From b48ec752b9e12eefbb838cd9daa01401b7e4569e Mon Sep 17 00:00:00 2001
From: Sri Roopa Ramesh Babu <srameshb@redhat.com>
Date: Thu, 23 Apr 2026 17:11:34 -0400
Subject: [PATCH] RHOAI wheel build for pytorch dependency.

---
 .tekton/lightspeed-ocp-rag-pull-request.yaml  |  37 +-
 .tekton/lightspeed-ocp-rag-push.yaml          |  37 +-
 .tekton/lightspeed-rag-tool-pull-request.yaml |  47 +-
 .tekton/lightspeed-rag-tool-push.yaml         |  47 +-
 ...p-lightspeed-rag-content-pull-request.yaml |  47 +-
 .../own-app-lightspeed-rag-content-push.yaml  |  47 +-
 Containerfile                                 |  39 +-
 Makefile                                      |  61 +-
 README.md                                     |  23 +-
 byok/Containerfile.tool                       |  31 +-
 lsc/Containerfile.konflux                     |  22 +-
 lsc/pyproject.toml                            |   2 +-
 lsc/requirements.hashes.source.txt            | 962 ++++++++++++++++++
 lsc/requirements.hashes.wheel.txt             | 210 ++++
 lsc/requirements.overrides.txt                |  24 +
 pyproject.toml                                |   8 +-
 requirements-build.cpu.txt                    |  42 +
 requirements-build.txt                        |  16 -
 requirements.hashes.source.cpu.txt            | 136 +++
 requirements.hashes.source.gpu.txt            | 198 ++++
 requirements.hashes.wheel.cpu.txt             | 223 ++++
 requirements.hashes.wheel.gpu.txt             | 173 ++++
 requirements.hermetic.txt                     |   3 +
 requirements.overrides.gpu.txt                |  22 +
 requirements.overrides.txt                    |  19 +
 rpms.in.yaml                                  |   2 +-
 rpms.lock.yaml                                | 287 +++---
 scripts/generate_packages_to_prefetch.py      |  22 +-
 scripts/konflux_requirements.sh               | 311 ++++++
 29 files changed, 2849 insertions(+), 249 deletions(-)
 create mode 100644 lsc/requirements.hashes.source.txt
 create mode 100644 lsc/requirements.hashes.wheel.txt
 create mode 100644 lsc/requirements.overrides.txt
 create mode 100644 requirements-build.cpu.txt
 delete mode 100644 requirements-build.txt
 create mode 100644 requirements.hashes.source.cpu.txt
 create mode 100644 requirements.hashes.source.gpu.txt
 create mode 100644 requirements.hashes.wheel.cpu.txt
 create mode 100644 requirements.hashes.wheel.gpu.txt
 create mode 100644 requirements.hermetic.txt
 create mode 100644 requirements.overrides.gpu.txt
 create mode 100644 requirements.overrides.txt
 create mode 100755 scripts/konflux_requirements.sh

diff --git a/.tekton/lightspeed-ocp-rag-pull-request.yaml b/.tekton/lightspeed-ocp-rag-pull-request.yaml
index caeaa055b..4143efcc2 100644
--- a/.tekton/lightspeed-ocp-rag-pull-request.yaml
+++ b/.tekton/lightspeed-ocp-rag-pull-request.yaml
@@ -33,12 +33,31 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "lsc"}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["lsc/requirements.txt"]}]'
+    value: |
+      [
+        {"type": "generic", "path": "."},
+        {"type": "rpm", "path": "lsc"},
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "lsc/requirements.hashes.wheel.txt",
+            "lsc/requirements.hashes.source.txt",
+            "requirements.hermetic.txt"
+          ],
+          "binary": {
+            "packages": "aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,beautifulsoup4,certifi,cffi,colorama,dataclasses-json,defusedxml,deprecated,distro,faiss-cpu,filetype,fire,frozenlist,h11,hf-xet,httpcore,httpx,huggingface-hub,importlib-metadata,jinja2,jiter,joblib,jsonschema,jsonschema-specifications,markdown-it-py,marshmallow,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,numpy,pandas,pillow,prompt-toolkit,propcache,pycparser,pydantic-core,python-dateutil,referencing,rpds-py,safetensors,scikit-learn,scipy,setuptools,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,tokenizers,tomlkit,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib,sqlite-vec,cryptography,banks,chardet,charset-normalizer,click,dirtyjson,fastapi,filelock,fsspec,googleapis-common-protos,greenlet,idna,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,llama-index-workflows,llama-stack,llama-stack-api,llama-stack-client,nltk,openai,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pgvector,platformdirs,protobuf,psycopg2-binary,pyaml,pydantic,pygments,pyjwt,pypdf,python-dotenv,python-multipart,pytz,pyyaml,regex,requests,rich,sentence-transformers,soupsieve,sqlalchemy,starlette,striprtf,tenacity,tinytag,tornado,typer,typer-slim,tzdata,uvicorn,wcwidth,wrapt,zipp",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   - name: hermetic
     value: "true"
   - name: build-args
     value:
-    - FLAVOR=gpu
     - HERMETIC=true
   - name: build-image-index
     value: "false"
@@ -248,6 +267,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -379,7 +402,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -448,7 +471,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -469,7 +492,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -496,7 +519,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -523,7 +546,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/.tekton/lightspeed-ocp-rag-push.yaml b/.tekton/lightspeed-ocp-rag-push.yaml
index b6c6ed29c..ac1cb2fbf 100644
--- a/.tekton/lightspeed-ocp-rag-push.yaml
+++ b/.tekton/lightspeed-ocp-rag-push.yaml
@@ -30,12 +30,31 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "lsc"}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["lsc/requirements.txt"]}]'
+    value: |
+      [
+        {"type": "generic", "path": "."},
+        {"type": "rpm", "path": "lsc"},
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "lsc/requirements.hashes.wheel.txt",
+            "lsc/requirements.hashes.source.txt",
+            "requirements.hermetic.txt"
+          ],
+          "binary": {
+            "packages": "aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,beautifulsoup4,certifi,cffi,colorama,dataclasses-json,defusedxml,deprecated,distro,faiss-cpu,filetype,fire,frozenlist,h11,hf-xet,httpcore,httpx,huggingface-hub,importlib-metadata,jinja2,jiter,joblib,jsonschema,jsonschema-specifications,markdown-it-py,marshmallow,mdurl,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,numpy,pandas,pillow,prompt-toolkit,propcache,pycparser,pydantic-core,python-dateutil,referencing,rpds-py,safetensors,scikit-learn,scipy,setuptools,shellingham,six,sniffio,sympy,termcolor,threadpoolctl,tiktoken,tokenizers,tomlkit,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,urllib3,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib,sqlite-vec,cryptography,banks,chardet,charset-normalizer,click,dirtyjson,fastapi,filelock,fsspec,googleapis-common-protos,greenlet,idna,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,llama-index-workflows,llama-stack,llama-stack-api,llama-stack-client,nltk,openai,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pgvector,platformdirs,protobuf,psycopg2-binary,pyaml,pydantic,pygments,pyjwt,pypdf,python-dotenv,python-multipart,pytz,pyyaml,regex,requests,rich,sentence-transformers,soupsieve,sqlalchemy,starlette,striprtf,tenacity,tinytag,tornado,typer,typer-slim,tzdata,uvicorn,wcwidth,wrapt,zipp",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   - name: hermetic
     value: "true"
   - name: build-args
     value:
-    - FLAVOR=gpu
     - HERMETIC=true
   - name: build-image-index
     value: "false"
@@ -234,6 +253,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -365,7 +388,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -434,7 +457,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -455,7 +478,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -482,7 +505,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -509,7 +532,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/.tekton/lightspeed-rag-tool-pull-request.yaml b/.tekton/lightspeed-rag-tool-pull-request.yaml
index e74bb8cea..6fb8af898 100644
--- a/.tekton/lightspeed-rag-tool-pull-request.yaml
+++ b/.tekton/lightspeed-rag-tool-pull-request.yaml
@@ -39,7 +39,36 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "."}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["requirements.cpu.txt"]}]'
+    value: |-
+      [
+        {
+          "type": "generic",
+          "path": "."
+        },
+        {
+          "type": "rpm",
+          "path": "."
+        },
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "requirements.hashes.wheel.cpu.txt",
+            "requirements.hashes.source.cpu.txt",
+            "requirements.hermetic.txt"
+          ],
+          "requirements_build_files": [
+            "requirements-build.cpu.txt"
+          ],
+          "binary": {
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-types,anyio,attrs,beautifulsoup4,certifi,charset-normalizer,click,colorama,dataclasses-json,defusedxml,deprecated,faiss-cpu,filelock,filetype,frozenlist,fsspec,greenlet,h11,hf-xet,httpcore,httpx,huggingface-hub,idna,jinja2,joblib,marshmallow,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,packaging,pandas,pillow,platformdirs,propcache,psutil,pydantic,pydantic-core,pypdf,python-dateutil,pytz,pyyaml,regex,requests,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,soupsieve,sqlalchemy,sympy,tenacity,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,wrapt,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   pipelineSpec:
     description: |
       This pipeline is ideal for building container images from a Containerfile while maintaining trust after pipeline customization.
@@ -56,7 +85,7 @@ spec:
         - name: name
           value: show-sbom
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:a7346ed61237db4f82ff782e0c9e8b30536e0e67b907ad600341a6d192e80012
+          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:04994df487ee886adbe60a8a5866647fbdfd53cc26f7b2554272ba51bf7af29e
         - name: kind
           value: task
         resolver: bundles
@@ -244,6 +273,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -369,7 +402,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -436,7 +469,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -457,7 +490,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -483,7 +516,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -509,7 +542,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/.tekton/lightspeed-rag-tool-push.yaml b/.tekton/lightspeed-rag-tool-push.yaml
index ddc4028c1..79bc2b4b0 100644
--- a/.tekton/lightspeed-rag-tool-push.yaml
+++ b/.tekton/lightspeed-rag-tool-push.yaml
@@ -36,7 +36,36 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "."}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["requirements.cpu.txt"]}]'
+    value: |-
+      [
+        {
+          "type": "generic",
+          "path": "."
+        },
+        {
+          "type": "rpm",
+          "path": "."
+        },
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "requirements.hashes.wheel.cpu.txt",
+            "requirements.hashes.source.cpu.txt",
+            "requirements.hermetic.txt"
+          ],
+          "requirements_build_files": [
+            "requirements-build.cpu.txt"
+          ],
+          "binary": {
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-types,anyio,attrs,beautifulsoup4,certifi,charset-normalizer,click,colorama,dataclasses-json,defusedxml,deprecated,faiss-cpu,filelock,filetype,frozenlist,fsspec,greenlet,h11,hf-xet,httpcore,httpx,huggingface-hub,idna,jinja2,joblib,marshmallow,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,packaging,pandas,pillow,platformdirs,propcache,psutil,pydantic,pydantic-core,pypdf,python-dateutil,pytz,pyyaml,regex,requests,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,soupsieve,sqlalchemy,sympy,tenacity,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,wrapt,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   pipelineSpec:
     description: |
       This pipeline is ideal for building container images from a Containerfile while maintaining trust after pipeline customization.
@@ -53,7 +82,7 @@ spec:
         - name: name
           value: show-sbom
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:a7346ed61237db4f82ff782e0c9e8b30536e0e67b907ad600341a6d192e80012
+          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:04994df487ee886adbe60a8a5866647fbdfd53cc26f7b2554272ba51bf7af29e
         - name: kind
           value: task
         resolver: bundles
@@ -241,6 +270,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -366,7 +399,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -433,7 +466,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -454,7 +487,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -480,7 +513,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -506,7 +539,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/.tekton/own-app-lightspeed-rag-content-pull-request.yaml b/.tekton/own-app-lightspeed-rag-content-pull-request.yaml
index 7cd810a0d..bd4b3cdcb 100644
--- a/.tekton/own-app-lightspeed-rag-content-pull-request.yaml
+++ b/.tekton/own-app-lightspeed-rag-content-pull-request.yaml
@@ -33,7 +33,36 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "."}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["requirements.gpu.txt"]}]'
+    value: |-
+      [
+        {
+          "type": "generic",
+          "path": "."
+        },
+        {
+          "type": "rpm",
+          "path": "."
+        },
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "requirements.hashes.wheel.gpu.txt",
+            "requirements.hashes.source.gpu.txt",
+            "requirements.hermetic.txt"
+          ],
+          "requirements_build_files": [
+            "requirements-build.cpu.txt"
+          ],
+          "binary": {
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,annotated-types,anyio,attrs,beautifulsoup4,certifi,charset-normalizer,click,colorama,dataclasses-json,defusedxml,deprecated,filelock,filetype,frozenlist,fsspec,greenlet,h11,hf-xet,httpcore,httpx,huggingface-hub,idna,jinja2,joblib,marshmallow,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,packaging,pandas,pillow,platformdirs,propcache,psutil,pydantic,pydantic-core,python-dateutil,pytz,pyyaml,regex,requests,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,soupsieve,sqlalchemy,sympy,tenacity,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,wrapt,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib,faiss-cpu,aiosqlite,banks,dirtyjson,llama-index-core,llama-index-embeddings-huggingface,llama-index-instrumentation,llama-index-readers-file,llama-index-vector-stores-faiss,llama-index-workflows,pypdf,python-frontmatter,striprtf,tinytag",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   - name: hermetic
     value: "true"
   - name: build-args
@@ -58,7 +87,7 @@ spec:
         - name: name
           value: show-sbom
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:a7346ed61237db4f82ff782e0c9e8b30536e0e67b907ad600341a6d192e80012
+          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:04994df487ee886adbe60a8a5866647fbdfd53cc26f7b2554272ba51bf7af29e
         - name: kind
           value: task
         resolver: bundles
@@ -242,6 +271,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -373,7 +406,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -442,7 +475,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -463,7 +496,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -490,7 +523,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -517,7 +550,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/.tekton/own-app-lightspeed-rag-content-push.yaml b/.tekton/own-app-lightspeed-rag-content-push.yaml
index 9729e0bf6..f5829138e 100644
--- a/.tekton/own-app-lightspeed-rag-content-push.yaml
+++ b/.tekton/own-app-lightspeed-rag-content-push.yaml
@@ -30,7 +30,36 @@ spec:
   - name: build-source-image
     value: "true"
   - name: prefetch-input
-    value: '[{"type": "generic", "path": "."}, {"type": "rpm", "path": "."}, {"type": "pip", "path": ".", "allow_binary": "true", "requirements_files": ["requirements.gpu.txt"]}]'
+    value: |-
+      [
+        {
+          "type": "generic",
+          "path": "."
+        },
+        {
+          "type": "rpm",
+          "path": "."
+        },
+        {
+          "type": "pip",
+          "path": ".",
+          "requirements_files": [
+            "requirements.hashes.wheel.gpu.txt",
+            "requirements.hashes.source.gpu.txt",
+            "requirements.hermetic.txt"
+          ],
+          "requirements_build_files": [
+            "requirements-build.cpu.txt"
+          ],
+          "binary": {
+            "packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,annotated-types,anyio,attrs,beautifulsoup4,certifi,charset-normalizer,click,colorama,dataclasses-json,defusedxml,deprecated,filelock,filetype,frozenlist,fsspec,greenlet,h11,hf-xet,httpcore,httpx,huggingface-hub,idna,jinja2,joblib,marshmallow,mpmath,multidict,mypy-extensions,nest-asyncio,networkx,nltk,numpy,packaging,pandas,pillow,platformdirs,propcache,psutil,pydantic,pydantic-core,python-dateutil,pytz,pyyaml,regex,requests,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,soupsieve,sqlalchemy,sympy,tenacity,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,urllib3,wrapt,yarl,uv,uv-build,pip,maturin,griffe,griffecli,griffelib,faiss-cpu,aiosqlite,banks,dirtyjson,llama-index-core,llama-index-embeddings-huggingface,llama-index-instrumentation,llama-index-readers-file,llama-index-vector-stores-faiss,llama-index-workflows,pypdf,python-frontmatter,striprtf,tinytag",
+            "os": "linux",
+            "arch": "x86_64",
+            "py_version": 312
+          }
+        }
+      ]
+
   - name: hermetic
     value: "true"
   - name: build-args
@@ -55,7 +84,7 @@ spec:
         - name: name
           value: show-sbom
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:a7346ed61237db4f82ff782e0c9e8b30536e0e67b907ad600341a6d192e80012
+          value: quay.io/konflux-ci/tekton-catalog/task-show-sbom:0.1@sha256:04994df487ee886adbe60a8a5866647fbdfd53cc26f7b2554272ba51bf7af29e
         - name: kind
           value: task
         resolver: bundles
@@ -239,6 +268,10 @@ spec:
       params:
       - name: IMAGE
         value: $(params.output-image)
+      - name: COMMIT_SHA
+        value: $(tasks.clone-repository.results.commit)
+      - name: IMAGE_EXPIRES_AFTER
+        value: $(params.image-expires-after)
       - name: ALWAYS_BUILD_INDEX
         value: $(params.build-image-index)
       - name: IMAGES
@@ -370,7 +403,7 @@ spec:
         - name: name
           value: sast-snyk-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:8f3ecbeaff579e41b8278f82d7fabac27845db17a8e687ea6c510c0c9aceabbb
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-snyk-check-oci-ta:0.4@sha256:ba3eff8f97a7cfc5341f3138c8a13e532238298d9a0fb94401c0971d30eb115a
         - name: kind
           value: task
         resolver: bundles
@@ -439,7 +472,7 @@ spec:
         - name: name
           value: sast-coverity-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:e92d00ed858233d0096627861192d3e4fc013cf1559c0d0b0ea0657d3377ce75
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-coverity-check-oci-ta:0.3@sha256:47f4e2d0881ac8c43a1ea1e2375bb2591dff34b5aa8c7366a043652d1eed499c
         - name: kind
           value: task
         resolver: bundles
@@ -460,7 +493,7 @@ spec:
         - name: name
           value: coverity-availability-check
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:8b501440a960aec446db2ebc6625a49d0317a9fc7bf0f7bd9b18cb63052db7de
+          value: quay.io/konflux-ci/tekton-catalog/task-coverity-availability-check:0.2@sha256:de35caf2f090e3275cfd1019ea50d9662422e904fb4aebd6ea29fb53a1ad57f5
         - name: kind
           value: task
         resolver: bundles
@@ -487,7 +520,7 @@ spec:
         - name: name
           value: sast-shell-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c4ef47e3b4e0508572d266fb745be7e374c29dc02580328cbe9f4d472a8aca57
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-shell-check-oci-ta:0.1@sha256:c89a2bcf408ede50b161005859c76868f8007bb2a5daa06c1effe979b02145d7
         - name: kind
           value: task
         resolver: bundles
@@ -514,7 +547,7 @@ spec:
         - name: name
           value: sast-unicode-check-oci-ta
         - name: bundle
-          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:0854d9261760b2dc8f092569739685a5ab0a5c620e9cb8c1b78fef9e2d077a29
+          value: quay.io/konflux-ci/tekton-catalog/task-sast-unicode-check-oci-ta:0.4@sha256:92552dddd259cd4cc2ac9a19a02e6649cadfdbb8cd66b61b8c9748d94f2166a5
         - name: kind
           value: task
         resolver: bundles
diff --git a/Containerfile b/Containerfile
index c2d49def9..09937155e 100644
--- a/Containerfile
+++ b/Containerfile
@@ -2,14 +2,18 @@ ARG EMBEDDING_MODEL=sentence-transformers/all-mpnet-base-v2
 ARG FLAVOR=cpu
 ARG HERMETIC=false
 
-FROM registry.access.redhat.com/ubi9/python-311 as cpu-base
+FROM registry.access.redhat.com/ubi9/python-312 as cpu-base
 ARG EMBEDDING_MODEL
 ARG FLAVOR
 
 FROM nvcr.io/nvidia/cuda:12.9.1-devel-ubi9 as gpu-base
 ARG EMBEDDING_MODEL
 ARG FLAVOR
-RUN dnf install -y python3.11 python3.11-pip libcudnn9 libnccl libcusparselt0
+# Suppress GPU device requests during image build: the CUDA base image sets
+# NVIDIA_VISIBLE_DEVICES=all which causes CDI setup to fail on non-GPU build hosts.
+# "void" tells the NVIDIA container toolkit to skip device setup entirely.
+ENV NVIDIA_VISIBLE_DEVICES=void
+RUN dnf install -y python3.12 python3.12-pip libcudnn9 libnccl libcusparselt0 && dnf clean all
 
 FROM ${FLAVOR}-base as lightspeed-rag-builder
 ARG EMBEDDING_MODEL
@@ -19,8 +23,31 @@ ARG HERMETIC
 USER 0
 WORKDIR /workdir
 
-COPY requirements.gpu.txt .
-RUN pip3.11 install --no-cache-dir -r requirements.gpu.txt && ln -s /usr/local/lib/python3.11/site-packages/llama_index/core/_static/nltk_cache /root/nltk_data
+# Konflux hermetic: Cachi2 vendor layout (PIP_FIND_LINKS) + hashed split lockfiles
+COPY \
+    requirements.hashes.wheel.cpu.txt \
+    requirements.hashes.wheel.gpu.txt \
+    requirements.hashes.source.cpu.txt \
+    requirements.hashes.source.gpu.txt \
+    requirements-build.cpu.txt \
+    requirements.hermetic.txt \
+    pyproject.toml \
+    LICENSE \
+    /workdir/
+
+# Upgrade pip first (pip==25.3 is prefetched in requirements.hermetic.txt).
+# cachi2.env sets PIP_FIND_LINKS so the upgrade resolves from the prefetch cache in hermetic builds.
+RUN /usr/bin/python3.12 -m pip install --upgrade pip && \
+    if [ -f /cachi2/cachi2.env ]; then \
+        . /cachi2/cachi2.env && \
+        /usr/bin/python3.12 -m pip install --no-cache-dir --no-deps --ignore-installed \
+            --no-index --find-links "${PIP_FIND_LINKS}" \
+            -r "requirements.hashes.wheel.${FLAVOR}.txt" \
+            -r "requirements.hashes.source.${FLAVOR}.txt"; \
+    else \
+        /usr/bin/python3.12 -m pip install --no-cache-dir -e ".[${FLAVOR}]"; \
+    fi
+RUN ln -s "/usr/local/lib/python3.12/site-packages/llama_index/core/_static/nltk_cache" /root/nltk_data
 
 COPY ocp-product-docs-plaintext ./ocp-product-docs-plaintext
 COPY runbooks ./runbooks
@@ -34,13 +61,13 @@ RUN cd embeddings_model; if [ "$HERMETIC" == "true" ]; then \
 
 RUN if [ "$FLAVOR" == "gpu" ]; then \
         export LD_LIBRARY_PATH=/usr/local/cuda-12/compat:$LD_LIBRARY_PATH; \
-        python3.11 -c "import torch; print(torch.version.cuda); print(torch.cuda.is_available());"; \
+        python3.12 -c "import torch; print(torch.version.cuda); print(torch.cuda.is_available());"; \
     fi
 
 COPY scripts/generate_embeddings.py .
 RUN export LD_LIBRARY_PATH=/usr/local/cuda-12/compat:$LD_LIBRARY_PATH; \
     set -e && for OCP_VERSION in $(ls -1 ocp-product-docs-plaintext); do \
-        python3.11 generate_embeddings.py -f ocp-product-docs-plaintext/${OCP_VERSION} -r runbooks/alerts -md embeddings_model \
+        python3.12 generate_embeddings.py -f ocp-product-docs-plaintext/${OCP_VERSION} -r runbooks/alerts -md embeddings_model \
             -mn ${EMBEDDING_MODEL} -o vector_db/ocp_product_docs/${OCP_VERSION} \
             -i ocp-product-docs-$(echo $OCP_VERSION | sed 's/\./_/g') -v ${OCP_VERSION} -hb $HERMETIC; \
     done
diff --git a/Makefile b/Makefile
index ecffd186e..352fec56a 100644
--- a/Makefile
+++ b/Makefile
@@ -10,34 +10,45 @@ else
 $(error Unsupported FLAVOR $(FLAVOR), must be 'cpu' or 'gpu')
 endif
 
-install-tools: ## Install required utilities/tools
-	@command -v pdm > /dev/null || { echo >&2 "pdm is not installed. Installing..."; pip3.11 install --no-cache-dir --upgrade pip pdm; }
+install-tools: ## Install uv (Python 3.12) for local development
+	@command -v uv > /dev/null || { echo >&2 "uv is not installed. Install: https://docs.astral.sh/uv/"; exit 1; }
+	@command -v python3.12 > /dev/null || { echo >&2 "Python 3.12 is required."; exit 1; }
 
-pdm-lock-check: ## Check that the pdm.lock file is in a good shape
-	pdm lock --check --group cpu --lockfile pdm.lock.cpu
-	pdm lock --check --group gpu --lockfile pdm.lock.gpu
+.venv:
+	uv venv -p 3.12
 
-install-deps: install-tools pdm-lock-check ## Install all required dependencies, according to pdm.lock
-	pdm sync --group $(TORCH_GROUP) --lockfile pdm.lock.$(TORCH_GROUP)
+install-deps: install-tools .venv ## Install app dependencies (matches pyproject extra)
+	uv pip install --python .venv/bin/python -e ".[$(TORCH_GROUP)]"
 
-install-deps-test: install-tools pdm-lock-check ## Install all required dev dependencies, according to pdm.lock
-	pdm sync --dev --group $(TORCH_GROUP) --lockfile pdm.lock.$(TORCH_GROUP)
+install-deps-test: install-tools .venv ## Install with dev tools (Ruff, mypy, etc.)
+	uv pip install --python .venv/bin/python -e ".[$(TORCH_GROUP)]" black mypy ruff "types-requests"
 
-update-deps: ## Check pyproject.toml for changes, update the lock file if needed, then sync.
-	pdm update --update-all --group $(TORCH_GROUP) --lockfile pdm.lock.$(TORCH_GROUP)
-	pdm update --update-all --dev --group $(TORCH_GROUP) --lockfile pdm.lock.$(TORCH_GROUP)
-	pdm export --group $(TORCH_GROUP) --lockfile pdm.lock.$(TORCH_GROUP) -o requirements.$(TORCH_GROUP).txt
+# Regenerate Cachi2/Konflux lockfiles; commit outputs + update .tekton `binary.packages` if the wheel set changes
+update-konflux-deps: install-tools
+	./scripts/konflux_requirements.sh cpu
+	./scripts/konflux_requirements.sh gpu
+	@echo "If pip.binary packages changed, update the prefetch block in the matching .tekton/* files"
+	@echo "Note: gpu flavor reuses requirements-build.cpu.txt; cpu must run before gpu in this target."
 
-check-types: ## Checks type hints in sources
-	mypy --explicit-package-bases --disallow-untyped-calls --disallow-untyped-defs --disallow-incomplete-defs scripts
+update-konflux-deps-lsc: install-tools ## Regenerate RHOAI-sourced hermetic requirements for the LSC component
+	./scripts/konflux_requirements.sh lsc
 
-format: ## Format the code into unified format
-	black scripts
-	ruff check scripts --fix --per-file-ignores=scripts/*:S101
+# Regenerate rpms.lock.yaml (subscription + rpm-lockfile-prototype / Konflux tooling; not scripted in-repo).
+update-rpm-lock:
+	@echo "From repo root, with Red Hat repo auth configured, run your org's rpm-lock workflow, e.g.:"
+	@echo "  rpm-lockfile-prototype rpms.in.yaml --outfile rpms.lock.yaml"
+	@echo "Adjust paths if you maintain a separate lockfile (e.g. lsc/rpms.in.yaml)."
 
-verify: ## Verify the code using various linters
-	black --check scripts
-	ruff check scripts --per-file-ignores=scripts/*:S101
+check-types: install-tools .venv ## Checks type hints in sources
+	.venv/bin/mypy --explicit-package-bases --disallow-untyped-calls --disallow-untyped-defs --disallow-incomplete-defs scripts
+
+format: install-tools .venv
+	.venv/bin/black scripts
+	.venv/bin/ruff check scripts --fix --per-file-ignores=scripts/*:S101
+
+verify: install-tools .venv
+	.venv/bin/black --check scripts
+	.venv/bin/ruff check scripts --per-file-ignores=scripts/*:S101
 
 update-docs: ## Update the plaintext OCP docs in ocp-product-docs-plaintext/
 	@set -e && for OCP_VERSION in $$(ls -1 ocp-product-docs-plaintext); do \
@@ -45,11 +56,11 @@ update-docs: ## Update the plaintext OCP docs in ocp-product-docs-plaintext/
 	done
 	scripts/get_runbooks.sh
 
-update-model: ## Update the local copy of the embedding model
+update-model: install-tools .venv ## Update the local copy of the embedding model
 	@rm -rf ./embeddings_model
-	@python scripts/download_embeddings_model.py -l ./embeddings_model -r sentence-transformers/all-mpnet-base-v2
+	@.venv/bin/python scripts/download_embeddings_model.py -l ./embeddings_model -r sentence-transformers/all-mpnet-base-v2
 
-build-image: ## Build a rag-content container image.
+build-image: ## Build a rag-content container image
 	podman build -t rag-content .
 
 help: ## Show this help screen
@@ -60,7 +71,7 @@ help: ## Show this help screen
 	@grep -E '^[ a-zA-Z0-9_-]+:.*?## .*$$' $(MAKEFILE_LIST) | \
 		awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-25s\033[0m %s\n", $$1, $$2}'
 	@echo ''
-
+	
 model-safetensors: ## Download model.safetensors to embeddings_model
 	@if [ ! -f embeddings_model/model.safetensors ]; then \
 		echo "Downloading model.safetensors..."; \
diff --git a/README.md b/README.md
index 11f006dec..58d4b3cf4 100644
--- a/README.md
+++ b/README.md
@@ -1,17 +1,18 @@
-# OpenShift Lighspeed RAG content
+# OpenShift Lightspeed RAG content
 
-## `requirements*` files generation
+## Hermetic / Konflux dependency lockfiles
 
-In order to generate all requirements files:
+Cachi2 prefetch uses split hashed requirements (RHOAI wheels vs PyPI source) and optional build-dependency lockfiles. Regenerate them with **uv** and Python **3.12** after changing `pyproject.toml`, `lsc/pyproject.toml`, or `requirements.overrides*.txt`:
 
-```
-requirements-build.in
-requirements-build.txt
-requirements.txt
+```bash
+make update-konflux-deps       # root: cpu + gpu (run together; gpu reuses requirements-build.cpu.txt)
+make update-konflux-deps-lsc   # LSC image: lsc/* lockfiles + lightspeed-ocp-rag pip.binary.packages
 ```
 
-it is neede to start the following command:
+Implementation: `scripts/konflux_requirements.sh`. If the set of wheels or sdists changes, review the `prefetch-input` blocks in `.tekton/*.yaml` (the script updates `pip.binary.packages` where it finds a matching JSON line).
 
-```bash
-scripts/generate_packages_to_prefetch.py
-```
+RPM lockfiles (`rpms.lock.yaml`, `lsc/rpms.lock.yaml`) are maintained with your org’s **rpm-lockfile** workflow; see `make update-rpm-lock` for a short pointer.
+
+## Legacy
+
+`scripts/generate_packages_to_prefetch.py` is **obsolete** (Cachito-era); it exits with an error and points to the targets above.
diff --git a/byok/Containerfile.tool b/byok/Containerfile.tool
index ec261c2a4..9fe0c5bda 100644
--- a/byok/Containerfile.tool
+++ b/byok/Containerfile.tool
@@ -8,18 +8,39 @@ ARG VECTOR_DB_INDEX=vector_db_index
 ARG BYOK_TOOL_IMAGE
 ARG UBI_BASE_IMAGE
 ARG HERMETIC
-RUN dnf install -y buildah python3.11 python3.11-pip && dnf clean all
+RUN dnf install -y buildah python3.12 python3.12-pip && dnf clean all
 
 USER 0
 WORKDIR /workdir
 
-COPY requirements.cpu.txt .
-RUN pip3.11 install --no-cache-dir --no-deps -r requirements.cpu.txt
+# Same CPU lockfiles as the lightspeed-rag-tool image (repo root; see scripts/konflux_requirements.sh)
+COPY \
+    requirements.hashes.wheel.cpu.txt \
+    requirements.hashes.source.cpu.txt \
+    requirements-build.cpu.txt \
+    requirements.hermetic.txt \
+    pyproject.toml \
+    LICENSE \
+    /workdir/
+
+# Upgrade pip first (pip==25.3 is prefetched in requirements.hermetic.txt).
+# cachi2.env sets PIP_FIND_LINKS so the upgrade resolves from the prefetch cache in hermetic builds.
+RUN /usr/bin/python3.12 -m pip install --upgrade pip && \
+    if [ -f /cachi2/cachi2.env ]; then \
+        . /cachi2/cachi2.env && \
+        /usr/bin/python3.12 -m pip install --no-cache-dir --no-deps --ignore-installed \
+            --no-index --find-links "${PIP_FIND_LINKS}" \
+            -r requirements.hashes.wheel.cpu.txt \
+            -r requirements.hashes.source.cpu.txt; \
+    else \
+        /usr/bin/python3.12 -m pip install --no-cache-dir -e ".[cpu]"; \
+    fi
+RUN ln -sf "/usr/local/lib/python3.12/site-packages/llama_index/core/_static/nltk_cache" /root/nltk_data
 
 COPY embeddings_model ./embeddings_model
 ENV HERMETIC=$HERMETIC
-RUN cd embeddings_model; \
-    if [ ! -f embeddings_model/model.safetensors ]; then \
+RUN cd embeddings_model && \
+    if [ ! -f model.safetensors ]; then \
         if [ "$HERMETIC" == "true" ]; then \
             cp /cachi2/output/deps/generic/model.safetensors model.safetensors; \
         else \
diff --git a/lsc/Containerfile.konflux b/lsc/Containerfile.konflux
index d45a1ef13..9b51e7510 100644
--- a/lsc/Containerfile.konflux
+++ b/lsc/Containerfile.konflux
@@ -4,14 +4,30 @@ ARG HERMETIC=false
 FROM nvcr.io/nvidia/cuda:12.9.1-devel-ubi9 as lightspeed-rag-builder
 ARG EMBEDDING_MODEL
 ARG HERMETIC
+# Suppress GPU device requests during image build: the CUDA base image sets
+# NVIDIA_VISIBLE_DEVICES=all which causes CDI setup to fail on non-GPU build hosts.
+# "void" tells the NVIDIA container toolkit to skip device setup entirely.
+ENV NVIDIA_VISIBLE_DEVICES=void
 
-RUN dnf install -y python3.12 python3.12-pip libcudnn9 libnccl libcusparselt0
+RUN dnf install -y python3.12 python3.12-pip libcudnn9 libnccl libcusparselt0 && dnf clean all
 
 USER 0
 WORKDIR /workdir
 
-COPY lsc/requirements.txt .
-RUN pip3.12 install --upgrade pip && pip3.12 install --no-cache-dir -r requirements.txt && ln -s /usr/local/lib/python3.12/site-packages/llama_index/core/_static/nltk_cache /root/nltk_data
+COPY lsc/requirements.hashes.wheel.txt lsc/requirements.hashes.source.txt requirements.hermetic.txt ./
+# Source cachi2 environment for hermetic builds if available, otherwise use normal installation.
+# cachi2.env sets PIP_FIND_LINKS and PIP_NO_INDEX so pip resolves from prefetched deps.
+RUN /usr/bin/python3.12 -m pip install --upgrade pip && \
+    if [ -f /cachi2/cachi2.env ]; then \
+        . /cachi2/cachi2.env && \
+        /usr/bin/python3.12 -m pip install --no-cache-dir --no-deps --ignore-installed \
+            --no-index --find-links "${PIP_FIND_LINKS}" \
+            -r requirements.hashes.wheel.txt -r requirements.hashes.source.txt; \
+    else \
+        /usr/bin/python3.12 -m pip install --no-cache-dir --no-deps \
+            -r requirements.hashes.wheel.txt -r requirements.hashes.source.txt; \
+    fi && \
+    ln -s /usr/local/lib/python3.12/site-packages/llama_index/core/_static/nltk_cache /root/nltk_data
 
 COPY ocp-product-docs-plaintext ./ocp-product-docs-plaintext
 COPY runbooks ./runbooks
diff --git a/lsc/pyproject.toml b/lsc/pyproject.toml
index 08aa75c16..a98c87027 100644
--- a/lsc/pyproject.toml
+++ b/lsc/pyproject.toml
@@ -41,7 +41,7 @@ dependencies = [
     "llama-index-readers-file>=0.4.11",
     "faiss-cpu>=1.11.0.post1",
     "llama-index-vector-stores-postgres>=0.5.4",
-    "torch==2.6.0",
+    "torch",
     "llama-stack==0.4.3",
     "llama-stack-api==0.4.3",  # 0.5.0 has ImportError: nullable_openai_style missing from schema_utils
     "llama-stack-client==0.4.3",
diff --git a/lsc/requirements.hashes.source.txt b/lsc/requirements.hashes.source.txt
new file mode 100644
index 000000000..9b1034235
--- /dev/null
+++ b/lsc/requirements.hashes.source.txt
@@ -0,0 +1,962 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile lsc/requirements.source.txt --refresh --generate-hashes --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://pypi.org/simple
+
+banks==2.4.1 \
+    --hash=sha256:40e6d9b6e9b69fb403fa31f2853b3297e4919c1b6f2179b2119d2d4473c6ed13 \
+    --hash=sha256:8cbf1553f14c44d4f7e9c2064ad9212ce53ee4da000b2f8308d548b60db56655
+chardet==7.4.3 \
+    --hash=sha256:0ac3bf11c645734a1701a3804e43eabd98851838192267d08c353a834ab79fea \
+    --hash=sha256:1173b74051570cf08099d7429d92e4882d375ad4217f92a6e5240ccfb26f231e \
+    --hash=sha256:23163921dccf3103ce59540b0443c106d2c0a0ff2e0503e05196f5e6fdea453f \
+    --hash=sha256:25a862cddc6a9ac07023e808aedd297115345fbaabc2690479481ddc0f980e09 \
+    --hash=sha256:27cc23da03630cdecc9aa81a895aa86629c211f995cd57651f0fbc280717bf93 \
+    --hash=sha256:29af5999f654e8729d251f1724a62b538b1262d9292cccaefddf8a02aae1ef6a \
+    --hash=sha256:365135eaf37ba65a828f8e668eb0a8c38c479dcbec724dc25f4dfd781049c357 \
+    --hash=sha256:3990fffcc6a6045f2234ab72752ad037e3b2d48c72037f244d42738db397eb75 \
+    --hash=sha256:457f619882ba66327d4d8d14c6c342269bdb1e4e1c38e8117df941d14d351b04 \
+    --hash=sha256:4b2799bd58e7245cfa8d4ab2e8ad1d76a5c3a5b1f32318eb6acca4c69a3e7101 \
+    --hash=sha256:4c3da294de1a681097848ab58bd3f2771a674f8039d2d87a5538b28856b815e9 \
+    --hash=sha256:4fbff1907925b0c5a1064cffb5e040cd5e338585c9c552625f30de6bc2f3107a \
+    --hash=sha256:5d2879598bc220689e8ce509fe9c3f37ad2fca53a36be9c9bd91abdd91dd364f \
+    --hash=sha256:626f00299ad62dfe937058a09572beed442ccc7b58f87aa667949b20fd3db235 \
+    --hash=sha256:6e3bd9f936e04bae89c254262af08d9e5b98f805175ba1e29d454e6cba3107b7 \
+    --hash=sha256:7005c88da26fd95d8abb8acbe6281d833e9a9181b03cf49b4546c4555389bd97 \
+    --hash=sha256:75d3c65cc16bddf40b8da1fd25ba84fca5f8070f2b14e86083653c1c85aee971 \
+    --hash=sha256:93c45e116dd51b66226a53ade3f9f635e870de5399b90e00ce45dcc311093bf4 \
+    --hash=sha256:9a4904dd5f071b7a7d7f50b4a67a86db3c902d243bf31708f1d5cde2f68239cb \
+    --hash=sha256:9acd9988a93e09390f3cd231201ea7166c415eb8da1b735928990ffc05cb9fbb \
+    --hash=sha256:9f3504c139a2ad544077dd2d9e412cd08b01786843d76997cd43bb6de311723c \
+    --hash=sha256:a9e4486df251b8962e86ea9f139ca235aa6e0542a00f7844c9a04160afb99aa9 \
+    --hash=sha256:acc46d1b8b7d5783216afe15db56d1c179b9a40e5a1558bc13164c4fd20674c4 \
+    --hash=sha256:b95c934b9ad59e2ba8abb9be49df70d3ad1b0d95d864b9fdb7588d4fa8bd921c \
+    --hash=sha256:bba8bea1b28d927b3e99e47deafe53658d34497c0a891d95ff1ba8ff6663f01c \
+    --hash=sha256:bfc134b70c846c21ead8e43ada3ae1a805fff732f6922f8abcf2ff27b8f6493d \
+    --hash=sha256:c0c79b13c9908ac7dfe0a74116ebc9a0f28b2319d23c32f3dfcdfbe1279c7eaf \
+    --hash=sha256:c7116b0452994734ccff35e154b44240090eb0f4f74b9106292668133557c175 \
+    --hash=sha256:c77867f0c1cb8bd819502249fcdc500364aedb07881e11b743726fa2148e7b6e \
+    --hash=sha256:cc1d4eb92a4ec1c2df3b490836ffa46922e599d34ce0bb75cf41fd2bf6303d56 \
+    --hash=sha256:ccc1f83ab4bcfb901cf39e0c4ba6bc6e726fc6264735f10e24ceb5cb47387578 \
+    --hash=sha256:cf1efeaf65a6ef2f5b9cc3a1df6f08ba2831b369ccaa4c7018eaf90aa757bb11 \
+    --hash=sha256:cfb54563fe5f130da17c44c6a4e2e8052ba628e5ab4eab7ef8190f736f0f8f72 \
+    --hash=sha256:d892d3dcd652fdef53e3d6327d39b17c0df40a899dfc919abaeb64c974497531 \
+    --hash=sha256:dc50f28bad067393cce0af9091052c3b8df7a23115afd8ba7b2e0947f0cef1f8 \
+    --hash=sha256:e1b98790c284ff813f18f7cf7de5f05ea2435a080030c7f1a8318f3a4f80b131
+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 \
+    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
+    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
+    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
+    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
+    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
+    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
+    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
+    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
+    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
+    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
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+griffelib==2.0.2 \
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+    --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
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+    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
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+    --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
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+    --hash=sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4
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+    --hash=sha256:f29c827a8d9936ac320746747a016c4bc66ef639f5cd0d32df24f5eacbf9c69f \
+    --hash=sha256:f3b7d73012ea75aee5844de58c88f44cf62d0d62711e39da5a82824a7c4626a8 \
+    --hash=sha256:f8bc1c264d8d1cf5b3560a87bbdd31131573eb25f9f9447bb6252b8d4c44a3a1 \
+    --hash=sha256:f8fba1bae256186a83d1875b2b1f4e2d1242e8fac0f58ec0d7e41b26967b965c \
+    --hash=sha256:fab036efe5464ec3291411fabb80a7a39e2dd80bae9bcbeeca5087fdfa891e19 \
+    --hash=sha256:ff2aad9c4cda28a8f0653fc2d487596458c2a3f475e56ba02909e950a9efa6a9 \
+    --hash=sha256:ff95d4264e55839be37bafe1536db2ab2de19da6b65f9244f01f332b5286cfbf
+zipp==3.23.1 \
+    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
+    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
diff --git a/lsc/requirements.hashes.wheel.txt b/lsc/requirements.hashes.wheel.txt
new file mode 100644
index 000000000..e1ff778a8
--- /dev/null
+++ b/lsc/requirements.hashes.wheel.txt
@@ -0,0 +1,210 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile lsc/requirements.wheel.txt --refresh --generate-hashes --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/ --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
+
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:eff0885546faac493fa18997b9e5158ea7a56a36ee3222b744bab31808e3f3f8
+aiohttp==3.13.3 \
+    --hash=sha256:b170fe2ac5f84453b4b5c18017f6dfb101dc052d7647ed7726cc139b057c12b8 \
+    --hash=sha256:baa9ead7e6a15fb47330101ebe4a4fe997b36ede1fa8a33d438e9dfbd8b2035e \
+    --hash=sha256:bc56021945f304b3cb066e4e1c1f364747bedaf8fef6e139be63f1b192558330 \
+    --hash=sha256:c418ae157c77de1c7314313d767efcdf2243dc0122beddeafd2f3bab73ad0ed8
+aiosignal==1.4.0 \
+    --hash=sha256:9d5af4742d4552e8a3f2fbd48237e07cab578e7175af2f952c420d2e98b731f0
+aiosqlite==0.22.1 \
+    --hash=sha256:2e85580d41e992ed45e1aafce66ac4c23b7bd7cf842dc5209a39b95c11497115
+annotated-doc==0.0.4 \
+    --hash=sha256:cf904ba25da8611ae3274f2af1d6e82275e452113f7774505e723a21957c10d6
+annotated-types==0.7.0 \
+    --hash=sha256:fcdc578cef2d4fd8770abc0ceb0241c68c992698aa7a5f945ce67651dd585cfb
+anyio==4.12.1 \
+    --hash=sha256:e18da418b6421e6735231319ea8ae4262f68b52b8dbcb4699a7a14f89cfb2b15
+asyncpg==0.31.0 \
+    --hash=sha256:30b9415c515d7aeeb78a2973398c110b021bbc8c4b664a50309c8a7a59f850e6 \
+    --hash=sha256:d5fcd8eb91e0624dbbd391062d529ec24ac41e0665c6aa4df719f6682856b318 \
+    --hash=sha256:fb62c7c0a0ecf71ebb9ba83bd67965dd8c8349c1fdb12225b4f76c11f04dcc46
+attrs==25.4.0 \
+    --hash=sha256:6d626bc22c041e7c3a84117f6d65a2be8eba3b58a83d3d110c58ee71db234b1e
+beautifulsoup4==4.14.3 \
+    --hash=sha256:68210693f16dd61027d84465d3e0fc14ed1d47b339cd08900af30760fc29660f
+certifi==2026.1.4 \
+    --hash=sha256:b74c6cab6a323eb7dc175b1f60b281cd15f4a8bd51e02965591295b1db9e185a
+cffi==2.0.0 \
+    --hash=sha256:257e90f733c1a33b9f5ade4a4f47db6a3984de5c2d2654848feca129888ff9d5 \
+    --hash=sha256:34cf2187e399eb7baaa20488d0b78ab20be91060ef9ac531685f37478ca1a12a \
+    --hash=sha256:e39d7009b1872abbd91bb17057b48fe24057a1026a20ab06b672fbdd4721d789 \
+    --hash=sha256:ffe747cf5e265169ad5bd64b4359368f74e445cf8ea3cfe99045450554fb4e13
+colorama==0.4.6 \
+    --hash=sha256:6a666a04575143daff7ee645ed455ecd7b108f1a1e2bb8afd24e0e58dc7a7969
+dataclasses-json==0.6.7 \
+    --hash=sha256:1155da9dafe10961a05459d1e2ae87709913edfaf261d8a2512da91d4fb673ae
+defusedxml==0.7.1 \
+    --hash=sha256:581f7cc44427f60a0c1bdf72190192736c27dc96718d9594242670569c7bc74b
+deprecated==1.3.1 \
+    --hash=sha256:6072c81ba7d406bf5a9462afb853890a47f9b76e6eace579a8b40a18c06142b0
+distro==1.9.0 \
+    --hash=sha256:14a63983246dce4a649b0994f909f6e225197c0adb86f68f4be1252309a5c603
+faiss-cpu==1.12.0 \
+    --hash=sha256:004aa246c589767439e210c275e20f64a5d3e0ee844df7d1ada4612b4c27e348 \
+    --hash=sha256:06d06d210105c6769ca1c93c5111ce0a1a7ed2f239b2f666ccb2af7c90f42383 \
+    --hash=sha256:4aadb7cfceacda36ff1738fe64af1c16e77f739105bb26246c683572c28db123 \
+    --hash=sha256:8a2cc05c9459d0e22d05d1996f2e3a8b25b50cfc0ea9530a5422873048196a83 \
+    --hash=sha256:b769fa38427cea3ee56e74af41e04578e5a3bee1389dde6e62116b2a2ac90dda \
+    --hash=sha256:d164c65eb35d98f5ea8422b88c9b2645bdc091d3ab9829808699f81fdf7e6c1d
+filetype==1.2.0 \
+    --hash=sha256:40376ef6d20b0cd1be5ba02d5a9ceb0f22e0810d9fffc96777a602bd23fd0b2a
+fire==0.7.1 \
+    --hash=sha256:833e042e12ce8f590b8a557f90fad4977d355534bc034b30185458ffe6acb638
+frozenlist==1.8.0 \
+    --hash=sha256:41a5c624d79ec4157746ada9e19a1da4c3d1b3f5fde9e3f8ac85f7eed9126af9 \
+    --hash=sha256:89573b85be77e89a114dc8d1983456091f6c01ff482d31aec2585df0c00de2c5 \
+    --hash=sha256:b4fdb636be50043b56a9589b8690a104d7d9ddc72d79058171735fe15eadcc39 \
+    --hash=sha256:d7bcd7c1b48b3851acba9e7a11f951c117a654e60004adcbe98425b3f4114057
+h11==0.16.0 \
+    --hash=sha256:a485f5bfa77401603f78cff4db5bb4dbaadb947a3da8eae068cd05b6bb4aab66
+hf-xet==1.2.0 \
+    --hash=sha256:a14cc5078bf43efc85ad180ec02372e5a84d134de095c0a9740f7e0407df7866 \
+    --hash=sha256:acb8669cac4d9aa8e8ad31a92d99353fe2f0d4463b8aaa54f2b93a33e222149d
+httpcore==1.0.9 \
+    --hash=sha256:5af3f1b09e795d5548d5030be3d4191e65113cfdac21968c82bf0cddf15ec313
+httpx==0.28.1 \
+    --hash=sha256:c75bc8d287ff8e92be7e4359732032ba1b93fa3f920ee1cb179ba09bb613dc7a
+huggingface-hub==1.3.4 \
+    --hash=sha256:2ab293a7753ba63e460ecdb79c9b8314b73fa6ab2a03300404602f958a59b58d
+importlib-metadata==8.7.1 \
+    --hash=sha256:a3f29411f5f628be21c445082ff4f844a26ff1a0893d6fabaa55509c63ddbfaf
+jinja2==3.1.6 \
+    --hash=sha256:961c7281585491fb02ca0027b29e9ffc7a1bd7b52a5e03095f3a4e3afc42336e
+jiter==0.12.0 \
+    --hash=sha256:3ad7e5a7502b62d032b17c4b1bd71ad3049c810358913642abbf5254f3e5c455 \
+    --hash=sha256:64f8bd9b9ced14c62d13e64d198e70f55712a775ac7d112849b4b16b3a884489 \
+    --hash=sha256:9c42d9b61ab5d2c9203637a243b4187cc28b0101b28461d35006353d621da292
+joblib==1.5.3 \
+    --hash=sha256:40d87a5e80b69104a3b8f1d761fdbc077fc7b97a23b08b9fdaddb7a3821b06d1
+jsonschema==4.26.0 \
+    --hash=sha256:2601ba467f84ff6ee9c057cbe6a9d7aebefa76cfa747327b37f81d4581f6748f
+jsonschema-specifications==2025.9.1 \
+    --hash=sha256:065ec57323001f79634013c12250a476952e6ce834a17cfd5227343cec3c4aee
+markdown-it-py==4.0.0 \
+    --hash=sha256:4ca21586bdc83c96a1318ffc854698e1fdcad60a3e8051d249f10ef210c945c0
+marshmallow==3.26.2 \
+    --hash=sha256:6631b7ba9bb5ede24dfecee215d9831dd60b17d59211b5c5b75f2bf9ddd9c411
+mdurl==0.1.2 \
+    --hash=sha256:fec2de44574adf66cd0d5ec329822fbf05ae011b6ba618c96b178d0eaaf7e249
+mpmath==1.3.0 \
+    --hash=sha256:58244de27af87d8fccdb6bc9a17808d4a3f00f5e97152b090272f241f22b1d00
+multidict==6.7.1 \
+    --hash=sha256:0f590b4e611242eb68916690dd2d0855b05b788bbaeb6e684c88928f3dfcf9a3 \
+    --hash=sha256:4edbf9266edceef23b80ab69bfe575349d6a11a396c36bb47f50f5d75cf4b725
+mypy-extensions==1.1.0 \
+    --hash=sha256:a18e3010fd8acb335b98af7dc61231b15c7ff36e6af5f8abd4de43202399a3f1
+nest-asyncio==1.6.0 \
+    --hash=sha256:159239b70d070fa53db5839d85c199708bbe1c9a25bcb9364c3a53c8291c0ea1
+networkx==3.6.1 \
+    --hash=sha256:c37e077bdb955f915337b0cbbe4f70303aca085abe728dbae9f400c5d7b3ae91
+numpy==2.3.5 \
+    --hash=sha256:3c09803370223ede9f913428680f123a59bfe95bff6bca3625a42c46983cff1f \
+    --hash=sha256:496287a2a8698bfb84129d2da985ae9d801ea986a3ab24ce36261dd9641db032 \
+    --hash=sha256:9f44732d61a230ec7f3efb9363e6448325c97c2441ff761e74b7315c72ec3859 \
+    --hash=sha256:e3ea2175951df3c16ead190bb3b719af8fcf25c19a5ccb15ac3a0c1a18705bdd
+pandas==2.3.3 \
+    --hash=sha256:308c8ca6262e058136d91a7d4d2bd84dd02e65caf60340fefd20bcf26b97e819 \
+    --hash=sha256:6ba245cff03afa84a0bc5e715a11caafab1dc51ca8fe4d827017706c4b62f238 \
+    --hash=sha256:cd3d338d360612bed009570e303a59759fb450d163a9d1584c508fa9c22f568a \
+    --hash=sha256:e3a18fae723b808514670a4a0172f9939cdbb095abd5eef1f34cf5ae1b99f424
+pillow==12.1.1 \
+    --hash=sha256:58c0a6787ac12753fba61035713f939f33946c970fe48a5756ed1a36c22d2e79 \
+    --hash=sha256:98ab177b9de8751ec5b1dbb7597b45c7edc358f7e16e5764ae93c976c6433f9f \
+    --hash=sha256:dd45829dc58e931ebef6a4b7eb122efef838a8d37848d5ec857a79d4c7e8f543 \
+    --hash=sha256:fcf5fa3497ec5c32843367d1133bc6b6d273e82d2fc86cd6d309cc09e7e457cf
+prompt-toolkit==3.0.52 \
+    --hash=sha256:c329e921742d68b12ff8543ca7004be7b4ccd8a69317bea8d9a6e524dd48cdbe
+propcache==0.4.1 \
+    --hash=sha256:10f7bf66817595de6682fd428cf2aa7892c0b0b45475585e8029655ab50c0510 \
+    --hash=sha256:3ccf1a18d315e7e234aee592a5dddd10951fa41f8a8658021dbe7ac413cca797 \
+    --hash=sha256:3f5189a8cf5fd36f414b4d9bf244e61a1eca49ac57942c7e930250df94b2340a \
+    --hash=sha256:42ecf4d140bbc503d90097af47bfc9c7e2a88faaad70694ea2bf50ad3da35c41
+pycparser==3.0 \
+    --hash=sha256:86072d0cf4bf7e125171d79036c2126a2fa377687520e834987c2de4b4e5a9e9
+pydantic-core==2.41.5 \
+    --hash=sha256:280238d34598c8e0eac77c2d96456cb5657f4afc3235d6afa15859a143cc3885 \
+    --hash=sha256:2c1462d1bdf9b8b13c8afa43856d7163c5a2567e9f05fcd5d26f54f23f35edf0 \
+    --hash=sha256:3713d923ca3dd74e51ad6ce5be8e2bb9b8398cbc3cdbe7bd959282e9e9694fff \
+    --hash=sha256:41f74ba1ea18462d7cc27155581a9b23165adc7b009c6d467542274d63db163c
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:c112f3de33b4ef01360132ef116d72df91cdf628f136b70f1fc9a9eb19137cb9
+referencing==0.37.0 \
+    --hash=sha256:bd019ff74869f84a893b7e50b84ce3d0db1e465ceb3a336403011c6467ffacb0
+rpds-py==0.30.0 \
+    --hash=sha256:16a18b2b2566d88ccdabe156c2fd0b6bcc4fb172d084ec7e4c1ab502cb8a5cfd \
+    --hash=sha256:613bc173bc12f35e40c3d1c1e6252555eaa48ea9425ee0b01fb151f3ca8a2a05 \
+    --hash=sha256:6c94c5f1c2501e50c22b7c993b083aeef4d342974d3058763296fb4646d8a059 \
+    --hash=sha256:75a565fc839958562ab5ad648c3a4bd0c46874a5556acb48da423f91c47c355b
+safetensors==0.7.0 \
+    --hash=sha256:18abcf37ffae5f85a81ca46c440fdc5f38ae0938ff0f4a4de14e37386ed248e7 \
+    --hash=sha256:6833f019f20c8f0bb790ae3f0fd088f50c9fe4e051106dc3e59df5a953f68532 \
+    --hash=sha256:6aea22e3ce1ed41d56c0e50f1cb504fe47a50ec7a1d50135d76fd233bbe4b1e3 \
+    --hash=sha256:bc9d119ad82379f387c1264de35e6d489b7196c431b23e92b2b0959eae8494c7
+scikit-learn==1.8.0 \
+    --hash=sha256:4c73965fdde273763f87334dfb0d773cb9196e2eb9dd21a0aabd86cf4da2adb3 \
+    --hash=sha256:5641af1f1bcede6f6d894f50418b2d820f3a3b82b3a5cb702621e6a386eef935 \
+    --hash=sha256:5d27f41e0a981a58fcc00f09ef9c00fd68a2e13c218768d0ed69c1a247c8855f \
+    --hash=sha256:7147bcc3428006a9b5fc0f0934b70c555ddd9f8ebc4b3ee4aaebb44c5e87a3dd
+scipy==1.17.0 \
+    --hash=sha256:0e35bf4bcd96fb22c9007cb651e3fa7a696bf90986fd220607505f5c2b7f17e7 \
+    --hash=sha256:92b4828228173816adc054c97a539c41f396558fbab67dcaae1e4195c6d6253f \
+    --hash=sha256:a1b3d25c892207a7626f0634fe768bd71b5f09cbb393be07d82fc44cced109ac \
+    --hash=sha256:f1c7b6ff095ed94c422bce52aa0ca8c8aea18922877853bbacaf8b7947e02510
+setuptools==80.9.0 \
+    --hash=sha256:3a3c26f9000ab213d87be4efa0f1926fb0975237ae9e8e7cc68c9d7fcba6c294
+shellingham==1.5.4 \
+    --hash=sha256:d604bc5d43b795ee246cd1fb3ff0d1ed749f4e85508eb0ee72472d3a995a4472
+six==1.17.0 \
+    --hash=sha256:33f558442b372864d53b1813933f5d624876f418521b1b89624ea6e3d79f0e97
+sniffio==1.3.1 \
+    --hash=sha256:79fc97358f9f993658f5285996c92b070d9b2b9cdd789daefd3e0607d518097b
+sympy==1.14.0 \
+    --hash=sha256:92de12bc45a8930ecab22227dea3f4192e15d9f4555c9a9d52d312865748afbd
+termcolor==3.3.0 \
+    --hash=sha256:2ed14ed07b1ab932881a26035e8f6a9e6251052289ecf8325e535bc17a03240d
+threadpoolctl==3.6.0 \
+    --hash=sha256:fc79267be059d5a0aaacf924656a1523599e7fc844c44608db5fe1cb2f152c4f
+tiktoken==0.12.0 \
+    --hash=sha256:019dfefcb4f2899eb8c7fd4d170c3ed335113579de129f55526fcdc3b43ef5ba \
+    --hash=sha256:9d341a1e06d325151f05991a0a1616c12918132fda42b7601d25c9d02726e5b3 \
+    --hash=sha256:aee67dcabd42538b82abaf27a1d5b74da0eb2da37fa9c9c117ca99d9146e2937
+tokenizers==0.22.2 \
+    --hash=sha256:109c12a85bc794db2d335e9845198fd4dfbdd25a5e47d944ada5ee28d720a01c \
+    --hash=sha256:914385483cfc1f8a38e8141e9370ca315484464afda41eb3959cd4d36ad2217b \
+    --hash=sha256:c6123f7e43990992323d4cd8ee0d463383a7dffe3c03e1f4483b446034910faf \
+    --hash=sha256:c883273341b96903ddeda79cb247a6f3ea316bd668ee2dd93d86e6fb57fc35b3
+tomlkit==0.14.0 \
+    --hash=sha256:96890a2259a290d46848528559815b808c7817f09bff1323a122131853a50b65
+torch==2.9.1 \
+    --hash=sha256:28171ed367139717fe7b8d6918c86d0fe328a7faa5704f5951283ae3b01796a1 \
+    --hash=sha256:3ebd43c74b5c0833e2d6c842cb5416bacb928184e362c319eb79223d06bb2fa1 \
+    --hash=sha256:9920139df4000ea99e1d71742d4bce1d7b807a5f45cf1a7cbff02c8dd8295bdb \
+    --hash=sha256:9bd4844a0cf3f199351830697973a168ad2fd3a99e77b150ca4a1582067dc633 \
+    --hash=sha256:ccb4a5b3c15819df80d96d2474b053306a2a4eba0301337c4aa56a58cbe45e10 \
+    --hash=sha256:e42ab849b64444059f5eda352d61c9c3a078f30797e48e2972857182c9a00cf8
+tqdm==4.67.3 \
+    --hash=sha256:d798b33fcc041b9a42c57f462b9c068a5a15c2dbcef1c87695d80c7074770a4d
+transformers==4.57.6 \
+    --hash=sha256:7c35d073118fad72b1745bd3dad3149d9bf2cacca3b16a7ed8f47f1a0bec119d
+triton==3.5.1 \
+    --hash=sha256:7b1a1b9ab53eafe7a65ae25861ac7df5541ea706b3baebe2306580127825e222 \
+    --hash=sha256:f45cd8a990cde562e64b6ef00969dc3751a49e90651216e7f7b44ba997c9e19d \
+    --hash=sha256:fce4c06d8e47ccd706790271cc3f2cea42c7e709cfb68e6abe760d2a56baeeb4
+typing-extensions==4.15.0 \
+    --hash=sha256:00877ead43795d4b767026270fa129816363c9a95b6febe68f5ac41d5096114b
+typing-inspect==0.9.0 \
+    --hash=sha256:369f80dd867ce208d61bc645e236c5049273c6e0f46c090fb9c7a9655fc8320b
+typing-inspection==0.4.2 \
+    --hash=sha256:4baec0c9a4ad5cc8a85c71c387e98ff9ecc7b85b6e538e204343940090be3b63
+urllib3==2.6.3 \
+    --hash=sha256:a5bd1dd5b4c7b1da77f93abcd09f8619209b2f11fe699382f6cb79b34dc89437
+yarl==1.22.0 \
+    --hash=sha256:8e78442a1a40257173cbd3b9ec78a1ded7ab02a1fcb23f3d42686bd5afb184cc \
+    --hash=sha256:b59c74a17b24908333ce8e0a348fafe85a1bdb1d524cc74d9c25161674dd358a \
+    --hash=sha256:cee8af2825e29b4b31cce0c7272c29b66717ab164e3e2a5dc8dbe173c2901db2 \
+    --hash=sha256:eb5d90c48762dd433d86eb6e3c6b4965fc3dff440c472e89047a628dd29271ac
diff --git a/lsc/requirements.overrides.txt b/lsc/requirements.overrides.txt
new file mode 100644
index 000000000..b8ee81529
--- /dev/null
+++ b/lsc/requirements.overrides.txt
@@ -0,0 +1,24 @@
+# Override these packages to the versions available on the RHOAI 3.3 index:
+# https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
+#
+# Regenerate requirements files after editing this with: make update-konflux-deps-lsc
+aiohttp==3.13.3
+aiosqlite==0.22.1
+anyio==4.12.1
+attrs==25.4.0
+certifi==2026.1.4
+faiss-cpu==1.12.0
+hf-xet==1.2.0
+huggingface-hub==1.3.4
+jiter==0.12
+numpy==2.3.5
+orjson==3.11.5
+pillow==12.1.1
+pydantic-core==2.41.5
+safetensors==0.7.0
+scipy==1.17.0
+setuptools==80.9
+tokenizers==0.22.2
+torch==2.9.1
+transformers==4.57.6
+yarl==1.22.0
diff --git a/pyproject.toml b/pyproject.toml
index 75b34b2eb..7aaa3c165 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,7 @@ lint.extend-select = ["D401"]
 
 lint.ignore = []
 
-target-version = "py311"
+target-version = "py312"
 lint.pydocstyle.convention = "google"
 line-length = 100
 
@@ -33,10 +33,10 @@ build-backend = "pdm.backend"
 
 [project.optional-dependencies]
 cpu = [
-    "torch @ https://download.pytorch.org/whl/cpu/torch-2.6.0%2Bcpu-cp311-cp311-linux_x86_64.whl#sha256=5b6ae523bfb67088a17ca7734d131548a2e60346c622621e4248ed09dd0790cc",
+    "torch",
 ]
 gpu = [
-    "torch==2.6.0",
+    "torch",
 ]
 
 [project]
@@ -58,6 +58,6 @@ dependencies = [
     "beautifulsoup4>=4.10.0",
     "urllib3>=2.6.3",
 ]
-requires-python = "==3.11.*"
+requires-python = ">=3.12,<3.13"
 readme = "README.md"
 license = {file = "LICENSE"}
diff --git a/requirements-build.cpu.txt b/requirements-build.cpu.txt
new file mode 100644
index 000000000..e1a7670e0
--- /dev/null
+++ b/requirements-build.cpu.txt
@@ -0,0 +1,42 @@
+#
+# Autogenerated by pybuild-deps (via scripts/konflux_requirements.sh cpu).
+# Python 3.12 / linux x86_64 for Konflux Cachi2 requirements_build_files prefetch.
+#
+calver==2025.10.20
+    # via trove-classifiers
+flit-core==3.12.0
+    # via
+    #   packaging
+    #   pathspec
+    #   tinytag
+hatchling==1.29.0
+    # via
+    #   llama-index-core
+    #   llama-index-embeddings-huggingface
+    #   llama-index-instrumentation
+    #   llama-index-readers-file
+    #   llama-index-vector-stores-faiss
+maturin==1.13.1
+    # via uv-build
+    # via
+    #   hatchling
+    #   setuptools-scm
+    #   vcs-versioning
+pathspec==1.1.0
+    # via hatchling
+pluggy==1.6.0
+    # via hatchling
+semantic-version==2.10.0
+    # via setuptools-rust
+setuptools-rust==1.12.1
+    # via maturin
+setuptools-scm==10.0.5
+    # via
+    #   pluggy
+    #   setuptools-rust
+trove-classifiers==2026.1.14.14
+    # via hatchling
+uv-build==0.9.30
+    # via llama-index-workflows
+vcs-versioning==1.1.1
+    # via setuptools-scm
diff --git a/requirements-build.txt b/requirements-build.txt
deleted file mode 100644
index b45da1d83..000000000
--- a/requirements-build.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-#
-# This file is autogenerated by pip-compile with Python 3.11
-# by the following command:
-#
-#    pip-compile --allow-unsafe --generate-hashes --output-file=requirements-build.txt requirements-build.in
-#
-wheel==0.44.0 \
-    --hash=sha256:2376a90c98cc337d18623527a97c31797bd02bad0033d41547043a1cbfbe448f \
-    --hash=sha256:a29c3f2817e95ab89aa4660681ad547c0e9547f20e75b0562fe7723c9a2a9d49
-    # via -r requirements-build.in
-
-# The following packages are considered to be unsafe in a requirements file:
-setuptools==74.1.1 \
-    --hash=sha256:2353af060c06388be1cecbf5953dcdb1f38362f87a2356c480b6b4d5fcfc8847 \
-    --hash=sha256:fc91b5f89e392ef5b77fe143b17e32f65d3024744fba66dc3afe07201684d766
-    # via -r requirements-build.in
diff --git a/requirements.hashes.source.cpu.txt b/requirements.hashes.source.cpu.txt
new file mode 100644
index 000000000..9c7032280
--- /dev/null
+++ b/requirements.hashes.source.cpu.txt
@@ -0,0 +1,136 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.source.cpu.txt --refresh --generate-hashes --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://pypi.org/simple
+
+banks==2.4.1 \
+    --hash=sha256:40e6d9b6e9b69fb403fa31f2853b3297e4919c1b6f2179b2119d2d4473c6ed13 \
+    --hash=sha256:8cbf1553f14c44d4f7e9c2064ad9212ce53ee4da000b2f8308d548b60db56655
+dirtyjson==1.0.8 \
+    --hash=sha256:125e27248435a58acace26d5c2c4c11a1c0de0a9c5124c5a94ba78e517d74f53 \
+    --hash=sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd
+griffe==2.0.2 \
+    --hash=sha256:2b31816460aee1996af26050a1fc6927a2e5936486856707f55508e4c9b5960b \
+    --hash=sha256:c5d56326d159f274492e9bf93a9895cec101155d944caa66d0fc4e0c13751b92
+griffecli==2.0.2 \
+    --hash=sha256:0d44d39e59afa81e288a3e1c3bf352cc4fa537483326ac06b8bb6a51fd8303a0 \
+    --hash=sha256:40a1ad4181fc39685d025e119ae2c5b669acdc1f19b705fb9bf971f4e6f6dffb
+griffelib==2.0.2 \
+    --hash=sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e \
+    --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
+llama-index-core==0.14.19 \
+    --hash=sha256:7b17f321f0d965495402890991b2bfde49d4197bc46ca5970300cc7b9c2df6a2 \
+    --hash=sha256:807352f16a300f9980d0110cfdaa81d07e201384965e9f7d940c8ead80d463ed
+llama-index-embeddings-huggingface==0.7.0 \
+    --hash=sha256:cae7e4ffddc1fecb34b83425a00679f338ce03ad0a7f3aca6b927136d6af7131 \
+    --hash=sha256:da8a2a65df9404112c4430dfada09d4f846ba165197a25dbe77f734014c56a87
+llama-index-instrumentation==0.5.0 \
+    --hash=sha256:aaab83cddd9dd434278891012d8995f47a3bc7ed1736a371db90965348c56a21 \
+    --hash=sha256:eeb724648b25d149de882a5ac9e21c5acb1ce780da214bda2b075341af29ad8e
+llama-index-readers-file==0.6.0 \
+    --hash=sha256:1026d94f2d5902152373bc2c3b7caa7e216d956620b22d510e516850b6a7440d \
+    --hash=sha256:ff366d6ff5ecb7119275ac859310d8b672d8b6b3261afae02f4084fce9076bd0
+llama-index-vector-stores-faiss==0.6.0 \
+    --hash=sha256:00bfeb6cb7571e0e856566cb4f10c89b415b6108f151d9ad48ee9c31da563f5e \
+    --hash=sha256:d4600c60ef5411d9e35ba573b4f416a5e13ea04c6f942c8e6f49f03f2feb4f3b
+llama-index-workflows==2.19.1 \
+    --hash=sha256:13328139112bf0f0442e1e87a9c57d94c6f992b14d17546f58e61bcc76546850 \
+    --hash=sha256:972b6b2304c3d0621eba794ef78f05648a47e7239962b1e811177a4feb14e0d6
+markupsafe==3.0.3 \
+    --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
+    --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
+    --hash=sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf \
+    --hash=sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19 \
+    --hash=sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf \
+    --hash=sha256:0f4b68347f8c5eab4a13419215bdfd7f8c9b19f2b25520968adfad23eb0ce60c \
+    --hash=sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175 \
+    --hash=sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219 \
+    --hash=sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb \
+    --hash=sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6 \
+    --hash=sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab \
+    --hash=sha256:15d939a21d546304880945ca1ecb8a039db6b4dc49b2c5a400387cdae6a62e26 \
+    --hash=sha256:177b5253b2834fe3678cb4a5f0059808258584c559193998be2601324fdeafb1 \
+    --hash=sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce \
+    --hash=sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218 \
+    --hash=sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634 \
+    --hash=sha256:1ba88449deb3de88bd40044603fafffb7bc2b055d626a330323a9ed736661695 \
+    --hash=sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad \
+    --hash=sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73 \
+    --hash=sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c \
+    --hash=sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe \
+    --hash=sha256:2a15a08b17dd94c53a1da0438822d70ebcd13f8c3a95abe3a9ef9f11a94830aa \
+    --hash=sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559 \
+    --hash=sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa \
+    --hash=sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37 \
+    --hash=sha256:3537e01efc9d4dccdf77221fb1cb3b8e1a38d5428920e0657ce299b20324d758 \
+    --hash=sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f \
+    --hash=sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8 \
+    --hash=sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d \
+    --hash=sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c \
+    --hash=sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97 \
+    --hash=sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a \
+    --hash=sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19 \
+    --hash=sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9 \
+    --hash=sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9 \
+    --hash=sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc \
+    --hash=sha256:591ae9f2a647529ca990bc681daebdd52c8791ff06c2bfa05b65163e28102ef2 \
+    --hash=sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4 \
+    --hash=sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354 \
+    --hash=sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50 \
+    --hash=sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698 \
+    --hash=sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9 \
+    --hash=sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b \
+    --hash=sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc \
+    --hash=sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115 \
+    --hash=sha256:7c3fb7d25180895632e5d3148dbdc29ea38ccb7fd210aa27acbd1201a1902c6e \
+    --hash=sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485 \
+    --hash=sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f \
+    --hash=sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12 \
+    --hash=sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025 \
+    --hash=sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009 \
+    --hash=sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d \
+    --hash=sha256:949b8d66bc381ee8b007cd945914c721d9aba8e27f71959d750a46f7c282b20b \
+    --hash=sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a \
+    --hash=sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5 \
+    --hash=sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f \
+    --hash=sha256:a320721ab5a1aba0a233739394eb907f8c8da5c98c9181d1161e77a0c8e36f2d \
+    --hash=sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1 \
+    --hash=sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287 \
+    --hash=sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6 \
+    --hash=sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f \
+    --hash=sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581 \
+    --hash=sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed \
+    --hash=sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b \
+    --hash=sha256:c0c0b3ade1c0b13b936d7970b1d37a57acde9199dc2aecc4c336773e1d86049c \
+    --hash=sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026 \
+    --hash=sha256:c4ffb7ebf07cfe8931028e3e4c85f0357459a3f9f9490886198848f4fa002ec8 \
+    --hash=sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676 \
+    --hash=sha256:d2ee202e79d8ed691ceebae8e0486bd9a2cd4794cec4824e1c99b6f5009502f6 \
+    --hash=sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e \
+    --hash=sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d \
+    --hash=sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d \
+    --hash=sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01 \
+    --hash=sha256:df2449253ef108a379b8b5d6b43f4b1a8e81a061d6537becd5582fba5f9196d7 \
+    --hash=sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419 \
+    --hash=sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795 \
+    --hash=sha256:e2103a929dfa2fcaf9bb4e7c091983a49c9ac3b19c9061b6d5427dd7d14d81a1 \
+    --hash=sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5 \
+    --hash=sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d \
+    --hash=sha256:e8fc20152abba6b83724d7ff268c249fa196d8259ff481f3b1476383f8f24e42 \
+    --hash=sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe \
+    --hash=sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda \
+    --hash=sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e \
+    --hash=sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737 \
+    --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
+    --hash=sha256:f42d0984e947b8adf7dd6dde396e720934d12c506ce84eea8476409563607591 \
+    --hash=sha256:f71a396b3bf33ecaa1626c255855702aca4d3d9fea5e051b41ac59a9c1c41edc \
+    --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
+    --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
+python-frontmatter==1.1.0 \
+    --hash=sha256:335465556358d9d0e6c98bbeb69b1c969f2a4a21360587b9873bfc3b213407c1 \
+    --hash=sha256:7118d2bd56af9149625745c58c9b51fb67e8d1294a0c76796dafdc72c36e5f6d
+striprtf==0.0.26 \
+    --hash=sha256:8c8f9d32083cdc2e8bfb149455aa1cc5a4e0a035893bedc75db8b73becb3a1bb \
+    --hash=sha256:fdb2bba7ac440072d1c41eab50d8d74ae88f60a8b6575c6e2c7805dc462093aa
+tinytag==2.2.1 \
+    --hash=sha256:e6d06610ebe7cd66fd07be2d3b9495914ab32654a5e47657bb8cd44c2484523c \
+    --hash=sha256:ed8b1e6d25367937e3321e054f4974f9abfde1a3e0a538824c87da377130c2b6
diff --git a/requirements.hashes.source.gpu.txt b/requirements.hashes.source.gpu.txt
new file mode 100644
index 000000000..08f052487
--- /dev/null
+++ b/requirements.hashes.source.gpu.txt
@@ -0,0 +1,198 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.source.gpu.txt --refresh --generate-hashes --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://pypi.org/simple
+
+aiosqlite==0.22.1 \
+    --hash=sha256:043e0bd78d32888c0a9ca90fc788b38796843360c855a7262a532813133a0650 \
+    --hash=sha256:21c002eb13823fad740196c5a2e9d8e62f6243bd9e7e4a1f87fb5e44ecb4fceb
+banks==2.4.1 \
+    --hash=sha256:40e6d9b6e9b69fb403fa31f2853b3297e4919c1b6f2179b2119d2d4473c6ed13 \
+    --hash=sha256:8cbf1553f14c44d4f7e9c2064ad9212ce53ee4da000b2f8308d548b60db56655
+dirtyjson==1.0.8 \
+    --hash=sha256:125e27248435a58acace26d5c2c4c11a1c0de0a9c5124c5a94ba78e517d74f53 \
+    --hash=sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd
+faiss-cpu==1.12.0 \
+    --hash=sha256:016e391f49933875b8d60d47f282f2e93d8ea9f9ffbda82467aa771b11a237db \
+    --hash=sha256:0834c547c39d5e5d0b769c90ac5d5ca42e00bcdbba491f3440d2d458058b19d6 \
+    --hash=sha256:0b5fac98a350774a98b904f7a7c6689eb5cf0a593d63c552e705a80c55636d15 \
+    --hash=sha256:0d1b243468a24564f85a41166f2ca4c92f8f6755da096ffbdcf551675ca739c5 \
+    --hash=sha256:0db6485bc9f32b69aaccf9ad520782371a79904dcfe20b6da5cbfd61a712e85f \
+    --hash=sha256:110b21b7bb4c93c4f1a5eb2ffb8ef99dcdb4725f8ab2e5cd161324e4d981f204 \
+    --hash=sha256:11670337f9f5ee9ff3490e30683eea80add060c300cf6f6cb0e8faf3155fd20e \
+    --hash=sha256:1bf4b5f0e9b6bb5a566b1a31e84a93b283f26c2b0155fb2eb5970c32a540a906 \
+    --hash=sha256:220b5bb5439c64e417b35f9ade4c7dc3bf7df683d6123901ba84d6d764ecd486 \
+    --hash=sha256:2283f1014f7f86dd56b53bf0ea0d7f848eb4c9c6704b8f4f99a0af02e994e479 \
+    --hash=sha256:26c29290e7d1c5938e5886594dc0a2272b30728351ca5f855d4ae30704d5a6cc \
+    --hash=sha256:2f87cbcd603f3ed464ebceb857971fdebc318de938566c9ae2b82beda8e953c0 \
+    --hash=sha256:433ddfd09f5ef3cd2593b03a39f37e6957b25a91792b17132d3414c99d5ba5dd \
+    --hash=sha256:4b9d38691646da1ba12e3c0be8eb910ac52e2bcb0e553b54590c1c7aded9d5a3 \
+    --hash=sha256:4d57ed7aac048b18809af70350c31acc0fb9f00e6c03b6ed1651fd58b174882d \
+    --hash=sha256:564c1b707fa9e68e4551cd78cbc6dc89810d740cccfc3076c34a0ba6627119ef \
+    --hash=sha256:58b23456db725ee1bd605a6135d2ef55b2ac3e0b6fe873fd99a909e8ef4bd0ff \
+    --hash=sha256:60a535b79d3d6225c7c21d7277fb0c6fde80c46a9c1e33632b1b293c1d177f30 \
+    --hash=sha256:6155a5138604b702a32f8f0a63948a539eb7468898554a9911f9ab8c899284fb \
+    --hash=sha256:693d0bf16f79e8d16a1baaeda459f3375f37da0354e97dc032806b48a2a54151 \
+    --hash=sha256:6a80f9223f1f5eea42a853355520ff0efd38d00923dd9e581195b9ecf1095f0e \
+    --hash=sha256:6b8012353d50d9bc81bcfe35b226d0e5bfad345fdebe0da31848395ebc83816d \
+    --hash=sha256:7285c71c8f5e9c58b55175f5f74c78c518c52c421a88a430263f34e3e31f719c \
+    --hash=sha256:754eef89cdf2b35643df6b0923a5a098bdfecf63b5f4bd86c385042ee511b287 \
+    --hash=sha256:7ac1c8b53609b5c722ab60f1749260a7cb3c72fdfb720a0e3033067e73591da5 \
+    --hash=sha256:7f3e0a14e4edec6a3959a9f51afccb89e863138f184ff2cc24c13f9ad788740b \
+    --hash=sha256:82eb5515ce72be9a43f4cf74447a0d090e014231981df91aff7251204b506fbf \
+    --hash=sha256:83e74cbde6fa5caceec5bc103c82053d50fde163e3ceabaa58c91508e984142b \
+    --hash=sha256:84510079a2efe954e6b89fe5e62f23a98c1ef999756565e056f95f835ff43c5e \
+    --hash=sha256:84a50d7a2f711f79cc8b65aa28956dba6435e47b71a38b2daea44c94c9b8e458 \
+    --hash=sha256:88bfe134f8c7cd2dda7df34f2619448906624962c8207efdd6eb1647e2f5338b \
+    --hash=sha256:8b3239cc371df6826ac43c62ac04eec7cc497bedb43f681fcd8ea494f520ddbb \
+    --hash=sha256:8b4f5b18cbe335322a51d2785bb044036609c35bfac5915bff95eadc10e89ef1 \
+    --hash=sha256:8e74e71249165757a12fb02feee67ea95df542bcafa21b449fbd2ed0c31b48b4 \
+    --hash=sha256:9243ee4c224a0d74419040503f22bf067462a040281bf6f3f107ab205c97d438 \
+    --hash=sha256:98279f1b4876ef9902695a329b81a99002782ab6e26def472022009df6f1ac68 \
+    --hash=sha256:9b43d0c295e93a8e5f1dd30325caaf34d4ecb51f1e3d461c7b0e71bff3a8944b \
+    --hash=sha256:9b54990fcbcf90e37393909d4033520237194263c93ab6dbfae0616ef9af242b \
+    --hash=sha256:9bcc6e9eb111fc5b06f1623f4073b5acdae25a5baee1eea32b347a2d810deb35 \
+    --hash=sha256:a40830a16d8718b14a462e1a1efaa26660eb3bb8ada22e0712a6ac181092750e \
+    --hash=sha256:a5f5bca7e1a3e0a98480d1e2748fc86d12c28d506173e460e6746886ff0e08de \
+    --hash=sha256:a7c6156f1309bb969480280906e8865c3c4378eebb0f840c55c924bf06efd8d3 \
+    --hash=sha256:b80e5965f001822cc99ec65c715169af1b70bdae72eccd573520a2dec485b3ee \
+    --hash=sha256:bcc6587dee21e17430fb49ddc5200625d6f5e1de2bdf436f14827bad4ca78d19 \
+    --hash=sha256:be96f9290edd13d56fb3c69b8dd6be487552b4401f2e95b437cabf5309c424ad \
+    --hash=sha256:c2e4963c7188f57cfba248f09ebd8a14c76b5ffb87382603ccd4576f2da39d74 \
+    --hash=sha256:c5867ee3132cdc9f279951b8514ab51fd121acfbea120c9948b06bd1a1e43053 \
+    --hash=sha256:c9c79b5f28dcf9b2e2557ce51b938b21b7a9d508e008dc1ffea7b8249e7bd443 \
+    --hash=sha256:d04d1cae2a9b66083cd8f48ff391731d81e0a1fdf67ab5c33ae10b3a22a0caae \
+    --hash=sha256:d7f8732796e3f730556e99327861066ead0ae7e66b5cbf6c0f217be48074e41e \
+    --hash=sha256:ded5063e13c3bb6b1b463827f838ae45a0aea4c9aeaf6c938e7e87f3f6ea4126 \
+    --hash=sha256:f6db5532831791d7bac089fc580e741e99869122946bb6a5f120016c83b95d10 \
+    --hash=sha256:fbb63595c7ad43c0d9caaf4d554a38a30ea4edda5e7c3ed38845562776992ba9 \
+    --hash=sha256:fc98084076d0ceffcc3e306fd77ee22f91cc6143953e471c31c84cf2ddf68bb2 \
+    --hash=sha256:ff7db774968210d08cd0331287f3f66a6ffef955a7aa9a7fcd3eb4432a4ce5f5
+griffe==2.0.2 \
+    --hash=sha256:2b31816460aee1996af26050a1fc6927a2e5936486856707f55508e4c9b5960b \
+    --hash=sha256:c5d56326d159f274492e9bf93a9895cec101155d944caa66d0fc4e0c13751b92
+griffecli==2.0.2 \
+    --hash=sha256:0d44d39e59afa81e288a3e1c3bf352cc4fa537483326ac06b8bb6a51fd8303a0 \
+    --hash=sha256:40a1ad4181fc39685d025e119ae2c5b669acdc1f19b705fb9bf971f4e6f6dffb
+griffelib==2.0.2 \
+    --hash=sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e \
+    --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
+llama-index-core==0.14.19 \
+    --hash=sha256:7b17f321f0d965495402890991b2bfde49d4197bc46ca5970300cc7b9c2df6a2 \
+    --hash=sha256:807352f16a300f9980d0110cfdaa81d07e201384965e9f7d940c8ead80d463ed
+llama-index-embeddings-huggingface==0.7.0 \
+    --hash=sha256:cae7e4ffddc1fecb34b83425a00679f338ce03ad0a7f3aca6b927136d6af7131 \
+    --hash=sha256:da8a2a65df9404112c4430dfada09d4f846ba165197a25dbe77f734014c56a87
+llama-index-instrumentation==0.5.0 \
+    --hash=sha256:aaab83cddd9dd434278891012d8995f47a3bc7ed1736a371db90965348c56a21 \
+    --hash=sha256:eeb724648b25d149de882a5ac9e21c5acb1ce780da214bda2b075341af29ad8e
+llama-index-readers-file==0.6.0 \
+    --hash=sha256:1026d94f2d5902152373bc2c3b7caa7e216d956620b22d510e516850b6a7440d \
+    --hash=sha256:ff366d6ff5ecb7119275ac859310d8b672d8b6b3261afae02f4084fce9076bd0
+llama-index-vector-stores-faiss==0.6.0 \
+    --hash=sha256:00bfeb6cb7571e0e856566cb4f10c89b415b6108f151d9ad48ee9c31da563f5e \
+    --hash=sha256:d4600c60ef5411d9e35ba573b4f416a5e13ea04c6f942c8e6f49f03f2feb4f3b
+llama-index-workflows==2.20.0 \
+    --hash=sha256:36f6b6ace77f837d9907078aea7e830251afe96a58daecff5ed090c88c55095d \
+    --hash=sha256:df2760fea9e100c97a4e919d255461e344413acac4382d17d8217337806e4772
+markupsafe==3.0.3 \
+    --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
+    --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
+    --hash=sha256:0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf \
+    --hash=sha256:0db14f5dafddbb6d9208827849fad01f1a2609380add406671a26386cdf15a19 \
+    --hash=sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf \
+    --hash=sha256:0f4b68347f8c5eab4a13419215bdfd7f8c9b19f2b25520968adfad23eb0ce60c \
+    --hash=sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175 \
+    --hash=sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219 \
+    --hash=sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb \
+    --hash=sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6 \
+    --hash=sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab \
+    --hash=sha256:15d939a21d546304880945ca1ecb8a039db6b4dc49b2c5a400387cdae6a62e26 \
+    --hash=sha256:177b5253b2834fe3678cb4a5f0059808258584c559193998be2601324fdeafb1 \
+    --hash=sha256:1872df69a4de6aead3491198eaf13810b565bdbeec3ae2dc8780f14458ec73ce \
+    --hash=sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218 \
+    --hash=sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634 \
+    --hash=sha256:1ba88449deb3de88bd40044603fafffb7bc2b055d626a330323a9ed736661695 \
+    --hash=sha256:1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad \
+    --hash=sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73 \
+    --hash=sha256:26a5784ded40c9e318cfc2bdb30fe164bdb8665ded9cd64d500a34fb42067b1c \
+    --hash=sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe \
+    --hash=sha256:2a15a08b17dd94c53a1da0438822d70ebcd13f8c3a95abe3a9ef9f11a94830aa \
+    --hash=sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559 \
+    --hash=sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa \
+    --hash=sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37 \
+    --hash=sha256:3537e01efc9d4dccdf77221fb1cb3b8e1a38d5428920e0657ce299b20324d758 \
+    --hash=sha256:35add3b638a5d900e807944a078b51922212fb3dedb01633a8defc4b01a3c85f \
+    --hash=sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8 \
+    --hash=sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d \
+    --hash=sha256:3b562dd9e9ea93f13d53989d23a7e775fdfd1066c33494ff43f5418bc8c58a5c \
+    --hash=sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97 \
+    --hash=sha256:4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a \
+    --hash=sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19 \
+    --hash=sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9 \
+    --hash=sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9 \
+    --hash=sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc \
+    --hash=sha256:591ae9f2a647529ca990bc681daebdd52c8791ff06c2bfa05b65163e28102ef2 \
+    --hash=sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4 \
+    --hash=sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354 \
+    --hash=sha256:6b5420a1d9450023228968e7e6a9ce57f65d148ab56d2313fcd589eee96a7a50 \
+    --hash=sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698 \
+    --hash=sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9 \
+    --hash=sha256:77f0643abe7495da77fb436f50f8dab76dbc6e5fd25d39589a0f1fe6548bfa2b \
+    --hash=sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc \
+    --hash=sha256:7be7b61bb172e1ed687f1754f8e7484f1c8019780f6f6b0786e76bb01c2ae115 \
+    --hash=sha256:7c3fb7d25180895632e5d3148dbdc29ea38ccb7fd210aa27acbd1201a1902c6e \
+    --hash=sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485 \
+    --hash=sha256:83891d0e9fb81a825d9a6d61e3f07550ca70a076484292a70fde82c4b807286f \
+    --hash=sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12 \
+    --hash=sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025 \
+    --hash=sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009 \
+    --hash=sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d \
+    --hash=sha256:949b8d66bc381ee8b007cd945914c721d9aba8e27f71959d750a46f7c282b20b \
+    --hash=sha256:94c6f0bb423f739146aec64595853541634bde58b2135f27f61c1ffd1cd4d16a \
+    --hash=sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5 \
+    --hash=sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f \
+    --hash=sha256:a320721ab5a1aba0a233739394eb907f8c8da5c98c9181d1161e77a0c8e36f2d \
+    --hash=sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1 \
+    --hash=sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287 \
+    --hash=sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6 \
+    --hash=sha256:bc51efed119bc9cfdf792cdeaa4d67e8f6fcccab66ed4bfdd6bde3e59bfcbb2f \
+    --hash=sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581 \
+    --hash=sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed \
+    --hash=sha256:be8813b57049a7dc738189df53d69395eba14fb99345e0a5994914a3864c8a4b \
+    --hash=sha256:c0c0b3ade1c0b13b936d7970b1d37a57acde9199dc2aecc4c336773e1d86049c \
+    --hash=sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026 \
+    --hash=sha256:c4ffb7ebf07cfe8931028e3e4c85f0357459a3f9f9490886198848f4fa002ec8 \
+    --hash=sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676 \
+    --hash=sha256:d2ee202e79d8ed691ceebae8e0486bd9a2cd4794cec4824e1c99b6f5009502f6 \
+    --hash=sha256:d53197da72cc091b024dd97249dfc7794d6a56530370992a5e1a08983ad9230e \
+    --hash=sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d \
+    --hash=sha256:d88b440e37a16e651bda4c7c2b930eb586fd15ca7406cb39e211fcff3bf3017d \
+    --hash=sha256:de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01 \
+    --hash=sha256:df2449253ef108a379b8b5d6b43f4b1a8e81a061d6537becd5582fba5f9196d7 \
+    --hash=sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419 \
+    --hash=sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795 \
+    --hash=sha256:e2103a929dfa2fcaf9bb4e7c091983a49c9ac3b19c9061b6d5427dd7d14d81a1 \
+    --hash=sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5 \
+    --hash=sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d \
+    --hash=sha256:e8fc20152abba6b83724d7ff268c249fa196d8259ff481f3b1476383f8f24e42 \
+    --hash=sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe \
+    --hash=sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda \
+    --hash=sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e \
+    --hash=sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737 \
+    --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
+    --hash=sha256:f42d0984e947b8adf7dd6dde396e720934d12c506ce84eea8476409563607591 \
+    --hash=sha256:f71a396b3bf33ecaa1626c255855702aca4d3d9fea5e051b41ac59a9c1c41edc \
+    --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
+    --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
+pypdf==6.10.2 \
+    --hash=sha256:7d09ce108eff6bf67465d461b6ef352dcb8d84f7a91befc02f904455c6eea11d \
+    --hash=sha256:aa53be9826655b51c96741e5d7983ca224d898ac0a77896e64636810517624aa
+python-frontmatter==1.1.0 \
+    --hash=sha256:335465556358d9d0e6c98bbeb69b1c969f2a4a21360587b9873bfc3b213407c1 \
+    --hash=sha256:7118d2bd56af9149625745c58c9b51fb67e8d1294a0c76796dafdc72c36e5f6d
+striprtf==0.0.26 \
+    --hash=sha256:8c8f9d32083cdc2e8bfb149455aa1cc5a4e0a035893bedc75db8b73becb3a1bb \
+    --hash=sha256:fdb2bba7ac440072d1c41eab50d8d74ae88f60a8b6575c6e2c7805dc462093aa
+tinytag==2.2.1 \
+    --hash=sha256:e6d06610ebe7cd66fd07be2d3b9495914ab32654a5e47657bb8cd44c2484523c \
+    --hash=sha256:ed8b1e6d25367937e3321e054f4974f9abfde1a3e0a538824c87da377130c2b6
diff --git a/requirements.hashes.wheel.cpu.txt b/requirements.hashes.wheel.cpu.txt
new file mode 100644
index 000000000..948ea3bf1
--- /dev/null
+++ b/requirements.hashes.wheel.cpu.txt
@@ -0,0 +1,223 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.wheel.cpu.txt --refresh --generate-hashes --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/ --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
+
+accelerate==1.12.0 \
+    --hash=sha256:a6b0e68db85691b43a98b30f6414d1dbe4e8d723fb4de764b6e316101ef17d00
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:eff0885546faac493fa18997b9e5158ea7a56a36ee3222b744bab31808e3f3f8
+aiohttp==3.13.3 \
+    --hash=sha256:b170fe2ac5f84453b4b5c18017f6dfb101dc052d7647ed7726cc139b057c12b8 \
+    --hash=sha256:baa9ead7e6a15fb47330101ebe4a4fe997b36ede1fa8a33d438e9dfbd8b2035e \
+    --hash=sha256:bc56021945f304b3cb066e4e1c1f364747bedaf8fef6e139be63f1b192558330 \
+    --hash=sha256:c418ae157c77de1c7314313d767efcdf2243dc0122beddeafd2f3bab73ad0ed8
+aiosignal==1.4.0 \
+    --hash=sha256:9d5af4742d4552e8a3f2fbd48237e07cab578e7175af2f952c420d2e98b731f0
+aiosqlite==0.22.1 \
+    --hash=sha256:2e85580d41e992ed45e1aafce66ac4c23b7bd7cf842dc5209a39b95c11497115
+annotated-types==0.7.0 \
+    --hash=sha256:fcdc578cef2d4fd8770abc0ceb0241c68c992698aa7a5f945ce67651dd585cfb
+anyio==4.12.1 \
+    --hash=sha256:e18da418b6421e6735231319ea8ae4262f68b52b8dbcb4699a7a14f89cfb2b15
+attrs==25.4.0 \
+    --hash=sha256:6d626bc22c041e7c3a84117f6d65a2be8eba3b58a83d3d110c58ee71db234b1e
+beautifulsoup4==4.14.3 \
+    --hash=sha256:68210693f16dd61027d84465d3e0fc14ed1d47b339cd08900af30760fc29660f
+certifi==2026.1.4 \
+    --hash=sha256:b74c6cab6a323eb7dc175b1f60b281cd15f4a8bd51e02965591295b1db9e185a
+charset-normalizer==3.4.4 \
+    --hash=sha256:ccdd9a2c5c46da6335354acd6a04ef80e2eb2804a8ed58f932b7f5ae345c5891
+click==8.3.1 \
+    --hash=sha256:a87f0253ce1fb7747cdde1674d73f34241bb4de9fca7a31bc866fb0a8a5f4307
+colorama==0.4.6 \
+    --hash=sha256:6a666a04575143daff7ee645ed455ecd7b108f1a1e2bb8afd24e0e58dc7a7969
+dataclasses-json==0.6.7 \
+    --hash=sha256:1155da9dafe10961a05459d1e2ae87709913edfaf261d8a2512da91d4fb673ae
+defusedxml==0.7.1 \
+    --hash=sha256:581f7cc44427f60a0c1bdf72190192736c27dc96718d9594242670569c7bc74b
+deprecated==1.3.1 \
+    --hash=sha256:6072c81ba7d406bf5a9462afb853890a47f9b76e6eace579a8b40a18c06142b0
+faiss-cpu==1.12.0 \
+    --hash=sha256:004aa246c589767439e210c275e20f64a5d3e0ee844df7d1ada4612b4c27e348 \
+    --hash=sha256:06d06d210105c6769ca1c93c5111ce0a1a7ed2f239b2f666ccb2af7c90f42383 \
+    --hash=sha256:4aadb7cfceacda36ff1738fe64af1c16e77f739105bb26246c683572c28db123 \
+    --hash=sha256:8a2cc05c9459d0e22d05d1996f2e3a8b25b50cfc0ea9530a5422873048196a83 \
+    --hash=sha256:b769fa38427cea3ee56e74af41e04578e5a3bee1389dde6e62116b2a2ac90dda \
+    --hash=sha256:d164c65eb35d98f5ea8422b88c9b2645bdc091d3ab9829808699f81fdf7e6c1d
+filelock==3.20.3 \
+    --hash=sha256:a041b953fcf0bcca50ad283664cf46dcd59769d3f8fac07db4f033c6d6021707
+filetype==1.2.0 \
+    --hash=sha256:40376ef6d20b0cd1be5ba02d5a9ceb0f22e0810d9fffc96777a602bd23fd0b2a
+frozenlist==1.8.0 \
+    --hash=sha256:41a5c624d79ec4157746ada9e19a1da4c3d1b3f5fde9e3f8ac85f7eed9126af9 \
+    --hash=sha256:89573b85be77e89a114dc8d1983456091f6c01ff482d31aec2585df0c00de2c5 \
+    --hash=sha256:b4fdb636be50043b56a9589b8690a104d7d9ddc72d79058171735fe15eadcc39 \
+    --hash=sha256:d7bcd7c1b48b3851acba9e7a11f951c117a654e60004adcbe98425b3f4114057
+fsspec==2026.2.0 \
+    --hash=sha256:c908a61c953514ce6298cfe13915a3d74728d69da1781c9e0c44acfdefea4276
+greenlet==3.3.0 \
+    --hash=sha256:200e4a4585939de22259690d706f13b929cadba26db3d7c27e0f1773a7c52e38 \
+    --hash=sha256:41756ff0c5366005970def8c4d39da1175e1f70ad7cf4833026c26992123e85b \
+    --hash=sha256:c1f3ce7eac530157e6464a9c3bc86224284df175b9ee4120a08d1e4dfcd96820
+h11==0.16.0 \
+    --hash=sha256:a485f5bfa77401603f78cff4db5bb4dbaadb947a3da8eae068cd05b6bb4aab66
+hf-xet==1.2.0 \
+    --hash=sha256:a14cc5078bf43efc85ad180ec02372e5a84d134de095c0a9740f7e0407df7866 \
+    --hash=sha256:acb8669cac4d9aa8e8ad31a92d99353fe2f0d4463b8aaa54f2b93a33e222149d
+httpcore==1.0.9 \
+    --hash=sha256:5af3f1b09e795d5548d5030be3d4191e65113cfdac21968c82bf0cddf15ec313
+httpx==0.28.1 \
+    --hash=sha256:c75bc8d287ff8e92be7e4359732032ba1b93fa3f920ee1cb179ba09bb613dc7a
+huggingface-hub==0.36.0 \
+    --hash=sha256:ca3146380564222ff2fc146f6f25319b278b8323698c1c6865970faa6bc73789
+idna==3.11 \
+    --hash=sha256:e1049ef074501ba8c5d802d712b257889257f6d2f460f959f26c4b2d4375923c
+jinja2==3.1.6 \
+    --hash=sha256:961c7281585491fb02ca0027b29e9ffc7a1bd7b52a5e03095f3a4e3afc42336e
+joblib==1.5.3 \
+    --hash=sha256:40d87a5e80b69104a3b8f1d761fdbc077fc7b97a23b08b9fdaddb7a3821b06d1
+marshmallow==3.26.2 \
+    --hash=sha256:6631b7ba9bb5ede24dfecee215d9831dd60b17d59211b5c5b75f2bf9ddd9c411
+mpmath==1.3.0 \
+    --hash=sha256:58244de27af87d8fccdb6bc9a17808d4a3f00f5e97152b090272f241f22b1d00
+multidict==6.7.1 \
+    --hash=sha256:0f590b4e611242eb68916690dd2d0855b05b788bbaeb6e684c88928f3dfcf9a3 \
+    --hash=sha256:4edbf9266edceef23b80ab69bfe575349d6a11a396c36bb47f50f5d75cf4b725
+mypy-extensions==1.1.0 \
+    --hash=sha256:a18e3010fd8acb335b98af7dc61231b15c7ff36e6af5f8abd4de43202399a3f1
+nest-asyncio==1.6.0 \
+    --hash=sha256:159239b70d070fa53db5839d85c199708bbe1c9a25bcb9364c3a53c8291c0ea1
+networkx==3.6.1 \
+    --hash=sha256:c37e077bdb955f915337b0cbbe4f70303aca085abe728dbae9f400c5d7b3ae91
+nltk==3.9.2 \
+    --hash=sha256:e44201d96c4f72b76b49351212863450d839a484062459c06d8d3b8a300baff7
+numpy==2.3.5 \
+    --hash=sha256:3c09803370223ede9f913428680f123a59bfe95bff6bca3625a42c46983cff1f \
+    --hash=sha256:496287a2a8698bfb84129d2da985ae9d801ea986a3ab24ce36261dd9641db032 \
+    --hash=sha256:9f44732d61a230ec7f3efb9363e6448325c97c2441ff761e74b7315c72ec3859 \
+    --hash=sha256:e3ea2175951df3c16ead190bb3b719af8fcf25c19a5ccb15ac3a0c1a18705bdd
+packaging==26.0 \
+    --hash=sha256:76081d1703deb79a44f8c44f23e391b98ab21ea54a2c21b0e8890779e0eaecb7
+pandas==2.3.3 \
+    --hash=sha256:308c8ca6262e058136d91a7d4d2bd84dd02e65caf60340fefd20bcf26b97e819 \
+    --hash=sha256:6ba245cff03afa84a0bc5e715a11caafab1dc51ca8fe4d827017706c4b62f238 \
+    --hash=sha256:cd3d338d360612bed009570e303a59759fb450d163a9d1584c508fa9c22f568a \
+    --hash=sha256:e3a18fae723b808514670a4a0172f9939cdbb095abd5eef1f34cf5ae1b99f424
+pillow==12.1.1 \
+    --hash=sha256:58c0a6787ac12753fba61035713f939f33946c970fe48a5756ed1a36c22d2e79 \
+    --hash=sha256:98ab177b9de8751ec5b1dbb7597b45c7edc358f7e16e5764ae93c976c6433f9f \
+    --hash=sha256:dd45829dc58e931ebef6a4b7eb122efef838a8d37848d5ec857a79d4c7e8f543 \
+    --hash=sha256:fcf5fa3497ec5c32843367d1133bc6b6d273e82d2fc86cd6d309cc09e7e457cf
+platformdirs==4.5.1 \
+    --hash=sha256:73437fe75c43c48e42b6a269ae0950da5522cdffe481b45cc8b171832d55b26f
+propcache==0.4.1 \
+    --hash=sha256:10f7bf66817595de6682fd428cf2aa7892c0b0b45475585e8029655ab50c0510 \
+    --hash=sha256:3ccf1a18d315e7e234aee592a5dddd10951fa41f8a8658021dbe7ac413cca797 \
+    --hash=sha256:3f5189a8cf5fd36f414b4d9bf244e61a1eca49ac57942c7e930250df94b2340a \
+    --hash=sha256:42ecf4d140bbc503d90097af47bfc9c7e2a88faaad70694ea2bf50ad3da35c41
+psutil==7.2.1 \
+    --hash=sha256:15d460c954f134d5506d3d937e8e015de3f2d7877adcba4df1005be817187304 \
+    --hash=sha256:16bfd38576a585f4b5279d99fa70911bb8a79435e2436a516a35d69fbae37c0b \
+    --hash=sha256:3d9e521f56b18896dc58fc873d939d31991ee6521a5b10949e4f851bafa63b4c \
+    --hash=sha256:a15f50c850fdfa5b0968b02894ec241cc42329e673d8996aca609544f2e9c617
+pydantic==2.12.5 \
+    --hash=sha256:ba78cfc9d85e40047d67d32828da04ddbe9a27bd0718983938629bfca0d3cc6c
+pydantic-core==2.41.5 \
+    --hash=sha256:280238d34598c8e0eac77c2d96456cb5657f4afc3235d6afa15859a143cc3885 \
+    --hash=sha256:2c1462d1bdf9b8b13c8afa43856d7163c5a2567e9f05fcd5d26f54f23f35edf0 \
+    --hash=sha256:3713d923ca3dd74e51ad6ce5be8e2bb9b8398cbc3cdbe7bd959282e9e9694fff \
+    --hash=sha256:41f74ba1ea18462d7cc27155581a9b23165adc7b009c6d467542274d63db163c
+pypdf==6.6.0 \
+    --hash=sha256:bdd994ccbf793a2451bf7303ed5d8f74f5572c089586a4ddc296276d4346047f
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:c112f3de33b4ef01360132ef116d72df91cdf628f136b70f1fc9a9eb19137cb9
+pytz==2025.2 \
+    --hash=sha256:79c4e836341f93719e04c2d8f1893a7297d05b0bac5ebc9f82818777c904e52c
+pyyaml==6.0.3 \
+    --hash=sha256:84a2acfe1e8dfcf8be95fa61611ea7637f8bfcff49761a6a8c396aaa0b6d94a9 \
+    --hash=sha256:bcaf1b152ce8cd6ec4ff56f8ca929f176eb01e6aa472fe10b3ea31f19e15fb39 \
+    --hash=sha256:c22e4a0d2bb69fddc73b3b52f1540533df1f206a08f52ea8cae49337615b55d2 \
+    --hash=sha256:c99b924c5311933fa398cc53c617f99705cf2d96226d023f75e95e15e753f81f
+regex==2026.1.15 \
+    --hash=sha256:1af75cb2bd02eab1b159efe3f26ce4b839bf8258fb644a10b59ffaa6ff106340 \
+    --hash=sha256:6acf0c1ae94f796b9a6cf8f8c4955a62f1f05be6cc44cb5ce1a16d69540689d6 \
+    --hash=sha256:c02416bfd963e784184eac9d8963e33bb0d35eb6d7828ec1b844f256d16602c1 \
+    --hash=sha256:fbac3d7387eb43180002def5d4edc8455d7dec3ddb8ad64b430ee7a33a67fc89
+requests==2.32.5 \
+    --hash=sha256:7cf3560d7ec28f972b1c540ecbb2140bb370364faf479119bdb23f03683a3046
+safetensors==0.7.0 \
+    --hash=sha256:18abcf37ffae5f85a81ca46c440fdc5f38ae0938ff0f4a4de14e37386ed248e7 \
+    --hash=sha256:6833f019f20c8f0bb790ae3f0fd088f50c9fe4e051106dc3e59df5a953f68532 \
+    --hash=sha256:6aea22e3ce1ed41d56c0e50f1cb504fe47a50ec7a1d50135d76fd233bbe4b1e3 \
+    --hash=sha256:bc9d119ad82379f387c1264de35e6d489b7196c431b23e92b2b0959eae8494c7
+scikit-learn==1.8.0 \
+    --hash=sha256:4c73965fdde273763f87334dfb0d773cb9196e2eb9dd21a0aabd86cf4da2adb3 \
+    --hash=sha256:5641af1f1bcede6f6d894f50418b2d820f3a3b82b3a5cb702621e6a386eef935 \
+    --hash=sha256:5d27f41e0a981a58fcc00f09ef9c00fd68a2e13c218768d0ed69c1a247c8855f \
+    --hash=sha256:7147bcc3428006a9b5fc0f0934b70c555ddd9f8ebc4b3ee4aaebb44c5e87a3dd
+scipy==1.17.0 \
+    --hash=sha256:0e35bf4bcd96fb22c9007cb651e3fa7a696bf90986fd220607505f5c2b7f17e7 \
+    --hash=sha256:92b4828228173816adc054c97a539c41f396558fbab67dcaae1e4195c6d6253f \
+    --hash=sha256:a1b3d25c892207a7626f0634fe768bd71b5f09cbb393be07d82fc44cced109ac \
+    --hash=sha256:f1c7b6ff095ed94c422bce52aa0ca8c8aea18922877853bbacaf8b7947e02510
+sentence-transformers==5.2.0 \
+    --hash=sha256:88156ec879c85bedee8c34f33c4929127e1bb446319a2765f66ad7b8379b6df5
+setuptools==80.9.0 \
+    --hash=sha256:3a3c26f9000ab213d87be4efa0f1926fb0975237ae9e8e7cc68c9d7fcba6c294
+six==1.17.0 \
+    --hash=sha256:33f558442b372864d53b1813933f5d624876f418521b1b89624ea6e3d79f0e97
+soupsieve==2.8.1 \
+    --hash=sha256:5aada05eba31d65723645e0f9c6b659d7640e49b1ed9a4f70344b8faef54b102
+sqlalchemy==2.0.45 \
+    --hash=sha256:52a0fb297270ecc4066303762220717240f5e427298345e19835d21319fc9522 \
+    --hash=sha256:69ada3936fac5c0c15e765e71fae9b1177c9c957eb7fbd5210f63d7c05aa26c3 \
+    --hash=sha256:6ea7264891e42cfdb069a27eefa2438214a54051d8b5b1b00209af9f944c3480 \
+    --hash=sha256:7d691e498146a57a54f347385729b57e98b2e548d6fd6e25fdcbdf6e48a08ae4
+sympy==1.14.0 \
+    --hash=sha256:92de12bc45a8930ecab22227dea3f4192e15d9f4555c9a9d52d312865748afbd
+tenacity==9.1.2 \
+    --hash=sha256:73904c7694cbf4b10a49350504cf5db6e3b794e99d83c71337dbd573aa0661d8
+threadpoolctl==3.6.0 \
+    --hash=sha256:fc79267be059d5a0aaacf924656a1523599e7fc844c44608db5fe1cb2f152c4f
+tiktoken==0.12.0 \
+    --hash=sha256:019dfefcb4f2899eb8c7fd4d170c3ed335113579de129f55526fcdc3b43ef5ba \
+    --hash=sha256:9d341a1e06d325151f05991a0a1616c12918132fda42b7601d25c9d02726e5b3 \
+    --hash=sha256:aee67dcabd42538b82abaf27a1d5b74da0eb2da37fa9c9c117ca99d9146e2937
+tokenizers==0.22.2 \
+    --hash=sha256:109c12a85bc794db2d335e9845198fd4dfbdd25a5e47d944ada5ee28d720a01c \
+    --hash=sha256:914385483cfc1f8a38e8141e9370ca315484464afda41eb3959cd4d36ad2217b \
+    --hash=sha256:c6123f7e43990992323d4cd8ee0d463383a7dffe3c03e1f4483b446034910faf \
+    --hash=sha256:c883273341b96903ddeda79cb247a6f3ea316bd668ee2dd93d86e6fb57fc35b3
+torch==2.9.1 \
+    --hash=sha256:28171ed367139717fe7b8d6918c86d0fe328a7faa5704f5951283ae3b01796a1 \
+    --hash=sha256:3ebd43c74b5c0833e2d6c842cb5416bacb928184e362c319eb79223d06bb2fa1 \
+    --hash=sha256:9920139df4000ea99e1d71742d4bce1d7b807a5f45cf1a7cbff02c8dd8295bdb \
+    --hash=sha256:9bd4844a0cf3f199351830697973a168ad2fd3a99e77b150ca4a1582067dc633 \
+    --hash=sha256:ccb4a5b3c15819df80d96d2474b053306a2a4eba0301337c4aa56a58cbe45e10 \
+    --hash=sha256:e42ab849b64444059f5eda352d61c9c3a078f30797e48e2972857182c9a00cf8
+tqdm==4.67.3 \
+    --hash=sha256:d798b33fcc041b9a42c57f462b9c068a5a15c2dbcef1c87695d80c7074770a4d
+transformers==4.57.6 \
+    --hash=sha256:7c35d073118fad72b1745bd3dad3149d9bf2cacca3b16a7ed8f47f1a0bec119d
+triton==3.5.1 \
+    --hash=sha256:7b1a1b9ab53eafe7a65ae25861ac7df5541ea706b3baebe2306580127825e222 \
+    --hash=sha256:f45cd8a990cde562e64b6ef00969dc3751a49e90651216e7f7b44ba997c9e19d \
+    --hash=sha256:fce4c06d8e47ccd706790271cc3f2cea42c7e709cfb68e6abe760d2a56baeeb4
+typing-extensions==4.15.0 \
+    --hash=sha256:00877ead43795d4b767026270fa129816363c9a95b6febe68f5ac41d5096114b
+typing-inspect==0.9.0 \
+    --hash=sha256:369f80dd867ce208d61bc645e236c5049273c6e0f46c090fb9c7a9655fc8320b
+typing-inspection==0.4.2 \
+    --hash=sha256:4baec0c9a4ad5cc8a85c71c387e98ff9ecc7b85b6e538e204343940090be3b63
+tzdata==2025.3 \
+    --hash=sha256:896a9fad76b5de068b461ef456f09931bb94c8455835767d100298c75dedd18b
+urllib3==2.6.3 \
+    --hash=sha256:a5bd1dd5b4c7b1da77f93abcd09f8619209b2f11fe699382f6cb79b34dc89437
+wrapt==2.1.1 \
+    --hash=sha256:0542727c1cc08c659e854ce38a647e5d53ed2adb55cbc5d95c0f23516f9a7799 \
+    --hash=sha256:1623b39cbe3a3496fc0bbdac361b82467e451a854250d82fc7c6068cd7647c77
+yarl==1.22.0 \
+    --hash=sha256:8e78442a1a40257173cbd3b9ec78a1ded7ab02a1fcb23f3d42686bd5afb184cc \
+    --hash=sha256:b59c74a17b24908333ce8e0a348fafe85a1bdb1d524cc74d9c25161674dd358a \
+    --hash=sha256:cee8af2825e29b4b31cce0c7272c29b66717ab164e3e2a5dc8dbe173c2901db2 \
+    --hash=sha256:eb5d90c48762dd433d86eb6e3c6b4965fc3dff440c472e89047a628dd29271ac
diff --git a/requirements.hashes.wheel.gpu.txt b/requirements.hashes.wheel.gpu.txt
new file mode 100644
index 000000000..a74e01826
--- /dev/null
+++ b/requirements.hashes.wheel.gpu.txt
@@ -0,0 +1,173 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile requirements.wheel.gpu.txt --refresh --generate-hashes --index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/ --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+--index-url https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/
+
+accelerate==1.12.0 \
+    --hash=sha256:97508bfd6691dc6ec0a7c13be7891373d0a375fdd1c20ebe63a36ed1b0f4bf02
+aiohappyeyeballs==2.6.1 \
+    --hash=sha256:c16e9e2d4e7e70fc10be47be60b34e4a37b0678068cd5a71ead3f79781648986
+aiohttp==3.13.3 \
+    --hash=sha256:0269c34bb7f8c0e1db8dbd8c73d580b1ceacae13466ceb71fc9747954de66b40 \
+    --hash=sha256:ca9cdd623dfae48111c2da07487bbd591de937419cca1681ca60d368348abd56
+aiosignal==1.4.0 \
+    --hash=sha256:11eabefa240a2c936786d80e5f4e108180d6ec9c910abdde30301d58ac58bf90
+annotated-types==0.7.0 \
+    --hash=sha256:e88bdde4ef67a03fdb0673d004c717e873dad4b7a33a038b01eabf074f4dfcd6
+anyio==4.12.1 \
+    --hash=sha256:88309235c8b6ddfe9e69b4aa4d5bc043994780c29b55de86d9565b56c2ad1d4d
+attrs==25.4.0 \
+    --hash=sha256:5a45cfd61e515b764a26c6635679290774f1496e87dbfad746e6e740f26552fb
+beautifulsoup4==4.14.3 \
+    --hash=sha256:456f13ad4168acf1c041660bf3b48cee0b8079e633eaeb1bf0e27d1909c758a3
+certifi==2026.1.4 \
+    --hash=sha256:cbead62491d213f662227c9904e8fa41fd8c55be15716435f8d328c3748d2e24
+charset-normalizer==3.4.4 \
+    --hash=sha256:61d931eeb53983c90509c716f7e6987ed6a4c5e2af3d598799b756d3f63fae83
+click==8.3.1 \
+    --hash=sha256:06992e599e22c2888a06c1478e3e693fe178389ef12737bd4b7915e998e8c836
+colorama==0.4.6 \
+    --hash=sha256:ca2f025212a2ee4bf542364006d7430843da2729f80ba7a24e348d059304021a
+dataclasses-json==0.6.7 \
+    --hash=sha256:d4f21c8a1cc183c30ed84b44f4b41c435f725371c7cb0fcac67df0e0f0e8b7bd
+defusedxml==0.7.1 \
+    --hash=sha256:565cb8922eb16783a2b4be7dd76787d875287825ab44be6323828a08568fb2da
+deprecated==1.3.1 \
+    --hash=sha256:8b8d144273a27de5f8b5ce3334f22a8414938d4880288955881df7e074384ab1
+filelock==3.20.3 \
+    --hash=sha256:8a43c77a1cbe3c59a7677e555af1a78b0b4210fa22c7545845fd2d6300e55120
+filetype==1.2.0 \
+    --hash=sha256:d15cf58e57cbf5c1e7445f2cc1fed1b370a0ae49790549a6c8c4ff4620a3b202
+frozenlist==1.8.0 \
+    --hash=sha256:86541ed2aa2b8263ecb7258848864e999171cc48b0ec5ca34a57790e75468932 \
+    --hash=sha256:fba4cdf767a54b7b7505145f187cc4e3a9b0fe4a7c6fcc1a5a83d28657f64628
+fsspec==2026.1.0 \
+    --hash=sha256:9fdf5e45a53f9b88ce5ff3a837146b71097fa55c9806b94d40f7e96b66e1ae81
+greenlet==3.3.0 \
+    --hash=sha256:a6661190d78142320360ca4ac6324a1dac387c9135f7933dce3a50c1d54a8b5b \
+    --hash=sha256:ebe51692ca9ddbd81e211af8417d69e179bf06748ff8036957ceff1b28937160
+h11==0.16.0 \
+    --hash=sha256:5eba8e87f23c59aa377da63566f1fc3cd0d1ef2e66ae494945f48e31fae1b6ed
+hf-xet==1.2.0 \
+    --hash=sha256:3abec3ba0df1a223e3c7ce5373636b5fefddc8179ee25798bf3b1efbcef11b55 \
+    --hash=sha256:8c5b78fd21a29626a8f38426becf95ba9a40061bf95c3edce954c1d394145453
+httpcore==1.0.9 \
+    --hash=sha256:9d09f34fb43f9959630fb9737b241bc576372290ce8d210423495ffe59a3f25e
+httpx==0.28.1 \
+    --hash=sha256:bbb46c5e07e85858a1007f0c2468a56ba2e9dd2a80b1a88f6877146002333033
+huggingface-hub==0.36.0 \
+    --hash=sha256:a63d131044ba082e889f73d8491daa272497dc27956d7ef9ce3a323972843a5b
+idna==3.11 \
+    --hash=sha256:cd57cec3a1fdd4709159caa419d5e3ebd481e9fdaa86941f3946600c44887409
+jinja2==3.1.6 \
+    --hash=sha256:dbb8828e29735bae43f01d1f4ad748c823bb6e96699e6acad9cf05f04e00eecd
+joblib==1.5.3 \
+    --hash=sha256:43152e9cfedaafecc1920e066eb88cc33a58d341d1105ff66fd832169530b3da
+marshmallow==3.26.2 \
+    --hash=sha256:039aba1ecb4eb678ebbe280fe5ad3f3dbec30e0b4aa113d502e9c4355fef3d38
+mpmath==1.3.0 \
+    --hash=sha256:b13d6f0a6eb4f9eaf0011ca2193fdbf6b57c6b9a8f576268e95e538f217625eb
+multidict==6.7.0 \
+    --hash=sha256:d0a47cf01a32c85fac65cb65a874b21510b3c7cfddd7d0b8d984af2387e70cc7 \
+    --hash=sha256:e1aeaa58d2a5297d370c3f497c4c578656cf31a5b13e69b75edabaefa49183fe
+mypy-extensions==1.1.0 \
+    --hash=sha256:58f7bfd4e112235739ad0de908d535a1fe892539757e6e3597d44413e0a37d80
+nest-asyncio==1.6.0 \
+    --hash=sha256:ad2cc14506eef6e476ddde3f2f2afe828ac36f155f59ad5b20cacbe582b9804b
+networkx==3.6.1 \
+    --hash=sha256:9f3dd0e36e2c68c00de0c9617c38835f1f41bee5118926b7e58d317c448794c9
+nltk==3.9.2 \
+    --hash=sha256:1b63cfdcd6ae8c97dfd9a5474aa6c142bab8fd641850a6e669bf33c17eaf3614
+numpy==2.3.5 \
+    --hash=sha256:1d9e4592b944100de61e9c8121d8746b36d5c5c496894698b5129d763601f19e \
+    --hash=sha256:7a1580bfdf0dc9f685aa0e13c28589ff43308763c3d01126d7e6c7979abea26a
+packaging==25.0 \
+    --hash=sha256:9e92a976f11297525f6269828a4a0acb9299b677878b7102a4a91e0a378afe2f
+pandas==2.3.3 \
+    --hash=sha256:b48651b12ab4af5c8e57bc620dd8aa3a1b287a1f6813e80101b4b9f6a1271156 \
+    --hash=sha256:e7bce03a1b6e2693c12b6cea02170215fd803e1313aa1dbe85270267aa39a89c
+pillow==12.1.1 \
+    --hash=sha256:27c953be2fdec66929791a1030ba704f1b5060e89a5f513a2eba2a2a62a77017 \
+    --hash=sha256:74108633581922f31b8462fe25fcf7d32b0e8e793db96fd6108f733728490338
+platformdirs==4.5.1 \
+    --hash=sha256:2796721bbbbf1394ce8b60fa874e262e586af4cc06ad6181f92f29bd647f80f3
+propcache==0.4.1 \
+    --hash=sha256:5405a8961ca18aca9d59004edbd90ad90e45a089356335f5168283ed12809197 \
+    --hash=sha256:cbd4758fbc2e460a8e55e43ee79301d1330b51ca4e568126652fd7cbe0cabd21
+psutil==7.2.1 \
+    --hash=sha256:5cbc7f6adbffd770f74fd1f3701312b3344cfa206d28020b9c8fe44c3c03983c \
+    --hash=sha256:6f1b858114e6fccd325b69e39e3af5f73f6b35af1360b22d14bbca544b4b04d1
+pydantic==2.12.5 \
+    --hash=sha256:2530ed0f52abe0a24fc96e4a0328be8528b36a40481736250548ea7166c97a8d
+pydantic-core==2.41.5 \
+    --hash=sha256:24587cc49e583eb449334e146ae10583588f6679796c35f1234ec98f27096f0b \
+    --hash=sha256:6f825568c6b353cf64f2b46edf0ceaa05153388a253fdb86824fd6ac01e9eb06
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:c1c3a207072ed1356f023a05e85438705befe503fe3c93b9cac5961dfe5b28eb
+pytz==2025.2 \
+    --hash=sha256:f51ea9a2e1caf977e22d862efeb5fcf3fbf78c1945911e2c1295555116d4d56c
+pyyaml==6.0.3 \
+    --hash=sha256:378dc84ca8ad893d1c78784b6a217374c7966779c722d8604da5a039a8ac465a \
+    --hash=sha256:c1c0afb98f417f6a141e2d83454ae14eb8869683bb20e65281c3d5c734101c24
+regex==2026.1.15 \
+    --hash=sha256:a8139d70ce7b8b5b624735872d528769d759cc8fdc02f90e1de09f8c3f76718d \
+    --hash=sha256:d488ffb7ac842365164b03220a34b980c443e51a3c28a29cbab967de27c79179
+requests==2.32.5 \
+    --hash=sha256:0c3e1779bf4411ea16341357eb9f8259bf004b8eaab4f16d7c63d6a6e83da9a2
+safetensors==0.7.0 \
+    --hash=sha256:29b0319f3c3c0bccb0bb51a4fb4b5a94f26b1f1a6face104ede3385f75d7bd38 \
+    --hash=sha256:3832e4b25dbaa4a56c7d6024a7fe4d07f14091247a26cd9626573005b7f6a9b0
+scikit-learn==1.8.0 \
+    --hash=sha256:481ffb484f634358d694b7bd2046dbc9be34a67232fcb743ad2c4fc76ef5d53f \
+    --hash=sha256:7dc73010f899dce5534e2b4378917c69e1a08a1fb4e377ed9a5556148ecc9a77
+scipy==1.17.0 \
+    --hash=sha256:7e62659a3d122f6c7ab32916aa5fcbea93b1fe9002e63fd768e422f4f599ae3e \
+    --hash=sha256:baa955d7a59bde7c869cb90d9088c7f0e605c4946ee97e08a7025e8dd8c21c39
+sentence-transformers==5.2.0 \
+    --hash=sha256:e0d0781f7a0e2ed6c0ac419d81988c63fe95b7ef60d84e89fbedfb63d3861bc2
+setuptools==80.9.0 \
+    --hash=sha256:c29a169dfe92ce0961cb31064d562a50b0448fcf5d3bdbd050920cfdabf6eaa1
+six==1.17.0 \
+    --hash=sha256:ebf32851590ef265453fe022406309936279cb952edfec92b1b62da31b8c17be
+soupsieve==2.8.1 \
+    --hash=sha256:fe0d76bd2fc4c8eb1d9def0dfdf3c732c7ee02f488b79034f92eaacc597e1c8a
+sqlalchemy==2.0.45 \
+    --hash=sha256:09e59fbed2d9156aafe3fa996ffd398d59be0c6f6a1513f6ebfe9d31f5c4b467 \
+    --hash=sha256:82bd0a282db1bc3844e843765cf10a3d56eccc975afb258fb0db4fcc4ba86aae
+sympy==1.14.0 \
+    --hash=sha256:0ce7211c457d2184ef14e575b1c9446b0ecd8a90f1fe5e5bfe509ef287c8c2b8
+tenacity==9.1.2 \
+    --hash=sha256:b24cc3f15938bc670ed29e433042a0c946c6627b389b70d6ced15d3694e89560
+threadpoolctl==3.6.0 \
+    --hash=sha256:7f43d114c8e9adec8e8f6932a9f58744515c417475637471a2c32f3279965664
+tiktoken==0.12.0 \
+    --hash=sha256:95f8ee734fde5a8d7b97cf018bb7cd92cb619007aff57bc580e00eabc7b04b63 \
+    --hash=sha256:d38ac41ba1256dabc330a3e9101664f2d5caf6d3dbbae519f2a930e162b83604
+tokenizers==0.22.2 \
+    --hash=sha256:c0e3b0900f5572922f1c0fa080954278c5c65cd4fb7fa7b036d39ab25b886b03 \
+    --hash=sha256:f35a8774877a9d3a42f6094f36c8d8d1e3e37cfb5b243f3f37407eb4fa87352b
+torch==2.9.0 \
+    --hash=sha256:5059b9516b74ad4a7a5d37a9243d749d957ee002378960ce5c67f7bb23fc8154 \
+    --hash=sha256:6a331fdd10983a88751dcc0e5175a2e4c432225774bbb7931c1d249b55a40816
+tqdm==4.67.1 \
+    --hash=sha256:4fcd527b6bc094ef46d7cae113ac1bce7881874cbe470da902b82aba9ef5f91d
+transformers==4.57.6 \
+    --hash=sha256:4777e81bafb0539057a9f993fc54b320eddd19a36fc33b5b6fee830e066c1ef0
+triton==3.5.0 \
+    --hash=sha256:09a79ee525e5629092c74da51c6cb4fc13b4bddf8b3ecb54e88bd3c8d57d779e \
+    --hash=sha256:36b25d42aa96012f3e8ad649c0a1d120bc040b2af5e713d71d29f777a521a30d
+typing-extensions==4.15.0 \
+    --hash=sha256:5821dec95537bcbf3a6e35aadbdb611dd0b23c3aee197eb11e8b66102d0ab703
+typing-inspect==0.9.0 \
+    --hash=sha256:0e16e5dc6e3aadd896e3614c5dc3763579d59dcd50692d522f302df0df886071
+typing-inspection==0.4.2 \
+    --hash=sha256:ab802b96b5043f54c07bc37fa8e49aa8befb6ac600d50fb9e88fed11185d4fe2
+tzdata==2025.3 \
+    --hash=sha256:0e3432ba6d7e6ca7800e829b9f7fcc74dc636d4e20326c91d088dc3e39188951
+urllib3==2.6.3 \
+    --hash=sha256:b6685d662b0326eeaf6744bdae4a1ef8362e401ff236d71f5372b90f674db643
+wrapt==2.1.1 \
+    --hash=sha256:907dd38cb10e030dadd7f0cbbef9d43199a2f3635a300c5720c4aba7e2320e6f \
+    --hash=sha256:fd217c2e7fa694ca266db27f1edcce7eac10dc077ec9c5d0cb651708963b87ee
+yarl==1.22.0 \
+    --hash=sha256:a78cf61635bc18b5124321a1b8dbdd3585e5ecb800b8b1b99ca7aeeca10f2d35 \
+    --hash=sha256:de1568297bb1e6df9143f963ba7d7ba9378af59e4a8f8f5797a8408d5abecad0
diff --git a/requirements.hermetic.txt b/requirements.hermetic.txt
new file mode 100644
index 000000000..95ef7c5b6
--- /dev/null
+++ b/requirements.hermetic.txt
@@ -0,0 +1,3 @@
+uv==0.9.16
+uv-build==0.9.16
+pip==25.3
diff --git a/requirements.overrides.gpu.txt b/requirements.overrides.gpu.txt
new file mode 100644
index 000000000..9a111ae66
--- /dev/null
+++ b/requirements.overrides.gpu.txt
@@ -0,0 +1,22 @@
+# GPU override file — used instead of (not in addition to) requirements.overrides.txt for the gpu flavor.
+# Identical to requirements.overrides.txt except torch==2.9.0:
+# RHOAI 3.3 cuda12.9-ubi9 carries torch==2.9.0 (CUDA build); cpu-ubi9 carries torch==2.9.1 (CPU build).
+#
+# Regenerate lockfiles after editing: make update-konflux-deps (runs cpu then gpu; gpu reuses requirements-build.cpu.txt).
+aiohttp==3.13.3
+aiosqlite==0.22.1
+anyio==4.12.1
+attrs==25.4.0
+certifi==2026.1.4
+faiss-cpu==1.12.0
+hf-xet==1.2.0
+jiter==0.12
+numpy==2.3.5
+orjson==3.11.5
+pillow==12.1.1
+scipy==1.17.0
+setuptools==80.9
+tokenizers==0.22.2
+torch==2.9.0
+transformers==4.57.6
+yarl==1.22.0
diff --git a/requirements.overrides.txt b/requirements.overrides.txt
new file mode 100644
index 000000000..eccbb0dcb
--- /dev/null
+++ b/requirements.overrides.txt
@@ -0,0 +1,19 @@
+# Pin versions to match packages available on the RHOAI wheels indexes used by
+# scripts/konflux_requirements.sh (cpu-ubi9 vs cuda12.9-ubi9 on packages.redhat.com).
+aiohttp==3.13.3
+aiosqlite==0.22.1
+anyio==4.12.1
+attrs==25.4.0
+certifi==2026.1.4
+faiss-cpu==1.12.0
+hf-xet==1.2.0
+jiter==0.12
+numpy==2.3.5
+orjson==3.11.5
+pillow==12.1.1
+scipy==1.17.0
+setuptools==80.9
+tokenizers==0.22.2
+torch==2.9.1
+transformers==4.57.6
+yarl==1.22.0
diff --git a/rpms.in.yaml b/rpms.in.yaml
index 776da2ef1..456ebddc8 100644
--- a/rpms.in.yaml
+++ b/rpms.in.yaml
@@ -1,4 +1,4 @@
-packages: [buildah, python3.11, python3.11-pip, libcudnn9, libnccl, libcusparselt0]
+packages: [buildah, python3.12, python3.12-pip, libcudnn9, libnccl, libcusparselt0]
 contentOrigin:
   repofiles: ["./ubi.repo", "./cuda.repo"]
 arches: [x86_64]
diff --git a/rpms.lock.yaml b/rpms.lock.yaml
index 08bd6cadd..2847fe8d5 100644
--- a/rpms.lock.yaml
+++ b/rpms.lock.yaml
@@ -53,6 +53,13 @@ arches:
     name: crun
     evr: 1.23.1-2.el9_7
     sourcerpm: crun-1.23.1-2.el9_7.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/baseos/os/Packages/f/fuse-common-3.10.2-9.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-baseos-rpms
+    size: 8750
+    checksum: sha256:548265cbee787fa659bc79c07e15a12007f39eb70e905bf660ec488f0bb8820f
+    name: fuse-common
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   - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/f/fuse-overlayfs-1.15-1.el9.x86_64.rpm
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     sourcerpm: fuse3-3.10.2-9.el9.src.rpm
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     name: kmod
     evr: 28-11.el9
     sourcerpm: kmod-28-11.el9.src.rpm
+  - url: https://developer.download.nvidia.com/compute/cuda/repos/rhel9/x86_64/libcudnn9-cuda-11-9.10.2.21-1.x86_64.rpm
+    repoid: cuda
+    size: 398616123
+    checksum: sha256:22bc8f51ca93ac615dd7bb8d9dd2e13445fceeea1c6febc9f06fbaca0b51292c
+    name: libcudnn9-cuda-11
+    evr: 9.10.2.21-1
+    sourcerpm: cudnn9-cuda-11-9.10.2.21-1.src.rpm
+  - url: https://developer.download.nvidia.com/compute/cuda/repos/rhel9/x86_64/libcusparselt0-0.7.1.0-1.x86_64.rpm
+    repoid: cuda
+    size: 288121905
+    checksum: sha256:5c10a38471d9f966f023d33eb6c268615383485a2682e3de1a6175c262dff271
+    name: libcusparselt0
+    evr: 0.7.1.0-1
+    sourcerpm: libcusparselt0-0.7.1.0-1.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/l/libnet-1.2-7.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 61278
+    checksum: sha256:738b9a7ab78c149487e349d90c384b59031d5763ba687a6b58a4f853671af86b
+    name: libnet
+    evr: 1.2-7.el9
+    sourcerpm: libnet-1.2-7.el9.src.rpm
   - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/baseos/os/Packages/l/libnetfilter_conntrack-1.0.9-1.el9.x86_64.rpm
     repoid: ubi-9-for-x86_64-baseos-rpms
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@@ -242,6 +158,20 @@ arches:
     name: libnl3
     evr: 3.11.0-1.el9
     sourcerpm: libnl3-3.11.0-1.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/l/libnsl2-2.0.0-1.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 33287
+    checksum: sha256:052f7a182180528ba6e3c4378e5dcfb84640594a3e2e7bbe4f0167381e824ce0
+    name: libnsl2
+    evr: 2.0.0-1.el9
+    sourcerpm: libnsl2-2.0.0-1.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/l/libslirp-4.4.0-8.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 71992
+    checksum: sha256:9bd269ec50504f997683e963481f870bb937c3cfdb54a057e9acca67bf2b7631
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+    sourcerpm: libslirp-4.4.0-8.el9.src.rpm
   - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/baseos/os/Packages/l/libtirpc-1.3.3-9.el9.x86_64.rpm
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@@ -249,6 +179,27 @@ arches:
     name: libtirpc
     evr: 1.3.3-9.el9
     sourcerpm: libtirpc-1.3.3-9.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/l/libxcrypt-compat-4.4.18-3.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
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+    checksum: sha256:2bd6c288e1970a001d3a1ae69166c0d926d9c87ce892edcb2110f4e142c12a7a
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+    sourcerpm: libxcrypt-4.4.18-3.el9.src.rpm
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+    repoid: ubi-9-for-x86_64-appstream-rpms
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+    checksum: sha256:89a8c9951ac56bed2caa1adbcba349c021af1134b6e2df3fc0a8a60577a4f54d
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+    sourcerpm: mpdecimal-2.5.1-3.el9.src.rpm
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     name: openssl-libs
     evr: 1:3.5.1-4.el9_7
     sourcerpm: openssl-3.5.1-4.el9_7.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/p/passt-0^20250512.g8ec1341-2.el9.x86_64.rpm
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     evr: 1.3.3-13.el9
     sourcerpm: protobuf-c-1.3.3-13.el9.src.rpm
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+    evr: 3.12.9-1.el9_6.2
+    sourcerpm: python3.12-3.12.9-1.el9_6.2.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/p/python3.12-pip-23.2.1-4.el9.noarch.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 3377244
+    checksum: sha256:d7fddc3a02b3cba2256034e3ed61378dc37bd6155f91f5feb7560c9ffeb5230e
+    name: python3.12-pip
+    evr: 23.2.1-4.el9
+    sourcerpm: python3.12-pip-23.2.1-4.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/p/python3.12-pip-wheel-23.2.1-4.el9.noarch.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 1527656
+    checksum: sha256:cfd0663b266ee59bc44afb5f4552941a74d2be1c2ef518c21b39b1647c0f9177
+    name: python3.12-pip-wheel
+    evr: 23.2.1-4.el9
+    sourcerpm: python3.12-pip-23.2.1-4.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/p/python3.12-setuptools-68.2.2-5.el9_6.noarch.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 1654905
+    checksum: sha256:6a7ea24faa6a5f2686b5e5b103a09f63b929b9bef70f1392dfea4ec5ef57c819
+    name: python3.12-setuptools
+    evr: 68.2.2-5.el9_6
+    sourcerpm: python3.12-setuptools-68.2.2-5.el9_6.src.rpm
   - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/baseos/os/Packages/s/shadow-utils-subid-4.9-15.el9.x86_64.rpm
     repoid: ubi-9-for-x86_64-baseos-rpms
     size: 86604
@@ -298,19 +333,19 @@ arches:
     name: shadow-utils-subid
     evr: 2:4.9-15.el9
     sourcerpm: shadow-utils-4.9-15.el9.src.rpm
-  - url: https://developer.download.nvidia.com/compute/cuda/repos/rhel9/x86_64/libcudnn9-cuda-11-9.10.2.21-1.x86_64.rpm
-    repoid: cuda
-    size: 398616123
-    checksum: sha256:22bc8f51ca93ac615dd7bb8d9dd2e13445fceeea1c6febc9f06fbaca0b51292c
-    name: libcudnn9-cuda-11
-    evr: 9.10.2.21-1
-    sourcerpm: cudnn9-cuda-11-9.10.2.21-1.src.rpm
-  - url: https://developer.download.nvidia.com/compute/cuda/repos/rhel9/x86_64/libcusparselt0-0.7.1.0-1.x86_64.rpm
-    repoid: cuda
-    size: 288121905
-    checksum: sha256:5c10a38471d9f966f023d33eb6c268615383485a2682e3de1a6175c262dff271
-    name: libcusparselt0
-    evr: 0.7.1.0-1
-    sourcerpm: libcusparselt0-0.7.1.0-1.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/s/slirp4netns-1.3.3-1.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 48562
+    checksum: sha256:ba91e6e0d70be19e5f9a44e0a8f6791c49b685b42a1ad2dc64ec50e4800c7d1a
+    name: slirp4netns
+    evr: 1.3.3-1.el9
+    sourcerpm: slirp4netns-1.3.3-1.el9.src.rpm
+  - url: https://cdn-ubi.redhat.com/content/public/ubi/dist/ubi9/9/x86_64/appstream/os/Packages/y/yajl-2.1.0-25.el9.x86_64.rpm
+    repoid: ubi-9-for-x86_64-appstream-rpms
+    size: 42487
+    checksum: sha256:f7503f34d5095303db5c57c70c5edb890dab7d0bba5920f3dcc44d7835449555
+    name: yajl
+    evr: 2.1.0-25.el9
+    sourcerpm: yajl-2.1.0-25.el9.src.rpm
   source: []
   module_metadata: []
diff --git a/scripts/generate_packages_to_prefetch.py b/scripts/generate_packages_to_prefetch.py
index 272445570..2b4a34d35 100755
--- a/scripts/generate_packages_to_prefetch.py
+++ b/scripts/generate_packages_to_prefetch.py
@@ -1,6 +1,9 @@
 #!/usr/bin/python
 
-"""Generate list of packages to be prefetched in Cachi2 and used in Konflux for hermetic build.
+"""Legacy Cachito-era helper (obsolete).
+
+Konflux/Cachi2 lockfiles are generated by ``scripts/konflux_requirements.sh`` and
+``make update-konflux-deps`` / ``make update-konflux-deps-lsc``. Do not use this script.
 
 This script performs several steps:
     1. removes torch+cpu dependency from project file
@@ -20,6 +23,7 @@
 
 import shutil
 import subprocess
+import sys
 import tempfile
 from os.path import join
 from urllib.request import urlretrieve
@@ -164,11 +168,11 @@ def generate_packages_to_be_build(work_directory: str) -> None:
 
 
 if __name__ == "__main__":
-    work_directory = tempfile.mkdtemp()
-    print(f"Work directory {work_directory}")
-    generate_list_of_packages(work_directory)
-    generate_packages_to_be_build(work_directory)
-
-    # optional cleanup step
-    # (for now it might be better to see 'steps' files to check if everything's ok
-    # shutil.rmtree(work_directory)
+    print(
+        "This script is obsolete. Use:\n"
+        "  make update-konflux-deps          # root CPU+GPU hashed lockfiles + .tekton binary.packages\n"
+        "  make update-konflux-deps-lsc      # lsc/* hashed lockfiles + lightspeed-ocp-rag .tekton\n"
+        "See scripts/konflux_requirements.sh and the README.",
+        file=sys.stderr,
+    )
+    raise SystemExit(2)
diff --git a/scripts/konflux_requirements.sh b/scripts/konflux_requirements.sh
new file mode 100755
index 000000000..e226cdeb9
--- /dev/null
+++ b/scripts/konflux_requirements.sh
@@ -0,0 +1,311 @@
+#!/bin/bash
+
+# Split lockfiles for Konflux Cachi2 prefetch (PyPI source vs RHOAI wheels) from pyproject.toml.
+# - Compile with uv (dual index + overrides), like openshift/lightspeed-service
+# - Emit:
+#   - requirements.hashes.source.<flavor>.txt, requirements.hashes.wheel.<flavor>.txt
+#   - requirements-build.cpu.txt or lsc/requirements-build.txt (gpu reuses cpu build lockfile)
+#   - update binary package lists in the matching .tekton PipelineRuns
+#
+# Flavors:
+#   cpu  - root component CPU variant (cpu-ubi9 RHOAI index)   → lightspeed-rag-tool pipelines
+#   gpu  - root component GPU variant (cuda12.9-ubi9 RHOAI index) → own-app pipelines
+#   lsc  - LSC rag-content image (lsc/pyproject.toml, cpu-ubi9 index) → lightspeed-ocp-rag pipelines
+#
+# Usage: ./scripts/konflux_requirements.sh [cpu|gpu|lsc]
+
+set -euo pipefail
+
+FLAVOR="${1:-}"
+if [[ "$FLAVOR" != "cpu" && "$FLAVOR" != "gpu" && "$FLAVOR" != "lsc" ]]; then
+	echo "Usage: $0 {cpu|gpu|lsc}" >&2
+	exit 1
+fi
+
+# Align with RHOAI wheels on packages.redhat.com (cp312 ubi9)
+PY_VERSION="3.12"
+
+case "$FLAVOR" in
+cpu)
+	RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+	PYPROJECT="pyproject.toml"
+	OVERRIDES="requirements.overrides.txt"
+	EXTRA_OVERRIDES=""
+	EXTRA_FLAVOR_ARG="--extra cpu"
+	RAW_REQ_FILE="requirements.no_hashes.cpu.txt"
+	SOURCE_FILE="requirements.source.cpu.txt"
+	WHEEL_FILE="requirements.wheel.cpu.txt"
+	SOURCE_HASH_FILE="requirements.hashes.source.cpu.txt"
+	WHEEL_HASH_FILE="requirements.hashes.wheel.cpu.txt"
+	BUILD_FILE="requirements-build.cpu.txt"
+	PKG_FORCE_WHEEL="faiss-cpu numpy pandas scipy"
+	SKIP_PYBUILD_PACKAGES="banks"
+	# first-index: RHOAI wins for any package it carries; overrides pin the exact RHOAI versions
+	INDEX_STRATEGY="first-index"
+	;;
+gpu)
+	RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cuda12.9-ubi9/simple/"
+	PYPROJECT="pyproject.toml"
+	# GPU uses its own self-contained overrides: same as requirements.overrides.txt but torch==2.9.0
+	# (RHOAI cuda12.9-ubi9 has torch==2.9.0; cpu-ubi9 has torch==2.9.1).
+	OVERRIDES="requirements.overrides.gpu.txt"
+	EXTRA_OVERRIDES=""
+	EXTRA_FLAVOR_ARG="--extra gpu"
+	RAW_REQ_FILE="requirements.no_hashes.gpu.txt"
+	SOURCE_FILE="requirements.source.gpu.txt"
+	WHEEL_FILE="requirements.wheel.gpu.txt"
+	SOURCE_HASH_FILE="requirements.hashes.source.gpu.txt"
+	WHEEL_HASH_FILE="requirements.hashes.wheel.gpu.txt"
+	# Same root pyproject as cpu — Cachi2 build-deps prefetch uses requirements-build.cpu.txt (see own-app .tekton).
+	PKG_FORCE_WHEEL="numpy pandas scipy"
+	# GPU: faiss-cpu resolves from PyPI; pybuild-deps cannot use its sdist graph (meson) in this hermetic flow.
+	SKIP_PYBUILD_PACKAGES="banks,faiss-cpu"
+	INDEX_STRATEGY="first-index"
+	;;
+lsc)
+	RHOAI_INDEX_URL="https://packages.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+	PYPROJECT="lsc/pyproject.toml"
+	OVERRIDES="lsc/requirements.overrides.txt"
+	EXTRA_OVERRIDES=""
+	EXTRA_FLAVOR_ARG=""
+	RAW_REQ_FILE="lsc/requirements.no_hashes.txt"
+	SOURCE_FILE="lsc/requirements.source.txt"
+	WHEEL_FILE="lsc/requirements.wheel.txt"
+	SOURCE_HASH_FILE="lsc/requirements.hashes.source.txt"
+	WHEEL_HASH_FILE="lsc/requirements.hashes.wheel.txt"
+	BUILD_FILE="lsc/requirements-build.txt"
+	PKG_FORCE_WHEEL="faiss-cpu numpy pandas scipy"
+	SKIP_PYBUILD_PACKAGES="banks"
+	# unsafe-best-match: lsc/pyproject.toml has exact pins (llama-stack, pyyaml, etc.) that may differ
+	# from RHOAI's modified versions. Overrides file still pins the RHOAI ML packages explicitly.
+	INDEX_STRATEGY="unsafe-best-match"
+	;;
+esac
+
+# extra wheels for Cachi2 binary prefetch (build helpers + wheels that should not duplicate in build lockfile)
+EXTRA_WHEELS="uv,uv-build,pip,maturin,griffe,griffecli,griffelib"
+
+# Wheel-only or C-extension PyPI packages: must appear in binary.packages so Cachi2 fetches
+# the pre-built wheel rather than attempting a source build (which would need unprefetched build deps).
+# These packages stay in the source requirements file but are whitelisted here for Cachi2.
+if [[ "$FLAVOR" == "lsc" ]]; then
+	# sqlite-vec: wheel-only on PyPI (no sdist exists)
+	# cryptography: not on RHOAI index; requires Rust to build from source
+	# All remaining pure-Python and C-extension packages that resolve from PyPI (not on RHOAI cpu-ubi9
+	# for LSC) have both wheel+sdist. Without binary.packages Cachi2 fetches the sdist; pip then needs
+	# build backends (hatchling, flit_core, setuptools+wheel, etc.) that are not prefetched.
+	# List every such package from lsc/requirements.hashes.source.txt here.
+	EXTRA_WHEELS="${EXTRA_WHEELS},sqlite-vec,cryptography,banks,chardet,charset-normalizer,click,dirtyjson,fastapi,filelock,fsspec,googleapis-common-protos,greenlet,idna,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,llama-index-workflows,llama-stack,llama-stack-api,llama-stack-client,nltk,openai,opentelemetry-api,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-http,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pgvector,platformdirs,protobuf,psycopg2-binary,pyaml,pydantic,pygments,pyjwt,pypdf,python-dotenv,python-multipart,pytz,pyyaml,regex,requests,rich,sentence-transformers,soupsieve,sqlalchemy,starlette,striprtf,tenacity,tinytag,tornado,typer,typer-slim,tzdata,uvicorn,wcwidth,wrapt,zipp"
+elif [[ "$FLAVOR" == "gpu" ]]; then
+	# faiss-cpu: not on RHOAI GPU (cuda12.9) index; C extension, needs cmake/wheel to build from sdist.
+	# Pure Python packages below are also not on the RHOAI cuda12.9 index (unlike cpu-ubi9 which carries
+	# them). They resolve from PyPI and have both wheel+sdist; without binary.packages Cachi2 fetches
+	# the sdist. Building from sdist requires build backends (flit_core, hatchling, etc.) that are not
+	# prefetched. List every pure-Python PyPI package from requirements.hashes.source.gpu.txt here so
+	# Cachi2 fetches the wheel instead.
+	EXTRA_WHEELS="${EXTRA_WHEELS},faiss-cpu,aiosqlite,banks,dirtyjson,llama-index-core,llama-index-embeddings-huggingface,llama-index-instrumentation,llama-index-readers-file,llama-index-vector-stores-faiss,llama-index-workflows,pypdf,python-frontmatter,striprtf,tinytag"
+fi
+NO_WHEEL_PACKAGES="markupsafe"
+
+# filtered source file for pybuild-deps to avoid RecursionError
+SOURCE_FILE_FOR_BUILD=$(mktemp)
+
+extract_pkg_name() {
+	# e.g. "foo==1" -> foo; "foo @ https://..." -> foo
+	local line="$1"
+	local s="${line%%@*}"
+	s="${s%%=*}"
+	s="${s// /}"
+	echo "$s" | tr '[:upper:]' '[:lower:]'
+}
+
+cleanup() {
+	rm -f "$RAW_REQ_FILE" "$WHEEL_FILE" "$SOURCE_FILE" "$SOURCE_FILE_FOR_BUILD"
+}
+trap cleanup EXIT INT TERM
+
+# --- 1) Compile unhashed, annotated with index origin (torch and other RHOAI wheels from the flavor index).
+# cpu/gpu use first-index so RHOAI wins for any package it carries.
+# lsc uses unsafe-best-match because lsc/pyproject.toml has exact pins (llama-stack, pyyaml…) that
+# differ from RHOAI's modified versions; overrides.txt still anchors the RHOAI ML wheels explicitly.
+# Build --override flags: always include OVERRIDES; append EXTRA_OVERRIDES if set (GPU shadow-overrides).
+OVERRIDE_ARGS="--override ${OVERRIDES}"
+[[ -n "${EXTRA_OVERRIDES:-}" ]] && OVERRIDE_ARGS="${OVERRIDE_ARGS} --override ${EXTRA_OVERRIDES}"
+
+# shellcheck disable=SC2086
+uv pip compile "$PYPROJECT" -o "$RAW_REQ_FILE" \
+	--python-platform x86_64-unknown-linux-gnu \
+	--python-version "$PY_VERSION" \
+	$EXTRA_FLAVOR_ARG \
+	--refresh \
+	--index "${RHOAI_INDEX_URL}" \
+	--default-index https://pypi.org/simple/ \
+	--index-strategy "${INDEX_STRATEGY}" \
+	--emit-index-annotation \
+	--no-sources \
+	$OVERRIDE_ARGS
+
+echo "# Packages from pypi.org" >"$SOURCE_FILE"
+echo "# This file was autogenerated by $(basename -- "$0")" >>"$SOURCE_FILE"
+echo "# Packages from ${RHOAI_INDEX_URL}" >"$WHEEL_FILE"
+echo "# This file was autogenerated by $(basename -- "$0")" >>"$WHEEL_FILE"
+echo "--index-url ${RHOAI_INDEX_URL}" >>"$WHEEL_FILE"
+
+# --- 2) Split by index origin (see lightspeed-service) + flush orphan top-level lines (e.g. URL pins)
+current_package=""
+
+while IFS= read -r line || [[ -n "$line" ]]; do
+	if [[ "$line" =~ ^[a-zA-Z0-9] ]]; then
+		if [[ -n "$current_package" ]]; then
+			echo "$current_package" >>"$SOURCE_FILE"
+		fi
+		current_package="$line"
+	elif [[ "$line" =~ ^[[:space:]]*#[[:space:]]*from[[:space:]]+(.*) ]]; then
+		index_url="${BASH_REMATCH[1]}"
+		if [[ -n "$current_package" ]]; then
+			package_name="$(extract_pkg_name "$current_package")"
+			force_no_wheel=0
+			for no_wheel_pkg in ${NO_WHEEL_PACKAGES//,/ }; do
+				[[ "$package_name" == "$no_wheel_pkg" ]] && force_no_wheel=1 && break
+			done
+			if [[ "$index_url" == "https://pypi.org/simple/" ]]; then
+				echo "$current_package" >>"$SOURCE_FILE"
+			elif [[ "$force_no_wheel" -eq 1 ]]; then
+				echo "$current_package" >>"$SOURCE_FILE"
+			elif [[ "$index_url" == "${RHOAI_INDEX_URL}" ]]; then
+				echo "$current_package" >>"$WHEEL_FILE"
+			else
+				echo "$current_package" >>"$SOURCE_FILE"
+			fi
+			current_package=""
+		fi
+	fi
+done <"$RAW_REQ_FILE"
+if [[ -n "$current_package" ]]; then
+	echo "$current_package" >>"$SOURCE_FILE"
+fi
+
+# uv can annotate these on PyPI; for Konflux (and pybuild-deps) prefer RHOAI wheels when that index carries them.
+for p in $PKG_FORCE_WHEEL; do
+	tmpf=$(mktemp)
+	while IFS= read -r pline; do
+		case "$pline" in
+		${p}==* | ${p}\ @\ *) echo "$pline" >>"$WHEEL_FILE" ;;
+		*) echo "$pline" >>"$tmpf" ;;
+		esac
+	done <"$SOURCE_FILE"
+	mv "$tmpf" "$SOURCE_FILE"
+done
+
+wheel_packages=$(grep -v "^[#-]" "$WHEEL_FILE" | sed 's/==.*//;s/[[:space:]]*@.*//' | awk 'NF' | tr '\n' ',' | sed 's/,$//')
+echo "WHEEL_PACKAGE_NAMES: $wheel_packages" >&1
+
+# --- 3) Hash lockfiles
+# --universal and --python-platform are mutually exclusive in uv; RHOAI wheels are linux+cp312-specific here
+uv pip compile "$WHEEL_FILE" --refresh --generate-hashes --index-url "${RHOAI_INDEX_URL}" \
+	--python-version "$PY_VERSION" --python-platform x86_64-unknown-linux-gnu \
+	--emit-index-url --no-deps --no-annotate >"$WHEEL_HASH_FILE"
+uv pip compile "$SOURCE_FILE" --refresh --generate-hashes --python-version "$PY_VERSION" \
+	--python-platform x86_64-unknown-linux-gnu \
+	--emit-index-url --no-deps --no-annotate >"$SOURCE_HASH_FILE"
+
+# --- 4) Drop extra wheels from source (they are only listed as binaries)
+for pkg in ${EXTRA_WHEELS//,/ }; do
+	pkg=$(echo "$pkg" | tr -d '[:space:]')
+	[[ -n "$pkg" ]] && sed -i "/^${pkg}[=<>!~@]/d" "$SOURCE_FILE"
+done
+
+# Build deps: pybuild-deps, with optional banks → hatchling workaround
+{
+	grep -v "^[#-]" "$SOURCE_FILE" | while IFS= read -r bline; do
+		[[ -z "$bline" ]] && continue
+		pkg_name="${bline%%@*}"; pkg_name="${pkg_name%%=*}"; pkg_name="${pkg_name// /}"
+		skip=0
+		for skip_pkg in ${SKIP_PYBUILD_PACKAGES//,/ }; do
+			skip_pkg=$(echo "$skip_pkg" | tr -d '[:space:]' | tr '[:upper:]' '[:lower:]')
+			[[ -n "$skip_pkg" ]] && [[ $(echo "$pkg_name" | tr '[:upper:]' '[:lower:]') == "$skip_pkg" ]] && skip=1 && break
+		done
+		[[ $skip -eq 0 ]] && echo "$bline"
+	done
+	if [[ "$SKIP_PYBUILD_PACKAGES" == *"banks"* ]] && grep -qE '^banks' "$SOURCE_FILE" 2>/dev/null; then
+		echo "hatchling==1.29.0"
+	fi
+} >>"$SOURCE_FILE_FOR_BUILD"
+
+# --- 4b) Build-deps lockfile (cpu + lsc only). GPU uses the same root pyproject build graph as cpu;
+# own-app pipelines prefetch requirements-build.cpu.txt to avoid an empty duplicate requirements-build.gpu.txt.
+if [[ "$FLAVOR" == "gpu" ]]; then
+	echo "Skipping pybuild-deps for gpu (prefetch uses requirements-build.cpu.txt)."
+else
+	# Treat pybuild-deps failures as non-fatal (it chokes on some sdist graphs, e.g. meson-based packages).
+	if ! uv run --no-project --with "pybuild-deps>=0.5" pybuild-deps compile --output-file="$BUILD_FILE" "$SOURCE_FILE_FOR_BUILD"; then
+		echo "WARNING: pybuild-deps failed — $BUILD_FILE not generated" >&2
+		: >"$BUILD_FILE"
+	fi
+
+	# --- 5) Do not list wheel deps twice in build file
+	IFS=,
+	for pkg in $wheel_packages; do
+		pkg=$(echo "$pkg" | tr -d '[:space:]' | tr '[:upper:]' '[:lower:]')
+		[[ -z "$pkg" ]] && continue
+		sed -i "/^${pkg}[=<>!~@]/d" "$BUILD_FILE" 2>/dev/null || true
+	done
+	unset IFS
+fi
+
+# --- 6) Sync pip.binary.packages in prefetch-input (same sed as openshift/lightspeed-service).
+# Requires a one-line JSON value containing "packages": "comma,separated,names".
+for extra in ${EXTRA_WHEELS//,/ }; do
+	extra=$(echo "$extra" | tr -d '[:space:]')
+	[[ -n "$extra" ]] && wheel_packages="${wheel_packages:+$wheel_packages,}$extra"
+done
+
+update_prefetch_binary_packages() {
+	local tf="$1"
+	[[ -f "$tf" ]] || return 0
+	if grep -q '"packages": "[^"]*"' "$tf"; then
+		sed -i 's/"packages": "[^"]*"/"packages": "'"$wheel_packages"'"/' "$tf"
+		echo "  updated pip.binary.packages: $tf"
+	else
+		echo "  skip (no matching \"packages\" string): $tf" >&2
+	fi
+}
+
+case "$FLAVOR" in
+cpu)
+	for tf in \
+		.tekton/lightspeed-rag-tool-pull-request.yaml \
+		.tekton/lightspeed-rag-tool-push.yaml \
+		.konflux/lightspeed-rag-tool-pull-request.yaml \
+		.konflux/lightspeed-rag-tool-push.yaml; do
+		update_prefetch_binary_packages "$tf"
+	done
+	;;
+gpu)
+	for tf in \
+		.tekton/own-app-lightspeed-rag-content-pull-request.yaml \
+		.tekton/own-app-lightspeed-rag-content-push.yaml \
+		.konflux/own-app-lightspeed-rag-content-pull-request.yaml \
+		.konflux/own-app-lightspeed-rag-content-push.yaml; do
+		update_prefetch_binary_packages "$tf"
+	done
+	;;
+lsc)
+	for tf in \
+		.tekton/lightspeed-ocp-rag-pull-request.yaml \
+		.tekton/lightspeed-ocp-rag-push.yaml; do
+		update_prefetch_binary_packages "$tf"
+	done
+	;;
+esac
+
+echo "Done for flavor: $FLAVOR"
+echo "  $SOURCE_HASH_FILE  ($(grep -c -v '^#' <"$SOURCE_HASH_FILE" 2>/dev/null || true) non-comment lines; hash lines vary)"
+echo "  $WHEEL_HASH_FILE"
+if [[ "$FLAVOR" != "gpu" ]]; then
+	echo "  $BUILD_FILE"
+else
+	echo "  (build-deps: requirements-build.cpu.txt — run cpu flavor first or \`make update-konflux-deps\`)"
+fi
+echo "  pip.binary.packages value: $wheel_packages"
+echo "Commit these, requirements.overrides*, and any updated PipelineRun YAML under .tekton/ (and .konflux/ if used)."