457e0e7c597f3af980 \
+    --hash=sha256:f625abb7020e4af3432d95342daa1aa0db3fa369eed19807aa596367ba791b10 \
+    --hash=sha256:f921f3cd87035ef7df233383011d7a53ea1d346224752c1385f1edfd790ceb6a \
+    --hash=sha256:fb1828cf3da68f99e45ebce1355d65d2d12b6a78fb5dfb16247aad6bdef5f5d2 \
+    --hash=sha256:ffdd7dc5463ccd61845ac37b7012d0f35a1548df9febe14f8dd549be4a0bc81e
diff --git a/.konflux/requirements.hashes.wheel.pypi.cuda.x86_64.txt b/.konflux/requirements.hashes.wheel.pypi.cuda.x86_64.txt
deleted file mode 100644
index 03bab10b..00000000
--- a/.konflux/requirements.hashes.wheel.pypi.cuda.x86_64.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-faiss-cpu @ https://files.pythonhosted.org/packages/4c/c9/be4e52fd96be601fefb313c26e1259ac2e6b556fb08cc392db641baba8c7/faiss_cpu-1.12.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl \
-    --hash=sha256:c2e4963c7188f57cfba248f09ebd8a14c76b5ffb87382603ccd4576f2da39d74
-cffi @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/cffi-2.0.0-8-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:2a909b200a31843ae8a0c4d080553673bfa1b7b7ed5b7718687771c7dfa7eb2d
-
-# x86_64: torch and torchvision from RHOAI cuda12.9-ubi9 (same version as aarch64)
-torch @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/torch-2.9.0-13-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:6a331fdd10983a88751dcc0e5175a2e4c432225774bbb7931c1d249b55a40816
-torchvision @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/torchvision-0.24.0-9-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:c1b4ffe7435b2a6e4c849b1be3b1f50d8f1fcb5a9c1bbe6f38e59af57eb27abb
-# triton from RHOAI cpu-ubi9 (declared by RHOAI torch METADATA)
-triton @ https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9/triton-3.5.0-3-cp312-cp312-linux_x86_64.whl \
-    --hash=sha256:a916a1758674bbc35545f3aed9c1e83ed581b59a277cfffca1926c6f5f567a96
diff --git a/.konflux/requirements.hashes.wheel.pypi.txt b/.konflux/requirements.hashes.wheel.pypi.txt
index cb879c35..7c50594b 100644
--- a/.konflux/requirements.hashes.wheel.pypi.txt
+++ b/.konflux/requirements.hashes.wheel.pypi.txt
@@ -1,254 +1 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.pypi.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
---index-url https://pypi.org/simple
-
-hf-xet==1.2.0 \
-    --hash=sha256:10bfab528b968c70e062607f663e21e34e2bba349e8038db546646875495179e \
-    --hash=sha256:210d577732b519ac6ede149d2f2f34049d44e8622bf14eb3d63bbcd2d4b332dc \
-    --hash=sha256:27df617a076420d8845bea087f59303da8be17ed7ec0cd7ee3b9b9f579dff0e4 \
-    --hash=sha256:293a7a3787e5c95d7be1857358a9130694a9c6021de3f27fa233f37267174382 \
-    --hash=sha256:29c8fc913a529ec0a91867ce3d119ac1aac966e098cf49501800c870328cc090 \
-    --hash=sha256:2a212e842647b02eb6a911187dc878e79c4aa0aa397e88dd3b26761676e8c1f8 \
-    --hash=sha256:30e06daccb3a7d4c065f34fc26c14c74f4653069bb2b194e7f18f17cbe9939c0 \
-    --hash=sha256:3651fd5bfe0281951b988c0facbe726aa5e347b103a675f49a3fa8144c7968fd \
-    --hash=sha256:46740d4ac024a7ca9b22bebf77460ff43332868b661186a8e46c227fdae01848 \
-    --hash=sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737 \
-    --hash=sha256:66e159cbfcfbb29f920db2c09ed8b660eb894640d284f102ada929b6e3dc410a \
-    --hash=sha256:6de1fc44f58f6dd937956c8d304d8c2dea264c80680bcfa61ca4a15e7b76780f \
-    --hash=sha256:7d40b18769bb9a8bc82a9ede575ce1a44c75eb80e7375a01d76259089529b5dc \
-    --hash=sha256:9c91d5ae931510107f148874e9e2de8a16052b6f1b3ca3c1b12f15ccb491390f \
-    --hash=sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865 \
-    --hash=sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f \
-    --hash=sha256:b70218dd548e9840224df5638fdc94bd033552963cfa97f9170829381179c813 \
-    --hash=sha256:cd3a6027d59cfb60177c12d6424e31f4b5ff13d8e3a1247b3a584bf8977e6df5 \
-    --hash=sha256:ceeefcd1b7aed4956ae8499e2199607765fbd1c60510752003b6cc0b8413b649 \
-    --hash=sha256:d06fa97c8562fb3ee7a378dd9b51e343bc5bc8190254202c9771029152f5e08c \
-    --hash=sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69 \
-    --hash=sha256:f182f264ed2acd566c514e45da9f2119110e48a87a327ca271027904c70c5832
-jiter==0.13.0 \
-    --hash=sha256:00203f47c214156df427b5989de74cb340c65c8180d09be1bf9de81d0abad599 \
-    --hash=sha256:04670992b576fa65bd056dbac0c39fe8bd67681c380cb2b48efa885711d9d726 \
-    --hash=sha256:0733312953b909688ae3c2d58d043aa040f9f1a6a75693defed7bc2cc4bf2654 \
-    --hash=sha256:07b75fe09a4ee8e0c606200622e571e44943f47254f95e2436c8bdcaceb36d7d \
-    --hash=sha256:0a2bd69fc1d902e89925fc34d1da51b2128019423d7b339a45d9e99c894e0663 \
-    --hash=sha256:0a8d76c7524087272c8ae913f5d9d608bd839154b62c4322ef65723d2e5bb0b8 \
-    --hash=sha256:0b34c519e17658ed88d5047999a93547f8889f3c1824120c26ad6be5f27b6cf5 \
-    --hash=sha256:0bf670e3b1445fc4d31612199f1744f67f889ee1bbae703c4b54dc097e5dd394 \
-    --hash=sha256:0c365005b05505a90d1c47856420980d0237adf82f70c4aff7aebd3c1cc143ad \
-    --hash=sha256:0e3a5f0cde8ff433b8e88e41aa40131455420fb3649a3c7abdda6145f8cb7202 \
-    --hash=sha256:0f0c065695f616a27c920a56ad0d4fc46415ef8b806bf8fc1cacf25002bd24e1 \
-    --hash=sha256:1211427574b17b633cfceba5040de8081e5abf114f7a7602f73d2e16f9fdaa59 \
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-    --hash=sha256:15db60e121e11fe186c0b15236bd5d18381b9ddacdcf4e659feb96fc6c969c92 \
-    --hash=sha256:19928b5d1ce0ff8c1ee1b9bdef3b5bfc19e8304f1b904e436caf30bc15dc6cf5 \
-    --hash=sha256:19cd6f85e1dc090277c3ce90a5b7d96f32127681d825e71c9dce28788e39fc0c \
-    --hash=sha256:1f4748aad1b4a93c8bdd70f604d0f748cdc0e8744c5547798acfa52f10e79228 \
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-    --hash=sha256:5467696f6b827f1116556cb0db620440380434591e93ecee7fd14d1a491b6daa \
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-    --hash=sha256:5d9b34ad56761b3bf0fbe8f7e55468704107608512350962d3317ffd7a4382d5 \
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-    --hash=sha256:c596708b5105d0b199215acf0c9be7c1db5f1680d88eddadf4b75a299259a677 \
-    --hash=sha256:d037f1b4ffd25013be4a7bf3651a0a910c68554956c7b2c92ebe87c76475dece \
-    --hash=sha256:dd515c70059afd95f48b8192733764c08ca37a1d19803af6401b5ecad7c8676e \
-    --hash=sha256:dfb5b8cd310ba3436c7e14e8b7833ef658cf3045e50d2bdaed23c8fc517065eb \
-    --hash=sha256:e4e5b5cba837a2a8d1a497ba9a58dae46fa392593eaa13b871c42f71847503a5 \
-    --hash=sha256:e5f7af1dc4c0a7c4a260c2534f41ddaf209714f7c89145e644c44712fbd6b642 \
-    --hash=sha256:ec8feb0099b2daa5728fbc7abb0b05730fd97e0f359ff8bda09865aaa7bd7d4b \
-    --hash=sha256:eff527d4e4846e6f70d2afd8058b73825761203d66576a7e04ea2ecfebcb4ab8 \
-    --hash=sha256:f8877779cf56d1ce431a7636703bdb13307f5960bb1af49716d8b179225e0e6a \
-    --hash=sha256:f8ed31ddd7d10bfb3fbe0b9fe01b1243577f13d75e6f4a0839a283915ce3791e
+--index-url https://pypi.org/simple/
diff --git a/.konflux/requirements.hashes.wheel.txt b/.konflux/requirements.hashes.wheel.txt
index 0e0232cd..f6634f07 100644
--- a/.konflux/requirements.hashes.wheel.txt
+++ b/.konflux/requirements.hashes.wheel.txt
@@ -1,202 +1,486 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.txt --refresh --generate-hashes --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/ --index-strategy unsafe-best-match --python-version 3.12 --emit-index-url --no-deps --no-annotate --universal
---index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
+#    uv pip compile .konflux/requirements.hashes.wheel.txt.in --no-deps --no-annotate --generate-hashes --python-version 3.12 --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple/ --index-strategy unsafe-best-match --emit-index-url --universal
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple/
 
+accelerate==1.13.0 \
+    --hash=sha256:db7665457b37506a19255dabcb5a52bc73fc754450540fdc91c941535463fb5b
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:c6a86408878a5b6b76ae6cd305f79ac9f690a38b21af183e00c150ef3f569d29
+aiohttp==3.13.5 \
+    --hash=sha256:0a21be8c31e3003f3048497eb6bdc06b41c1f5d49965756d1733d348aeba3a3a \
+    --hash=sha256:2dff684e08fc7a6218d2734c68af9a373e424e20eb0f3a775588f31c9f94b0e8 \
+    --hash=sha256:3e19b8f9371abe5982de97eb14db2b4a64746ba20424510bc97686b182404624 \
+    --hash=sha256:c3c5a929f196ad21662d203252e1e2673a7ed0fc9818e0d51a55930956641f45
 aiosignal==1.4.0 \
-    --hash=sha256:9d5af4742d4552e8a3f2fbd48237e07cab578e7175af2f952c420d2e98b731f0
+    --hash=sha256:0894850b54c871dd0365925589ad5dfa70e673059596187e7097e076ea571b1d
+aiosqlite==0.22.1 \
+    --hash=sha256:6d1ae83321620ec29e2b033ac875b849be78ceecc68c2a35a8d6df22511bfeaa
 annotated-doc==0.0.4 \
-    --hash=sha256:cf904ba25da8611ae3274f2af1d6e82275e452113f7774505e723a21957c10d6
+    --hash=sha256:7efd1fef196515821249f7376bb0d7ba66dcbab04a506376c4fd3582b94ec653
 annotated-types==0.7.0 \
-    --hash=sha256:fcdc578cef2d4fd8770abc0ceb0241c68c992698aa7a5f945ce67651dd585cfb
-antlr4-python3-runtime==4.9.3 \
-    --hash=sha256:2b1d71535850f59151a37f2b6c36b9f3718b5aca043c483a1662b5799fa6a46e
+    --hash=sha256:e4e1144fe78e2f54ab359a790d088a55e95caacf44770be1f9b277e91602d6a6
+anyio==4.13.0 \
+    --hash=sha256:2d5b8da6df21a1e87f68df768a75f25cd00792b401d6c16e8235bf64642b8316
 asyncpg==0.31.0 \
-    --hash=sha256:30b9415c515d7aeeb78a2973398c110b021bbc8c4b664a50309c8a7a59f850e6 \
-    --hash=sha256:d5fcd8eb91e0624dbbd391062d529ec24ac41e0665c6aa4df719f6682856b318 \
-    --hash=sha256:fb62c7c0a0ecf71ebb9ba83bd67965dd8c8349c1fdb12225b4f76c11f04dcc46
+    --hash=sha256:0bc8a7144ed45aad01e9aae4d607c268de5ffe24df286593082adcf5f8e2cfdc \
+    --hash=sha256:222c431673bbb45dcd11068496bae2cf1512ab6b4794b23e3a1ea758fe435e33 \
+    --hash=sha256:53bec61f0a28568dbb8b218df95e888806d16d71caebdc4f775bee5aedd75fdc \
+    --hash=sha256:bd27352c2cf38a4717585bb5b8fd1c3bd7a7a7bdc67e76f2ca12928b4562c285
+attrs==26.1.0 \
+    --hash=sha256:7dbf34c586f6613ef2729b87c361c53883f5c4be5e18e4e4e12bc9f963c13188
+banks==2.4.2 \
+    --hash=sha256:82589eac909e2d1fa71d46a550179a47bf106801f2140e64f5bb4326a7015af5
 beautifulsoup4==4.14.3 \
-    --hash=sha256:68210693f16dd61027d84465d3e0fc14ed1d47b339cd08900af30760fc29660f
+    --hash=sha256:4e2326c04558c313a5b70cf5419f15f4f038174fe20964179e9dec9b8e0283cc
+certifi==2026.4.22 \
+    --hash=sha256:4816271fa423d44b8424b2b6e31f86f57d62ef584e6718a97f61d1f0f3b4bee7
+cffi==2.0.0 \
+    --hash=sha256:0da4710514a0ef0e6d2555dd8a0f4c09ec6ebbdb2b8cd090a94dc63c98316be5 \
+    --hash=sha256:51e641fbaafb9e786ee91c957d68a34d27fcdd1c5a790bc4cc73418dba413872 \
+    --hash=sha256:9dca0f661e032048781d6ecff83ffd9f1244eddf44542b664564dac2c4fc8a88 \
+    --hash=sha256:cd8bd4690cb0957cbb040e7a8079f5b5e3cfeb3886ac9a0e757c5b8f59391645
+chardet==7.2.0 \
+    --hash=sha256:64a76c7928c3d6fa18aeeff41d0a3e91e640a761689f6d11447eb56d97d96d58
+charset-normalizer==3.4.7 \
+    --hash=sha256:fedf0c87b67e3fd4fda37c0c64e840bb7e5df197a5d537253632578961a8ce10
+circuitbreaker==2.1.3 \
+    --hash=sha256:fb1b38f41ef55a96b9570147326d2d989c5f106276b73666f90095518bf2a606
+click==8.3.3 \
+    --hash=sha256:995dd2a234834f230cdcf8a0f22d62384063114be330f29cae5e2ea8113901b0
 colorama==0.4.6 \
-    --hash=sha256:6a666a04575143daff7ee645ed455ecd7b108f1a1e2bb8afd24e0e58dc7a7969
+    --hash=sha256:3534183dd7052099186a79011120370db0b507088cd7f63efcf5442541f28939
+cryptography==46.0.7 \
+    --hash=sha256:3b900c1b09ae2a71c7a1ab5e8f41a030078e82bf4d81e5ade4cfe8ca6784acf2 \
+    --hash=sha256:6efa0e3724a7cd7f2ea5f3bc197fff02c3db7be15e3f219dc28376364a8c59a9 \
+    --hash=sha256:876da9c3a3479d766c4e47d86d274cf7d1caae90784e1be54dca8bae80847948 \
+    --hash=sha256:a34baa60ae4f96b6710a4bcfd89bb2ebfe43a4219e47d4e42fc249c99df88435
 dataclasses-json==0.6.7 \
-    --hash=sha256:1155da9dafe10961a05459d1e2ae87709913edfaf261d8a2512da91d4fb673ae
+    --hash=sha256:9d0b5a81961c3eb61d0b58d094ec9609c3dd1b324624d26561f3142dd7bec0a3
 defusedxml==0.7.1 \
-    --hash=sha256:581f7cc44427f60a0c1bdf72190192736c27dc96718d9594242670569c7bc74b
+    --hash=sha256:723f46f0d0b21d61cc21c2d974930ea14d8f8b621a421e211981ce9de5e026d5
 deprecated==1.3.1 \
-    --hash=sha256:6072c81ba7d406bf5a9462afb853890a47f9b76e6eace579a8b40a18c06142b0
+    --hash=sha256:5eebcd88bef174227737f8d4862afe62c2397037080b9eaa14a19895ff3f00fb
+dirtyjson==1.0.8 \
+    --hash=sha256:dae23a0a7ebac23f452dc3bb1ea8e08b52f42ab82558843e6ca3c3b7fd3e407c
 distro==1.9.0 \
-    --hash=sha256:14a63983246dce4a649b0994f909f6e225197c0adb86f68f4be1252309a5c603
-docling-parse==4.7.2 \
-    --hash=sha256:1d45c11c1c4836e7a79ee586f9459a557c2e07ad63beba4f79cb2acfa90c3baa \
-    --hash=sha256:1d79349c22cd5bdd7f8c7c07dee91ff829c073196456ebd59e05f4309f466456 \
-    --hash=sha256:55d038730a608221be275999d286f008894fba3aeaea2aa161b0cad084cc3e7a
+    --hash=sha256:c16b1c9f9666bcb3c7faf41118ede743f387834ae00b6452a5e3253baa8f89c2
+docling==2.88.0 \
+    --hash=sha256:c605134a99bb334819622f04b3cd1fdf70079e82ee737c930fbe115126302aba
+docling-core==2.73.0 \
+    --hash=sha256:cbe52452b083cc5e81389ced72eed3b9ecedf14f05ade7b983211ca0594d932c
+docling-ibm-models==3.13.0 \
+    --hash=sha256:0711d1bd3d4cda1077800023070899f587bef024b5be89581e40ba86b686e647
+docling-parse==5.6.2 \
+    --hash=sha256:2e8d93ad27c66d3309691e78a3505a691a0c133a76a899116dbd0cc5244046cb \
+    --hash=sha256:93f052fd199bddc7e1a9d5eb05bbec54c4002e099b6f7afd1c8ce57f032d2abf \
+    --hash=sha256:bf2c8273cd941c071226edd362ef9f8f071d06e8776b1130b144544408f38eee \
+    --hash=sha256:fddfd5baddc450a1be88fa193fa7ace9d77f7b07e6b893357eb741aafc82e826
 einops==0.8.2 \
-    --hash=sha256:83fed57f4f0858060494b9e7b32f3d08904225b3f1a1a3bc2a47d43bdf72757e
+    --hash=sha256:e14c8f0f96254e435bb5c38dcc1661f1ea10f60865f7deaabb023e5b6127b539
 et-xmlfile==2.0.0 \
-    --hash=sha256:e71ccf3d4e7b5e7cfbb2fd2b079633d820b2e635189de7a7cb3e8a00253d7c9b
+    --hash=sha256:a9ba7a4d9f91c9f45aeff376494b550d04fa7c4bf6d912e6126f97b7c6bd3d54
 faiss-cpu==1.12.0 \
-    --hash=sha256:004aa246c589767439e210c275e20f64a5d3e0ee844df7d1ada4612b4c27e348 \
-    --hash=sha256:06d06d210105c6769ca1c93c5111ce0a1a7ed2f239b2f666ccb2af7c90f42383 \
-    --hash=sha256:4aadb7cfceacda36ff1738fe64af1c16e77f739105bb26246c683572c28db123 \
-    --hash=sha256:8a2cc05c9459d0e22d05d1996f2e3a8b25b50cfc0ea9530a5422873048196a83 \
-    --hash=sha256:b769fa38427cea3ee56e74af41e04578e5a3bee1389dde6e62116b2a2ac90dda \
-    --hash=sha256:d164c65eb35d98f5ea8422b88c9b2645bdc091d3ab9829808699f81fdf7e6c1d
+    --hash=sha256:2139c93b46c334f8288a1c158f75e1ab0315a4d7caf5f2f9b38d71c8b6e30a0b \
+    --hash=sha256:3b72b026802277557eedba33928f59545eea16ad7390a9c5afe2a383350ab432 \
+    --hash=sha256:a468a556422266b7c9ef8f1b7254db7bf1f0c715e5a493e6d6d2dee195dc677a \
+    --hash=sha256:dba25fe355ba8a5242b29a0835a88e42ad93760dfbdee54b6abca42016843d8c
+faker==40.15.0 \
+    --hash=sha256:bf19e5adbeef51a858cfa5908a002a03f10cebba69c36a266a258ec52f342a8d
+fastapi==0.136.1 \
+    --hash=sha256:2b45dedac6f95202f4b89d2facaf2107401ea473520c2d930982144756dedfa8
+filelock==3.29.0 \
+    --hash=sha256:3a6ae7d457963930a40ddbd727d301081abb9b0556cfd05c862c12c2dd94b142
 filetype==1.2.0 \
-    --hash=sha256:40376ef6d20b0cd1be5ba02d5a9ceb0f22e0810d9fffc96777a602bd23fd0b2a
+    --hash=sha256:131945e4462a583cb0d35ed2bc105c97ee082377e2cb38b2ebdb8c5e6f2f107a
 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
-greenlet==3.3.0 \
-    --hash=sha256:200e4a4585939de22259690d706f13b929cadba26db3d7c27e0f1773a7c52e38 \
-    --hash=sha256:41756ff0c5366005970def8c4d39da1175e1f70ad7cf4833026c26992123e85b \
-    --hash=sha256:c1f3ce7eac530157e6464a9c3bc86224284df175b9ee4120a08d1e4dfcd96820
+    --hash=sha256:0aa8fc161fbfe3dd6730357dff925e39fe4bde07d1694ed5f26235a8cb225ab4 \
+    --hash=sha256:38fc5ff1cc2847d7b36cc48253868269dfbaabed631c3a71e2d5bcb26cc5ff03 \
+    --hash=sha256:8735b812251aed24e97acb3d98c8b98b0a3d6cb98bc47ebc1a744ce9cb93205f \
+    --hash=sha256:bacc478cc32f63619aa33aedbe6451fa09904a96808942352c99094c7ea0986d
+fsspec==2026.4.0 \
+    --hash=sha256:57e9e37e877e67c0bdeaa7024c6c70ec149b2c540896b180e765d5301d1459be
+googleapis-common-protos==1.74.0 \
+    --hash=sha256:3ad314d4749d7f460d42039a22ac3e762bdae10bc26d4281a930cdd6d8f1e4b9
+greenlet==3.4.0 \
+    --hash=sha256:0e6696d28974a56089091377c5c0f4247747d5f32ba7e7959f1af22f38982bee \
+    --hash=sha256:1242e934103f79cc1576c77797de9636c689265b1e1d5eae8e21968a58c324a9 \
+    --hash=sha256:7609a1094ed19fe2842b9f7446920ff248c228b8d3c57e2612f2ebcf34e4fdf6 \
+    --hash=sha256:768e6955eb993cf1dddd8d046f623580778f79178696a5e0050f90ec5b07c86a
+griffe==2.0.2 \
+    --hash=sha256:36ba6ae00332cdf416b1e425395e628a8427353afb44d78b78da09c5bd315095
+griffecli==2.0.2 \
+    --hash=sha256:14d9beeb7a2e9297ff62478ad503008bd771c386bdee4d0e975afc3b44d47b93
+griffelib==2.0.2 \
+    --hash=sha256:79d665b5da3d3654504f1768491dc189a603dd5791c52fd8f0d655d1422c8205
 h11==0.16.0 \
-    --hash=sha256:a485f5bfa77401603f78cff4db5bb4dbaadb947a3da8eae068cd05b6bb4aab66
+    --hash=sha256:1f57db4e6320f74869f695cb33197f9a2e956128932c4e3221ada214bafa383b
+hf-xet==1.4.3 \
+    --hash=sha256:203368fb35bd900901725ac4dbb8c9ebac571c091e8edb27817440e71108de9c \
+    --hash=sha256:4dce6369d3fb29c4b462b36fd46f54e3bef7275e174a3d9e510d77165336ba91 \
+    --hash=sha256:5b80ed759289c31d69aea744be8c2f8b7ec1f1cc761b2c38d599e1ee81b8a639 \
+    --hash=sha256:ba30e3adaf4558d56f68f184a430bf4a5ac21d948d14dbfbef8d064b03724783
 httpcore==1.0.9 \
-    --hash=sha256:5af3f1b09e795d5548d5030be3d4191e65113cfdac21968c82bf0cddf15ec313
+    --hash=sha256:73b78c918fb6667168af94c14dcc34e864767cbaad55e25d5cdb4692bedee3e4
 httpx==0.28.1 \
-    --hash=sha256:c75bc8d287ff8e92be7e4359732032ba1b93fa3f920ee1cb179ba09bb613dc7a
+    --hash=sha256:6e201f022d2d08ff4ad5e08aaed0ba369851ecc696a4f8ecc59bf30140aa439e
 httpx-sse==0.4.3 \
-    --hash=sha256:74d0e4713b33a61ca0083d00841f00f12d6b3dd311edb62ccc85809b607b9fb5
+    --hash=sha256:81bf5b6e5b4a82d6e8d3dec046b90a63eaa4185b0ec3e78c56503f609d7b41d5
+huggingface-hub==1.13.0 \
+    --hash=sha256:a688bb15a69610080d2c6222c148aab69583b7165ad4b9ec8ead01631dbeb103
+idna==3.13 \
+    --hash=sha256:dca7f2ff2269802615148420ce18a161aa32c2456a40c7e8d86bd9839e8c6531
+importlib-metadata==8.7.1 \
+    --hash=sha256:ce9cf6510da4a20ca70cd44ddf7c4989f2fee60a38822425e0d4c8233634e57a
 jinja2==3.1.6 \
-    --hash=sha256:961c7281585491fb02ca0027b29e9ffc7a1bd7b52a5e03095f3a4e3afc42336e
+    --hash=sha256:61b4b68331c4f1900566fe55e09f6a7ca849ce0a90cd070935b4f6ecefa3b86e
+jiter==0.14.0 \
+    --hash=sha256:84c1562c21fffbc2484ae9981fcc6831024498f1ebd444172683ff84bc2fff66 \
+    --hash=sha256:9d40519aa849502cb4490a550a63b756ca053074fd48c8df4a36ed7650e8eb10 \
+    --hash=sha256:ce4d3a812323cf61193e1705c1c0b4ab5c3b38bcadd8a7170079e656ae35dc95 \
+    --hash=sha256:f329a77a2348040cfb8aa0fc1efa14d54dfa65aa1481d3df491e1e560fb9ba0e
 joblib==1.5.3 \
-    --hash=sha256:40d87a5e80b69104a3b8f1d761fdbc077fc7b97a23b08b9fdaddb7a3821b06d1
+    --hash=sha256:8b029622b134d6d00b1f1f57921a9bbd4da89eeb2410c64c996794ffe656534f
 jsonlines==4.0.0 \
-    --hash=sha256:021c5a778b7183cf0fa06a83c7fad4f707af310290f988b9b491c5ff821ea0ec
+    --hash=sha256:af375f331e5fa46087bc611b68c2376f0ad5a6f0963786e033f7732dd78549b0
 jsonref==1.1.0 \
-    --hash=sha256:a91c1cc30f3d49768b940a4e9b5f983d4972a74e3916026523ac0c2e0ef46fb3
+    --hash=sha256:b727621d2b782e50c07ec03158489413aeece8f59695e6e970cf02a15730a4fc
 jsonschema==4.26.0 \
-    --hash=sha256:2601ba467f84ff6ee9c057cbe6a9d7aebefa76cfa747327b37f81d4581f6748f
+    --hash=sha256:6d92fe1a0ae3d61ce1ccf3af5d3616464d7200b39aa8b624c31fe492bff39726
 jsonschema-specifications==2025.9.1 \
-    --hash=sha256:065ec57323001f79634013c12250a476952e6ce834a17cfd5227343cec3c4aee
+    --hash=sha256:10ed21850aa9c5556850aee3cfbb51d51ec74b223b67f893d6a26c960da02ef5
+latex2mathml==3.81.0 \
+    --hash=sha256:8a8589efa43d5cbcbdfdc2a3ec614c23d7a85fa4e67a6298c8b7c8cb86e2a1e1
+llama-index==0.14.21 \
+    --hash=sha256:eac9f1c26251be460856175ba7f51394f617ca9aaddcbc68de17b2867e614577
+llama-index-core==0.14.21 \
+    --hash=sha256:7903afd39022fa557e1bcd65453b1aeca7697c68f4b200bc16ea202675f7fcad
+llama-index-embeddings-openai==0.6.0 \
+    --hash=sha256:16cfbd23d71151da2f588d0c5742b1b564d51b8d60efdb20214319bb9ee766a1
+llama-index-instrumentation==0.5.0 \
+    --hash=sha256:6df7776f063b0fe0af6d41d19e08e67135f5146bff89b5925a6151037b6fb95f
+llama-index-llms-openai==0.7.7 \
+    --hash=sha256:2a74064b6ffd0a3e4156f4cd4b2361c6762b09c2b44b7ce17c58bd6fac408179
+llama-index-readers-file==0.5.6 \
+    --hash=sha256:1f9731d9f94e859d20888dacf6280eb5c6132983b46307d80ec9a8f7586122be
+llama-index-workflows==2.20.0 \
+    --hash=sha256:4ff5f4ff5356d04fef342dccda9b1cb6be798522a9315827aaf2d064cea05902
+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
+lxml==6.0.4 \
+    --hash=sha256:2ccbf4a72479a45254f05e49d484490056dab50760a616e349cb58f17476acd7 \
+    --hash=sha256:74b1d21bcd54354d94bdd06933c9027713584a859d68b87d89afd66c987c9f40 \
+    --hash=sha256:cd3d52f3b19560486020b74e829d4b4fbb6739dbd062e1f2df4bb378f5eaa65e \
+    --hash=sha256:e4630c37bfd0442d73a06dc48e30150512113f5821b94bda307eb38e4c29e407
+markdown-it-py==4.0.0 \
+    --hash=sha256:624c197772eb1a233f7ed73f75944710e95584bbcee7bde630c37743a13f139a
 marko==2.2.2 \
-    --hash=sha256:5dc6e6fdb83f2cfdb0c687bfbc17883d739797929cf8feb57c045a7f360a4365
+    --hash=sha256:a0c8b7d71815372232b8ba848b20d6b75a527195e407b85a1f0ec216def1688b
+markupsafe==3.0.3 \
+    --hash=sha256:10c0e3022c2cead724cb6e31b1cc368b423b2995a9461d3ab844f1eb894b6ed1 \
+    --hash=sha256:3e5e2eda8f7612f1e59c261040e824f4a7a80872df58731ca46f248646d6356b \
+    --hash=sha256:97fe9c23dd487fc38ca7d1a2fda800d04572d3130f104aa18c3a50b0acd692f1 \
+    --hash=sha256:a73e6ce86103522eb00e69c9095720f7628d4b3269a3ae2ba310e0af72fe7f04
 marshmallow==3.26.2 \
-    --hash=sha256:6631b7ba9bb5ede24dfecee215d9831dd60b17d59211b5c5b75f2bf9ddd9c411
+    --hash=sha256:a8d2646a8813923718183f5df7431f7d562642db40790ec7d886edd2e4367229
+mcp==1.27.0 \
+    --hash=sha256:d3efec95549c347c975210fb9389a8e9e5649e601e16c9dea0c7a09c9eb3ca05
 mdurl==0.1.2 \
-    --hash=sha256:fec2de44574adf66cd0d5ec329822fbf05ae011b6ba618c96b178d0eaaf7e249
+    --hash=sha256:6d8be534d152bbbbd9e3866e8addbacae1fb09801f0436469909c7295ae89f6e
 mpmath==1.3.0 \
-    --hash=sha256:58244de27af87d8fccdb6bc9a17808d4a3f00f5e97152b090272f241f22b1d00
+    --hash=sha256:3f99b96490a257d46c5213e4477034871c604571ed7bee5904aea43983838862
 multidict==6.7.1 \
-    --hash=sha256:0f590b4e611242eb68916690dd2d0855b05b788bbaeb6e684c88928f3dfcf9a3 \
-    --hash=sha256:4edbf9266edceef23b80ab69bfe575349d6a11a396c36bb47f50f5d75cf4b725
+    --hash=sha256:10baf21a3391c03a4064c51e1bd4929de589f86f3808744f4aeda5a88f39a345 \
+    --hash=sha256:5f645a9892670ea5fbac5ce9a377b9fd6b117d93d14cb0c12df81e30363f5fd9 \
+    --hash=sha256:913435ce2a574e3a9d9b360051667fd45dcc9bf618daa700a5782bf4209b31f8 \
+    --hash=sha256:a766fc0f1f94611bc017d974934fb695e34060abef44371f283c776713654739
 mypy-extensions==1.1.0 \
-    --hash=sha256:a18e3010fd8acb335b98af7dc61231b15c7ff36e6af5f8abd4de43202399a3f1
+    --hash=sha256:0e8647b3b1fda1f280efd785526b0635baeffe940efc319007e7b93ef0f28cc2
 nest-asyncio==1.6.0 \
-    --hash=sha256:159239b70d070fa53db5839d85c199708bbe1c9a25bcb9364c3a53c8291c0ea1
+    --hash=sha256:9b34967049bea63b974f905031be1a40be280873f7f128102008b85738daa2c7
 networkx==3.6.1 \
-    --hash=sha256:c37e077bdb955f915337b0cbbe4f70303aca085abe728dbae9f400c5d7b3ae91
-numpy==2.3.5 \
-    --hash=sha256:3c09803370223ede9f913428680f123a59bfe95bff6bca3625a42c46983cff1f \
-    --hash=sha256:496287a2a8698bfb84129d2da985ae9d801ea986a3ab24ce36261dd9641db032 \
-    --hash=sha256:9f44732d61a230ec7f3efb9363e6448325c97c2441ff761e74b7315c72ec3859 \
-    --hash=sha256:e3ea2175951df3c16ead190bb3b719af8fcf25c19a5ccb15ac3a0c1a18705bdd
-omegaconf==2.3.0 \
-    --hash=sha256:8e67e241d1055e8385f9e46823ed07f8179c5f02a4eb9c66bae1fea89d2f8abc
+    --hash=sha256:d76ca8a5294909e27b386d2150b4f6da6b5bd6fdc8142f7161949522b3eee35b
+nltk==3.9.4 \
+    --hash=sha256:27395989b730b05691b55acfd1dbf4020400c8fbff6be792b5aafaed3f847c83
+numpy==2.4.4 \
+    --hash=sha256:2e49fbc7348d7d08263ae92ba27a9010d2520e34099c9b1b8cc228d50a5ee958 \
+    --hash=sha256:66234d4f159159cd5a90d679988d7b051b4d72851aca0ddffdd2a907a209e07e \
+    --hash=sha256:772c1fc3e87b4b95d8ec0c2390541b3c3b04469b31f7991716d0b46758362532 \
+    --hash=sha256:fa555792ac23f14c79adb36e1f71532cefd3610b1e51e77258f08e898f754df0
+oci==2.171.0 \
+    --hash=sha256:5d141bc5fa605f10c46e15723e4c43227a45a9e63d489486e21876d760133b4e
+openai==2.34.0 \
+    --hash=sha256:038930249278473ce68ffffedd036de9c4d8a999746d4f8bf5fc0f45b943476c
 openpyxl==3.1.5 \
-    --hash=sha256:4514b1f770df62a4b37af18716c644c3faf6c32bbd78317d34dcb09ae4303f1e
+    --hash=sha256:b1df5ce8479b5994111ccb83b212ab56c216ff6c2d9b44a1c3ada2006b5b5ad5
+opentelemetry-api==1.41.1 \
+    --hash=sha256:2bed8f95380c7f7a3839602be33d17840c38767b84e7107569ff3cca0f485599
+opentelemetry-exporter-otlp-proto-common==1.41.1 \
+    --hash=sha256:255299acc632ce0ee76842c26a8461bc89befa275c24e391d1af0306dc5fab01
+opentelemetry-exporter-otlp-proto-http==1.41.1 \
+    --hash=sha256:58cad79e230f38abae1278756315a1e9b5f7145df07f4c4aa8579578d8b3ba53
+opentelemetry-instrumentation==0.62b1 \
+    --hash=sha256:ac29e30f569d16a1de8cfca44b6b25f5c05b0b414bba0ae92f4873e49e776adf
+opentelemetry-proto==1.41.1 \
+    --hash=sha256:75200f5e37d8b3ab30525a50475675a60769d83b26765c578cdeee44eb0d4004
+opentelemetry-sdk==1.41.1 \
+    --hash=sha256:fa3ce4d31bf8d96522ba5a121ffa2acd6195b849a1b655e58ceefed7148c3b15
+opentelemetry-semantic-conventions==0.62b1 \
+    --hash=sha256:36ccd0944cadd3a89eeff851d8811cffb95e7d5c9cc5bff5fd8a90c2b6561d43
+oracledb==3.4.2 \
+    --hash=sha256:1434930dd13441619c76b06f312c74369d6838a481e7722993b9cced8ad267f6 \
+    --hash=sha256:943a42400efc8b005354931353db7bd28e54528c8cd0a2ce5763f36897d26a3a \
+    --hash=sha256:a77b11152c6bc53fac6efbf78644a90b6bceefb37907aca62452f13485ab00a6 \
+    --hash=sha256:e7e8185960708fd053ebcc75bea8eb4b2c4036a079fbf1b73c1b8c5696621775
 packaging==26.2 \
-    --hash=sha256:93887c677c440c1fa57d1c1c5b215638fc66f79af3450b33c640335ce281312a
+    --hash=sha256:31c96589d316a65625213114e0a1c9707c47a620bf0e89c19e6c062c946a760f
 pandas==2.3.3 \
-    --hash=sha256:308c8ca6262e058136d91a7d4d2bd84dd02e65caf60340fefd20bcf26b97e819 \
-    --hash=sha256:6ba245cff03afa84a0bc5e715a11caafab1dc51ca8fe4d827017706c4b62f238 \
-    --hash=sha256:cd3d338d360612bed009570e303a59759fb450d163a9d1584c508fa9c22f568a \
-    --hash=sha256:e3a18fae723b808514670a4a0172f9939cdbb095abd5eef1f34cf5ae1b99f424
+    --hash=sha256:42a2816775db605c26c228748c13c7df65323f49570a9d5b90a7f7dadec5d2e5 \
+    --hash=sha256:60fe73c5610dcc73d2a4694d201ec8dccf70d408afe69f987c61e7f57569b1bb \
+    --hash=sha256:720e815713aa8508242b51d62e5c003181c096f19c1137355ae8d933c120faa7 \
+    --hash=sha256:c21a8ade5db3865bfa78e734c41a949e43a817dc44bf94865559b25d3b4e7c3f \
+    --hash=sha256:c320e517aef078d4acf54ba1550ed2c5bdf6c408fd6e1e1e9f47bba0e0450119 \
+    --hash=sha256:e4214e846115332db48099a32ec1f35cf25282a875b66fa358596cbf6b93e6f6 \
+    --hash=sha256:f977261a9447706c10299f159446f1c5ec75d3a166a43452e6401b183f49b542 \
+    --hash=sha256:fe0a87d52babe4a95c84948e303a56edef5e6d6aa84bfd269e3a45674f8bdd53
+pgvector==0.4.2 \
+    --hash=sha256:96e98014a44de5ff67998edb5cc6d63c644234638acfc99cde0fff153bcbf043
+pillow==12.2.0 \
+    --hash=sha256:1d14bc0f26c4f17eae2bddfe2700bcc922c5e19bebad32145a52445ad0b2909d \
+    --hash=sha256:321c3191fb27a8002ce6937076a2b9f9dba568a8f0d9b8febe843753b3166692 \
+    --hash=sha256:394981fc7445b3721bc5dd88b5859050eedfa51e307a986fdf832d2145555f59 \
+    --hash=sha256:7c86fb5c7df6c07cafe6f55dadfeb8e8cefb04e32a402b9d7ff05d1cb9823f97
+platformdirs==4.9.6 \
+    --hash=sha256:52fd82200d1f288d04873722b914d30221ae588fcdfd96e563b931f828b9bcde
 pluggy==1.6.0 \
-    --hash=sha256:b438478d30f9d6ee193d83daf54b6ee1ab4500f54dcef77b3e315aa4b9aef107
+    --hash=sha256:984df28329611bee51530a6c39a6b3267a07abc257ea752a83b40146e1923b87
+polyfactory==3.3.0 \
+    --hash=sha256:768912ed2ec83c2b9db0d6ed9d2d3f85e8d3950ca8bb944167b68d1bc546b92a
 prompt-toolkit==3.0.52 \
-    --hash=sha256:c329e921742d68b12ff8543ca7004be7b4ccd8a69317bea8d9a6e524dd48cdbe
+    --hash=sha256:2df5dea7ebf2cf3b054ac3f14fa76ab44dda5d9deeb3911a1a27416fc0864c1c
+propcache==0.4.1 \
+    --hash=sha256:1955055eba219e004f89186671c0d61b9055d7c4e6d6c093f0e1ffe0dd022e54 \
+    --hash=sha256:2c44e59f67229ce44cd71d778fc1c3c2ada5d98f0e3a383eb65129bbddab6755 \
+    --hash=sha256:4657d3d4759ff3b277a0e4d0a40f589987697ae9bf98aae1eb98657a8a074731 \
+    --hash=sha256:c926067c28febdef60d1d3eb7992c9ab7a9e14631411492e335a9f6c08c7379a
+protobuf==6.33.6 \
+    --hash=sha256:3aba0a6c9264e9f2e3e8cd3b3cdbbf0bbbea6dd62ec377342ce0f4f600f50a2a \
+    --hash=sha256:895b160b3a10eb8f3b6eabfed447d896c780ed00dcffa5f52d7bb24825bc1dff \
+    --hash=sha256:c6e1ea700f5e031c9669bd535a87f694f09b74e8b83885ab2759ae2bd2cbbd94 \
+    --hash=sha256:df80a6563854e01cd6672f462b18d7ffff7f23caca920a972a93ba14cd20af1e
+psutil==7.2.2 \
+    --hash=sha256:31011347be10c63329b503f9fd148f9e29d9d06a2b1a468e07b6bf8b61f526df \
+    --hash=sha256:6949aa1674e6fedbf75a00ab891e6f29de5d4d346c32b4c0a0d2ad962a2d1d93 \
+    --hash=sha256:ead730f5194d50ca6ddcfb93d4e771a74b71ca5217c7fafc3f9264735416eb93 \
+    --hash=sha256:fa7af6bad048d2c4f8af0f0ab2ed2857ff650a963e90bd3cacb394962ccb5803
+psycopg2-binary==2.9.11 \
+    --hash=sha256:0075b19b23dfbe894fd10b060332e157544b333e23416bdc59bea4b634577add \
+    --hash=sha256:296f42db33b8b7c822f54f949fc5415e0870a6c7847f47f637536521e8cd167f \
+    --hash=sha256:e87099ce8aa6f5a858258add8eb9d4e971e80d44660a9b06cc0d4e4bc2283512
+pyaml==26.2.1 \
+    --hash=sha256:faf3687c32c7820003af8562442d1e473fe0a713025162efb8331dc0dfc9d29c
 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
-pydantic-settings==2.12.0 \
-    --hash=sha256:c4dd60402e9b83d10b2f99414655aee5465ca2549f78c2eaf994c2153bc4d628
+    --hash=sha256:abc09eabddd4d1d5d1606f6e113c0176507c75805c97e0e2af2c99c76eefbb9d
+pydantic==2.13.1 \
+    --hash=sha256:6eab392063f50f266f91bd61d6946ef3e0181c65240f46b91d527b1246097394
+pydantic-core==2.46.1 \
+    --hash=sha256:19ce848cbe71b07b582949078d6bea413a77b454b5105be6b2e4a34ffb6860a9 \
+    --hash=sha256:1c2f8b60e6b8e3443816fb14260499707757e8ab68af11b0a4ebe67ce1839ce2 \
+    --hash=sha256:495489168116040771201ccd085eee6cce4651449deb6d7302b7940019f286a5 \
+    --hash=sha256:f7a3fa79699060131a7b63c29711198953ed1f96a78b7ee7da9d5ab9e5276863
+pydantic-settings==2.13.1 \
+    --hash=sha256:85798431ba8a6017d2a108b7a0b31db17c150018977a04c6aa7f1c08683836aa
+pygments==2.20.0 \
+    --hash=sha256:22eb8865e5accd0fc529e4fdc5cf74db3e6b2b6348b43a089950c8ce671dedb3
+pyjwt==2.12.1 \
+    --hash=sha256:573e3a20893e430560b717bf5590889aed796c2693804e70ce5155995f3a12b3
 pylatexenc==2.10 \
-    --hash=sha256:53e0cbcaa0ca9cfd7b45e4cf06bc1c82d9001f969079f775714b411dd3716c54
-pypdfium2==4.30.0 \
-    --hash=sha256:0d24297f211c7e81b6f3cc76c1e48883036069facbc21b2adfeac2708a61431c
+    --hash=sha256:48bb2faca66253dd9a59d640189bb5bdb94ff923e844a844f04e06246d8bf3c5
+pyopenssl==26.2.0 \
+    --hash=sha256:61a6c16147a7d1fe5bc678a5bfe4e94dd86cd2a2cbceb9dce744df27badcd3ff
+pypdf==6.10.2 \
+    --hash=sha256:5e9d58e39c5e5341c4d7ff2183fce8bf6a4727570a9190606cbbf9cfe642674c
+pypdfium2==5.7.0 \
+    --hash=sha256:9f988c334e8f9a6ea666b19d597acf209e9423fc2da1c14e723a2b9357e62fad
 python-dateutil==2.9.0.post0 \
-    --hash=sha256:c112f3de33b4ef01360132ef116d72df91cdf628f136b70f1fc9a9eb19137cb9
+    --hash=sha256:89e5d6f444e51ac0a18370406b265fa1f51c88824476fd08c56db669dd317775
 python-docx==1.2.0 \
-    --hash=sha256:2cd22328e98d42950588d7a1755fe8efab347a9d0e56fe28b0c450287892fe7e
+    --hash=sha256:b556d8506779874cdade315dbb6cd12bf50f15bb5901e6749b50ca46009290d9
 python-dotenv==1.2.2 \
-    --hash=sha256:8b37db35fd3b8d36cf182846a9b3ad4c598eb6181a5afb1a1b5a54e3ff9c730c
+    --hash=sha256:58bee80c6e48ce9d2b6bcb805bf670d3b45438911bb32e82f9145369b9deaf63
+python-multipart==0.0.27 \
+    --hash=sha256:528b41f76e2008239f3a6cf6e81583ffb29fd57297c7c2e1f1938db4588ba5eb
 python-pptx==1.0.2 \
-    --hash=sha256:c9e7a2529fc6482aba7404369dbbf1a3fdf17eb39a4c9b5f1c17ce06c912b9af
+    --hash=sha256:e233cedd4d1f8e179b91ea3e06e17fae8d6c43f5bbc98e3ca87a24b7267ab7c0
+pytz==2026.2 \
+    --hash=sha256:18af4c67f35dc7468c3c81338959c687c03f1f921325b55b53d3ebf9ad6581f4
 pyyaml==6.0.3 \
-    --hash=sha256:84a2acfe1e8dfcf8be95fa61611ea7637f8bfcff49761a6a8c396aaa0b6d94a9 \
-    --hash=sha256:bcaf1b152ce8cd6ec4ff56f8ca929f176eb01e6aa472fe10b3ea31f19e15fb39 \
-    --hash=sha256:c22e4a0d2bb69fddc73b3b52f1540533df1f206a08f52ea8cae49337615b55d2 \
-    --hash=sha256:c99b924c5311933fa398cc53c617f99705cf2d96226d023f75e95e15e753f81f
+    --hash=sha256:62d61b1a5a6b7b9da8136582e111cd8e3991ddfb5d1e96e491aac5db15658588 \
+    --hash=sha256:bc86d036b894d19df854a1c7cfc840aab27a6c6ccc27956256d91ce7b003847d \
+    --hash=sha256:e647b656314603fe964279e192001153683e6a5574a3011f6c4efa6f821a416c \
+    --hash=sha256:fc30b3ff55268f3ae334b94073d189f32cded01ccbcd177b7537dff511fbe54b
 referencing==0.37.0 \
-    --hash=sha256:bd019ff74869f84a893b7e50b84ce3d0db1e465ceb3a336403011c6467ffacb0
+    --hash=sha256:2848a91042246ed5cb2da615736b66252fb95d7b5385e9d1f889ea2b8ba01e3d
+regex==2026.4.4 \
+    --hash=sha256:11710cc1f0e40d5e4e2dc019df2be9564bd684027a72cca733f13c28ae2193e5 \
+    --hash=sha256:47991340cd3834c4afe835c9031360f3941a7a6c21b20564243fd53f5d3dc52d \
+    --hash=sha256:6aa49feaf63c0bae4ce9e90d21f2fd9bd7bd33249965b85969506eec0c90457c \
+    --hash=sha256:cbaa507ca7cdd187a4e0080296799e98e317e975cd099612f812f532ccb86609
+requests==2.33.1 \
+    --hash=sha256:9c2503525e436b4ffd8ac71815590e2048603adcc72e4b5d3218ee1e622deb03
+rich==15.0.0 \
+    --hash=sha256:b61783d48185f1880510afc6a3774ffbc32a5b9b31cd62dd5c5ff71b9feeea74
 rpds-py==0.30.0 \
-    --hash=sha256:16a18b2b2566d88ccdabe156c2fd0b6bcc4fb172d084ec7e4c1ab502cb8a5cfd \
-    --hash=sha256:613bc173bc12f35e40c3d1c1e6252555eaa48ea9425ee0b01fb151f3ca8a2a05 \
-    --hash=sha256:6c94c5f1c2501e50c22b7c993b083aeef4d342974d3058763296fb4646d8a059 \
-    --hash=sha256:75a565fc839958562ab5ad648c3a4bd0c46874a5556acb48da423f91c47c355b
+    --hash=sha256:0f7f8b8dcd9f0fb3cf7289f33ea1744ac4a47fb60581f46932f55b633aaa1ad5 \
+    --hash=sha256:11729e4f36a649a22271d688f0edf12b4d5a3ea0c6f6d5c2a0adaa659be540a8 \
+    --hash=sha256:3cd14f655cf15503309f9e3c021571429331f26686278daeee9793f01187fd43 \
+    --hash=sha256:5218e8a6c45c31def0d833f4c6a713943cc8e13122c5c04d8e0506c49502ebf0
 rtree==1.4.1 \
-    --hash=sha256:334501f558c1d9b2d39f72adfff6bc5aa29ccd9cbf51771b50e7f32295353abd \
-    --hash=sha256:ce0d988a7d4138d8c5888a5e43fb4e45494966f15c366f5cda03a60af1afd2ee \
-    --hash=sha256:dc4b215eedca6cd35e57f7f750da2ac5802f0844da38e125813fbe7a1394d70f
+    --hash=sha256:1ed685f55cabd3720c669a10e9bdab65d739cddb1066714b8c5e9c79292fcb1e \
+    --hash=sha256:3997bab2608c096340d50afc2af4797c0114de3d3d2622089122ad00d387684c \
+    --hash=sha256:3f6e036663343ecf5d37b2b098477093c865684c8e84de7dbf446d67c520433c \
+    --hash=sha256:608ee06ca2b96a56a092bec5c6269be2eddb79a9d17f15709f60c2e5eefa62ea
 safetensors==0.7.0 \
-    --hash=sha256:18abcf37ffae5f85a81ca46c440fdc5f38ae0938ff0f4a4de14e37386ed248e7 \
-    --hash=sha256:6833f019f20c8f0bb790ae3f0fd088f50c9fe4e051106dc3e59df5a953f68532 \
-    --hash=sha256:6aea22e3ce1ed41d56c0e50f1cb504fe47a50ec7a1d50135d76fd233bbe4b1e3 \
-    --hash=sha256:bc9d119ad82379f387c1264de35e6d489b7196c431b23e92b2b0959eae8494c7
+    --hash=sha256:1095ea5c68972e6530a73c1ad9d003c3644c77794f7cb348be8b2c21c167abf5 \
+    --hash=sha256:8c460d137ae97b008304970788bc8c627a920a38a1cf4da7a4592caab834e86d \
+    --hash=sha256:943a660f6907ac284da16951bfe672efd7c8fdc2281debcecf16d5ea67a2bcc2 \
+    --hash=sha256:a2d4e90fbba3b892e81d77a8add3404d9a2111cc084d89805e296ce535f57363
 scikit-learn==1.8.0 \
-    --hash=sha256:4c73965fdde273763f87334dfb0d773cb9196e2eb9dd21a0aabd86cf4da2adb3 \
-    --hash=sha256:5641af1f1bcede6f6d894f50418b2d820f3a3b82b3a5cb702621e6a386eef935 \
-    --hash=sha256:5d27f41e0a981a58fcc00f09ef9c00fd68a2e13c218768d0ed69c1a247c8855f \
-    --hash=sha256:7147bcc3428006a9b5fc0f0934b70c555ddd9f8ebc4b3ee4aaebb44c5e87a3dd
-scipy==1.16.3 \
-    --hash=sha256:7ea746558373df0d4c9c576dc316e03e46d45432efe71aeb04675195325e836f \
-    --hash=sha256:98726415e1374d7c748627df0967bf25379d8bc23c2092d4bf9abc435d032941 \
-    --hash=sha256:abeabd348fbcb9fc08e6021d5a56e218a36aac0bfc513018a94cf86e6ecec464 \
-    --hash=sha256:f421572a92a7b5b8f5a00394c7fe2a46528d95f8782a58ec1114a4271d1fc26e
-setuptools==80.9.0 \
-    --hash=sha256:3a3c26f9000ab213d87be4efa0f1926fb0975237ae9e8e7cc68c9d7fcba6c294
-shapely==2.1.2 \
-    --hash=sha256:13a83f3e557ed6fa39980e16a22341060e156e500fe3130903ce6ba9624dbbbe \
-    --hash=sha256:de12a672daab18d6dad49120362a0512cbeba6adf81dd5495893aa540c617a0c
+    --hash=sha256:087fc2d9f727f4ae3aa270cd50d3a03f0673e248648db1aae4e438bab05a49e9 \
+    --hash=sha256:243145adfc8a91d1a48490be09d330f79a3b716ecbc06daa118ee92aa81b7af6 \
+    --hash=sha256:3f3e234d9b09333b255edfc42457b089900cbb8e0defaecead9021a4de056d59 \
+    --hash=sha256:900f06687c543e5aaeba2d3abfc954f1f340be3a44c009b507554298076e1cb9
+scipy==1.17.1 \
+    --hash=sha256:37cdff1e76140d015a3630368b02ba990209e0df0c72c3eb97b6a7127ff75885 \
+    --hash=sha256:54d16133288dbe981e143fe8c17fd6b7f8c583dc57c925533f6e6c01488c4ef3 \
+    --hash=sha256:a2a217eeb0c6f690e01fec8652370ba23ebd9315804d6ebdfedfc65081a4514e \
+    --hash=sha256:db634975201f3747d80d4fef5d7954a1f64b72485eeb1dfe1ce2d9f3d3eebdee
+sentence-transformers==5.2.0 \
+    --hash=sha256:fe42b1dde3a978e94188e1826353b18530770ffad06e516526d7c6b2937926db
+setuptools==80.10.2 \
+    --hash=sha256:05ef2ee3d34409715c7d0589a3a0c6064a2b117f8489a5b512aef078173d1faf
 shellingham==1.5.4 \
-    --hash=sha256:d604bc5d43b795ee246cd1fb3ff0d1ed749f4e85508eb0ee72472d3a995a4472
+    --hash=sha256:1d8fcda93b78926bb91867c60ef1dd91eaccb73695420bdab7c220e2360ca2c6
 six==1.17.0 \
-    --hash=sha256:33f558442b372864d53b1813933f5d624876f418521b1b89624ea6e3d79f0e97
+    --hash=sha256:be25bf700236019335048807404f5f0a00b67b20ce1091ccb7bbd42b7beded23
 sniffio==1.3.1 \
-    --hash=sha256:79fc97358f9f993658f5285996c92b070d9b2b9cdd789daefd3e0607d518097b
+    --hash=sha256:10c13dae10df70efde4ea062208bebf03d9a36cc0b6cf4f8756cbb5c2cac0a05
+soupsieve==2.8.3 \
+    --hash=sha256:9d937b85f199c4b43f0f0b4d95902250c3de206beb4a901ab8f5526f639dd0ff
+sqlalchemy==2.0.49 \
+    --hash=sha256:1fd85f768d9c11bf3bf45ef5384d82c555cd132ce103498a53c70c99eedc5cdb \
+    --hash=sha256:2ae54c222fe9b0076e6c33ad0fd102b73001618408045f56ea6ca9ec4eb3709b \
+    --hash=sha256:77bbdc3a1021c44465c1f67326c66af6a07c1ed791b29aa42a1fd23e775e6ec2 \
+    --hash=sha256:908a4752106dc407a89e906d257f9a7891ac4f0c0b67dca986207178571c1ea5
+sse-starlette==3.4.1 \
+    --hash=sha256:cf06df9ba808382f24098799f66713b1f09488d449e7310b00276f8e1cac0cd6
+starlette==1.2.0 \
+    --hash=sha256:f883e3b1dad66859b3cd5cc398fd234ff14286a0bd98ac6fdaf696f4fe449b7b
+striprtf==0.0.26 \
+    --hash=sha256:bcb16c7d5aae49e60f423082712040bf6d9accd181e05244d92fcfc84fb8214a
 sympy==1.14.0 \
-    --hash=sha256:92de12bc45a8930ecab22227dea3f4192e15d9f4555c9a9d52d312865748afbd
+    --hash=sha256:925c516e987e5ca517a490e7aa022d6e11ddb5f2c208f8aedcd3a4be9db7b389
+tabulate==0.10.0 \
+    --hash=sha256:fc9b49298a10c6cca931828963e093e59a17b96e53099ac930a2bcc5aa832273
+tenacity==9.1.4 \
+    --hash=sha256:d7a56fc6d3929e363f1771dfb795642c2358d05facbce0a088296e867aecf1e1
 termcolor==3.3.0 \
-    --hash=sha256:2ed14ed07b1ab932881a26035e8f6a9e6251052289ecf8325e535bc17a03240d
+    --hash=sha256:d53f88e05676950850fc95fd0a86c97b672f2ea88aa55928b91146d8cdbdfdce
 threadpoolctl==3.6.0 \
-    --hash=sha256:fc79267be059d5a0aaacf924656a1523599e7fc844c44608db5fe1cb2f152c4f
+    --hash=sha256:b65c2b90252c3ac0074bab96dc50655115fc10e3b659b0c4e708cf59226ce1d0
 tiktoken==0.12.0 \
-    --hash=sha256:019dfefcb4f2899eb8c7fd4d170c3ed335113579de129f55526fcdc3b43ef5ba \
-    --hash=sha256:9d341a1e06d325151f05991a0a1616c12918132fda42b7601d25c9d02726e5b3 \
-    --hash=sha256:aee67dcabd42538b82abaf27a1d5b74da0eb2da37fa9c9c117ca99d9146e2937
+    --hash=sha256:1a9df6c01ceebf1699afcf712b1272fdf7b84ca13e7e525717b7973a63b266b0 \
+    --hash=sha256:57d67fb66a1f0f679b1d85059f9297777fb5076bfdab1d4bd69e2536d8db035d \
+    --hash=sha256:c3907813a3647c0778df10f654b4392e8e7c151a9a2119ed01bc023a05c68215 \
+    --hash=sha256:da579c5b4059712fa0bf08a3b31858720407220ed406fc0253be147c3ab741d6
+tinytag==2.2.1 \
+    --hash=sha256:559e7499ec9b8ebf98860559ee7ee5b8ab3e036fb57b254c7c8e345d718c2101
+tokenizers==0.22.2 \
+    --hash=sha256:138ce3a665aab86bc88125000954bc3dfb504afc6d282389b4642b18497a4a2e \
+    --hash=sha256:1d65c6f9704bc7a0764b5b5b6ec010a4a54a5afa15d7a6573ba564eb77b01c56 \
+    --hash=sha256:337c3eb7f4dd2e807616cc1d44ec4e3ef969820df494beec12cd57603fa3c3cf \
+    --hash=sha256:b9f7cca0fb1d65e2c714c7d296cd6a0e82719826af31a67fdaef33289bab3d27
+tomlkit==0.14.0 \
+    --hash=sha256:37fe69356d172aad923a452a072e005471314574e61423cbd9aa2b537aeea8bc
+torch==2.10.0 \
+    --hash=sha256:1c269f2d7c6b7d2cd5f74e757d9c042fe44ec80d08321af6004342c268c5efd0 \
+    --hash=sha256:21824fd8f2c959de247d320954a8d5c8e7eb11c5d922b29b3c6a9185b6f3b2e3 \
+    --hash=sha256:37895758f0d3b488ab79aa85b42ec62fc64bf6f3f118670de952ce84464e2696 \
+    --hash=sha256:42b1c2010ea9f5544ddf20da783726ecc4c97503dd909050eade46e3bac52cd3 \
+    --hash=sha256:5e44fd3d6d685049e9a046e21b6e4728c697c9250080d2671d7ca1dd1bb84e48 \
+    --hash=sha256:637193f9ebd50de03274efbe243c5f073bb3f89e311a1a5aab4817c44f091462 \
+    --hash=sha256:72245dc7da092de256960e744aeafa31ce46c7faa4d2f533bf8439b19b39709b \
+    --hash=sha256:75e3df5a49803ad782d1b8ff48ac1b717801934a5f5d0929ae8a912d2feb3d01 \
+    --hash=sha256:95195286a897a7b9ae28f0e3f3194fa7ef2d5e3a21afb71d6fbb3bf784c46b5b \
+    --hash=sha256:a75586ecb1ab8eb244f8db880e24e2e3e4104e7f3776ccd1399ac551d518134e \
+    --hash=sha256:ae870db21f819e4c79d05ef5730f2e3c35817786cad3b31a37b075d3c98dc96e \
+    --hash=sha256:b6ebc0b4894e7e04948b90008fd180db0d1a752199367fad858e8206002ddb27 \
+    --hash=sha256:be227d1946b91442477f90c222a56e77fe59527b8109a054987e944203200d2f \
+    --hash=sha256:d002ac08e7f6beb930e432264a469126033ec06fdf0c9fede8fd8e833bc818f3 \
+    --hash=sha256:e4c5b250ac3cf86fe3e18327b210981d3a6dacb009ea2cdbbc529f56fbc41f4a \
+    --hash=sha256:ea2846f209a30047955ae90f5811bf1441266ab3e65095d8d644763cfb501441
+torchvision==0.25.0 \
+    --hash=sha256:2266368b095340c276c8d11ddbc511aa155debe4aa16561f877a236b85c32ad9 \
+    --hash=sha256:7bce4686716743f69a486d550797b406c20181f895c34a903065cefbfd0e27ad \
+    --hash=sha256:a971cec256d5bfde15663fece127d9140f179a865ec3be937df0eca397485cc1 \
+    --hash=sha256:ae1a2c174d69102b95aaf99ad3f56a444fa9cbd4763ae24129ba1eb951395ded
+tornado==6.5.5 \
+    --hash=sha256:1a902b88db666a23eb3df3c8249ab13f459524f6bd7073df6a9b39c1f1b65ee5 \
+    --hash=sha256:357b777e0d9cc1cb1de849708e59cf79dfc95aeabce42b584ea818005b022d05 \
+    --hash=sha256:7c18fd68b9fad8ec2c8dc8ba52641155541478228413244031bfd743b8d965cb \
+    --hash=sha256:8c428693b160a32c34a96f954425005f966ce885ecad988134a032f0d3f32cc2
 tqdm==4.67.3 \
-    --hash=sha256:d798b33fcc041b9a42c57f462b9c068a5a15c2dbcef1c87695d80c7074770a4d
-transformers==4.57.3 \
-    --hash=sha256:236ecca0f5728b835d524866cf31e68de45ca6aa5e0d9606c52e79576f518118
+    --hash=sha256:1d3926bb32f7a78caef9f43a4563410a764badb0693e981e8db6f29c4038c827
+transformers==5.5.4 \
+    --hash=sha256:d326918199e53e716094f819c6e4581e90adbe8ac6f47462790e5238c29f8bba
+triton==3.6.0 \
+    --hash=sha256:03c8b33fed697608089d5a1cc4b845ce4bca5f862d75f67e13f2d4b2a248d610 \
+    --hash=sha256:6755816def8077ea7dabf6dad6ae82d91f759a70929fddee74d7ef96fda7eb6d \
+    --hash=sha256:be9c508fd750b5c80fc047fae693f17e0a77f45389825ec1479933973f2c3dec \
+    --hash=sha256:c1351074152e54c75717779969e470f25f83f89d5816483baae254862ac2687d \
+    --hash=sha256:d75ba84559baf501d2c82534cdfb62131805df8e5d58010730f059b3f8bb9b93 \
+    --hash=sha256:fa31950c9abccde9a52cdf96150cce0d900ac04fde978384dc9abf069812764e
+typer==0.21.2 \
+    --hash=sha256:5f6070b281522ebbfb09a3d7f8ae3d6dc766756de021e2ef78ba049b58ebdf7c
 typing-extensions==4.15.0 \
-    --hash=sha256:00877ead43795d4b767026270fa129816363c9a95b6febe68f5ac41d5096114b
+    --hash=sha256:429f20623a355887563afc68041e782f059f26031a5e00e2dd302d37799f672c
 typing-inspect==0.9.0 \
-    --hash=sha256:369f80dd867ce208d61bc645e236c5049273c6e0f46c090fb9c7a9655fc8320b
+    --hash=sha256:394caea523367c5f02c72dfa0137fdee16e848d3476c6944c011e3cfaadea623
 typing-inspection==0.4.2 \
-    --hash=sha256:4baec0c9a4ad5cc8a85c71c387e98ff9ecc7b85b6e538e204343940090be3b63
+    --hash=sha256:14def1455626f831da791382c9c46592418e10462b296b3521ec30c1d28b4d75
+tzdata==2026.2 \
+    --hash=sha256:c8794b70112ec678c088e9cfec3b9921a369ba76e43e1ebf276a75b569989d9d
 urllib3==2.7.0 \
-    --hash=sha256:2c89459e59ada9c2656df2bfa310adb4e68f96a08a95a65f4276d15ca20cb71d
+    --hash=sha256:fa362060799d5cec112613712db5e3abd6c59c962cf2f532a3bcbb19f52c4750
+uvicorn==0.46.0 \
+    --hash=sha256:457debd62a79711409ffdceae93f69e9038f08be005dc342f376edf2593538a9
+wcwidth==0.7.0 \
+    --hash=sha256:f250fac61b168a490aa755e8bf366d290db2e3e8f8e9e74c55628c73d663f4e8
+websockets==16.0 \
+    --hash=sha256:4a98f50f7fb28467a19c89ce7e7a88119814cc3615621db5847a862116c6ab5a \
+    --hash=sha256:6d14ef228bb305deeec8e0769304d30ac1f69a4e8b29ca17d6968bbeecf1901f \
+    --hash=sha256:72a0963c315c53521f807af0ca4f1d84c0ca378e4125e13c6694120781aef60b \
+    --hash=sha256:ab555b9ba6f858876ef62b401505b2b56e663ec206253e77c683ff756061cba3
+wrapt==2.1.2 \
+    --hash=sha256:4ec7d1134beba9bd8d220ad31d52ffb98fe26613584bd71b1237a8ecfec78d1b \
+    --hash=sha256:5d2b5e2f50bbc64e581d04adb797f24be06d91d2ce872fd6a7ff63d07c46f3cc \
+    --hash=sha256:ac5271abefdb124370ced1dc60de4b26f6f869f4142274b241717cb733c44923 \
+    --hash=sha256:bcad8f9552c9a8babc11c14281bd4cd04d820425e71313eaab0fd4e7cecabc8e
 xlsxwriter==3.2.9 \
-    --hash=sha256:35358bbc5bb4085bc6c1bc97622791ad5d9c4c19e3ccc1f8708d8b4e6a7a84de
+    --hash=sha256:cabc28be79ae8f2af9fa052afbaebb30c2c8669e41b4eb219bb3eb4719465993
+yarl==1.23.0 \
+    --hash=sha256:01096c612974da308601fd776d0456bbe34237c3caea6f38856491da554bb17d \
+    --hash=sha256:131d99d551599d502d0c3e9768cd2620bd44da224c5efc4b74d9befc9de6adba \
+    --hash=sha256:33314ca5a10f1423a78aed02ff7247466a279075b8ccffc67d4cd0f5eedd23ed \
+    --hash=sha256:475fdf092b813bfdb8e32aa8ee2431aaa2113472d58b5819e0ba0fcfc6090c05 \
+    --hash=sha256:9999871f289b099c90196e06edf6aa69eace3af46d5dcb06c2bb36899980dfc5 \
+    --hash=sha256:cc4efffe1520f4decfd4cb32ea12c985ca91a1150d0a60812dc9e59834126f8c \
+    --hash=sha256:cc9821009f2a8a44c518a93ac2108b13bccc5907bc34204ed7d80cc23b56c6cf \
+    --hash=sha256:ccb5da5a1167b1fe46febc653753515d50d3a92fd39e66087d958c58a7225a62
+zipp==3.23.1 \
+    --hash=sha256:cd42f70222f403c6381c170e7e5744fd5fb0ec91aed2c42987c20e82ceae7df5
diff --git a/.konflux/requirements.hermetic.txt b/.konflux/requirements.hermetic.txt
index d98d3539..32828d58 100644
--- a/.konflux/requirements.hermetic.txt
+++ b/.konflux/requirements.hermetic.txt
@@ -1,4 +1,5 @@
 uv-build==0.9.26
 uv==0.9.26
 pip==25.3
-ninja==1.13
\ No newline at end of file
+ninja==1.13
+pdm-backend==2.4.8
\ No newline at end of file
diff --git a/.konflux/requirements.overrides.cuda.txt b/.konflux/requirements.overrides.cuda.txt
index eeef5135..19bbc3fc 100644
--- a/.konflux/requirements.overrides.cuda.txt
+++ b/.konflux/requirements.overrides.cuda.txt
@@ -3,35 +3,30 @@
 # Hermetic install always uses RHOAI pulp wheels for torch/torchvision (see
 # requirements.hashes.wheel.pypi.cuda.{x86_64,aarch64}.txt); the script injects those URLs.
 # RHOAI package list: https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/
-transformers==4.57.3
-tokenizers==0.22.1
-scipy==1.16.3
-numpy==2.3.5
-omegaconf==2.3.0
+transformers==5.5.4
+tokenizers==0.22.2
+scipy==1.17.1
+numpy==2.4.4
 aiohttp==3.13.5
-aiosqlite==0.22.0
-anyio==4.12.0
-datasets==4.4.1
+aiosqlite==0.22.1
+anyio==4.13.0
+datasets==4.8.4
+pillow==12.2.0
 faiss-cpu==1.12.0
-setuptools==80.9
-# 0.12.x sdist breaks Hermeto cargo vendor --locked; align with PyPI wheels (uv.lock).
-jiter==0.13.0
+setuptools==80.10.2
+jiter==0.14.0
 cryptography==46.0.7
-docling-parse==5.3.2
-docling-ibm-models==3.12.0
-# Matches RHOAI torch wheel Requires-Dist: triton==3.5.0; use RHOAI cpu-ubi9 wheels in arch requirement files.
-triton==3.5.0
-greenlet==3.3.0
-pypdfium2==4.30.0
-pydantic-core==2.41.5
-pydantic==2.12.5
-pydantic-settings==2.12.0
-deprecated==1.2.18
-wrapt==1.17.3
-docling-core==2.74.0
-tiktoken==0.12.0
-urllib3==2.7.0
-# hf-xet: pin wheel-only 1.2.0 (same as CPU). Newer releases (e.g. 1.4.x) use Rust edition 2024; image Cargo
-# (~1.84) cannot build the sdist — pip must never fall back to building hf-xet.
-hf-xet==1.2.0
-huggingface-hub==0.36.2
+docling-parse==5.6.2
+docling-ibm-models==3.13
+triton==3.6.0
+greenlet==3.4.0
+hf-xet==1.4.3
+torch==2.10.0
+torchvision==0.25.0
+pypdfium2==5.7.0
+pydantic_core==2.46.1
+pydantic==2.13.1
+pydantic_settings==2.13.1
+docling-core==2.73.0
+docling==2.88.0
+cuda_bindings==12.9.5
diff --git a/.konflux/requirements.overrides.txt b/.konflux/requirements.overrides.txt
index 7bcf4b5b..8c23347c 100644
--- a/.konflux/requirements.overrides.txt
+++ b/.konflux/requirements.overrides.txt
@@ -1,32 +1,28 @@
 # override these package to the version available on RHOAI wheels index:
-# https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.2/cpu-ubi9/simple
-transformers==4.57.3
-tokenizers==0.22.1
-scipy==1.16.3
-numpy==2.3.5
+# https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple
+transformers==5.5.4
+tokenizers==0.22.2
+scipy==1.17.1
+numpy==2.4.4
 aiohttp==3.13.5
-aiosqlite==0.22.0
-anyio==4.12.0
-datasets==4.4.1
+aiosqlite==0.22.1
+anyio==4.13.0
+datasets==4.8.4
+pillow==12.2.0
 faiss-cpu==1.12.0
-setuptools==80.9
-# 0.12.x sdist Cargo.lock is inconsistent with Cargo.toml; Hermeto cargo vendor --locked fails.
-# Align with uv.lock / PyPI manylinux wheels (cp312).
-jiter==0.13.0
+setuptools==80.10.2
+jiter==0.14.0
 cryptography==46.0.7
-docling-parse==4.7.2
-docling-ibm-models==3.10
-triton==3.5.0
-greenlet==3.3.0
-hf-xet==1.2.0
-torch==2.9.0
-torchvision==0.24.0
-pypdfium2==4.30.0
-pydantic-core==2.41.5
-pydantic==2.12.5
-pydantic-settings==2.12.0
-docling-core==2.74.0
-tiktoken==0.12.0
-urllib3==2.7.0
-# Pin to 1.2.0; we fetch as wheel only (PYPI_WHEELS) — sdists need Rust 1.85+.
-hf-xet==1.2.0
+docling-parse==5.6.2
+docling-ibm-models==3.13
+triton==3.6.0
+greenlet==3.4.0
+hf-xet==1.4.3
+torch==2.10.0
+torchvision==0.25.0
+pypdfium2==5.7.0
+pydantic_core==2.46.1
+pydantic==2.13.1
+pydantic_settings==2.13.1
+docling-core==2.73.0
+docling==2.88.0
diff --git a/.konflux/rpms.in.yaml b/.konflux/rpms.in.yaml
index f94b38d3..a67c4ee4 100644
--- a/.konflux/rpms.in.yaml
+++ b/.konflux/rpms.in.yaml
@@ -16,12 +16,6 @@ packages:
     libtool,
     libxml2-devel,
     libxslt-devel,
-    libjpeg-turbo-devel,
-    zlib-devel,
-    libtiff-devel,
-    freetype-devel,
-    libwebp-devel,
-    openssl-devel,
   ]
 contentOrigin:
   repofiles: ["./redhat.repo"]
diff --git a/.konflux/rpms.lock.yaml b/.konflux/rpms.lock.yaml
index db85d4d0..5be7ace4 100644
--- a/.konflux/rpms.lock.yaml
+++ b/.konflux/rpms.lock.yaml
@@ -18,34 +18,6 @@ arches:
     name: automake
     evr: 1.16.2-8.el9
     sourcerpm: automake-1.16.2-8.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/b/brotli-1.0.9-7.el9_6.1.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 316657
-    checksum: sha256:0bdafa33c2f5f41a7596a9c974a1f60e8b66e95fa00a455a26b7548d77b52fdf
-    name: brotli
-    evr: 1.0.9-7.el9_6.1
-    sourcerpm: brotli-1.0.9-7.el9_6.1.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/b/brotli-devel-1.0.9-7.el9_6.1.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 30785
-    checksum: sha256:99e0b44df49857e64ec5df53b45560909f4fb7c2d46a3a3b21acd2185aa5332b
-    name: brotli-devel
-    evr: 1.0.9-7.el9_6.1
-    sourcerpm: brotli-1.0.9-7.el9_6.1.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/b/bzip2-devel-1.0.8-10.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 220464
-    checksum: sha256:6c1bdc97e783fee61bade254ebbca48417e813d3f6e42b18e4657f45d3122a85
-    name: bzip2-devel
-    evr: 1.0.8-10.el9_5
-    sourcerpm: bzip2-1.0.8-10.el9_5.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cairo-1.17.4-7.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 664919
-    checksum: sha256:61fd5cb8506a27090331ef33fd2d14cdbbe530f42ab9179e4288d9797c09e398
-    name: cairo
-    evr: 1.17.4-7.el9
-    sourcerpm: cairo-1.17.4-7.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cargo-1.84.1-1.el9.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 7744425
@@ -67,13 +39,6 @@ arches:
     name: cmake-data
     evr: 3.26.5-2.el9
     sourcerpm: cmake-3.26.5-2.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cmake-filesystem-3.26.5-2.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 23401
-    checksum: sha256:c76e4d4a355a4f6599bee009c9b4408e6b82c31265f2db824efdeb278d596024
-    name: cmake-filesystem
-    evr: 3.26.5-2.el9
-    sourcerpm: cmake-3.26.5-2.el9.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cmake-rpm-macros-3.26.5-2.el9.noarch.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 12250
@@ -88,13 +53,6 @@ arches:
     name: containers-common
     evr: 2:1-117.el9_6
     sourcerpm: containers-common-1-117.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/c/cpp-11.5.0-5.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 10795955
-    checksum: sha256:fd6561d7ca6a5ec7a9d9c17c623d97c24eec8f6c8de91081ba95343ebd0de7c2
-    name: cpp
-    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/c/criu-3.19-1.2.el9_6.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 555563
@@ -116,27 +74,6 @@ arches:
     name: crun
     evr: 1.26-1.el9_6
     sourcerpm: crun-1.26-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/e/emacs-filesystem-27.2-14.el9_6.2.noarch.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 9099
-    checksum: sha256:49bb85cb79889ae677f6961f4582eb28620864257abfe5b00a05ae0073cb2dd6
-    name: emacs-filesystem
-    evr: 1:27.2-14.el9_6.2
-    sourcerpm: emacs-27.2-14.el9_6.2.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/f/fontconfig-2.14.0-2.el9_1.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 310419
-    checksum: sha256:b80def85208fe166b46b74a89c10892190d6b9b1cb33e1d794249909aa76c353
-    name: fontconfig
-    evr: 2.14.0-2.el9_1
-    sourcerpm: fontconfig-2.14.0-2.el9_1.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/f/freetype-devel-2.10.4-10.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 1160750
-    checksum: sha256:eb6a7d15e6906e227205499d107ef76018bcbda6b7787ee297552e10b253de83
-    name: freetype-devel
-    evr: 2.10.4-10.el9_5
-    sourcerpm: freetype-2.10.4-10.el9_5.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/f/fuse-overlayfs-1.14-1.el9.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 66963
@@ -158,13 +95,6 @@ arches:
     name: fuse3-libs
     evr: 3.10.2-9.el9
     sourcerpm: fuse3-3.10.2-9.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/gcc-11.5.0-5.el9_5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 31300907
-    checksum: sha256:0adab9938458e552e3d5433c668d7abb946be0a81b2b510a201136efbca51601
-    name: gcc
-    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/g/git-2.47.3-1.el9_6.aarch64.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 51846
@@ -172,13 +102,6 @@ arches:
     name: git
     evr: 2.47.3-1.el9_6
     sourcerpm: git-2.47.3-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/git-core-2.47.3-1.el9_6.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 5036453
-    checksum: sha256:8f5f3f6fa402ecf4215c36807284dd447c990ff747b1a1150e7d638c37bfbf1e
-    name: git-core
-    evr: 2.47.3-1.el9_6
-    sourcerpm: git-2.47.3-1.el9_6.src.rpm
   - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/git-core-doc-2.47.3-1.el9_6.noarch.rpm
     repoid: rhel-9-for-aarch64-appstream-eus-rpms
     size: 3195826
@@ -186,111 +109,6 @@ arches:
     name: git-core-doc
     evr: 2.47.3-1.el9_6
     sourcerpm: git-2.47.3-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/glib2-devel-2.68.4-16.el9_6.5.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 562591
-    checksum: sha256:dd38dc7a5f082a4343e8e6bf3373f227d188a60b481af5b8ef4ce1e5aad69b36
-    name: glib2-devel
-    evr: 2.68.4-16.el9_6.5
-    sourcerpm: glib2-2.68.4-16.el9_6.5.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/glibc-devel-2.34-168.el9_6.24.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 561564
-    checksum: sha256:775e17a2f79a700ba9c3f2407e6a55b2a356b31ff3484581eb7f5086b2e0bee8
-    name: glibc-devel
-    evr: 2.34-168.el9_6.24
-    sourcerpm: glibc-2.34-168.el9_6.24.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/g/graphite2-devel-1.3.14-9.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 24602
-    checksum: sha256:7c1eee902960bf27a492a7eaa2ecd324830b7ecfedb80de3bff606f3476468da
-    name: graphite2-devel
-    evr: 1.3.14-9.el9
-    sourcerpm: graphite2-1.3.14-9.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/h/harfbuzz-devel-2.7.4-10.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 358742
-    checksum: sha256:7e8f25f2425f4e1797714f4a923324f7024ea34c9bbe37039b1b5a42f5440436
-    name: harfbuzz-devel
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/h/harfbuzz-icu-2.7.4-10.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 15271
-    checksum: sha256:3a1b0ed8e1fbc7858f6810e72ad39448994ff1af26a6537d1d7554a5ac8e0a36
-    name: harfbuzz-icu
-    evr: 2.7.4-10.el9
-    sourcerpm: harfbuzz-2.7.4-10.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/j/jbigkit-libs-2.1-23.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 57006
-    checksum: sha256:f9fd62dfb74900a238cba5346d3932f32a802b6d6a161c47935938f392a7adf2
-    name: jbigkit-libs
-    evr: 2.1-23.el9
-    sourcerpm: jbigkit-2.1-23.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/k/kernel-headers-5.14.0-570.114.1.el9_6.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 3791473
-    checksum: sha256:26ce46c6dda09bd07f1d3e9e82ed0b5202614b9d6bb3eb9bfe43535604a6dd56
-    name: kernel-headers
-    evr: 5.14.0-570.114.1.el9_6
-    sourcerpm: kernel-5.14.0-570.114.1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libX11-1.7.0-11.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 653150
-    checksum: sha256:e2b2dfffeb8fb95eadd6f947247a2d9097c5526f38e426ee2fe58a08313174d7
-    name: libX11
-    evr: 1.7.0-11.el9
-    sourcerpm: libX11-1.7.0-11.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libX11-common-1.7.0-11.el9.noarch.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 214201
-    checksum: sha256:6c71dcb5ecbf19b1d7cd72a48a399d0208942bf07afd529effe3ed426499512b
-    name: libX11-common
-    evr: 1.7.0-11.el9
-    sourcerpm: libX11-1.7.0-11.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libXau-1.0.9-8.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 34407
-    checksum: sha256:e9e34ac759a87357a5fa3d4155985a17b56967b3e036c7a438cc4314c0c23456
-    name: libXau
-    evr: 1.0.9-8.el9
-    sourcerpm: libXau-1.0.9-8.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libXext-1.3.4-8.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 41839
-    checksum: sha256:f72c5e42c9fac94f410cb0f58fcf6ce718575b6703e4f8adf83b2a4860a706dc
-    name: libXext
-    evr: 1.3.4-8.el9
-    sourcerpm: libXext-1.3.4-8.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libXrender-0.9.10-16.el9.aarch64.rpm
-    repoid: rhel-9-for-aarch64-appstream-eus-rpms
-    size: 29483
-    checksum: sha256:06920454ec27e62fd482834d72ef6a6d3b3454ef111e5e7843355ed3d0ae20b5
-    name: libXrender
-    evr: 0.9.10-16.el9
-    sourcerpm: libXrender-0.9.10-16.el9.src.rpm
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@@ -298,41 +116,6 @@ arches:
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     sourcerpm: libgpg-error-1.42-5.el9.src.rpm
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@@ -340,27 +123,6 @@ arches:
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     sourcerpm: libnet-1.2-7.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libnsl2-2.0.0-1.el9.aarch64.rpm
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-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libpq-13.23-1.el9_6.aarch64.rpm
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@@ -368,20 +130,6 @@ arches:
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     sourcerpm: libpq-13.23-1.el9_6.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libselinux-devel-3.6-3.el9.aarch64.rpm
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@@ -389,20 +137,6 @@ arches:
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     sourcerpm: libslirp-4.4.0-8.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libtiff-4.4.0-13.el9_6.3.aarch64.rpm
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-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libtiff-devel-4.4.0-13.el9_6.3.aarch64.rpm
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@@ -410,13 +144,6 @@ arches:
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     sourcerpm: libtool-2.4.6-46.el9.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libubsan-11.5.0-5.el9_5.aarch64.rpm
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@@ -424,34 +151,6 @@ arches:
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     sourcerpm: libuv-1.42.0-2.el9_4.src.rpm
-  - url: https://cdn.redhat.com/content/eus/rhel9/9.6/aarch64/appstream/os/Packages/l/libwebp-1.2.0-8.el9_3.aarch64.rpm
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@@ -459,13 +158,6 @@ arches:
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@@ -473,13 +165,6 @@ arches:
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     sourcerpm: libxslt-1.1.34-13.el9_6.1.src.rpm
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diff --git a/.tekton/rag-tool-cuda-pull-request.yaml b/.tekton/rag-tool-cuda-pull-request.yaml
index 8e586ddf..65116375 100644
--- a/.tekton/rag-tool-cuda-pull-request.yaml
+++ b/.tekton/rag-tool-cuda-pull-request.yaml
@@ -54,15 +54,13 @@ spec:
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-            "requirements.hashes.wheel.pypi.cuda.x86_64.txt",
-            "requirements.hashes.wheel.pypi.cuda.aarch64.txt",
+            "requirements.hashes.wheel.pypi.cuda.txt",
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            "binary": {
-             "packages": "aiosignal,annotated-doc,annotated-types,antlr4-python3-runtime,beautifulsoup4,cffi,colorama,dataclasses-json,defusedxml,distro,et-xmlfile,filetype,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,jinja2,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,marko,markupsafe,marshmallow,mdurl,mpmath,mypy-extensions,nest-asyncio,networkx,numpy,omegaconf,openpyxl,packaging,pandas,pluggy,prompt-toolkit,pydantic,pydantic-core,pydantic-settings,pylatexenc,pypdfium2,python-dateutil,python-docx,python-dotenv,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,wrapt,xlsxwriter,uv-build,uv,pip,maturin,cmake,docling-parse,faiss-cpu,jiter,llama-index-vector-stores-faiss,opencv-python,psycopg2-binary,rapidocr,tokenizers",
+             "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,banks,beautifulsoup4,certifi,cffi,chardet,charset-normalizer,click,colorama,cryptography,dataclasses-json,defusedxml,deprecated,dirtyjson,distro,docling,docling-core,docling-ibm-models,docling-parse,einops,et-xmlfile,faiss-cpu,faker,fastapi,filelock,filetype,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,griffe,griffecli,griffelib,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,importlib-metadata,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,latex2mathml,llama-index,llama-index-core,llama-index-embeddings-openai,llama-index-instrumentation,llama-index-llms-openai,llama-index-readers-file,llama-index-workflows,lxml,markdown-it-py,marko,markupsafe,marshmallow,maturin,mcp,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,openai,openpyxl,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,oracledb,packaging,pandas,pgvector,pillow,pip,platformdirs,pluggy,polyfactory,prompt-toolkit,propcache,protobuf,psutil,psycopg2-binary,pyaml,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,pylatexenc,pyopenssl,pypdf,pypdfium2,python-dateutil,python-docx,python-dotenv,python-multipart,python-pptx,pytz,pyyaml,referencing,regex,requests,rich,rpds-py,rtree,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,shellingham,six,sniffio,soupsieve,sqlalchemy,sse-starlette,starlette,striprtf,sympy,tabulate,tenacity,termcolor,threadpoolctl,tiktoken,tinytag,tokenizers,tomlkit,torch,torchvision,tornado,tqdm,transformers,triton,typer,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,uv,uv-build,uvicorn,wcwidth,websockets,wrapt,xlsxwriter,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
@@ -75,7 +73,7 @@ spec:
   - name: hermetic
     value: 'true'
   - name: build-args-file
-    value: .konflux/build-args-konflux-cuda.conf
+    value: .konflux/cuda/build-args-konflux.conf
   pipelineSpec:
     description: |
       This pipeline is ideal for building multi-arch container images from a Containerfile while maintaining trust after pipeline customization.
diff --git a/.tekton/rag-tool-cuda-push.yaml b/.tekton/rag-tool-cuda-push.yaml
index e85dad73..ac21445e 100644
--- a/.tekton/rag-tool-cuda-push.yaml
+++ b/.tekton/rag-tool-cuda-push.yaml
@@ -51,15 +51,13 @@ spec:
            "path": ".konflux",
            "requirements_files": [
             "requirements.hashes.wheel.cuda.txt",
-            "requirements.hashes.wheel.pypi.cuda.base.txt",
-            "requirements.hashes.wheel.pypi.cuda.x86_64.txt",
-            "requirements.hashes.wheel.pypi.cuda.aarch64.txt",
+            "requirements.hashes.wheel.pypi.cuda.txt",
             "requirements.hashes.source.cuda.txt",
-             "requirements.hermetic.txt"
+            "requirements.hermetic.txt"
            ],
            "requirements_build_files": ["requirements-build.cuda.txt"],
            "binary": {
-             "packages": "aiosignal,annotated-doc,annotated-types,antlr4-python3-runtime,beautifulsoup4,cffi,colorama,dataclasses-json,defusedxml,distro,et-xmlfile,filetype,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,jinja2,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,marko,markupsafe,marshmallow,mdurl,mpmath,mypy-extensions,nest-asyncio,networkx,numpy,omegaconf,openpyxl,packaging,pandas,pluggy,prompt-toolkit,pydantic,pydantic-core,pydantic-settings,pylatexenc,pypdfium2,python-dateutil,python-docx,python-dotenv,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,wrapt,xlsxwriter,uv-build,uv,pip,maturin,cmake,docling-parse,faiss-cpu,jiter,llama-index-vector-stores-faiss,opencv-python,psycopg2-binary,rapidocr,tokenizers",
+             "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,banks,beautifulsoup4,certifi,cffi,chardet,charset-normalizer,click,colorama,cryptography,dataclasses-json,defusedxml,deprecated,dirtyjson,distro,docling,docling-core,docling-ibm-models,docling-parse,einops,et-xmlfile,faiss-cpu,faker,fastapi,filelock,filetype,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,griffe,griffecli,griffelib,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,importlib-metadata,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,latex2mathml,llama-index,llama-index-core,llama-index-embeddings-openai,llama-index-instrumentation,llama-index-llms-openai,llama-index-readers-file,llama-index-workflows,lxml,markdown-it-py,marko,markupsafe,marshmallow,maturin,mcp,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,openai,openpyxl,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,oracledb,packaging,pandas,pgvector,pillow,pip,platformdirs,pluggy,polyfactory,prompt-toolkit,propcache,protobuf,psutil,psycopg2-binary,pyaml,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,pylatexenc,pyopenssl,pypdf,pypdfium2,python-dateutil,python-docx,python-dotenv,python-multipart,python-pptx,pytz,pyyaml,referencing,regex,requests,rich,rpds-py,rtree,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,shellingham,six,sniffio,soupsieve,sqlalchemy,sse-starlette,starlette,striprtf,sympy,tabulate,tenacity,termcolor,threadpoolctl,tiktoken,tinytag,tokenizers,tomlkit,torch,torchvision,tornado,tqdm,transformers,triton,typer,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,uv,uv-build,uvicorn,wcwidth,websockets,wrapt,xlsxwriter,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
@@ -72,7 +70,7 @@ spec:
   - name: hermetic
     value: 'true'
   - name: build-args-file
-    value: .konflux/build-args-konflux-cuda.conf
+    value: .konflux/cuda/build-args-konflux.conf
   pipelineSpec:
     description: |
       This pipeline is ideal for building multi-arch container images from a Containerfile while maintaining trust after pipeline customization.
diff --git a/.tekton/rag-tool-pull-request.yaml b/.tekton/rag-tool-pull-request.yaml
index 8e4f8f73..ecb766f0 100644
--- a/.tekton/rag-tool-pull-request.yaml
+++ b/.tekton/rag-tool-pull-request.yaml
@@ -57,15 +57,13 @@ spec:
            "path": ".konflux",
            "requirements_files": [
              "requirements.hashes.wheel.txt",
-             "requirements.hashes.wheel.cpu.x86_64.txt",
-             "requirements.hashes.wheel.cpu.aarch64.txt",
              "requirements.hashes.wheel.pypi.txt",
              "requirements.hashes.source.txt",
              "requirements.hermetic.txt"
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "aiosignal,annotated-doc,annotated-types,antlr4-python3-runtime,asyncpg,beautifulsoup4,cffi,colorama,dataclasses-json,defusedxml,deprecated,distro,docling-parse,einops,et-xmlfile,faiss-cpu,filetype,fire,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,jinja2,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,marko,markupsafe,marshmallow,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,numpy,omegaconf,openpyxl,packaging,pandas,pluggy,prompt-toolkit,pycparser,pydantic,pydantic-core,pydantic-settings,pylatexenc,pypdfium2,python-dateutil,python-docx,python-dotenv,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,torchvision,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,xlsxwriter,uv-build,uv,pip,maturin,jiter,opencv-python,psycopg2-binary,rapidocr,tokenizers,torch",
+             "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,banks,beautifulsoup4,certifi,cffi,chardet,charset-normalizer,circuitbreaker,click,colorama,cryptography,dataclasses-json,defusedxml,deprecated,dirtyjson,distro,docling,docling-core,docling-ibm-models,docling-parse,einops,et-xmlfile,faiss-cpu,faker,fastapi,filelock,filetype,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,griffe,griffecli,griffelib,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,importlib-metadata,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,latex2mathml,llama-index,llama-index-core,llama-index-embeddings-openai,llama-index-instrumentation,llama-index-llms-openai,llama-index-readers-file,llama-index-workflows,llama-stack,llama-stack-api,llama-stack-client,lxml,markdown-it-py,marko,markupsafe,marshmallow,maturin,mcp,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,oci,openai,openpyxl,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,oracledb,packaging,pandas,pgvector,pillow,pip,platformdirs,pluggy,polyfactory,prompt-toolkit,propcache,protobuf,psutil,psycopg2-binary,pyaml,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,pylatexenc,pyopenssl,pypdf,pypdfium2,python-dateutil,python-docx,python-dotenv,python-multipart,python-pptx,pytz,pyyaml,referencing,regex,requests,rich,rpds-py,rtree,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,shellingham,six,sniffio,soupsieve,sqlalchemy,sse-starlette,starlette,striprtf,sympy,tabulate,tenacity,termcolor,threadpoolctl,tiktoken,tinytag,tokenizers,tomlkit,torch,torchvision,tornado,tqdm,transformers,triton,typer,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,uv,uv-build,uvicorn,wcwidth,websockets,wrapt,xlsxwriter,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/rag-tool-push.yaml b/.tekton/rag-tool-push.yaml
index 64f8558e..8e4e5cf2 100644
--- a/.tekton/rag-tool-push.yaml
+++ b/.tekton/rag-tool-push.yaml
@@ -53,15 +53,13 @@ spec:
            "path": ".konflux",
            "requirements_files": [
              "requirements.hashes.wheel.txt",
-             "requirements.hashes.wheel.cpu.x86_64.txt",
-             "requirements.hashes.wheel.cpu.aarch64.txt",
              "requirements.hashes.wheel.pypi.txt",
              "requirements.hashes.source.txt",
              "requirements.hermetic.txt"
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "aiosignal,annotated-doc,annotated-types,antlr4-python3-runtime,asyncpg,beautifulsoup4,cffi,colorama,dataclasses-json,defusedxml,deprecated,distro,docling-parse,einops,et-xmlfile,faiss-cpu,filetype,fire,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,jinja2,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,marko,markupsafe,marshmallow,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,numpy,omegaconf,openpyxl,packaging,pandas,pluggy,prompt-toolkit,pycparser,pydantic,pydantic-core,pydantic-settings,pylatexenc,pypdfium2,python-dateutil,python-docx,python-dotenv,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,torchvision,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,xlsxwriter,uv-build,uv,pip,maturin,jiter,opencv-python,psycopg2-binary,rapidocr,tokenizers,torch",
+             "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,banks,beautifulsoup4,certifi,cffi,chardet,charset-normalizer,circuitbreaker,click,colorama,cryptography,dataclasses-json,defusedxml,deprecated,dirtyjson,distro,docling,docling-core,docling-ibm-models,docling-parse,einops,et-xmlfile,faiss-cpu,faker,fastapi,filelock,filetype,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,griffe,griffecli,griffelib,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,importlib-metadata,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema,jsonschema-specifications,latex2mathml,llama-index,llama-index-core,llama-index-embeddings-openai,llama-index-instrumentation,llama-index-llms-openai,llama-index-readers-file,llama-index-workflows,llama-stack,llama-stack-api,llama-stack-client,lxml,markdown-it-py,marko,markupsafe,marshmallow,maturin,mcp,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,oci,openai,openpyxl,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,oracledb,packaging,pandas,pgvector,pillow,pip,platformdirs,pluggy,polyfactory,prompt-toolkit,propcache,protobuf,psutil,psycopg2-binary,pyaml,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,pylatexenc,pyopenssl,pypdf,pypdfium2,python-dateutil,python-docx,python-dotenv,python-multipart,python-pptx,pytz,pyyaml,referencing,regex,requests,rich,rpds-py,rtree,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,shellingham,six,sniffio,soupsieve,sqlalchemy,sse-starlette,starlette,striprtf,sympy,tabulate,tenacity,termcolor,threadpoolctl,tiktoken,tinytag,tokenizers,tomlkit,torch,torchvision,tornado,tqdm,transformers,triton,typer,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,uv,uv-build,uvicorn,wcwidth,websockets,wrapt,xlsxwriter,yarl,zipp",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/Containerfile b/Containerfile
index 7b93cc5e..c1e78ec4 100644
--- a/Containerfile
+++ b/Containerfile
@@ -9,22 +9,35 @@ USER root
 
 # Install Python and git (always needed).
 RUN ${DNF_COMMAND} install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
-    python3.12 python3.12-devel python3.12-pip git && \
+    python3.12 python3.12-devel python3.12-pip git \
+    rubygems rubygem-bundler && \
     ${DNF_COMMAND} clean all
 
 # Hermetic: install build toolchain and dev libs for compiling sdists.
 RUN if [ -f /cachi2/cachi2.env ]; then \
     ${DNF_COMMAND} install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
-    gcc cmake cargo rust swig autoconf automake libtool \
-    libpq-devel libxml2-devel libxslt-devel \
-    libjpeg-turbo-devel zlib-devel libtiff-devel freetype-devel libwebp-devel \
-    openssl-devel && \
+    gcc cmake git libpq-devel swig autoconf automake libtool libxml2-devel libxslt-devel && \
     ${DNF_COMMAND} clean all; \
     fi
 
 # Install uv package manager
 RUN pip3.12 install uv>=0.7.20
 
+WORKDIR /rag-content
+
+COPY Makefile pyproject.toml uv.lock README.md Gemfile Gemfile.lock .konflux/requirements.hashes.wheel.txt .konflux/requirements.hashes.wheel.pypi.txt .konflux/requirements.hashes.source.txt .konflux/requirements-build.txt ./
+COPY src ./src
+COPY tests ./tests
+COPY scripts ./scripts
+COPY embeddings_model ./embeddings_model
+COPY LICENSE /licenses/LICENSE
+
+# Install Ruby Gems
+RUN BUNDLE_PATH__SYSTEM=true bundle install
+
+# Configure UV environment variables for optimal performance
+# Pytorch backend - cpu. `uv` contains convenient way to specify the backend.
+# MATURIN_NO_INSTALL_RUST=1 : Disable installation of Rust dependencies by Maturin.
 ENV UV_COMPILE_BYTECODE=0 \
     UV_LINK_MODE=copy \
     UV_PYTHON_DOWNLOADS=0 \
@@ -32,7 +45,7 @@ ENV UV_COMPILE_BYTECODE=0 \
 
 WORKDIR /rag-content
 
-COPY pyproject.toml uv.lock README.md .konflux/requirements.hashes.wheel.txt .konflux/requirements.hashes.wheel.cpu.x86_64.txt .konflux/requirements.hashes.wheel.cpu.aarch64.txt .konflux/requirements.hashes.wheel.pypi.txt .konflux/requirements.hashes.source.txt .konflux/requirements-build.txt ./
+COPY pyproject.toml uv.lock README.md .konflux/requirements.hashes.wheel.txt .konflux/requirements.hashes.wheel.pypi.txt .konflux/requirements.hashes.source.txt .konflux/requirements-build.txt ./
 COPY src ./src
 
 RUN if [ -f /cachi2/cachi2.env ]; then \
@@ -42,7 +55,6 @@ RUN if [ -f /cachi2/cachi2.env ]; then \
     case "${TARGETARCH:-amd64}" in amd64) CPU_WHEEL_ARCH=x86_64 ;; arm64) CPU_WHEEL_ARCH=aarch64 ;; *) CPU_WHEEL_ARCH=x86_64 ;; esac && \
     pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps \
       -r requirements.hashes.wheel.txt \
-      -r requirements.hashes.wheel.cpu.${CPU_WHEEL_ARCH}.txt \
       -r requirements.hashes.wheel.pypi.txt \
       -r requirements.hashes.source.txt && \
     pip install --no-cache-dir --no-deps . && \
diff --git a/Containerfile-cuda b/Containerfile-cuda
index c079b8bc..6ac09a5a 100644
--- a/Containerfile-cuda
+++ b/Containerfile-cuda
@@ -1,47 +1,59 @@
-# Image with CUDA backend. Hermetic build uses requirements.*.cuda.txt (see konflux_requirements_cuda.sh).
+# Image with CUDA backend. Hermetic build uses requirements.*.cuda.txt (see scripts/konflux_requirements.sh cuda).
 ARG BUILDER_BASE_IMAGE=nvcr.io/nvidia/cuda:12.9.1-devel-ubi9
-ARG RUNTIME_BASE_IMAGE=nvcr.io/nvidia/cuda:12.9.1-devel-ubi9
-
-# Stage 1: Builder — install build tools, compile Python deps from sdist, then discard.
+ARG RUNTIME_BASE_IMAGE=nvcr.io/nvidia/cuda:12.9.1-runtime-ubi9
 FROM ${BUILDER_BASE_IMAGE} AS builder
-ARG TARGETARCH
+ARG DNF_COMMAND=dnf
 USER root
 
-# Install Python (CUDA base uses dnf).
-RUN dnf install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
-    python3.12 python3.12-devel python3.12-pip git && \
-    dnf clean all
+# Install Python and system packages.
+# In hermetic (Konflux) builds the RHAI base image already ships Python 3.12
+# and CUDA libs; we only need the extra tooling packages.
+RUN ${DNF_COMMAND} install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
+    python3.12 python3.12-devel python3.12-pip git \
+    skopeo \
+    rubygems rubygem-bundler \
+    libcudnn9 libnccl libcusparselt0 libxml2-devel libxslt-devel && \
+    ${DNF_COMMAND} clean all
 
 # Hermetic: install build toolchain and dev libs for compiling sdists.
 RUN if [ -f /cachi2/cachi2.env ]; then \
-    dnf install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
+    ${DNF_COMMAND} install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
     gcc cmake cargo rust swig autoconf automake libtool \
     libpq-devel libxml2-devel libxslt-devel \
-    libjpeg-turbo-devel zlib-devel libtiff-devel freetype-devel libwebp-devel \
-    openssl-devel && \
-    dnf clean all; \
+    zlib-devel openssl-devel && \
+    ${DNF_COMMAND} clean all; \
     fi
 
 # Install uv package manager
 RUN pip3.12 install "uv>=0.7.20"
 
-ENV UV_COMPILE_BYTECODE=0 \
-    UV_LINK_MODE=copy \
-    UV_PYTHON_DOWNLOADS=0 \
-    MATURIN_NO_INSTALL_RUST=1
-
 WORKDIR /rag-content
 
-COPY pyproject.toml uv.lock README.md .konflux/requirements.hashes.wheel.cuda.txt .konflux/requirements.hashes.wheel.pypi.cuda.base.txt .konflux/requirements.hashes.wheel.pypi.cuda.x86_64.txt .konflux/requirements.hashes.wheel.pypi.cuda.aarch64.txt .konflux/requirements.hashes.source.cuda.txt .konflux/requirements-build.cuda.txt ./
+COPY Makefile pyproject.toml uv.lock README.md Gemfile Gemfile.lock .konflux/requirements.hashes.wheel.cuda.txt .konflux/requirements.hashes.source.cuda.txt .konflux/requirements.hashes.wheel.pypi.cuda.txt .konflux/requirements-build.cuda.txt ./
 COPY src ./src
+COPY tests ./tests
 COPY scripts ./scripts
+COPY embeddings_model ./embeddings_model
+COPY LICENSE /licenses/LICENSE
+
+# Install Ruby Gems
+RUN BUNDLE_PATH__SYSTEM=true bundle install
+
+# Configure UV environment variables for optimal performance
+ENV UV_COMPILE_BYTECODE=0 \
+    UV_LINK_MODE=copy \
+    UV_PYTHON_DOWNLOADS=0 \
+    MATURIN_NO_INSTALL_RUST=1
 
+# If Cachi2 is present (hermetic CUDA build), install from prefetched CUDA requirement files.
+# faiss-cpu is direct wheel URL only (no sdist); use the arch-specific PyPI wheel file generated by scripts/konflux_requirements.sh cuda.
+# Otherwise install by removing pytorch-cpu index and re-locking so torch comes from PyPI  (CUDA).
+ARG TARGETARCH
 RUN if [ -f /cachi2/cachi2.env ]; then \
     . /cachi2/cachi2.env && \
-    FAISS_ARCH=$(echo "${TARGETARCH:-$(uname -m)}" | sed 's/amd64/x86_64/;s/arm64/aarch64/') && \
     uv venv --seed --no-index --find-links ${PIP_FIND_LINKS} && \
     . .venv/bin/activate && \
-    pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps --only-binary faiss-cpu -r requirements.hashes.wheel.cuda.txt -r requirements.hashes.wheel.pypi.cuda.base.txt -r requirements.hashes.wheel.pypi.cuda.${FAISS_ARCH}.txt -r requirements.hashes.source.cuda.txt && \
+    pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps -r requirements.hashes.wheel.cuda.txt -r requirements.hashes.source.cuda.txt -r requirements.hashes.wheel.pypi.cuda.txt && \
     pip install --no-cache-dir --no-deps . && \
     ( pip check >/tmp/pipcheck.txt 2>&1; rc=$?; cat /tmp/pipcheck.txt; if [ "$rc" -ne 0 ]; then grep "which is not installed" /tmp/pipcheck.txt | grep -v hf-xet | grep -q . && exit 1; fi; exit 0 ); \
     else \
@@ -52,16 +64,18 @@ RUN if [ -f /cachi2/cachi2.env ]; then \
     fi
 
 # Stage 2: Runtime — clean image with only runtime dependencies.
+ARG RUNTIME_BASE_IMAGE
 FROM ${RUNTIME_BASE_IMAGE}
+ARG DNF_COMMAND=dnf
 USER root
 
-RUN dnf install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
+RUN ${DNF_COMMAND} install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs \
     python3.12 python3.12-pip git \
     skopeo \
     libpq libxml2 libxslt libjpeg-turbo libtiff freetype libwebp \
     rubygems rubygem-bundler \
     libcudnn9 libnccl libcusparselt0 && \
-    dnf clean all
+    ${DNF_COMMAND} clean all
 
 WORKDIR /rag-content
 
diff --git a/Makefile b/Makefile
index 54bafeea..c9749622 100644
--- a/Makefile
+++ b/Makefile
@@ -145,7 +145,7 @@ konflux-requirements:	## generate hermetic requirements.*.txt file and gemfile.l
 	bundle _2.2.33_ lock --add-platform aarch64-linux
 
 konflux-requirements-cuda:	## generate hermetic requirements.*.cuda.txt for CUDA konflux build
-	./scripts/konflux_requirements_cuda.sh
+	./scripts/konflux_requirements.sh cuda
 
 BASE_IMAGE := $(shell grep '^BASE_IMAGE=' build-args-konflux.conf | cut -d= -f2-)
 konflux-rpm-lock:	## generate rpm.lock.yaml file for konflux build
diff --git a/README.md b/README.md
index d0d0232b..94029573 100644
--- a/README.md
+++ b/README.md
@@ -536,11 +536,11 @@ The CUDA image uses the same layout as the CPU `Containerfile` but with a CUDA b
 
 #### aarch64 and PyTorch CUDA
 
-On **aarch64 (ARM64)**, PyPI only distributes **CPU-only** wheels for `torch`. CUDA aarch64 wheels are available from (1) [RHOAI](https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/torch/) (torch 2.9.0-13 for cuda12.9-ubi9) and (2) [PyTorch’s index](https://download.pytorch.org/whl/cu128/). If the image is built using only PyPI (e.g. from the base + aarch64 requirement files without an override), `nvidia-smi` can see the GPU but `torch.cuda.is_available()` is `False` because the installed PyTorch is the CPU build.
+On **aarch64 (ARM64)**, PyPI only distributes **CPU-only** wheels for `torch`. CUDA aarch64 wheels are available from (1) [RHOAI](https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/torch/) (torch 2.9.0-13 for cuda12.9-ubi9) and (2) [PyTorch’s index](https://download.pytorch.org/whl/cu128/). If the image is built using only PyPI (e.g. from the base + aarch64 requirement files without an override), `nvidia-smi` can see the GPU but `torch.cuda.is_available()` is `False` because the installed PyTorch is the CPU build.
 
-**Fix (hermetic build):** The script `scripts/konflux_requirements_cuda.sh` appends to `requirements.hashes.wheel.pypi.cuda.aarch64.txt` direct wheel URLs for **torch** and **torchvision** from the [RHOAI cuda12.9-ubi9 index](https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/) (already prefetched; package list at that URL). No extra prefetch source is needed. After regenerating with `make konflux-requirements-cuda` and rebuilding, `torch.cuda.is_available()` should be `True` on aarch64.
+**Fix (hermetic build):** The script `scripts/konflux_requirements.sh cuda` appends to `requirements.hashes.wheel.pypi.cuda.aarch64.txt` direct wheel URLs for **torch** and **torchvision** from the [RHOAI cuda12.9-ubi9 index](https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/) (already prefetched; package list at that URL). No extra prefetch source is needed. After regenerating with `make konflux-requirements-cuda` and rebuilding, `torch.cuda.is_available()` should be `True` on aarch64.
 
-**RHOAI torch dependencies (single policy):** Hermetic builds install **`torch` from RHOAI pulp**, not from PyPI CUDA. The **dependency contract** is whatever that wheel declares in its package metadata (`Requires-Dist`), not PyPI’s CUDA `torch` graph (the same METADATA field pip uses). That metadata includes runtime deps such as `filelock`, `sympy`, `fsspec`, **`triton==3.5.0`**, etc., and **does not** list the **`nvidia-*` cu12** wheels that PyPI’s CUDA `torch` pulls in. So the project **does not** install those `nvidia-*` pip packages to “satisfy RHOAI torch”—they are not declared on the RHOAI wheel. **Triton** (and any other companion that RHOAI publishes as its own wheel) should be installed from **RHOAI indices** (e.g. **cpu-ubi9** for `triton`), alongside **`torch` / `torchvision`**, as wired in `konflux_requirements_cuda.sh`. Other shared libraries come from the **container** (CUDA base image and `dnf` packages in `Containerfile-cuda`).
+**RHOAI torch dependencies (single policy):** Hermetic builds install **`torch` from RHOAI pulp**, not from PyPI CUDA. The **dependency contract** is whatever that wheel declares in its package metadata (`Requires-Dist`), not PyPI’s CUDA `torch` graph (the same METADATA field pip uses). That metadata includes runtime deps such as `filelock`, `sympy`, `fsspec`, **`triton==3.5.0`**, etc., and **does not** list the **`nvidia-*` cu12** wheels that PyPI’s CUDA `torch` pulls in. So the project **does not** install those `nvidia-*` pip packages to “satisfy RHOAI torch”—they are not declared on the RHOAI wheel. **Triton** (and any other companion that RHOAI publishes as its own wheel) should be installed from **RHOAI indices** (e.g. **cpu-ubi9** for `triton`), alongside **`torch` / `torchvision`**, as wired in `scripts/konflux_requirements.sh cuda`. Other shared libraries come from the **container** (CUDA base image and `dnf` packages in `Containerfile-cuda`).
 
 **NVIDIA / linker layout:** PyPI CUDA `torch` often relies on pip `nvidia-*` wheels and RPATH into `site-packages/nvidia/...`. The RHOAI `torch` build is different: CUDA runtime pieces are expected from the **image** and distro packages unless the wheel maintainers embed a different layout. Do not assume PyPI’s `nvidia-*` requirement set applies to RHOAI `torch`.
 
diff --git a/pyproject.toml b/pyproject.toml
index eb5489d7..bb84aae7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ force-exclude = true
 
 [tool.ruff.lint.per-file-ignores]
 "tests/*" = ["S101", "D104", "D100"]
-"scripts/*" = ["S101"]
+"scripts/*" = ["S101", "S310", "S603", "S607"]
 "src/lightspeed_rag_content/image_builder.py" = ["S603", "S607"]
 
 [tool.black]
@@ -52,7 +52,7 @@ description = "RAG content for OpenShift LightSpeed."
 authors = []
 dependencies = [
     "PyYAML>=6.0.2",
-    "huggingface_hub>=0.33.4,<1.0",
+    "huggingface_hub>=0.33.4,<2.0",
     "llama-index>=0.12.51",
     "llama-index-vector-stores-faiss>=0.3.0",
     "llama-index-embeddings-huggingface>=0.4.0",
@@ -61,19 +61,18 @@ dependencies = [
     "llama-index-vector-stores-postgres>=0.5.4",
     # Pin torch/torchvision to versions available as CPU wheels
     # torch 2.9.x pairs with torchvision 0.24.x
-    "llama-stack==0.5.0",
-    "llama-stack-api==0.5.0",
-    "llama-stack-client==0.5.0",
-    "torch>=2.9.0,<2.10.0",
-    "torchvision>=0.24.0,<0.25.0",
-    "aiohttp>=3.13.5",
+    "llama-stack==0.6.0",
+    "llama-stack-api==0.6.0",
+    "llama-stack-client==0.6.0",
+    "torch>=2.9.0",
+    "torchvision>=0.24.0",
     "aiosqlite>=0.21.0",
     "tomlkit",
     "chardet==7.2.0",
     "hf-xet>=1.2.0",
     "einops>=0.8.1",
     # For HTML to Markdown conversion in BYOK workflows
-    "docling>=2.68.0,<2.74.0",
+    "docling>=2.68.0",
     "python-frontmatter>=1.1.0",
     "certifi>=2025.10.5",
 ]
@@ -107,7 +106,7 @@ dev = [
     "types-requests>=2.32.0.20240622",
     "pre-commit>=4.2.0",
     "coverage>=7.6.12",
-    "huggingface-hub>=0.33.4,<1.0",
+    "huggingface-hub>=0.33.4,<2.0",
     "radon>=6.0.1",
     "pyright>=1.1.401",
     "pylint>=3.3.7",
diff --git a/requirements.hashes.wheel.pypi.cuda.txt b/requirements.hashes.wheel.pypi.cuda.txt
new file mode 100644
index 00000000..8439e68a
--- /dev/null
+++ b/requirements.hashes.wheel.pypi.cuda.txt
@@ -0,0 +1,72 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.wheel.pypi.cuda.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
+--index-url https://pypi.org/simple
+
+psycopg2-binary==2.9.12 \
+    --hash=sha256:00814e40fa23c2b37ef0a1e3c749d89982c73a9cb5046137f0752a22d432e82f \
+    --hash=sha256:049366c6d884bdcd65d66e6ca1fdbebe670b56c6c9ba46f164e6667e90881964 \
+    --hash=sha256:0dc9228d47c46bda253d2ecd6bb93b56a9f2d7ad33b684a1fa3622bf74ffe30c \
+    --hash=sha256:1006fb62f0f0bc5ce256a832356c6262e91be43f5e4eb15b5eaf38079464caf2 \
+    --hash=sha256:127467c6e476dd876634f17c3d870530e73ff454ff99bff73d36e80af28e1115 \
+    --hash=sha256:1c8ad4c08e00f7679559eaed7aff1edfffc60c086b976f93972f686384a95e2c \
+    --hash=sha256:29d4d134bd0ab46ffb04e94aa3c5fa3ef582e9026609165e2f758ff76fc3a3be \
+    --hash=sha256:3471336e1acfd9c7fe507b8bad5af9317b6a89294f9eb37bd9a030bb7bebcdc6 \
+    --hash=sha256:36512911ebb2b60a0c3e44d0bb5048c1980aced91235d133b7874f3d1d93487c \
+    --hash=sha256:398fcd4db988c7d7d3713e2b8e18939776fd3fb447052daae4f24fa39daede4c \
+    --hash=sha256:3d999bd982a723113c1a45b55a7a6a90d64d0ed2278020ed625c490ff7bef96c \
+    --hash=sha256:40e7b28b63aaf737cb3a1edc3a9bbc9a9f4ad3dcb7152e8c1130e4050eddcb7d \
+    --hash=sha256:411e85815652d13560fbe731878daa5d92378c4995a22302071890ec3397d019 \
+    --hash=sha256:4413d0caef93c5cf50b96863df4c2efe8c269bf2267df353225595e7e15e8df7 \
+    --hash=sha256:4766ab678563054d3f1d064a4db19cc4b5f9e3a8d9018592a8285cf200c248f3 \
+    --hash=sha256:4dfcf8e45ebb0c663be34a3442f65e17311f3367089cd4e5e3a3e8e62c978777 \
+    --hash=sha256:527e6342b3e44c2f0544f6b8e927d60de7f163f5723b8f1dfa7d2a84298738cd \
+    --hash=sha256:54a0dfecab1b48731f934e06139dfe11e24219fb6d0ceb32177cf0375f14c7b5 \
+    --hash=sha256:5a0253224780c978746cb9be55a946bcdaf40fe3519c0f622924cdabdafe2c39 \
+    --hash=sha256:5ac9444edc768c02a6b6a591f070b8aae28ff3a99be57560ac996001580f294c \
+    --hash=sha256:5c7cb4cbf894a1d36c720d713de507952c7c58f66d30834708f03dbe5c822ccf \
+    --hash=sha256:5c8ce6c61bd1b1f6b9c24ee32211599f6166af2c55abb19456090a21fd16554b \
+    --hash=sha256:5cdc05117180c5fa9c40eea8ea559ce64d73824c39d928b7da9fb5f6a9392433 \
+    --hash=sha256:612b965daee295ae2da8f8218ce1d274645dc76ef3f1abf6a0a94fd57eff876d \
+    --hash=sha256:63a3ebbd543d3d1eda088ac99164e8c5bac15293ee91f20281fd17d050aee1c4 \
+    --hash=sha256:66a7685d7e548f10fb4ce32fb01a7b7f4aa702134de92a292c7bd9e0d3dbd290 \
+    --hash=sha256:6f3b3de8a74ef8db215f22edffb19e32dc6fa41340456de7ec99efdc8a7b3ec2 \
+    --hash=sha256:6f9cae1f848779b5b01f417e762c40d026ea93eb0648249a604728cda991dde3 \
+    --hash=sha256:718e1fc18edf573b02cb8aea868de8d8d33f99ce9620206aa9144b67b0985e94 \
+    --hash=sha256:77b348775efd4cdab410ec6609d81ccecd1139c90265fa583a7255c8064bc03d \
+    --hash=sha256:7af18183109e23502c8b2ae7f6926c0882766f35b5175a4cd737ad825e4d7a1b \
+    --hash=sha256:7c729a73c7b1b84de3582f73cdd27d905121dc2c531f3d9a3c32a3011033b965 \
+    --hash=sha256:83946ba43979ebfdc99a3cd0ee775c89f221df026984ba19d46133d8d75d3cd9 \
+    --hash=sha256:840066105706cd2eb29b9a1c2329620056582a4bf3e8169dec5c447042d0869f \
+    --hash=sha256:863f5d12241ebe1c76a72a04c2113b6dc905f90b9cef0e9be0efd994affd9354 \
+    --hash=sha256:864c261b3690e1207d14bbfe0a61e27567981b80c47a778561e49f676f7ce433 \
+    --hash=sha256:89d19a9f7899e8eb0656a2b3a08e0da04c720a06db6e0033eab5928aabe60fa9 \
+    --hash=sha256:8ffdb59fe88f99589e34354a130217aa1fd2d615612402d6edc8b3dbc7a44463 \
+    --hash=sha256:96937c9c5d891f772430f418a7a8b4691a90c3e6b93cf72b5bd7cad8cbca32a5 \
+    --hash=sha256:98062447aebc20ed20add1f547a364fd0ef8933640d5372ff1873f8deb9b61be \
+    --hash=sha256:995ce929eede89db6254b50827e2b7fd61e50d11f0b116b29fffe4a2e53c4580 \
+    --hash=sha256:9b818ceff717f98851a64bffd4c5eb5b3059ae280276dcecc52ac658dcf006a4 \
+    --hash=sha256:9fe06d93e72f1c048e731a2e3e7854a5bfaa58fc736068df90b352cefe66f03f \
+    --hash=sha256:a46fe069b65255df410f856d842bc235f90e22ffdf532dda625fd4213d3fd9b1 \
+    --hash=sha256:a7e39a65b7d2a20e4ba2e0aaad1960b61cc2888d6ab047769f8347bd3c9ad915 \
+    --hash=sha256:a99eaab34a9010f1a086b126de467466620a750634d114d20455f3a824aae033 \
+    --hash=sha256:ab29414b25dcb698bf26bf213e3348abdcd07bbd5de032a5bec15bd75b298b03 \
+    --hash=sha256:ace94261f43850e9e79f6c56636c5e0147978ab79eda5e5e5ebf13ae146fc8fe \
+    --hash=sha256:b4a9eaa6e7f4ff91bec10aa3fb296878e75187bced5cc4bafe17dc40915e1326 \
+    --hash=sha256:b6937f5fe4e180aeee87de907a2fa982ded6f7f15d7218f78a083e4e1d68f2a0 \
+    --hash=sha256:b9a339b79d37c1b45f3235265f07cdeb0cb5ad7acd2ac7720a5920989c17c24e \
+    --hash=sha256:ba3df2fc42a1cfa45b72cf096d4acb2b885937eedc61461081d53538d4a82a86 \
+    --hash=sha256:c41321a14dd74aceb6a9a643b9253a334521babfa763fa873e33d89cfa122fb5 \
+    --hash=sha256:c5ee5213445dd45312459029b8c4c0a695461eb517b753d2582315bd07995f5e \
+    --hash=sha256:c6528cefc8e50fcc6f4a107e27a672058b36cc5736d665476aeb413ba88dbb06 \
+    --hash=sha256:cb4a1dacdd48077150dc762a9e5ddbf32c256d66cb46f80839391aa458774936 \
+    --hash=sha256:cfa2517c94ea3af6deb46f81e1bbd884faa63e28481eb2f889989dd8d95e5f03 \
+    --hash=sha256:d2fa0d7caca8635c56e373055094eeda3208d901d55dd0ff5abc1d4e47f82b56 \
+    --hash=sha256:d3227a3bc228c10d21011a99245edca923e4e8bf461857e869a507d9a41fe9f6 \
+    --hash=sha256:d6fcbba8c9fed08a73b8ac61ea79e4821e45b1e92bb466230c5e746bbf3d5256 \
+    --hash=sha256:e4e184b1fb6072bf05388aa41c697e1b2d01b3473f107e7ec44f186a32cfd0b8 \
+    --hash=sha256:ee2d84ef5eb6c04702d2e9c372ad557fb027f26a5d82804f749dfb14c7fdd2ab \
+    --hash=sha256:f12ae41fcafadb39b2785e64a40f9db05d6de2ac114077457e0e7c597f3af980 \
+    --hash=sha256:f625abb7020e4af3432d95342daa1aa0db3fa369eed19807aa596367ba791b10 \
+    --hash=sha256:f921f3cd87035ef7df233383011d7a53ea1d346224752c1385f1edfd790ceb6a \
+    --hash=sha256:fb1828cf3da68f99e45ebce1355d65d2d12b6a78fb5dfb16247aad6bdef5f5d2 \
+    --hash=sha256:ffdd7dc5463ccd61845ac37b7012d0f35a1548df9febe14f8dd549be4a0bc81e
diff --git a/scripts/konflux_requirements.sh b/scripts/konflux_requirements.sh
index ddc3bdd1..4e2c1d2e 100755
--- a/scripts/konflux_requirements.sh
+++ b/scripts/konflux_requirements.sh
@@ -1,29 +1,59 @@
 #!/bin/bash
 
-# Script to split requirements by index source.
+# Script to split requirements by index source (CPU or CUDA Hermeto profiles).
 #
-# Policy (CPU hermetic):
-#   1) RHOAI — If uv resolves a package from the RHOAI index, keep it on requirements.wheel.txt (RHOAI wheels).
-#   2) PyPI — Prefer hashed sdists (requirements.hashes.source.txt / build from source at image build).
+# Policy:
+#   1) RHOAI — If uv resolves a package from the RHOAI index, keep it on requirements.wheel*.txt (RHOAI wheels).
+#   2) PyPI — Prefer hashed sdists (requirements.hashes.source*.txt / build from source at image build).
 #   3) PyPI wheels — Only for packages listed in PYPI_WHEEL_LAST_RESORT (cannot use sdist in Hermeto/pip
 #      reliably: Rust/C++ bootstrap, no sdist on PyPI, psycopg2-binary vs sdist, etc.). Add names here when
 #      prefetch or build fails, not preemptively for every transitive.
 #
+# Usage: scripts/konflux_requirements.sh [cpu|cuda]   (default: cpu)
+#
 # stop on error and print commands
 set -ex
 
 KONFLUX_DIR=".konflux"
+PROFILE="${1:-cpu}"
+case "$PROFILE" in
+cpu)
+	RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cpu-ubi9/simple/"
+	REQUIREMENTS_OVERRIDE="${KONFLUX_DIR}/requirements.overrides.txt"
+	WHEEL_FILE="${KONFLUX_DIR}/requirements.wheel.txt"
+	WHEEL_FILE_PYPI="${KONFLUX_DIR}/requirements.wheel.pypi.txt"
+	SOURCE_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.source.txt"
+	WHEEL_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.wheel.txt"
+	WHEEL_HASH_FILE_PYPI="${KONFLUX_DIR}/requirements.hashes.wheel.pypi.txt"
+	BUILD_FILE="${KONFLUX_DIR}/requirements-build.txt"
+	TEKTON_PREFETCH_FILES=(
+		.tekton/rag-tool-pull-request.yaml
+		.tekton/rag-tool-push.yaml
+	)
+	;;
+cuda)
+	RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.4/cuda12.9-ubi9/simple/"
+	REQUIREMENTS_OVERRIDE="${KONFLUX_DIR}/requirements.overrides.cuda.txt"
+	WHEEL_FILE="${KONFLUX_DIR}/requirements.wheel.cuda.txt"
+	WHEEL_FILE_PYPI="${KONFLUX_DIR}/requirements.wheel.pypi.cuda.txt"
+	SOURCE_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.source.cuda.txt"
+	WHEEL_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.wheel.cuda.txt"
+	WHEEL_HASH_FILE_PYPI="${KONFLUX_DIR}/requirements.hashes.wheel.pypi.cuda.txt"
+	BUILD_FILE="${KONFLUX_DIR}/requirements-build.cuda.txt"
+	TEKTON_PREFETCH_FILES=(
+		.tekton/rag-tool-cuda-pull-request.yaml
+		.tekton/rag-tool-cuda-push.yaml
+	)
+	;;
+*)
+	echo "usage: $0 [cpu|cuda]" >&2
+	exit 1
+	;;
+esac
+
 RAW_REQ_FILE="requirements.no_hashes.txt"
 SOURCE_FILE="requirements.source.txt"
-WHEEL_FILE="requirements.wheel.txt"
-WHEEL_FILE_PYPI="requirements.wheel.pypi.txt"
-SOURCE_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.source.txt"
-WHEEL_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.wheel.txt"
-WHEEL_HASH_CPU_X86="${KONFLUX_DIR}/requirements.hashes.wheel.cpu.x86_64.txt"
-WHEEL_HASH_CPU_AARCH="${KONFLUX_DIR}/requirements.hashes.wheel.cpu.aarch64.txt"
-WHEEL_HASH_FILE_PYPI="${KONFLUX_DIR}/requirements.hashes.wheel.pypi.txt"
-BUILD_FILE="${KONFLUX_DIR}/requirements-build.txt"
-RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+GEN_TAG="konflux_requirements.sh ($PROFILE)"
 
 # Prefetch as wheels for image pip/bootstrap (not project deps).
 EXTRA_WHEELS="uv-build,uv,pip,maturin"
@@ -43,16 +73,16 @@ uv pip compile pyproject.toml -o "$RAW_REQ_FILE" \
 		--index-strategy unsafe-best-match \
 		--emit-index-annotation \
 		--no-sources \
-		--override ${KONFLUX_DIR}/requirements.overrides.txt
+		--override "$REQUIREMENTS_OVERRIDE"
 
 # Initialize output files
 echo "# Packages from pypi.org" > "$SOURCE_FILE"
-echo "# This file was autogenerated by konflux_requirements.sh" >> "$SOURCE_FILE"
+echo "# This file was autogenerated by $GEN_TAG" >> "$SOURCE_FILE"
 echo "# Packages from packages.redhat.com" > "$WHEEL_FILE"
-echo "# This file was autogenerated by konflux_requirements.sh" >> "$WHEEL_FILE"
+echo "# This file was autogenerated by $GEN_TAG" >> "$WHEEL_FILE"
 echo "--index-url $RHOAI_INDEX_URL" >> "$WHEEL_FILE"
 echo "# Packages from pypi.org to be fetched as wheels" > "$WHEEL_FILE_PYPI"
-echo "# This file was autogenerated by konflux_requirements.sh" >> "$WHEEL_FILE_PYPI"
+echo "# This file was autogenerated by $GEN_TAG" >> "$WHEEL_FILE_PYPI"
 
 current_package=""
 
@@ -81,19 +111,13 @@ while IFS= read -r line || [[ -n "$line" ]]; do
     fi
 done < "$RAW_REQ_FILE"
 
-# hf-xet is optional/transitive; ensure wheel-only pin if compile did not emit it.
-if ! grep -qE '^hf-xet==' "$WHEEL_FILE_PYPI"; then
-    echo "hf-xet==1.2.0" >> "$WHEEL_FILE_PYPI"
-fi
-
 # Binary prefetch: RHOAI wheel names + PyPI last-resort wheels + bootstrap tools (Hermeto fetches wheels for these).
 wheel_packages=$(grep -vE '^#|^--' "$WHEEL_FILE" | sed '/^$/d' | sed 's/==.*//' | tr '\n' ',' | sed 's/,$//')
 pypi_wheel_packages=$(grep -vE '^#|^--' "$WHEEL_FILE_PYPI" | sed '/^$/d' | sed 's/==.*//' | tr '\n' ',' | sed 's/,$//')
 wheel_packages="$wheel_packages,$EXTRA_WHEELS,$pypi_wheel_packages"
 wheel_packages=$(printf '%s' "$wheel_packages" | tr ',' '\n' | awk 'NF && !seen[$0]++' | paste -sd, -)
-for _tekton_prefetch in \
-	.tekton/rag-tool-pull-request.yaml \
-	.tekton/rag-tool-push.yaml; do
+
+for _tekton_prefetch in "${TEKTON_PREFETCH_FILES[@]}"; do
 	sed -i 's/"packages": "[^"]*"/"packages": "'"$wheel_packages"'"/' "$_tekton_prefetch"
 done
 
@@ -112,134 +136,24 @@ if grep -qE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' "$WHEEL_FILE"; then
 		--index-url $RHOAI_INDEX_URL --index-strategy unsafe-best-match \
 		--python-version 3.12 --emit-index-url --no-deps --no-annotate --universal > "$WHEEL_HASH_FILE"
 else
-	printf '%s\n' "# No RHOAI-only wheel pins; all other wheels use PyPI hashes in requirements.hashes.wheel.pypi.txt." > "$WHEEL_HASH_FILE"
+	printf '%s\n' "# No RHOAI-only wheel pins; all other wheels use PyPI hashes in $(basename "$WHEEL_HASH_FILE_PYPI")." > "$WHEEL_HASH_FILE"
 	printf '%s\n' "--index-url $RHOAI_INDEX_URL" >> "$WHEEL_HASH_FILE"
 fi
 sed -i '/^--extra-index-url/d' "$WHEEL_HASH_FILE"
-# Hermeto intersects torch==… + RHOAI index pins with PyPI wheel metadata; RHOAI rebuild filenames never
-# match → "No wheels found". Strip torch/vision/triton from the RHOAI hash file and emit arch fragments
-# with direct pulp / PyPI URLs (prefetch lists both; Containerfile picks one by TARGETARCH).
-if grep -qE '^(torch|torchvision|triton)==' "$WHEEL_HASH_FILE"; then
-	awk '
-/^torch==|^torchvision==|^triton==/ { skip=1; next }
-skip && /^[ \t]/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.strip" && mv "${WHEEL_HASH_FILE}.strip" "$WHEEL_HASH_FILE"
-fi
-# aiohappyeyeballs: RHOAI *-2-py3-none-any.whl ≠ PyPI bytes; Hermeto prefetches RHOAI → uv+PyPI hashes all rejected.
-AIOHAPPYEYEBALLS_CPU_PULP_URL="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9/aiohappyeyeballs-2.6.1-2-py3-none-any.whl"
-AIOHAPPYEYEBALLS_CPU_PULP_SHA256="e63730c7e8303fe9b9b25dfdf72f49ed74380176609a5d11cf7b634058e986d9"
-if grep -q '^aiohappyeyeballs==' "$WHEEL_HASH_FILE"; then
-	awk -v url="$AIOHAPPYEYEBALLS_CPU_PULP_URL" -v wh="$AIOHAPPYEYEBALLS_CPU_PULP_SHA256" '
-/^aiohappyeyeballs==/ {
-  print "aiohappyeyeballs @ " url " \\"
-  print "    --hash=sha256:" wh
-  skip=1
-  next
-}
-skip && /^[ \t]+--hash=/ { next }
-skip && /^[[:space:]]*$/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.aioh" && mv "${WHEEL_HASH_FILE}.aioh" "$WHEEL_HASH_FILE"
-fi
-# markupsafe: RHOAI *-2-cp312-*linux_*.whl bytes ≠ PyPI hashes in uv lock; Hermeto prefetches RHOAI. Split per
-# arch (same pip issue as aiohttp if both arches appear in the universal wheel file).
-MARKUPSAFE_CPU_PULP_BASE="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9"
-MARKUPSAFE_CPU_X86_WHEEL="markupsafe-3.0.3-2-cp312-cp312-linux_x86_64.whl"
-MARKUPSAFE_CPU_X86_SHA256="0af6343bc5950d7402fac77cd858153863f2c6ea8fec825bf42b4a779617b228"
-MARKUPSAFE_CPU_AARCH_WHEEL="markupsafe-3.0.3-2-cp312-cp312-linux_aarch64.whl"
-MARKUPSAFE_CPU_AARCH_SHA256="fb13d952fc3e75323d200fedee7bd5c14341500afc2c5d7e0793ae369f933d1c"
-if grep -qE '^markupsafe(==| @)' "$WHEEL_HASH_FILE"; then
-	awk '
-/^markupsafe==|^markupsafe @/ { skip=1; next }
-skip && /^[ \t]/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.stripms" && mv "${WHEEL_HASH_FILE}.stripms" "$WHEEL_HASH_FILE"
-fi
-# cffi: RHOAI *-2-cp312-*linux_*.whl ≠ PyPI hashes; arch-split like aiohttp/markupsafe.
-CFFI_CPU_PULP_BASE="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9"
-CFFI_CPU_X86_WHEEL="cffi-2.0.0-2-cp312-cp312-linux_x86_64.whl"
-CFFI_CPU_X86_SHA256="34cf2187e399eb7baaa20488d0b78ab20be91060ef9ac531685f37478ca1a12a"
-CFFI_CPU_AARCH_WHEEL="cffi-2.0.0-2-cp312-cp312-linux_aarch64.whl"
-CFFI_CPU_AARCH_SHA256="257e90f733c1a33b9f5ade4a4f47db6a3984de5c2d2654848feca129888ff9d5"
-if grep -qE '^cffi(==| @)' "$WHEEL_HASH_FILE"; then
-	awk '
-/^cffi==|^cffi @/ { skip=1; next }
-skip && /^[ \t]/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.stripcffi" && mv "${WHEEL_HASH_FILE}.stripcffi" "$WHEEL_HASH_FILE"
-fi
-CPU_PULP_32="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.2/cpu-ubi9"
-TV_X86_URL="https://files.pythonhosted.org/packages/7e/e6/7324ead6793075a8c75c56abeed1236d1750de16a5613cfe2ddad164a92a/torchvision-0.24.0-cp312-cp312-manylinux_2_28_x86_64.whl"
-TV_X86_SHA="26b9dd9c083f8e5f7ac827de6d5b88c615d9c582dc87666770fbdf16887e4c25"
-TV_AARCH_URL="https://files.pythonhosted.org/packages/00/7b/e3809b3302caea9a12c13f3adebe4fef127188438e719fd6c8dc93db1da6/torchvision-0.24.0-cp312-cp312-manylinux_2_28_aarch64.whl"
-TV_AARCH_SHA="b0531d1483fc322d7da0d83be52f0df860a75114ab87dbeeb9de765feaeda843"
-{
-	printf '%s\n' "# Autogenerated by konflux_requirements.sh — linux/x86_64 arch-specific wheels (Hermeto)."
-	printf '%s\n' "torch @ ${CPU_PULP_32}/torch-2.9.0-7-cp312-cp312-linux_x86_64.whl \\"
-	printf '%s\n' "    --hash=sha256:b6fa21f12a26a38f530f5afd691eaf7f632770034d80a1c66e4d9d52616cff07"
-	printf '%s\n' "torchvision @ ${TV_X86_URL} \\"
-	printf '%s\n' "    --hash=sha256:${TV_X86_SHA}"
-	printf '%s\n' "triton @ ${CPU_PULP_32}/triton-3.5.0-3-cp312-cp312-linux_x86_64.whl \\"
-	printf '%s\n' "    --hash=sha256:6f420ea77a5b22e4dffe502638da2e773a4dd8fbb016f1be140c9cfa81d313d9"
-} > "$WHEEL_HASH_CPU_X86"
-{
-	printf '%s\n' "# Autogenerated by konflux_requirements.sh — linux/aarch64 arch-specific wheels (Hermeto)."
-	printf '%s\n' "torch @ ${CPU_PULP_32}/torch-2.9.0-7-cp312-cp312-linux_aarch64.whl \\"
-	printf '%s\n' "    --hash=sha256:dbef52f7f4824242a9cd9aff2ebd7e6c87744b5a40048cbb2e3854361ec727fd"
-	printf '%s\n' "torchvision @ ${TV_AARCH_URL} \\"
-	printf '%s\n' "    --hash=sha256:${TV_AARCH_SHA}"
-	printf '%s\n' "triton @ ${CPU_PULP_32}/triton-3.5.0-3-cp312-cp312-linux_aarch64.whl \\"
-	printf '%s\n' "    --hash=sha256:8325dca63029c7fedd3e70c11ba9abc472e94f54eaddfbe872a7d823d167e595"
-} > "$WHEEL_HASH_CPU_AARCH"
-if grep -qE '^markupsafe==' "$WHEEL_FILE"; then
-	printf '%s\n' "markupsafe @ ${MARKUPSAFE_CPU_PULP_BASE}/${MARKUPSAFE_CPU_X86_WHEEL} \\" >> "$WHEEL_HASH_CPU_X86"
-	printf '%s\n' "    --hash=sha256:${MARKUPSAFE_CPU_X86_SHA256}" >> "$WHEEL_HASH_CPU_X86"
-	printf '%s\n' "markupsafe @ ${MARKUPSAFE_CPU_PULP_BASE}/${MARKUPSAFE_CPU_AARCH_WHEEL} \\" >> "$WHEEL_HASH_CPU_AARCH"
-	printf '%s\n' "    --hash=sha256:${MARKUPSAFE_CPU_AARCH_SHA256}" >> "$WHEEL_HASH_CPU_AARCH"
-fi
-if grep -qE '^cffi==' "$WHEEL_FILE"; then
-	printf '%s\n' "cffi @ ${CFFI_CPU_PULP_BASE}/${CFFI_CPU_X86_WHEEL} \\" >> "$WHEEL_HASH_CPU_X86"
-	printf '%s\n' "    --hash=sha256:${CFFI_CPU_X86_SHA256}" >> "$WHEEL_HASH_CPU_X86"
-	printf '%s\n' "cffi @ ${CFFI_CPU_PULP_BASE}/${CFFI_CPU_AARCH_WHEEL} \\" >> "$WHEEL_HASH_CPU_AARCH"
-	printf '%s\n' "    --hash=sha256:${CFFI_CPU_AARCH_SHA256}" >> "$WHEEL_HASH_CPU_AARCH"
-fi
 if grep -qE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' "$WHEEL_FILE_PYPI"; then
 	uv pip compile "$WHEEL_FILE_PYPI" --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate > "$WHEEL_HASH_FILE_PYPI"
 else
 	printf '%s\n' "# No PyPI wheel-only (last-resort) pins." > "$WHEEL_HASH_FILE_PYPI"
 fi
-# pylatexenc: Hermeto intersects binary wheel hashes with PyPI; RHOAI rebuild *-8-py3-none-any.whl does not match.
-# Pin the pulp wheel (py3-none-any; same artifact is published on cuda12.9-ubi9 — not on 3.2/cpu-ubi9 pulp).
-PYLATEXENC_CPU_PULP_URL="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9/pylatexenc-2.10-8-py3-none-any.whl"
-PYLATEXENC_CPU_PULP_SHA256="df56e08b8c5aeea5d791c2e73cf91eaa746e8c52c0f1a51b249dcf033b6e10e6"
-if grep -q '^pylatexenc==' "$WHEEL_HASH_FILE_PYPI"; then
-	awk -v url="$PYLATEXENC_CPU_PULP_URL" -v wh="$PYLATEXENC_CPU_PULP_SHA256" '
-/^pylatexenc==/ {
-  print "pylatexenc @ " url " \\"
-  print "    --hash=sha256:" wh
-  skip=1
-  next
-}
-skip && /^[ \t]+--hash=/ { next }
-skip && /^[[:space:]]*$/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE_PYPI" > "${WHEEL_HASH_FILE_PYPI}.plx" && mv "${WHEEL_HASH_FILE_PYPI}.plx" "$WHEEL_HASH_FILE_PYPI"
-fi
-# Hermeto fetches wheels per file index: RHOAI for .wheel.txt, PyPI for .pypi.txt. If a package
-# appears in both, pip must see PyPI hashes (prefetched wheel). Drop the RHOAI copy (same as CUDA script).
+# Hermeto fetches wheels per file index: RHOAI for .wheel*.txt, PyPI for .pypi*.txt. If a package
+# appears in both, pip must see PyPI hashes (prefetched wheel). Drop the RHOAI copy.
 awk 'FNR==NR { if (/^[a-zA-Z0-9].*(==| @ )/) { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); p[substr($0,RSTART,RLENGTH)]=1 }; next }
      /^#/ { print; next }
      /^--index-url/ { print; next }
      /^[a-zA-Z0-9].*(==| @ )/ { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); name=substr($0,RSTART,RLENGTH); skip=(name in p); if (!skip) print; next }
      { if (!skip) print }' "$WHEEL_HASH_FILE_PYPI" "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.tmp" && mv "${WHEEL_HASH_FILE}.tmp" "$WHEEL_HASH_FILE"
 # Same filter as pybuild-deps: never emit hashed source lines for CUDA stack / wheel-only pins into the
-# CPU hermetic source file — Hermeto cannot satisfy them (e.g. nvidia-* has no usable sdist for fetch-deps).
+# hermetic source file — Hermeto cannot satisfy them (e.g. nvidia-* has no usable sdist for fetch-deps).
 grep -v -E '^(torch|torchvision|triton|faiss-cpu|nvidia-[a-zA-Z0-9_-]+)==' "$SOURCE_FILE" > "${SOURCE_FILE}.hashcompile"
 uv pip compile "${SOURCE_FILE}.hashcompile" --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate > "$SOURCE_HASH_FILE"
 rm -f "${SOURCE_FILE}.hashcompile"
@@ -259,27 +173,4 @@ echo "Packages from pypi.org written to: $SOURCE_HASH_FILE ($( grep -Eo '==[0-9.
 echo "Packages from packages.redhat.com written to: $WHEEL_HASH_FILE ($(grep -Eo '==[0-9.]+' "$WHEEL_HASH_FILE" | wc -l) packages)"
 echo "Packages from pypi.org (wheels) written to: $WHEEL_HASH_FILE_PYPI ($(grep -Eo '==[0-9.]+' "$WHEEL_HASH_FILE_PYPI" | wc -l) packages)"
 echo "Build dependencies written to: $BUILD_FILE ($(grep -Eo '==[0-9.]+' "$BUILD_FILE" | wc -l) packages)"
-echo "Remember to commit $SOURCE_HASH_FILE, $WHEEL_HASH_FILE, $WHEEL_HASH_CPU_X86, $WHEEL_HASH_CPU_AARCH, $WHEEL_HASH_FILE_PYPI, $BUILD_FILE, Containerfile, pipeline configurations and push the changes"
-
-# Validation: detect packages that appear in both source and wheel files (conflict).
-echo ""
-echo "Running validation checks..."
-_all_wheel_pkgs=$(cat "$WHEEL_HASH_FILE" "$WHEEL_HASH_FILE_PYPI" "$WHEEL_HASH_CPU_X86" "$WHEEL_HASH_CPU_AARCH" 2>/dev/null \
-  | grep -oE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' | sed 's/==//' | sort -u)
-_source_pkgs=$(grep -oE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' "$SOURCE_HASH_FILE" | sed 's/==//' | sort -u)
-_conflicts=$(comm -12 <(echo "$_all_wheel_pkgs") <(echo "$_source_pkgs"))
-if [ -n "$_conflicts" ]; then
-  echo "WARNING: packages found in BOTH source and wheel files (possible conflict):"
-  echo "$_conflicts" | sed 's/^/  - /'
-fi
-_wheel_only="torch torchvision triton faiss-cpu hf-xet tokenizers"
-_wheel_only_in_source=""
-for pkg in $_wheel_only; do
-  echo "$_source_pkgs" | grep -qx "$pkg" && _wheel_only_in_source="$_wheel_only_in_source $pkg"
-done
-if [ -n "$_wheel_only_in_source" ]; then
-  echo "ERROR: wheel-only packages found in source file (will fail to build):"
-  echo "$_wheel_only_in_source" | tr ' ' '\n' | sed '/^$/d; s/^/  - /'
-  exit 1
-fi
-echo "✓ Validation passed"
+echo "Remember to commit $SOURCE_HASH_FILE, $WHEEL_HASH_FILE, $WHEEL_HASH_FILE_PYPI, $BUILD_FILE, Containerfile, pipeline configurations and push the changes"
diff --git a/scripts/konflux_requirements_cuda.sh b/scripts/konflux_requirements_cuda.sh
deleted file mode 100755
index e9d48c5a..00000000
--- a/scripts/konflux_requirements_cuda.sh
+++ /dev/null
@@ -1,530 +0,0 @@
-#!/bin/bash
-
-# Generate hermetic requirements for CUDA Konflux build.
-# Uses a copy of pyproject.toml with pytorch-cpu index removed so torch/torchvision can resolve
-# from RHOAI (indices below) before PyPI.
-#
-# Policy — RHOAI torch is canonical for hermetic CUDA images:
-#   The installed wheel is from RHOAI pulp (cuda12.9-ubi9), not PyPI CUDA torch. Its METADATA
-#   Requires-Dist is the dependency contract for any RHOAI wheel.
-#   Runtime deps must be satisfied in the image; where RHOAI publishes wheels (cuda12.9-ubi9 or
-#   cpu-ubi9), use those—not PyPI's separate CUDA torch stack. PyPI CUDA torch adds nvidia-* cu12
-#   wheels; RHOAI torch does *not* declare those in METADATA, so do not treat them as required
-#   companions to RHOAI torch. triton is declared (e.g. triton==3.5.0) and is installed from
-#   RHOAI cpu-ubi9 pulp URLs in the arch-specific requirement files.
-#
-# Other packages available from RHOAI (cuda12.9-ubi9): see the full list at
-#   https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/
-# The resolver already uses RHOAI as first index; packages it picks from RHOAI go to
-# requirements.hashes.wheel.cuda.txt. To prefer RHOAI for more packages, add version
-# overrides that exist on RHOAI (e.g. in requirements.overrides.cuda.txt) so uv
-# resolves them from RHOAI instead of PyPI.
-
-set -ex
-
-KONFLUX_DIR=".konflux"
-RAW_REQ_FILE="requirements.no_hashes.cuda.txt"
-SOURCE_FILE="requirements.source.cuda.txt"
-WHEEL_FILE="requirements.wheel.cuda.txt"
-WHEEL_FILE_PYPI="requirements.wheel.pypi.cuda.txt"
-SOURCE_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.source.cuda.txt"
-WHEEL_HASH_FILE="${KONFLUX_DIR}/requirements.hashes.wheel.cuda.txt"
-WHEEL_HASH_FILE_PYPI="${KONFLUX_DIR}/requirements.hashes.wheel.pypi.cuda.txt"
-BUILD_FILE="${KONFLUX_DIR}/requirements-build.cuda.txt"
-RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/"
-# CPU RHOAI index (same version as CUDA): faiss-cpu resolves from here so prefetch can fetch wheels.
-RHOAI_INDEX_URL_CPU="${RHOAI_INDEX_URL/cuda12.9-ubi9/cpu-ubi9}"
-
-# cmake: PyPI cmake package (not the rpm); must be prefetched as a wheel or pip builds CMake from sdist during isolated builds (docling-parse build chain).
-EXTRA_WHEELS="uv-build,uv,pip,maturin,cmake"
-# Policy: RHOAI indices first (CUDA + cpu-ubi9); PyPI pins default to hashed sdists; only names in
-# PYPI_WHEEL_LAST_RESORT use PyPI wheels (last resort). nvidia-* from PyPI always go to the wheel list.
-# Expand PYPI_WHEEL_LAST_RESORT when Hermeto or image build cannot use a sdist (same idea as konflux_requirements.sh).
-# faiss-cpu / llama-index-vector-stores-faiss: keep here until sdist+prefetch path is proven for CUDA.
-PYPI_WHEEL_LAST_RESORT="hf-xet,psycopg2-binary,jiter,docling-parse,tokenizers,torch,torchvision,triton,faiss-cpu,llama-index-vector-stores-faiss,opencv-python,rapidocr,sqlite-vec"
-# pylatexenc: PyPI sdist-only in practice for the resolver path, but RHOAI publishes a rebuilt py3-none-any
-# wheel. uv --universal records PyPI's wheel hash; hermeto installs RHOAI's (*-8-py3-none-any.whl) → mismatch.
-# Pin pulp URL + digest like antlr4 (update filename/hash if RHOAI republishes the wheel).
-PYLATEXENC_PULP_BASE="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9"
-PYLATEXENC_PULP_FILENAME="pylatexenc-2.10-8-py3-none-any.whl"
-PYLATEXENC_PULP_SHA256="df56e08b8c5aeea5d791c2e73cf91eaa746e8c52c0f1a51b249dcf033b6e10e6"
-# SOURCE_HASH_FILE is PyPI-compiled; if beautifulsoup4 appears there, Hermeto still needs RHOAI pulp digest.
-BEAUTIFULSOUP4_PULP_FILENAME="beautifulsoup4-4.14.3-8-py3-none-any.whl"
-BEAUTIFULSOUP4_PULP_SHA256="456f13ad4168acf1c041660bf3b48cee0b8079e633eaeb1bf0e27d1909c758a3"
-# Split loop: lines matching nvidia-* from pypi.org go to this file if present (not used by RHOAI torch).
-
-# Copy pyproject and remove pytorch-cpu so torch/torchvision come from default PyPI (CUDA).
-# uv pip compile only accepts pyproject.toml, so swap temporarily.
-# Restore pyproject.toml and uv.lock on exit (success or failure) so we never leave the repo with the CUDA variant.
-# uv pip compile can update uv.lock when run with the swapped pyproject.toml.
-restore_pyproject() {
-	if [ -f pyproject.toml.cpu-only ]; then
-		mv -f pyproject.toml pyproject.cuda.toml 2>/dev/null || true
-		mv -f pyproject.toml.cpu-only pyproject.toml
-		[ -f uv.lock.cpu-only ] && mv -f uv.lock.cpu-only uv.lock
-	fi
-	rm -f pyproject.cuda.toml pyproject.cpu.bak.toml uv.lock.cpu-only
-}
-trap restore_pyproject EXIT
-cp pyproject.toml pyproject.cpu.bak.toml
-cp pyproject.toml pyproject.cuda.toml
-[ -f uv.lock ] && cp uv.lock uv.lock.cpu-only
-uv run python ./scripts/remove_pytorch_cpu_pyproject.py pyproject.cuda.toml
-mv pyproject.toml pyproject.toml.cpu-only
-mv pyproject.cuda.toml pyproject.toml
-
-# Generate requirements from CUDA pyproject (torch from PyPI = CUDA on Linux).
-# Use CPU RHOAI as extra index so faiss-cpu (and similar) resolve from RHOAI and prefetch can fetch wheels.
-uv pip compile pyproject.toml -o "$RAW_REQ_FILE" \
-	--python-platform x86_64-manylinux_2_28 \
-	--python-version 3.12 \
-	--refresh \
-	--index "$RHOAI_INDEX_URL" \
-	--extra-index-url "$RHOAI_INDEX_URL_CPU" \
-	--default-index https://pypi.org/simple/ \
-	--index-strategy unsafe-best-match \
-	--emit-index-annotation \
-	--no-sources \
-	--override ${KONFLUX_DIR}/requirements.overrides.cuda.txt
-
-# Restore original pyproject.toml and uv.lock (trap will also run on exit and clean up)
-mv pyproject.toml pyproject.cuda.toml
-mv pyproject.toml.cpu-only pyproject.toml
-[ -f uv.lock.cpu-only ] && mv -f uv.lock.cpu-only uv.lock
-rm -f pyproject.cpu.bak.toml uv.lock.cpu-only
-
-# Initialize output files
-echo "# Packages from pypi.org (CUDA build)" > "$SOURCE_FILE"
-echo "# This file was autogenerated by konflux_requirements_cuda.sh" >> "$SOURCE_FILE"
-echo "# Packages from packages.redhat.com" > "$WHEEL_FILE"
-echo "# This file was autogenerated by konflux_requirements_cuda.sh" >> "$WHEEL_FILE"
-echo "--index-url $RHOAI_INDEX_URL" >> "$WHEEL_FILE"
-echo "# Packages from pypi.org to be fetched as wheels" > "$WHEEL_FILE_PYPI"
-echo "# This file was autogenerated by konflux_requirements_cuda.sh" >> "$WHEEL_FILE_PYPI"
-
-current_package=""
-while IFS= read -r line || [[ -n "$line" ]]; do
-    if [[ "$line" =~ ^[a-zA-Z0-9] ]]; then
-        current_package="$line"
-    elif [[ "$line" =~ ^[[:space:]]*#[[:space:]]*from[[:space:]]+(.*) ]]; then
-        index_url="${BASH_REMATCH[1]}"
-        if [[ -n "$current_package" ]]; then
-            if [[ "$index_url" == "https://pypi.org/simple/" ]]; then
-                package_name=$(echo "$current_package" | sed 's/[=<>!].*//')
-                if echo ",${PYPI_WHEEL_LAST_RESORT}," | grep -qF ",${package_name}," || [[ "$package_name" == nvidia-* ]]; then
-                    echo "$current_package" >> "$WHEEL_FILE_PYPI"
-                else
-                    echo "$current_package" >> "$SOURCE_FILE"
-                fi
-            elif [[ "$index_url" == "$RHOAI_INDEX_URL" ]]; then
-                echo "$current_package" >> "$WHEEL_FILE"
-            elif [[ "$index_url" == "$RHOAI_INDEX_URL_CPU" ]]; then
-                # CPU RHOAI packages: hermeto uses only CUDA index for wheel file. If PyPI has a wheel (e.g. faiss-cpu), use PyPI wheel list so we don't build from source.
-                package_name=$(echo "$current_package" | sed 's/[=<>!].*//')
-                if echo ",${PYPI_WHEEL_LAST_RESORT}," | grep -qF ",${package_name},"; then
-                    echo "$current_package" >> "$WHEEL_FILE_PYPI"
-                else
-                    echo "$current_package" >> "$SOURCE_FILE"
-                fi
-            fi
-            current_package=""
-        fi
-    fi
-done < "$RAW_REQ_FILE"
-
-# Second compile uses --only-binary :all:; PyPI sdist-only pins (e.g. pylatexenc) must stay on the RHOAI wheel file.
-_cuda_sdist_only=$(python3 - "$WHEEL_FILE_PYPI" <<'PY'
-import json, re, sys, urllib.request
-
-path = sys.argv[1]
-req = re.compile(r"^([a-zA-Z0-9][a-zA-Z0-9_.-]*)==([^\s]+)\s*$")
-with open(path) as f:
-    for raw in f:
-        line = raw.strip()
-        if not line or line.startswith("#") or line.startswith("--"):
-            continue
-        m = req.match(line)
-        if not m:
-            continue
-        name, ver = m.group(1), m.group(2)
-        url = f"https://pypi.org/pypi/{name}/{ver}/json"
-        try:
-            with urllib.request.urlopen(url, timeout=45) as r:
-                data = json.load(r)
-        except Exception:
-            continue
-        wheels = [u for u in data.get("urls", []) if u.get("packagetype") == "bdist_wheel"]
-        if not wheels:
-            print(line)
-PY
-)
-if [[ -n "$_cuda_sdist_only" ]]; then
-	while IFS= read -r line || [[ -n "$line" ]]; do
-		[[ -z "$line" ]] && continue
-		grep -vxF "$line" "$WHEEL_FILE_PYPI" > "${WHEEL_FILE_PYPI}.sdist" && mv "${WHEEL_FILE_PYPI}.sdist" "$WHEEL_FILE_PYPI"
-		if ! grep -qxF "$line" "$WHEEL_FILE"; then
-			echo "$line" >> "$WHEEL_FILE"
-		fi
-	done <<< "$_cuda_sdist_only"
-fi
-
-# torch/torchvision are listed here when resolved from RHOAI cpu-ubi9 (may also appear in PYPI_WHEEL_LAST_RESORT).
-# The next step runs `uv pip compile` with only the default index (PyPI). If torch==… is present, uv
-# resolves PyPI's CUDA torch and pulls in nvidia-* cu12 wheels—even though hermetic install uses RHOAI
-# pulp wheels from requirements.hashes.wheel.pypi.cuda.{x86_64,aarch64}.txt. Strip torch/torchvision
-# so the second compile cannot re-expand PyPI CUDA torch deps (spurious nvidia-*).
-grep -vE '^(torch|torchvision|triton)(==|[[:space:]]+@)' "$WHEEL_FILE_PYPI" > "${WHEEL_FILE_PYPI}.tmp" && mv "${WHEEL_FILE_PYPI}.tmp" "$WHEEL_FILE_PYPI"
-
-# Update CUDA pipeline configs with binary package list (RHOAI + extra + PyPI wheels including torch/nvidia-*)
-wheel_packages=$(grep -vE '^#|^--' "$WHEEL_FILE" | sed '/^$/d' | sed 's/==.*//' | tr '\n' ',' | sed 's/,$//')
-pypi_wheel_packages=$(grep -vE '^#|^--' "$WHEEL_FILE_PYPI" | sed '/^$/d' | sed 's/==.*//' | tr '\n' ',' | sed 's/,$//')
-wheel_packages="$wheel_packages,$EXTRA_WHEELS,$pypi_wheel_packages"
-# Merge can repeat names (e.g. triton from WHEEL_FILE and last-resort list).
-wheel_packages=$(printf '%s' "$wheel_packages" | tr ',' '\n' | awk 'NF && !seen[$0]++' | paste -sd, -)
-# Update CUDA pipeline configs (c0ec3 only; do not modify rag-tool-*-cuda.yaml).
-for f in .tekton/lightspeed-core-rag-content-c0ec3-pull-request.yaml .tekton/lightspeed-core-rag-content-c0ec3-push.yaml; do
-    if [[ -f "$f" ]]; then
-        sed -i 's/"packages": "[^"]*"/"packages": "'"$wheel_packages"'"/' "$f"
-    fi
-done
-
-echo "Packages from pypi.org written to: $SOURCE_FILE ($(wc -l < "$SOURCE_FILE") packages)"
-echo "Packages from packages.redhat.com written to: $WHEEL_FILE ($(wc -l < "$WHEEL_FILE") packages)"
-
-# Do NOT add PyPI as --extra-index-url here: same policy as konflux_requirements.sh — uv would record PyPI
-# wheel digests while Hermeto prefetches RHOAI rebuilds (*-N-*.whl), causing checksum mismatch for cffi, etc.
-# RHOAI simple must list wheels for --universal; if compile fails, add a direct pulp pin below.
-if grep -qE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' "$WHEEL_FILE"; then
-	uv pip compile "$WHEEL_FILE" --refresh --generate-hashes \
-		--index-url "$RHOAI_INDEX_URL" --index-strategy unsafe-best-match \
-		--python-version 3.12 --emit-index-url --no-deps --no-annotate --universal > "$WHEEL_HASH_FILE"
-else
-	printf '%s\n' "# No RHOAI-only wheel pins in intermediate list." > "$WHEEL_HASH_FILE"
-	printf '%s\n' "--index-url $RHOAI_INDEX_URL" >> "$WHEEL_HASH_FILE"
-fi
-sed -i '/^--extra-index-url/d' "$WHEEL_HASH_FILE"
-sed -i '/^--extra-index-url/d' "$WHEEL_HASH_FILE"
-# triton: RHOAI cuda index hashes can differ from the cpu-ubi9 wheels we install via pulp in arch fragments.
-# Strip triton from this file; it is installed only from pulp URLs in requirements.hashes.wheel.pypi.cuda.{x86_64,aarch64}.txt.
-awk '/^triton==/{skip=1; next}
-skip && /^[[:space:]]/{next}
-skip {skip=0}
-{print}' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.notri" && mv "${WHEEL_HASH_FILE}.notri" "$WHEEL_HASH_FILE"
-# --only-binary :all: so hashes are for wheels only; include deps for transitive wheels (torch/torchvision
-# are stripped from WHEEL_FILE_PYPI above so PyPI CUDA torch does not pull nvidia-*; triton etc. remain).
-# Pin omegaconf to 2.3.0+ so pip 24.1+ accepts metadata (2.0.6 uses deprecated PyYAML >=5.1.*).
-sed -i 's/^omegaconf==[0-9.]*/omegaconf==2.3.0/' "$WHEEL_FILE_PYPI"
-# antlr4-python3-runtime: PyPI sdist only; omegaconf needs it under --only-binary. Pin pulp wheel (direct URL).
-ANTLR4_WHEEL_PULP_BASE="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9"
-ANTLR4_WHEEL_FILENAME="antlr4_python3_runtime-4.9.3-8-py3-none-any.whl"
-ANTLR4_WHEEL_LINE="antlr4-python3-runtime @ ${ANTLR4_WHEEL_PULP_BASE}/${ANTLR4_WHEEL_FILENAME}"
-if grep -q '^antlr4-python3-runtime==' "$WHEEL_FILE_PYPI"; then
-	awk -v base="$ANTLR4_WHEEL_PULP_BASE" -v wfile="$ANTLR4_WHEEL_FILENAME" '
-/^antlr4-python3-runtime==/ {
-  print "antlr4-python3-runtime @ " base "/" wfile
-  next
-}
-{ print }
-' "$WHEEL_FILE_PYPI" > "${WHEEL_FILE_PYPI}.tmp" && mv "${WHEEL_FILE_PYPI}.tmp" "$WHEEL_FILE_PYPI"
-elif ! grep -qE '^antlr4-python3-runtime(==| @ )' "$WHEEL_FILE_PYPI"; then
-	printf '%s\n' "$ANTLR4_WHEEL_LINE" >> "$WHEEL_FILE_PYPI"
-fi
-# hf-xet: never build from sdist — 1.4+ needs Cargo edition2024; UBI rust is too old. Force 1.2.0 wheel pin (konflux_requirements.sh).
-if grep -qE '^hf-xet==' "$WHEEL_FILE_PYPI"; then
-	sed -i 's/^hf-xet==[0-9.]*/hf-xet==1.2.0/' "$WHEEL_FILE_PYPI"
-else
-	echo "hf-xet==1.2.0" >> "$WHEEL_FILE_PYPI"
-fi
-uv pip compile "$WHEEL_FILE_PYPI" --refresh --generate-hashes --only-binary ':all:' --python-version 3.12 --emit-index-url --no-annotate --constraint ${KONFLUX_DIR}/constraints.cuda.txt > "$WHEEL_HASH_FILE_PYPI"
-# Lock antlr4 digest to pulp bytes (uv may emit a trailing " \" already; replace whole stanza).
-ANTLR4_WHEEL_SHA256="52d3ffc4af2125d2bf4e7f8e1f3f794f4394c029e491532a47d52f2b7098f14f"
-if grep -q '^antlr4-python3-runtime @ ' "$WHEEL_HASH_FILE_PYPI"; then
-	awk -v base="$ANTLR4_WHEEL_PULP_BASE" -v wfile="$ANTLR4_WHEEL_FILENAME" -v whash="$ANTLR4_WHEEL_SHA256" '
-/^antlr4-python3-runtime @ / {
-  print "antlr4-python3-runtime @ " base "/" wfile " \\"
-  print "    --hash=sha256:" whash
-  skip=1
-  next
-}
-skip && /^[[:space:]]*--hash=/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-skip { next }
-{ print }
-' "$WHEEL_HASH_FILE_PYPI" > "${WHEEL_HASH_FILE_PYPI}.tmp" && mv "${WHEEL_HASH_FILE_PYPI}.tmp" "$WHEEL_HASH_FILE_PYPI"
-fi
-# faiss-cpu: use direct wheel URLs so prefetch fetches only wheels (no sdist) and the build never tries to build from source.
-# File has both arches; Containerfile filters to the single faiss-cpu line for TARGETARCH so pip installs only one wheel.
-faiss_version=$(awk '/^faiss-cpu==/ { match($0, /[0-9]+\.[0-9]+\.[0-9]+/); print substr($0, RSTART, RLENGTH); exit } /^faiss-cpu @ / { if (match($0, /faiss_cpu-[0-9]+\.[0-9]+\.[0-9]+/)) { print substr($0, RSTART+9, RLENGTH-9); exit } }' "$WHEEL_HASH_FILE_PYPI")
-if [ -n "$faiss_version" ]; then
-  FAISS_CPU_SPEC=$(python3 -c "
-import urllib.request, json, sys
-ver = sys.argv[1]
-url = f'https://pypi.org/pypi/faiss-cpu/{ver}/json'
-with urllib.request.urlopen(url) as r:
-    d = json.load(r)
-wheels = []
-for u in d.get('urls', []):
-    if (u.get('packagetype') == 'bdist_wheel' and 'cp312' in u.get('filename', '') and 'manylinux' in u.get('filename', '')):
-        wheels.append((u['filename'], u['url'], u['digests'].get('sha256')))
-wheels.sort(key=lambda x: x[0])
-if len(wheels) < 2:
-    sys.exit(1)
-for fn, u, h in wheels:
-    print(u)
-    print(h)
-" "$faiss_version") || { echo "Could not get faiss-cpu wheel URLs (x86_64 and aarch64) from PyPI for version $faiss_version"; exit 1; }
-  FAISS_URL_1=$(echo "$FAISS_CPU_SPEC" | sed -n '1p')
-  FAISS_HASH_1=$(echo "$FAISS_CPU_SPEC" | sed -n '2p')
-  FAISS_URL_2=$(echo "$FAISS_CPU_SPEC" | sed -n '3p')
-  FAISS_HASH_2=$(echo "$FAISS_CPU_SPEC" | sed -n '4p')
-  awk -v url1="$FAISS_URL_1" -v hash1="$FAISS_HASH_1" -v url2="$FAISS_URL_2" -v hash2="$FAISS_HASH_2" '
-/^faiss-cpu==/ || /^faiss-cpu @ / {
-  print "faiss-cpu @ " url1 " \\"
-  print "    --hash=sha256:" hash1
-  print "faiss-cpu @ " url2 " \\"
-  print "    --hash=sha256:" hash2
-  skip=1
-  next
-}
-skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*(==| @ )/ && $0 !~ /^faiss-cpu/ { skip=0 }
-!skip { print }
-' "$WHEEL_HASH_FILE_PYPI" > "$WHEEL_HASH_FILE_PYPI.tmp" && mv "$WHEEL_HASH_FILE_PYPI.tmp" "$WHEEL_HASH_FILE_PYPI"
-  # Arch files: only the one faiss-cpu block per arch (base is generated at end, after omegaconf/deprecated).
-  # Wheels are sorted by filename: aarch64 then x86_64, so URL_1/HASH_1 = aarch64, URL_2/HASH_2 = x86_64.
-  printf 'faiss-cpu @ %s \\\n    --hash=sha256:%s\n' "$FAISS_URL_1" "$FAISS_HASH_1" > "${WHEEL_HASH_FILE_PYPI%.txt}.aarch64.txt"
-  printf 'faiss-cpu @ %s \\\n    --hash=sha256:%s\n' "$FAISS_URL_2" "$FAISS_HASH_2" > "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt"
-  # aarch64: PyPI only has CPU torch/torchvision. Use RHOAI for both (already prefetched).
-  # RHOAI index: https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/
-  RHOAI_PULP="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9"
-  AARCH64_TORCH_URL="${RHOAI_PULP}/torch-2.9.0-13-cp312-cp312-linux_aarch64.whl"
-  AARCH64_TORCH_HASH="5059b9516b74ad4a7a5d37a9243d749d957ee002378960ce5c67f7bb23fc8154"
-  AARCH64_TORCHVISION_URL="${RHOAI_PULP}/torchvision-0.24.0-9-cp312-cp312-linux_aarch64.whl"
-  AARCH64_TORCHVISION_HASH="569d6ab37fb575f514d04c04706a65fc599f24c7b6264b44e54b9b9c017e353a"
-  RHOAI_PULP_CPU="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9"
-  AARCH64_TRITON_URL="${RHOAI_PULP_CPU}/triton-3.5.0-3-cp312-cp312-linux_aarch64.whl"
-  AARCH64_TRITON_HASH="a46eaadd18e726ff38f9cfb53c4e641dfe937741394cdf45e2981858200fae1d"
-  {
-    echo ""
-    echo "# aarch64 CUDA: torch and torchvision from RHOAI (PyPI only has CPU on aarch64)"
-    echo "torch @ ${AARCH64_TORCH_URL} \\"
-    echo "    --hash=sha256:${AARCH64_TORCH_HASH}"
-    echo "torchvision @ ${AARCH64_TORCHVISION_URL} \\"
-    echo "    --hash=sha256:${AARCH64_TORCHVISION_HASH}"
-    echo "# triton from RHOAI cpu-ubi9 (declared by RHOAI torch METADATA)"
-    echo "triton @ ${AARCH64_TRITON_URL} \\"
-    echo "    --hash=sha256:${AARCH64_TRITON_HASH}"
-  } >> "${WHEEL_HASH_FILE_PYPI%.txt}.aarch64.txt"
-fi
-# Replace omegaconf 2.0.6 with 2.3.0 so pip 24.1+ accepts metadata (2.0.6 uses deprecated PyYAML >=5.1.*).
-OMEGACONF_SPEC=$(python3 -c "
-import urllib.request, json, sys
-url = 'https://pypi.org/pypi/omegaconf/2.3.0/json'
-with urllib.request.urlopen(url) as r:
-    d = json.load(r)
-for u in d.get('urls', []):
-    if u.get('packagetype') == 'bdist_wheel' and 'py3' in u.get('filename', ''):
-        print(u['url'])
-        print(u['digests']['sha256'])
-        break
-" 2>/dev/null) || true
-if [ -n "$OMEGACONF_SPEC" ]; then
-  OMEGACONF_URL=$(echo "$OMEGACONF_SPEC" | head -1)
-  OMEGACONF_HASH=$(echo "$OMEGACONF_SPEC" | tail -1)
-  awk -v url="$OMEGACONF_URL" -v hash="$OMEGACONF_HASH" '
-/^omegaconf==/ {
-  print "omegaconf==2.3.0 \\"
-  print "    --hash=sha256:" hash
-  skip=1
-  next
-}
-skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/ { skip=0 }
-skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]* @ / { skip=0 }
-!skip { print }
-' "$WHEEL_HASH_FILE_PYPI" > "$WHEEL_HASH_FILE_PYPI.tmp" && mv "$WHEEL_HASH_FILE_PYPI.tmp" "$WHEEL_HASH_FILE_PYPI"
-fi
-# Replace deprecated with 1.2.18 wheel URL so prefetch fetches the wheel (not sdist; sdist causes checksum mismatch).
-DEPRECATED_WHEEL_URL="https://files.pythonhosted.org/packages/6e/c6/ac0b6c1e2d138f1002bcf799d330bd6d85084fece321e662a14223794041/Deprecated-1.2.18-py2.py3-none-any.whl"
-DEPRECATED_HASH=bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec
-awk -v url="$DEPRECATED_WHEEL_URL" -v hash="$DEPRECATED_HASH" '
-/^deprecated==/ {
-  print "deprecated @ " url " \\"
-  print "    --hash=sha256:" hash
-  skip=1
-  next
-}
-skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/ { skip=0 }
-skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]* @ / { skip=0 }
-!skip { print }
-' "$WHEEL_HASH_FILE_PYPI" > "$WHEEL_HASH_FILE_PYPI.tmp" && mv "$WHEEL_HASH_FILE_PYPI.tmp" "$WHEEL_HASH_FILE_PYPI"
-# wrapt: first pass pins 1.17.x in requirements.hashes.wheel.cuda.txt (RHOAI, satisfies deprecated<2).
-# The second PyPI compile can still add wrapt 2.x as a transitive dep; dedup below would drop RHOAI and keep
-# PyPI (wrong). Strip wrapt from the PyPI wheel file when RHOAI already provides it.
-if grep -q '^wrapt==' "$WHEEL_HASH_FILE"; then
-	awk '/^wrapt==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*(==| @ )/{skip=0} skip && /^[[:space:]]*--hash=/{next} !skip{print}' "$WHEEL_HASH_FILE_PYPI" > "$WHEEL_HASH_FILE_PYPI.tmp" && mv "$WHEEL_HASH_FILE_PYPI.tmp" "$WHEEL_HASH_FILE_PYPI"
-fi
-# Deduplicate: prefetch may fetch from PyPI for packages in both files; pip then sees one wheel (PyPI hash). Remove from RHOAI wheel file any package also in PyPI wheel file so hashes match.
-awk 'FNR==NR { if (/^[a-zA-Z0-9].*(==| @ )/) { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); p[substr($0,RSTART,RLENGTH)]=1 }; next }
-     /^#/ { print; next }
-     /^--index-url/ { print; next }
-     /^[a-zA-Z0-9].*(==| @ )/ { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); name=substr($0,RSTART,RLENGTH); skip=(name in p); if (!skip) print; next }
-     { if (!skip) print }' "$WHEEL_HASH_FILE_PYPI" "$WHEEL_HASH_FILE" > "$WHEEL_HASH_FILE.tmp" && mv "$WHEEL_HASH_FILE.tmp" "$WHEEL_HASH_FILE"
-# beautifulsoup4: RHOAI *-8-py3-none-any.whl ≠ PyPI hashes in uv lock; Hermeto prefetches RHOAI (same as SOURCE_HASH_FILE below).
-if grep -q '^beautifulsoup4==' "$WHEEL_HASH_FILE"; then
-	awk -v base="$PYLATEXENC_PULP_BASE" -v wf="$BEAUTIFULSOUP4_PULP_FILENAME" -v wh="$BEAUTIFULSOUP4_PULP_SHA256" '
-/^beautifulsoup4==/ {
-  print "beautifulsoup4 @ " base "/" wf " \\"
-  print "    --hash=sha256:" wh
-  skip=1
-  next
-}
-skip && /^[ \t]+--hash=/ { next }
-skip && /^[[:space:]]*$/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.bs4" && mv "${WHEEL_HASH_FILE}.bs4" "$WHEEL_HASH_FILE"
-fi
-# cffi: RHOAI *-8-cp312-*linux_*.whl ≠ PyPI hashes; arch-specific wheels must be split
-# into per-arch files (same as aiohttp in CPU script) or pip installs both and fails.
-CFFI_CUDA_PULP_BASE="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9"
-CFFI_CUDA_X86_WHEEL="cffi-2.0.0-8-cp312-cp312-linux_x86_64.whl"
-CFFI_CUDA_X86_SHA256="2a909b200a31843ae8a0c4d080553673bfa1b7b7ed5b7718687771c7dfa7eb2d"
-CFFI_CUDA_AARCH_WHEEL="cffi-2.0.0-8-cp312-cp312-linux_aarch64.whl"
-CFFI_CUDA_AARCH_SHA256="fd3092cfea62fdf9375106ce741f9a8e57893ebd639d1a9140cf9f1a25d864f5"
-if grep -qE '^cffi(==| @)' "$WHEEL_HASH_FILE"; then
-	awk '
-/^cffi==|^cffi @/ { skip=1; next }
-skip && /^[ \t]/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$WHEEL_HASH_FILE" > "${WHEEL_HASH_FILE}.cffi" && mv "${WHEEL_HASH_FILE}.cffi" "$WHEEL_HASH_FILE"
-	printf '%s\n' "cffi @ ${CFFI_CUDA_PULP_BASE}/${CFFI_CUDA_X86_WHEEL} \\" >> "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt"
-	printf '%s\n' "    --hash=sha256:${CFFI_CUDA_X86_SHA256}" >> "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt"
-	printf '%s\n' "cffi @ ${CFFI_CUDA_PULP_BASE}/${CFFI_CUDA_AARCH_WHEEL} \\" >> "${WHEEL_HASH_FILE_PYPI%.txt}.aarch64.txt"
-	printf '%s\n' "    --hash=sha256:${CFFI_CUDA_AARCH_SHA256}" >> "${WHEEL_HASH_FILE_PYPI%.txt}.aarch64.txt"
-fi
-# PyPI nvidia-* cu12 wheels must not be installed: they duplicate/conflict with RHOAI torch (bundled CUDA) and break the stack.
-awk '/^nvidia-[a-zA-Z0-9_-]+==/{skip=1; next}
-skip && /^[[:space:]]/{next}
-skip {skip=0}
-/^nvidia-[a-zA-Z0-9_-]+==/{skip=1; next}
-{print}' "$WHEEL_HASH_FILE_PYPI" > "${WHEEL_HASH_FILE_PYPI}.nonv" && mv "${WHEEL_HASH_FILE_PYPI}.nonv" "$WHEEL_HASH_FILE_PYPI"
-# aiohttp: build from source (not PYPI_WHEEL_LAST_RESORT); strip from PyPI wheel file if the second compile pulled it in as transitive.
-awk '/^aiohttp==/{skip=1; next} skip && /^[[:space:]]/{next} skip {skip=0} {print}' "$WHEEL_HASH_FILE_PYPI" > "${WHEEL_HASH_FILE_PYPI}.noaio" && mv "${WHEEL_HASH_FILE_PYPI}.noaio" "$WHEEL_HASH_FILE_PYPI"
-uv pip compile "$SOURCE_FILE" --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate > "$SOURCE_HASH_FILE"
-# Keep hf-xet out of the *source* hash file (install is wheel-only from .wheel.pypi.cuda.base.txt).
-awk '/^hf-xet==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/{skip=0} !skip{print}' "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# Only install psycopg2-binary from wheel list (avoids pg_config); strip from source in case it appears there.
-awk '/^psycopg2-binary==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/{skip=0} !skip{print}' "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# faiss-cpu does not build from sdist (SWIG/headers); must come from wheel (PyPI). Strip from source hashes if present.
-awk '/^faiss-cpu==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/{skip=0} !skip{print}' "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# llama-index-vector-stores-faiss depends on faiss-cpu; keep it wheel-only so prefetch never builds faiss-cpu.
-awk '/^llama-index-vector-stores-faiss==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/{skip=0} !skip{print}' "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# PyPI has no sdists for torch/torchvision/triton/nvidia-*; strip from source hashes if they landed here (e.g. from CPU RHOAI).
-awk '/^(torch|torchvision|triton|nvidia-[a-zA-Z0-9_-]+)==/{skip=1; next} skip && /^[a-zA-Z0-9][a-zA-Z0-9_.-]*==/{skip=0} !skip{print}' "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# Avoid duplicate version conflict: remove from source any package already in PyPI wheel file (e.g. aiosqlite 0.22.0 in source vs 0.22.1 in wheel).
-awk 'FNR==NR { if (/^[a-zA-Z0-9].*(==| @ )/) { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); p[substr($0,RSTART,RLENGTH)]=1 }; next }
-     /^#/ { print; next }
-     /^--index-url/ { print; next }
-     /^[a-zA-Z0-9].*(==| @ )/ { match($0, /^[a-zA-Z0-9][a-zA-Z0-9_.-]*/); name=substr($0,RSTART,RLENGTH); skip=(name in p); if (!skip) print; next }
-     { if (!skip) print }' "$WHEEL_HASH_FILE_PYPI" "$SOURCE_HASH_FILE" > "$SOURCE_HASH_FILE.tmp" && mv "$SOURCE_HASH_FILE.tmp" "$SOURCE_HASH_FILE"
-# pylatexenc can land in source hashes (PyPI digest) while hermeto fetches RHOAI *-8-py3-none-any.whl — same pulp pin as WHEEL_HASH_FILE.
-if grep -q '^pylatexenc==' "$SOURCE_HASH_FILE"; then
-	awk -v base="$PYLATEXENC_PULP_BASE" -v wf="$PYLATEXENC_PULP_FILENAME" -v wh="$PYLATEXENC_PULP_SHA256" '
-/^pylatexenc==/ {
-  print "pylatexenc @ " base "/" wf " \\"
-  print "    --hash=sha256:" wh
-  skip=1
-  next
-}
-skip && /^[ \t]+--hash=/ { next }
-skip && /^[[:space:]]*$/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$SOURCE_HASH_FILE" > "${SOURCE_HASH_FILE}.plx" && mv "${SOURCE_HASH_FILE}.plx" "$SOURCE_HASH_FILE"
-fi
-if grep -q '^beautifulsoup4==' "$SOURCE_HASH_FILE"; then
-	awk -v base="$PYLATEXENC_PULP_BASE" -v wf="$BEAUTIFULSOUP4_PULP_FILENAME" -v wh="$BEAUTIFULSOUP4_PULP_SHA256" '
-/^beautifulsoup4==/ {
-  print "beautifulsoup4 @ " base "/" wf " \\"
-  print "    --hash=sha256:" wh
-  skip=1
-  next
-}
-skip && /^[ \t]+--hash=/ { next }
-skip && /^[[:space:]]*$/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-{ print }
-' "$SOURCE_HASH_FILE" > "${SOURCE_HASH_FILE}.bs4" && mv "${SOURCE_HASH_FILE}.bs4" "$SOURCE_HASH_FILE"
-fi
-# PyPI wheels: emit base (all packages minus faiss-cpu, torch, torchvision) and remove full file.
-# torch/torchvision are arch-specific: x86_64 from PyPI (in .x86_64.txt), aarch64 from RHOAI (in .aarch64.txt).
-# So prefetch does not fetch PyPI torch/torchvision for both arches (which would pull the unused aarch64 CPU wheel).
-awk '
-/^faiss-cpu @ / { getline; next }
-/^torch==/ { skip=1; next }
-/^torchvision==/ { skip=1; next }
-/^triton==/ { skip=1; next }
-skip && /^[[:space:]]/ { next }
-skip && /^[a-zA-Z0-9]/ { skip=0 }
-skip { next }
-{ print }
-' "$WHEEL_HASH_FILE_PYPI" > "${WHEEL_HASH_FILE_PYPI%.txt}.base.txt"
-# x86_64: torch, torchvision, triton from RHOAI (triton: cpu-ubi9, matches torch Requires-Dist triton==3.5.0).
-RHOAI_PULP="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cuda12.9-ubi9"
-RHOAI_PULP_CPU="https://packages.redhat.com/api/pulp-content/public-rhai/rhoai/3.3/cpu-ubi9"
-TRITON_350_X86_URL="${RHOAI_PULP_CPU}/triton-3.5.0-3-cp312-cp312-linux_x86_64.whl"
-TRITON_350_X86_HASH="a916a1758674bbc35545f3aed9c1e83ed581b59a277cfffca1926c6f5f567a96"
-if [ -f "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt" ]; then
-  {
-    echo ""
-    echo "# x86_64: torch and torchvision from RHOAI cuda12.9-ubi9 (same version as aarch64)"
-    echo "torch @ ${RHOAI_PULP}/torch-2.9.0-13-cp312-cp312-linux_x86_64.whl \\"
-    echo "    --hash=sha256:6a331fdd10983a88751dcc0e5175a2e4c432225774bbb7931c1d249b55a40816"
-    echo "torchvision @ ${RHOAI_PULP}/torchvision-0.24.0-9-cp312-cp312-linux_x86_64.whl \\"
-    echo "    --hash=sha256:c1b4ffe7435b2a6e4c849b1be3b1f50d8f1fcb5a9c1bbe6f38e59af57eb27abb"
-    echo "# triton from RHOAI cpu-ubi9 (declared by RHOAI torch METADATA)"
-    echo "triton @ ${TRITON_350_X86_URL} \\"
-    echo "    --hash=sha256:${TRITON_350_X86_HASH}"
-  } >> "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt"
-fi
-rm -f "$WHEEL_HASH_FILE_PYPI"
-# faiss-cpu from CPU RHOAI is in source list; prefetch will get it from PyPI when processing that file (or build from sdist).
-# pybuild-deps needs source (sdist); exclude wheel-only packages (torch, torchvision, triton, nvidia-*, faiss-cpu) that may have landed in source list.
-grep -v -E '^(torch|torchvision|faiss-cpu|triton|nvidia-[a-zA-Z0-9_-]+|antlr4-python3-runtime)==' "$SOURCE_FILE" > "$SOURCE_FILE.build"
-uv run pybuild-deps compile --output-file="$BUILD_FILE" "$SOURCE_FILE.build"
-rm -f "$SOURCE_FILE.build"
-
-sed -i 's/maturin==[0-9.]*/maturin==1.10.2/' "$BUILD_FILE"
-
-# Remove intermediate files
-rm -f "$RAW_REQ_FILE" "$WHEEL_FILE" "$WHEEL_FILE_PYPI" "$SOURCE_FILE" pyproject.cuda.toml
-
-echo "Done!"
-echo "Packages from pypi.org written to: $SOURCE_HASH_FILE ($(grep -Eo '==[0-9.]+' "$SOURCE_HASH_FILE" | wc -l) packages)"
-echo "Packages from packages.redhat.com written to: $WHEEL_HASH_FILE ($(grep -Eo '==[0-9.]+' "$WHEEL_HASH_FILE" | wc -l) packages)"
-echo "Packages from pypi.org (wheels) written to: ${WHEEL_HASH_FILE_PYPI%.txt}.base.txt + .x86_64.txt + .aarch64.txt ($(grep -Eo '==[0-9.]+' "${WHEEL_HASH_FILE_PYPI%.txt}.base.txt" | wc -l) in base, faiss-cpu per arch)"
-echo "Build dependencies written to: $BUILD_FILE ($(grep -Eo '==[0-9.]+' "$BUILD_FILE" | wc -l) packages)"
-echo "Remember to commit the .cuda.txt requirement files, pipeline configurations and push the changes"
-
-# Validation: detect packages that appear in both source and wheel files (conflict).
-echo ""
-echo "Running validation checks..."
-_all_wheel_pkgs=$(cat "$WHEEL_HASH_FILE" "${WHEEL_HASH_FILE_PYPI%.txt}.base.txt" "${WHEEL_HASH_FILE_PYPI%.txt}.x86_64.txt" "${WHEEL_HASH_FILE_PYPI%.txt}.aarch64.txt" 2>/dev/null \
-  | grep -oE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' | sed 's/==//' | sort -u)
-_source_pkgs=$(grep -oE '^[a-zA-Z0-9][a-zA-Z0-9_.-]*==' "$SOURCE_HASH_FILE" | sed 's/==//' | sort -u)
-_conflicts=$(comm -12 <(echo "$_all_wheel_pkgs") <(echo "$_source_pkgs"))
-if [ -n "$_conflicts" ]; then
-  echo "WARNING: packages found in BOTH source and wheel files (possible conflict):"
-  echo "$_conflicts" | sed 's/^/  - /'
-fi
-_wheel_only="torch torchvision triton faiss-cpu hf-xet tokenizers"
-_wheel_only_in_source=""
-for pkg in $_wheel_only; do
-  echo "$_source_pkgs" | grep -qx "$pkg" && _wheel_only_in_source="$_wheel_only_in_source $pkg"
-done
-if [ -n "$_wheel_only_in_source" ]; then
-  echo "ERROR: wheel-only packages found in source file (will fail to build):"
-  echo "$_wheel_only_in_source" | tr ' ' '\n' | sed '/^$/d; s/^/  - /'
-  exit 1
-fi
-echo "✓ Validation passed"
diff --git a/scripts/konflux_resolve.py b/scripts/konflux_resolve.py
new file mode 100644
index 00000000..969083ce
--- /dev/null
+++ b/scripts/konflux_resolve.py
@@ -0,0 +1,1344 @@
+#!/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 sorted_hashes:
+            lines.append(f"{name}=={version} \\\n")
+            hash_lines = [f"    --hash=sha256:{h}" for h in sorted_hashes]
+            lines.append(" \\\n".join(hash_lines) + "\n")
+        else:
+            lines.append(f"{name}=={version}\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 _write_hashed_file_via_uv(
+    uv_bin: str,
+    packages: dict[str, dict[str, Any]],
+    python_version: str,
+    output_path: str,
+    index_url: str,
+) -> None:
+    """Write a hashed requirements file using ``uv pip compile --generate-hashes``.
+
+    This ensures hashes match what Hermeto will download from the same index.
+    """
+    if not packages:
+        with open(output_path, "w") as f:
+            f.write(f"--index-url {index_url}\n")
+        return
+
+    tmp_input = output_path + ".in"
+    try:
+        with open(tmp_input, "w") as f:
+            for name in sorted(packages):
+                f.write(
+                    f"{packages[name]['version']}\n".replace(
+                        packages[name]["version"],
+                        f"{name}=={packages[name]['version']}",
+                    )
+                )
+        cmd = [
+            uv_bin,
+            "pip",
+            "compile",
+            tmp_input,
+            "--no-deps",
+            "--no-annotate",
+            "--generate-hashes",
+            "--python-version",
+            python_version,
+            "--index-url",
+            index_url,
+            "--index-strategy",
+            "unsafe-best-match",
+            "--emit-index-url",
+            "--universal",
+        ]
+        logger.debug("Running: %s", " ".join(cmd))
+        result = subprocess.run(cmd, capture_output=True, text=True, check=False)
+        if result.returncode != 0:
+            logger.warning(
+                "uv pip compile --generate-hashes failed for %s: %s",
+                output_path,
+                result.stderr.strip(),
+            )
+            write_hashed_requirements(packages, output_path, index_url)
+            return
+        # Strip any --extra-index-url lines uv might add
+        lines = [
+            line + "\n"
+            for line in result.stdout.splitlines()
+            if not line.strip().startswith("--extra-index-url")
+        ]
+        with open(output_path, "w") as f:
+            f.writelines(lines)
+    finally:
+        if os.path.exists(tmp_input):
+            os.remove(tmp_input)
+
+
+def main() -> None:
+    """Resolve dependencies with RHOAI-first policy and write Hermeto output files."""
+    parser = argparse.ArgumentParser(
+        description="Policy-driven dependency resolver for Hermeto/Cachi2 builds."
+    )
+    parser.add_argument("--profile", required=True, help="Build profile (cpu|cuda)")
+    verbosity = parser.add_mutually_exclusive_group()
+    verbosity.add_argument("--verbose", action="store_true", help="Verbose logging")
+    verbosity.add_argument("--quiet", action="store_true", help="Errors only")
+    args = parser.parse_args()
+
+    if args.verbose:
+        logging.basicConfig(level=logging.DEBUG)
+    elif args.quiet:
+        logging.basicConfig(level=logging.ERROR)
+    else:
+        logging.basicConfig(level=logging.INFO)
+
+    profiles_path = os.path.join(KONFLUX_DIR, "profiles.toml")
+    config = load_config(profiles_path, args.profile)
+
+    wheel_only_path = os.path.join(KONFLUX_DIR, "pypi_wheel_only.txt")
+    wheel_only = load_wheel_only(wheel_only_path)
+
+    python_version = config["python_version"]
+    platforms = config["platforms"]
+    rhoai_index_url = config["rhoai_index_url"]
+    suffix = config.get("output_suffix", "")
+    tekton_files = config.get("tekton_files", [])
+    bootstrap_packages = config.get("bootstrap_packages", [])
+
+    # Determine uv binary path
+    uv = UV_BINARY if os.path.isfile(UV_BINARY) else "uv"
+
+    # 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: Classify into buckets
+    buckets = classify_packages(resolved, wheel_only)
+
+    # Step 4: Write hashed requirements files via uv pip compile --generate-hashes
+    _write_hashed_file_via_uv(
+        uv,
+        buckets["rhoai_wheel"],
+        python_version,
+        os.path.join(KONFLUX_DIR, f"requirements.hashes.wheel{suffix}.txt"),
+        rhoai_index_url,
+    )
+    _write_hashed_file_via_uv(
+        uv,
+        buckets["pypi_sdist"],
+        python_version,
+        os.path.join(KONFLUX_DIR, f"requirements.hashes.source{suffix}.txt"),
+        "https://pypi.org/simple/",
+    )
+    _write_hashed_file_via_uv(
+        uv,
+        buckets["pypi_wheel"],
+        python_version,
+        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 8: Patch Tekton pipelines
+    wheel_package_names = (
+        list(buckets["rhoai_wheel"].keys())
+        + list(buckets["pypi_wheel"].keys())
+        + [normalize_name(p) for p in bootstrap_packages]
+    )
+    for tekton_file in tekton_files:
+        if os.path.exists(tekton_file):
+            patch_tekton_packages(tekton_file, wheel_package_names)
+            logger.info("Patched %s", tekton_file)
+        else:
+            logger.warning("Tekton file not found: %s", tekton_file)
+
+    # Summary
+    total = len(resolved)
+    print(f"\n{'='*60}")
+    print(f"Resolution complete ({args.profile} profile)")
+    print(f"{'='*60}")
+    print(f"  RHOAI wheels:          {len(buckets['rhoai_wheel']):>4} packages")
+    print(f"  PyPI sdist:            {len(buckets['pypi_sdist']):>4} packages")
+    print(f"  PyPI wheel (last resort): {len(buckets['pypi_wheel']):>4} packages")
+    print(f"  Total:                 {total:>4} packages")
+    print()
+    print(f"  Hashed wheel (RHOAI):  .konflux/requirements.hashes.wheel{suffix}.txt")
+    print(f"  Hashed source (PyPI):  .konflux/requirements.hashes.source{suffix}.txt")
+    print(f"  Hashed wheel (PyPI):   .konflux/requirements.hashes.wheel.pypi{suffix}.txt")
+    print(f"  Build deps:            {build_output}")
+    print()
+    print("Remember to commit output files and push the changes.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/uv.lock b/uv.lock
index 9dc927aa..9440e4fc 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,10 +1,8 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = "==3.12.*"
 resolution-markers = [
-    "(platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')",
-    "platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "platform_machine == 'x86_64' and sys_platform == 'linux'",
+    "sys_platform != 'darwin'",
     "sys_platform == 'darwin'",
 ]
 required-markers = [
@@ -23,8 +21,8 @@ dependencies = [
     { name = "psutil" },
     { name = "pyyaml" },
     { name = "safetensors" },
-    { name = "torch", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
-    { name = "torch", version = "2.9.1+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
+    { name = "torch", version = "2.12.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform == 'darwin'" },
+    { name = "torch", version = "2.12.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ca/14/787e5498cd062640f0f3d92ef4ae4063174f76f9afd29d13fc52a319daae/accelerate-1.13.0.tar.gz", hash = "sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236", size = 402835, upload-time = "2026-03-04T19:34:12.359Z" }
 wheels = [
@@ -33,11 +31,11 @@ wheels = [
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.6.1"
+version = "2.6.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/33/c6/61a2d7b7572279226bb2e7f61d7a19ca7c90da0329c93fa0d560cbf288d8/aiohappyeyeballs-2.6.2.tar.gz", hash = "sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64", size = 22591, upload-time = "2026-05-20T15:12:24.631Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/fc/a7bf5b6e4e617b45f90f2d9d2a68519c249c81dd4fc2658c7a2a61c4f4b7/aiohappyeyeballs-2.6.2-py3-none-any.whl", hash = "sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4", size = 15062, upload-time = "2026-05-20T15:12:23.328Z" },
 ]
 
 [[package]]
@@ -133,6 +131,30 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
+[[package]]
+name = "ast-serialize"
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/9d/09e27731bd5864a9ce04e3244074e674bb8936bf62b45e0357248717adac/ast_serialize-0.5.0.tar.gz", hash = "sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6", size = 61157, upload-time = "2026-05-17T17:48:29.429Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/9e/dc2530acb3a60dc6e46d65abf27d1d9f86721694757906a148d90a6860de/ast_serialize-0.5.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101", size = 1191380, upload-time = "2026-05-17T17:48:03.738Z" },
+    { url = "https://files.pythonhosted.org/packages/26/0a/bd3d18a582f273d6c843d16bb9e22e9e16365ff7991e92f18f798e9f1224/ast_serialize-0.5.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a", size = 1183879, upload-time = "2026-05-17T17:48:05.463Z" },
+    { url = "https://files.pythonhosted.org/packages/40/ae/1f919100f8620887af58fcc381c61a1f218cdf89c6e155f87b213e61010a/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211", size = 1244529, upload-time = "2026-05-17T17:48:07.008Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/ca/6376559dcce707cdbc1d0d9a13c8d3baaaa501e949ce0ebdc4230cd881aa/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf", size = 1240560, upload-time = "2026-05-17T17:48:08.46Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b2/a620e206b5aeb7efbf2710336df57d457cffbb3991076bbcc1147ef9abd4/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9", size = 1451172, upload-time = "2026-05-17T17:48:09.922Z" },
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