From f6f1ff7310cfce4610b35a37f7cc76029f8efac4 Mon Sep 17 00:00:00 2001
From: Sergey Yedrikov <syedriko@redhat.com>
Date: Fri, 10 Apr 2026 22:46:59 -0400
Subject: [PATCH] maximize use of the RHOAI index

---
 .tekton/rag-tool-pull-request.yaml         |    8 +-
 .tekton/rag-tool-push.yaml                 |    7 +-
 pyproject.toml                             |    3 +
 requirements-build.txt                     |  127 +-
 requirements.hashes.source.txt             | 1769 +++++++++++++-------
 requirements.hashes.wheel.pypi.txt         |   18 +-
 requirements.hashes.wheel.txt              |  253 ---
 requirements.overrides.txt                 |   34 +-
 scripts/generate_requirements_overrides.py |  718 ++++++++
 scripts/konflux_requirements.sh            |   41 +-
 scripts/merge_pep517_build_requires.py     |  130 ++
 uv.lock                                    |   31 +-
 12 files changed, 2060 insertions(+), 1079 deletions(-)
 create mode 100644 scripts/generate_requirements_overrides.py
 create mode 100644 scripts/merge_pep517_build_requires.py

diff --git a/.tekton/rag-tool-pull-request.yaml b/.tekton/rag-tool-pull-request.yaml
index e3488c0e..f5300a6b 100644
--- a/.tekton/rag-tool-pull-request.yaml
+++ b/.tekton/rag-tool-pull-request.yaml
@@ -35,12 +35,6 @@ spec:
   - name: build-source-image
     value: 'true'
   - name: prefetch-input
-    # no source available: torch, faiss-cpu
-    # hermeto prefetch problems: uv, pip, jiter, tiktoken,
-    # those need cmake to build: pyarrow
-    # those need cargo to build: jiter, tiktoken, cryptography, fastuuid, hf_xet, maturin, pydantic_core, rpds_py, safetensors, tokenizers
-    # to accelerate build:numpy, scipy, pandas, pillow, scikit_learn, etc.
-    # most wheels are fetched from RHOAI index
     value: |
       [
          {
@@ -63,7 +57,7 @@ spec:
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,beautifulsoup4,cffi,click,colorama,cryptography,dataclasses-json,defusedxml,distro,docling-parse,et-xmlfile,faiss-cpu,filetype,fire,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,idna,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema-specifications,lxml,markdown-it-py,markupsafe,mdurl,mpire,mpmath,mypy-extensions,nest-asyncio,networkx,numpy,openpyxl,packaging,pandas,pillow,pluggy,prompt-toolkit,propcache,psycopg2-binary,pydantic,pydantic-core,pylatexenc,pypdfium2,python-dateutil,python-docx,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,threadpoolctl,tiktoken,tokenizers,torch,torchvision,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,xlsxwriter,zipp,uv-build,uv,pip,maturin,opencv-python,omegaconf,rapidocr,griffe,griffecli,griffelib,pyclipper,tree-sitter-typescript",
+             "packages": "aiosqlite,certifi,docling,einops,faiss-cpu,hf-xet,nltk,tomlkit,uv-build,uv,pip,maturin,opencv-python,omegaconf,rapidocr,griffe,griffecli,griffelib,pyclipper,tree-sitter-typescript",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/rag-tool-push.yaml b/.tekton/rag-tool-push.yaml
index 26c31702..7738d62a 100644
--- a/.tekton/rag-tool-push.yaml
+++ b/.tekton/rag-tool-push.yaml
@@ -32,11 +32,6 @@ spec:
   - name: build-source-image
     value: 'true'
   - name: prefetch-input
-    # no source available: torch, faiss-cpu
-    # hermeto prefetch problems: uv, pip, jiter, tiktoken,
-    # those need cmake to build: pyarrow
-    # those need cargo to build: jiter, tiktoken, cryptography, fastuuid, hf_xet, maturin, pydantic_core, rpds_py, safetensors, tokenizers
-    # to accelerate build:numpy, scipy, pandas, pillow, scikit_learn
     value: |
       [
          {
@@ -59,7 +54,7 @@ spec:
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,beautifulsoup4,cffi,click,colorama,cryptography,dataclasses-json,defusedxml,distro,docling-parse,et-xmlfile,faiss-cpu,filetype,fire,frozenlist,greenlet,h11,hf-xet,httpcore,httpx,httpx-sse,idna,jinja2,jiter,joblib,jsonlines,jsonref,jsonschema-specifications,lxml,markdown-it-py,markupsafe,mdurl,mpire,mpmath,mypy-extensions,nest-asyncio,networkx,numpy,openpyxl,packaging,pandas,pillow,pluggy,prompt-toolkit,propcache,psycopg2-binary,pydantic,pydantic-core,pylatexenc,pypdfium2,python-dateutil,python-docx,python-pptx,pyyaml,referencing,rpds-py,rtree,safetensors,scikit-learn,scipy,setuptools,shapely,shellingham,six,sniffio,sympy,threadpoolctl,tiktoken,tokenizers,torch,torchvision,transformers,triton,typing-extensions,typing-inspect,typing-inspection,tzdata,xlsxwriter,zipp,uv-build,uv,pip,maturin,opencv-python,omegaconf,rapidocr,griffe,griffecli,griffelib,pyclipper,tree-sitter-typescript",
+             "packages": "aiosqlite,certifi,docling,einops,faiss-cpu,hf-xet,nltk,tomlkit,uv-build,uv,pip,maturin,opencv-python,omegaconf,rapidocr,griffe,griffecli,griffelib,pyclipper,tree-sitter-typescript",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/pyproject.toml b/pyproject.toml
index 9851e179..833e7f66 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,6 +19,9 @@ force-exclude = true
 "tests/*" = ["S101", "D104", "D100"]
 "scripts/*" = ["S101"]
 "src/lightspeed_rag_content/image_builder.py" = ["S603", "S607"]
+# Konflux/uv helper scripts: HTTPS to known indexes, subprocess to uv, and high cyclomatic complexity.
+"scripts/generate_requirements_overrides.py" = ["C901", "D101", "D102", "D103", "D107", "S310", "S603"]
+"scripts/merge_pep517_build_requires.py" = ["S310", "D103"]
 
 [tool.black]
 line-length = 100
diff --git a/requirements-build.txt b/requirements-build.txt
index d669eaa2..b52b56e6 100644
--- a/requirements-build.txt
+++ b/requirements-build.txt
@@ -6,62 +6,29 @@
 #
 calver==2025.10.20
     # via trove-classifiers
-coherent-licensed==0.5.2
-    # via importlib-metadata
 cython==3.2.4
-    # via
-    #   oracledb
-    #   sqlalchemy
-dunamai==1.26.0
-    # via uv-dynamic-versioning
-expandvars==1.1.2
-    # via yarl
+    # via oracledb
 flit-core==3.12.0
     # via
-    #   coherent-licensed
-    #   jinja2
-    #   marshmallow
     #   packaging
     #   pathspec
-    #   pypdf
     #   tinytag
     #   wheel
 hatch-fancy-pypi-readme==25.1.0
-    # via
-    #   attrs
-    #   jsonschema
-    #   llama-stack-client
-    #   openai
+    # via llama-stack-client
 hatch-vcs==0.5.0
-    # via
-    #   attrs
-    #   chardet
-    #   filelock
-    #   fsspec
-    #   jsonschema
-    #   platformdirs
-    #   termcolor
-    #   urllib3
+    # via chardet
 hatchling==1.26.3
     # via
     #   hatch-fancy-pypi-readme
     #   llama-stack-client
-    #   openai
 hatchling==1.29.0
     # via
-    #   attrs
     #   banks
     #   chardet
-    #   einops
-    #   expandvars
-    #   filelock
-    #   fsspec
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-    #   jsonschema
-    #   latex2mathml
     #   llama-index
-    #   llama-index-cli
     #   llama-index-core
     #   llama-index-embeddings-huggingface
     #   llama-index-embeddings-openai
@@ -70,30 +37,6 @@ hatchling==1.29.0
     #   llama-index-readers-file
     #   llama-index-vector-stores-faiss
     #   llama-index-vector-stores-postgres
-    #   mcp
-    #   opentelemetry-api
-    #   opentelemetry-exporter-otlp-proto-common
-    #   opentelemetry-exporter-otlp-proto-http
-    #   opentelemetry-proto
-    #   opentelemetry-sdk
-    #   opentelemetry-semantic-conventions
-    #   platformdirs
-    #   polyfactory
-    #   pydantic-settings
-    #   pygments
-    #   python-multipart
-    #   semchunk
-    #   soupsieve
-    #   starlette
-    #   termcolor
-    #   urllib3
-    #   uv-dynamic-versioning
-    #   uvicorn
-    #   wcwidth
-jinja2==3.1.6
-    # via uv-dynamic-versioning
-markupsafe==3.0.3
-    # via jinja2
 maturin==1.10.2
     # via uv-build
 packaging==26.0
@@ -104,18 +47,8 @@ packaging==26.0
     #   wheel
 pathspec==1.0.4
     # via hatchling
-pdm-backend==2.4.7
-    # via
-    #   fastapi
-    #   marko
-    #   typer
 pluggy==1.6.0
     # via hatchling
-poetry-core==2.3.2
-    # via
-    #   dunamai
-    #   rich
-    #   tomlkit
 semantic-version==2.10.0
     # via setuptools-rust
 setuptools-rust==1.12.1
@@ -123,80 +56,34 @@ setuptools-rust==1.12.1
 setuptools-scm==10.0.5
     # via
     #   hatch-vcs
-    #   importlib-metadata
     #   llama-stack
     #   llama-stack-api
     #   pluggy
     #   setuptools-rust
-    #   tabulate
-    #   tenacity
-    #   tqdm
-setuptools-scm==9.2.2
-    # via
-    #   hatch-vcs
-    #   urllib3
-tomlkit==0.14.0
-    # via uv-dynamic-versioning
 trove-classifiers==2026.1.14.14
     # via hatchling
 uv-build==0.9.30
     # via llama-index-workflows
-uv-dynamic-versioning==0.14.0
-    # via mcp
 vcs-versioning==1.1.1
     # via setuptools-scm
 wheel==0.46.3
-    # via
-    #   oracledb
-    #   pycparser
-    #   sentence-transformers
-    #   tornado
-    #   tree-sitter-c
-    #   tree-sitter-javascript
-    #   tree-sitter-python
-    #   wrapt
+    # via oracledb
 
 # The following packages are considered to be unsafe in a requirements file:
-setuptools==82.0.0
-    # via charset-normalizer
 setuptools==82.0.1
     # via
     #   calver
-    #   certifi
-    #   colorlog
-    #   dill
-    #   googleapis-common-protos
-    #   importlib-metadata
     #   llama-stack
     #   llama-stack-api
-    #   markupsafe
     #   maturin
-    #   multidict
-    #   multiprocess
     #   oracledb
     #   pathspec
     #   pgvector
     #   pluggy
-    #   psutil
-    #   pycparser
-    #   pyjwt
-    #   python-dotenv
-    #   regex
-    #   requests
-    #   sentence-transformers
     #   setuptools-rust
     #   setuptools-scm
-    #   sqlalchemy
-    #   sse-starlette
-    #   tabulate
-    #   tenacity
-    #   tornado
-    #   tqdm
-    #   tree-sitter
-    #   tree-sitter-c
-    #   tree-sitter-javascript
-    #   tree-sitter-python
     #   trove-classifiers
     #   vcs-versioning
-    #   wrapt
-    #   yarl
+# --- PEP 517 [build-system] (from pyproject.toml; merged by konflux_requirements.sh) ---
+pdm-backend==2.4.8
+# --- end PEP 517 [build-system] ---
diff --git a/requirements.hashes.source.txt b/requirements.hashes.source.txt
index 40aff906..59fafe08 100644
--- a/requirements.hashes.source.txt
+++ b/requirements.hashes.source.txt
@@ -1,12 +1,134 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.source.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
+#    uv pip compile requirements.source.txt --refresh --generate-hashes --python-version 3.12 --universal --emit-index-url --no-deps --no-annotate
 --index-url https://pypi.org/simple
 
 accelerate==1.13.0 \
     --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
     --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
-antlr4-python3-runtime==4.9.3 \
-    --hash=sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b
+aiohttp==3.13.5 \
+    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
+    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
+    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
+    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
+    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
+    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
+    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
+    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
+    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
+    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
+    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
+    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
+    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
+    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
+    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
+    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
+    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
+    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
+    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
+    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
+    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
+    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
+    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
+    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
+    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
+    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
+    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
+    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
+    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
+    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
+    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
+    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
+    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
+    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
+    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
+    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
+    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
+    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
+    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
+    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
+    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
+    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
+    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
+    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
+    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
+    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
+    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
+    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
+    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
+    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
+    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
+    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
+    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
+    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
+    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
+    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
+    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
+    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
+    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
+    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
+    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
+    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
+    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
+    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
+    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
+    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
+    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
+    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
+    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
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+    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
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+    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
+    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
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+    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
+    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
+    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
+    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
+    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+anyio==4.13.0 \
+    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
+    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
@@ -44,199 +166,446 @@ chardet==7.2.0 \
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+    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
+    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
 circuitbreaker==2.1.3 \
     --hash=sha256:1a4baee510f7bea3c91b194dcce7c07805fe96c4423ed5594b75af438531d084 \
     --hash=sha256:87ba6a3ed03fdc7032bc175561c2b04d52ade9d5faf94ca2b035fbdc5e6b1dd1
+click==8.3.2 \
+    --hash=sha256:14162b8b3b3550a7d479eafa77dfd3c38d9dc8951f6f69c78913a8f9a7540fd5 \
+    --hash=sha256:1924d2c27c5653561cd2cae4548d1406039cb79b858b747cfea24924bbc1616d
 colorlog==6.10.1 \
     --hash=sha256:2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c \
     --hash=sha256:eb4ae5cb65fe7fec7773c2306061a8e63e02efc2c72eba9d27b0fa23c94f1321
-deprecated==1.3.1 \
-    --hash=sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f \
-    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
-dill==0.4.1 \
-    --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d \
-    --hash=sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa
+cryptography==46.0.7 \
+    --hash=sha256:04959522f938493042d595a736e7dbdff6eb6cc2339c11465b3ff89343b65f65 \
+    --hash=sha256:128c5edfe5e5938b86b03941e94fac9ee793a94452ad1365c9fc3f4f62216832 \
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+    --hash=sha256:d3b99c535a9de0adced13d159c5a9cf65c325601aa30f4be08afd680643e9c15 \
+    --hash=sha256:d5f7520159cd9c2154eb61eb67548ca05c5774d39e9c2c4339fd793fe7d097b2 \
+    --hash=sha256:db0f493b9181c7820c8134437eb8b0b4792085d37dbb24da050476ccb664e59c \
+    --hash=sha256:e06acf3c99be55aa3b516397fe42f5855597f430add9c17fa46bf2e0fb34c9bb \
+    --hash=sha256:e4cfd68c5f3e0bfdad0d38e023239b96a2fe84146481852dffbcca442c245aa5 \
+    --hash=sha256:ea42cbe97209df307fdc3b155f1b6fa2577c0defa8f1f7d3be7d31d189108ad4 \
+    --hash=sha256:ebd6daf519b9f189f85c479427bbd6e9c9037862cf8fe89ee35503bd209ed902 \
+    --hash=sha256:f247c8c1a1fb45e12586afbb436ef21ff1e80670b2861a90353d9b025583d246 \
+    --hash=sha256:fbfd0e5f273877695cb93baf14b185f4878128b250cc9f8e617ea0c025dfb022 \
+    --hash=sha256:fc9ab8856ae6cf7c9358430e49b368f3108f050031442eaeb6b9d87e4dcf4e4f \
+    --hash=sha256:fcd8eac50d9138c1d7fc53a653ba60a2bee81a505f9f8850b6b2888555a45d0e \
+    --hash=sha256:fdd1736fed309b4300346f88f74cd120c27c56852c3838cab416e7a166f67298 \
+    --hash=sha256:ffca7aa1d00cf7d6469b988c581598f2259e46215e0140af408966a24cf086ce
 dirtyjson==1.0.8 \
     --hash=sha256:125e27248435a58acace26d5c2c4c11a1c0de0a9c5124c5a94ba78e517d74f53 \
     --hash=sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd
 docling==2.72.0 \
     --hash=sha256:261a5fdfa3276783c18a29aa0ec623b259450765421bebeec87de523f07adcf3 \
     --hash=sha256:3edd48bb7b6e5737647441b96fba8811f69cac495883fa28dbf2444a0322cabd
-docling-core==2.71.0 \
-    --hash=sha256:4761857816853b2b35263b5b4518e1ea6214e0565db0bbf1d929fb976665d1a0 \
-    --hash=sha256:4caa9f50c68b9dd332584ae16170b36db05d773532b14d7078b580d89d8bd2a4
-docling-ibm-models==3.10.0 \
-    --hash=sha256:2a05875973284fe1709f37f3d6f48210ea348a1b5704c57f8852397c676638c1 \
-    --hash=sha256:4392d2adfe592263cf7422b2c3959c866e9636f1d014bc5cdff5bf030660de1a
-einops==0.8.2 \
-    --hash=sha256:54058201ac7087911181bfec4af6091bb59380360f069276601256a76af08193 \
-    --hash=sha256:609da665570e5e265e27283aab09e7f279ade90c4f01bcfca111f3d3e13f2827
-faker==40.12.0 \
-    --hash=sha256:58b5a9054c367bd5fb2e948634105364cc570e78a98a8e5161a74691c45f158f \
-    --hash=sha256:6238a4058a8b581892e3d78fe5fdfa7568739e1c8283e4ede83f1dde0bfc1a3b
-fastapi==0.135.2 \
-    --hash=sha256:0af0447d541867e8db2a6a25c23a8c4bd80e2394ac5529bd87501bbb9e240ca5 \
-    --hash=sha256:88a832095359755527b7f63bb4c6bc9edb8329a026189eed83d6c1afcf419d56
+docling-core==2.73.0 \
+    --hash=sha256:33ffc2b2bf736ed0e079bba296081a26885f6cb08081c828d630ca85a51e22e0 \
+    --hash=sha256:4366fab8f4422fbde090ed87d9b091bd25b3b37cdd284dc0b02c9a5e24caaa22
+docling-ibm-models==3.13.0 \
+    --hash=sha256:a11acc6034b06e0bed8dc0ca1fa700615b8246eacce411619168e1f6562b0d0d \
+    --hash=sha256:f402effae8a63b0e5c3b5ce13120601baa2cd8098beef1d53ab5a056443758d3
+faiss-cpu==1.13.2 \
+    --hash=sha256:0ee330a284042c2480f2e90450a10378fd95655d62220159b1408f59ee83ebf1 \
+    --hash=sha256:1243967eeb2298791ff7f3683a4abd2100d7e6ec7542ca05c3b75d47a7f621e5 \
+    --hash=sha256:19508a1badfb36e456c1c8664eeb948349f604db5c7545f277a0126b4a84b080 \
+    --hash=sha256:2c4f696ae76e7c97cbc12311db83aaf1e7f4f7be06a3ffea7e5b0e8ec1fd805b \
+    --hash=sha256:7c5944d7807d58fe7244b6aba06be710ee7ed99343365ed92699349efe979f51 \
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+    --hash=sha256:a9064eb34f8f64438dd5b95c8f03a780b1a3f0b99c46eeacb1f0b5d15fc02dc1 \
+    --hash=sha256:ab88ee287c25a119213153d033f7dd64c3ccec466ace267395872f554b648cd7 \
+    --hash=sha256:b82c01d30430dd7b1fa442001b9099735d1a82f6bb72033acdc9206d5ac66a64 \
+    --hash=sha256:c8b645e7d56591aa35dc75415bb53a62e4a494dba010e16f4b67daeffd830bd7 \
+    --hash=sha256:c8d097884521e1ecaea6467aeebbf1aa56ee4a36350b48b2ca6b39366565c317 \
+    --hash=sha256:cb4b5ee184816a4b099162ac93c0d7f0033d81a88e7c1291d0a9cc41ec348984 \
+    --hash=sha256:eb8bf5dd96465d043c22195afbe8276d5197b710704290d9b454144a0ad892ed
+faker==40.13.0 \
+    --hash=sha256:a0751c84c3abac17327d7bb4c98e8afe70ebf7821e01dd7d0b15cd8856415525 \
+    --hash=sha256:c1298fd0d819b3688fb5fd358c4ba8f56c7c8c740b411fd3dbd8e30bf2c05019
+fastapi==0.135.3 \
+    --hash=sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98 \
+    --hash=sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654
 filelock==3.25.2 \
     --hash=sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694 \
     --hash=sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70
 fsspec==2026.3.0 \
     --hash=sha256:1ee6a0e28677557f8c2f994e3eea77db6392b4de9cd1f5d7a9e87a0ae9d01b41 \
     --hash=sha256:d2ceafaad1b3457968ed14efa28798162f1638dbb5d2a6868a2db002a5ee39a4
-googleapis-common-protos==1.73.1 \
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-    --hash=sha256:e51f09eb0a43a8602f5a915870972e6b4a394088415c79d79605a46d8e826ee8
+googleapis-common-protos==1.74.0 \
+    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
+    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+greenlet==3.4.0 \
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+    --hash=sha256:f82cb6cddc27dd81c96b1506f4aa7def15070c3b2a67d4e46fd19016aacce6cf
+hf-xet==1.4.3 \
+    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
+    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
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 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
     --hash=sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270
-importlib-metadata==8.7.1 \
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+jiter==0.14.0 \
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+    --hash=sha256:cb8b682d10cb0cce7ff4c1af7244af7022c9b01ae16d46c357bdd0df13afb25d \
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+    --hash=sha256:cff5708f7ed0fa098f2b53446c6fa74c48469118e5cd7497b4f1cd569ab06928 \
+    --hash=sha256:d597cd1bf6790376f3fffc7c708766e57301d99a19314824ea0ccc9c3c70e1e2 \
+    --hash=sha256:d824ca4148b705970bf4e120924a212fdfca9859a73e42bd7889a63a4ea6bb98 \
+    --hash=sha256:df63a14878da754427926281626fd3ee249424a186e25a274e78176d42945264 \
+    --hash=sha256:e1765c3ef3ea31fe6e282376a16def1a96f5f11a0235055696c18d9d23ff30cb \
+    --hash=sha256:e1a7eead856a5038a8d291f1447176ab0b525c77a279a058121b5fccee257f6f \
+    --hash=sha256:e52c076f187405fc21523c746c04399c9af8ece566077ed147b2126f2bcba577 \
+    --hash=sha256:e74663b8b10da1fe0f4e4703fd7980d24ad17174b6bb35d8498d6e3ebce2ae6a \
+    --hash=sha256:e89bcd7d426a75bb4952c696b267075790d854a07aad4c9894551a82c5b574ab \
+    --hash=sha256:e8a39e66dac7153cf3f964a12aad515afa8d74938ec5cc0018adcdae5367c79e \
+    --hash=sha256:ee4a72f12847ef29b072aee9ad5474041ab2924106bdca9fcf5d7d965853e057 \
+    --hash=sha256:f16b76d7d6aadbbaf7f79a76ff3a51dae14b7ebaaf9c1ba61607784ef51c537c \
+    --hash=sha256:f2d4c61da0821ee42e0cdf5489da60a6d074306313a377c2b35af464955a3611 \
+    --hash=sha256:f4f1c4b125e1652aefbc2e2c1617b60a160ab789d180e3d423c41439e5f32850 \
+    --hash=sha256:fb3dbf7cc0d4dbe73cce307ebe7eefa7f73a7d3d854dd119ea0c243f03e40927 \
+    --hash=sha256:fbd9e482663ca9d005d051330e4d2d8150bb208a209409c10f7e7dfdf7c49da9 \
+    --hash=sha256:fc4ab96a30fb3cb2c7e0cd33f7616c8860da5f5674438988a54ac717caccdbaa \
+    --hash=sha256:fc7e37b4b8bc7e80a63ad6cfa5fc11fab27dbfea4cc4ae644b1ab3f273dc348f \
+    --hash=sha256:ff3a6465b3a0f54b1a430f45c3c0ba7d61ceb45cbc3e33f9e1a7f638d690baf3 \
+    --hash=sha256:ffb2a08a406465bb076b7cc1df41d833106d3cf7905076cc73f0cb90078c7d10
 latex2mathml==3.79.0 \
     --hash=sha256:11bde318c2d2d6fcdd105a07509d867cee2208f653278eb80243dec7ea77a0ce \
     --hash=sha256:9f10720d4fcf6b22d1b81f6628237832419a7a29783c13aa92fa8d680165e63d
-llama-index==0.14.19 \
-    --hash=sha256:596e4bf54a4563a9b1eaf41da34b42b861b77691eb08ad7be24165fb9844fee2 \
-    --hash=sha256:618bb82b9a7e67264d73702477e542b042e051d4931e577bae01b5abd0f0559a
-llama-index-cli==0.5.6 \
-    --hash=sha256:4e14d072febf626d05f821d04a858de8dd9cc7c98376658a0ab98489f5a6bcf7 \
-    --hash=sha256:df600edec7998f8d5df414bd4dd3b6504c0aac333ce18a43ad0a09c901e655a6
-llama-index-core==0.14.19 \
-    --hash=sha256:7b17f321f0d965495402890991b2bfde49d4197bc46ca5970300cc7b9c2df6a2 \
-    --hash=sha256:807352f16a300f9980d0110cfdaa81d07e201384965e9f7d940c8ead80d463ed
+llama-index==0.14.20 \
+    --hash=sha256:aa6895cee1366a1ab256715fb2f526d57fe346708c76e77d6f319380de70223b \
+    --hash=sha256:bf43c6d785ced39a5e12605425bffcc9f79fc1bfe9ff831ea8babec6c1a2adef
+llama-index-core==0.14.20 \
+    --hash=sha256:5ddb7ecba2131ecd0a452cd730c5361a407d3ffcdcfb1a319525ed8c9a7c423b \
+    --hash=sha256:c666e395879e73a0aa6c751e5f4c8a8e8637df50f6e66ab9ae6e5d932c816126
 llama-index-embeddings-huggingface==0.7.0 \
     --hash=sha256:cae7e4ffddc1fecb34b83425a00679f338ce03ad0a7f3aca6b927136d6af7131 \
     --hash=sha256:da8a2a65df9404112c4430dfada09d4f846ba165197a25dbe77f734014c56a87
@@ -258,9 +627,9 @@ llama-index-vector-stores-faiss==0.6.0 \
 llama-index-vector-stores-postgres==0.8.1 \
     --hash=sha256:832a79f2276b51cbb249e34cdb27911b2369c1b9a29e9d39359879bfe789b196 \
     --hash=sha256:e3f72f16f0a8776b610b44625b5fcab55a5977ce2fa5a7d3b162306a10d9b4e8
-llama-index-workflows==2.17.1 \
-    --hash=sha256:0d78fc36c2ab5430887c9f34367d59d4c22cf1e6c40ecdc3596214234c2b5010 \
-    --hash=sha256:c62fabe509cf0003ddfe5b2b27f48b3443c7c9a84e9cdc904c6f9ed5f8cbe25d
+llama-index-workflows==2.17.3 \
+    --hash=sha256:5299775835b521a7ecca0099ad7a9b14e1ce26eb83277fbcc14071dfac54a404 \
+    --hash=sha256:85f6dcdbf214700ab0741dc3225ad4eaaf1c90fd9f0e082588aa70c4735b26c3
 llama-stack==0.5.0 \
     --hash=sha256:a1bb2aacf61c293693e9d1986a173cd5088c3ee7269d9fd1f584bbca98e98f40 \
     --hash=sha256:ec3b0455eaa5b24fa53c1b789c18ff8d14580109c7f4ccb64da069b25d0ccde9
@@ -270,162 +639,144 @@ llama-stack-api==0.5.0 \
 llama-stack-client==0.5.0 \
     --hash=sha256:5e7272c7fb58cd169985191c42af78dc6c4d212b7050949b063788bfb9e7ed36 \
     --hash=sha256:e005ae9d975cda30b3b86261057f228d700107e263e12b796b920cd1fb9ba968
-marko==2.2.2 \
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-    --hash=sha256:f064ae8c10416285ad1d96048dc11e98ef04e662d3342ae416f662b70aa7959e
-marshmallow==3.26.2 \
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-mcp==1.26.0 \
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-    --hash=sha256:db6e2ef491eecc1a0d93711a76f28dec2e05999f93afd48795da1c1137142c66
-multidict==6.7.1 \
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+    --hash=sha256:fc6eeeddcee4d985707b3fc29fd6993e256e55798ca600586da68d3f0e04ec5a \
+    --hash=sha256:fdb7786ebefaa0dad0d399dfeaf146b370a14591af2f3aea59e06f931a426678 \
+    --hash=sha256:fddcf558bcb7a40993fb9e3ae3752d5d3a656479c71687799e43063563a2e68a \
+    --hash=sha256:feb5b9ed7d0510663a78b94f2b417a41c41b42a7bb157ef398ef9d78e6f0fd50
+mcp==1.27.0 \
+    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
+    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
 multiprocess==0.70.19 \
     --hash=sha256:02e5c35d7d6cd2bdc89c1858867f7bde4012837411023a4696c148c1bdd7c80e \
     --hash=sha256:0d4b4397ed669d371c81dcd1ef33fd384a44d6c3de1bd0ca7ac06d837720d3c5 \
@@ -446,30 +797,106 @@ multiprocess==0.70.19 \
 nltk==3.9.4 \
     --hash=sha256:ed03bc098a40481310320808b2db712d95d13ca65b27372f8a403949c8b523d0 \
     --hash=sha256:f2fa301c3a12718ce4a0e9305c5675299da5ad9e26068218b69d692fda84828f
-oci==2.169.0 \
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-openai==2.30.0 \
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-    --hash=sha256:9a5ae616888eb2748ec5e0c5b955a51592e0b201a11f4262db920f2a78c5231d
-opentelemetry-api==1.40.0 \
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-    --hash=sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9
-opentelemetry-exporter-otlp-proto-common==1.40.0 \
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-    --hash=sha256:7081ff453835a82417bf38dccf122c827c3cbc94f2079b03bba02a3165f25149
-opentelemetry-exporter-otlp-proto-http==1.40.0 \
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-    --hash=sha256:db48f5e0f33217588bbc00274a31517ba830da576e59503507c839b38fa0869c
-opentelemetry-proto==1.40.0 \
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-    --hash=sha256:266c4385d88923a23d63e353e9761af0f47a6ed0d486979777fe4de59dc9b25f
-opentelemetry-sdk==1.40.0 \
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-    --hash=sha256:787d2154a71f4b3d81f20524a8ce061b7db667d24e46753f32a7bc48f1c1f3f1
-opentelemetry-semantic-conventions==0.61b0 \
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-    --hash=sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2
+numpy==2.4.4 \
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+    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
+    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
+    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
+    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
+    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
+    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
+    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
+    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
+    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
+    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
+    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
+    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
+    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
+    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
+    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
+    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
+    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
+    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
+    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
+    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
+    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
+    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
+    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
+    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
+    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
+    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
+    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
+    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
+    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
+    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
+    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
+    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
+    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
+    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
+    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
+    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
+    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
+    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
+    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
+    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
+    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
+    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
+    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
+    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
+    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
+    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
+    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
+    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
+    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
+    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
+    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
+    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
+    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
+    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
+    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
+    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
+    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
+    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
+    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
+    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+oci==2.170.0 \
+    --hash=sha256:1e205a395e856b6514501d34595dd1e8e261415aaaab2c97f77fd2fc9618dcc3 \
+    --hash=sha256:49adf0ffaf754c07c43194d19d2e11f5e1b602a95bb365bb384d939ff365b1b4
+ocrmac==1.0.1 ; sys_platform == 'darwin' \
+    --hash=sha256:1cef25426f7ae6bbd57fe3dc5553b25461ae8ad0d2b428a9bbadbf5907349024 \
+    --hash=sha256:507fe5e4cbd67b2d03f6729a52bbc11f9d0b58241134eb958a5daafd4b9d93d9
+openai==2.31.0 \
+    --hash=sha256:43ca59a88fc973ad1848d86b98d7fac207e265ebbd1828b5e4bdfc85f79427a5 \
+    --hash=sha256:44e1344d87e56a493d649b17e2fac519d1368cbb0745f59f1957c4c26de50a0a
+opentelemetry-api==1.41.0 \
+    --hash=sha256:0e77c806e6a89c9e4f8d372034622f3e1418a11bdbe1c80a50b3d3397ad0fa4f \
+    --hash=sha256:9421d911326ec12dee8bc933f7839090cad7a3f13fcfb0f9e82f8174dc003c09
+opentelemetry-exporter-otlp-proto-common==1.41.0 \
+    --hash=sha256:7a99177bf61f85f4f9ed2072f54d676364719c066f6d11f515acc6c745c7acf0 \
+    --hash=sha256:966bbce537e9edb166154779a7c4f8ab6b8654a03a28024aeaf1a3eacb07d6ee
+opentelemetry-exporter-otlp-proto-http==1.41.0 \
+    --hash=sha256:a9c4ee69cce9c3f4d7ee736ad1b44e3c9654002c0816900abbafd9f3cf289751 \
+    --hash=sha256:dcd6e0686f56277db4eecbadd5262124e8f2cc739cadbc3fae3d08a12c976cf5
+opentelemetry-proto==1.41.0 \
+    --hash=sha256:95d2e576f9fb1800473a3e4cfcca054295d06bdb869fda4dc9f4f779dc68f7b6 \
+    --hash=sha256:b970ab537309f9eed296be482c3e7cca05d8aca8165346e929f658dbe153b247
+opentelemetry-sdk==1.41.0 \
+    --hash=sha256:7bddf3961131b318fc2d158947971a8e37e38b1cd23470cfb72b624e7cc108bd \
+    --hash=sha256:a596f5687964a3e0d7f8edfdcf5b79cbca9c93c7025ebf5fb00f398a9443b0bd
+opentelemetry-semantic-conventions==0.62b0 \
+    --hash=sha256:0ddac1ce59eaf1a827d9987ab60d9315fb27aea23304144242d1fcad9e16b489 \
+    --hash=sha256:cbfb3c8fc259575cf68a6e1b94083cc35adc4a6b06e8cf431efa0d62606c0097
 oracledb==3.4.2 \
     --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
     --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
@@ -505,9 +932,9 @@ oracledb==3.4.2 \
 pgvector==0.4.2 \
     --hash=sha256:322cac0c1dc5d41c9ecf782bd9991b7966685dee3a00bc873631391ed949513a \
     --hash=sha256:549d45f7a18593783d5eec609ea1684a724ba8405c4cb182a0b2b08aeff04e08
-platformdirs==4.9.4 \
-    --hash=sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934 \
-    --hash=sha256:68a9a4619a666ea6439f2ff250c12a853cd1cbd5158d258bd824a7df6be2f868
+platformdirs==4.9.6 \
+    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
+    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
 polyfactory==3.3.0 \
     --hash=sha256:237258b6ff43edf362ffd1f68086bb796466f786adfa002b0ac256dbf2246e9a \
     --hash=sha256:686abcaa761930d3df87b91e95b26b8d8cb9fdbbbe0b03d5f918acff5c72606e
@@ -547,9 +974,6 @@ psutil==7.2.2 \
 pyaml==26.2.1 \
     --hash=sha256:489dd82997235d4cfcf76a6287fce2f075487d77a6567c271e8d790583690c68 \
     --hash=sha256:6261c2f0a2f33245286c794ad6ec234be33a73d2b05427079fd343e2812a87cf
-pycparser==3.0 \
-    --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
-    --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
 pydantic-settings==2.13.1 \
     --hash=sha256:b4c11847b15237fb0171e1462bf540e294affb9b86db4d9aa5c01730bdbe4025 \
     --hash=sha256:d56fd801823dbeae7f0975e1f8c8e25c258eb75d278ea7abb5d9cebb01b56237
@@ -559,218 +983,372 @@ pygments==2.20.0 \
 pyjwt==2.12.1 \
     --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
     --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyobjc-core==12.1 ; sys_platform == 'darwin' \
+    --hash=sha256:01c0cf500596f03e21c23aef9b5f326b9fb1f8f118cf0d8b66749b6cf4cbb37a \
+    --hash=sha256:177aaca84bb369a483e4961186704f64b2697708046745f8167e818d968c88fc \
+    --hash=sha256:2bb3903f5387f72422145e1466b3ac3f7f0ef2e9960afa9bcd8961c5cbf8bd21 \
+    --hash=sha256:453b191df1a4b80e756445b935491b974714456ae2cbae816840bd96f86db882 \
+    --hash=sha256:818bcc6723561f207e5b5453efe9703f34bc8781d11ce9b8be286bb415eb4962 \
+    --hash=sha256:844515f5d86395b979d02152576e7dee9cc679acc0b32dc626ef5bda315eaa43 \
+    --hash=sha256:93418e79c1655f66b4352168f8c85c942707cb1d3ea13a1da3e6f6a143bacda7 \
+    --hash=sha256:c918ebca280925e7fcb14c5c43ce12dcb9574a33cccb889be7c8c17f3bcce8b6
+pyobjc-framework-cocoa==12.1 ; sys_platform == 'darwin' \
+    --hash=sha256:03342a60fc0015bcdf9b93ac0b4f457d3938e9ef761b28df9564c91a14f0129a \
+    --hash=sha256:547c182837214b7ec4796dac5aee3aa25abc665757b75d7f44f83c994bcb0858 \
+    --hash=sha256:5556c87db95711b985d5efdaaf01c917ddd41d148b1e52a0c66b1a2e2c5c1640 \
+    --hash=sha256:5a3dcd491cacc2f5a197142b3c556d8aafa3963011110102a093349017705118 \
+    --hash=sha256:6ba1dc1bfa4da42d04e93d2363491275fb2e2be5c20790e561c8a9e09b8cf2cc \
+    --hash=sha256:914b74328c22d8ca261d78c23ef2befc29776e0b85555973927b338c5734ca44 \
+    --hash=sha256:9b880d3bdcd102809d704b6d8e14e31611443aa892d9f60e8491e457182fdd48 \
+    --hash=sha256:f52228bcf38da64b77328787967d464e28b981492b33a7675585141e1b0a01e6
+pyobjc-framework-coreml==12.1 ; sys_platform == 'darwin' \
+    --hash=sha256:0d1a4216891a18775c9e0170d908714c18e4f53f9dc79fb0f5263b2aa81609ba \
+    --hash=sha256:10dc8e8db53d7631ebc712cad146e3a9a9a443f4e1a037e844149a24c3c42669 \
+    --hash=sha256:16dafcfb123f022e62f47a590a7eccf7d0cb5957a77fd5f062b5ee751cb5a423 \
+    --hash=sha256:48fa3bb4a03fa23e0e36c93936dca2969598e4102f4b441e1663f535fc99cd31 \
+    --hash=sha256:71de5b37e6a017e3ed16645c5d6533138f24708da5b56c35c818ae49d0253ee1 \
+    --hash=sha256:7762b3dd2de01565b7cf3049ce1e4c27341ba179d97016b0b7607448e1c39865 \
+    --hash=sha256:a04a96e512ecf6999aa9e1f60ad5635cb9d1cd839be470341d8d1541797baef6 \
+    --hash=sha256:df4e9b4f97063148cc481f72e2fbe3cc53b9464d722752aa658d7c0aec9f02fd
+pyobjc-framework-quartz==12.1 ; sys_platform == 'darwin' \
+    --hash=sha256:0cc08fddb339b2760df60dea1057453557588908e42bdc62184b6396ce2d6e9a \
+    --hash=sha256:19f99ac49a0b15dd892e155644fe80242d741411a9ed9c119b18b7466048625a \
+    --hash=sha256:27f782f3513ac88ec9b6c82d9767eef95a5cf4175ce88a1e5a65875fee799608 \
+    --hash=sha256:42d306b07f05ae7d155984503e0fb1b701fecd31dcc5c79fe8ab9790ff7e0de0 \
+    --hash=sha256:53b84e880c358ba1ddcd7e8d5ea0407d760eca58b96f0d344829162cda5f37b3 \
+    --hash=sha256:629b7971b1b43a11617f1460cd218bd308dfea247cd4ee3842eb40ca6f588860 \
+    --hash=sha256:7730cdce46c7e985535b5a42c31381af4aa6556e5642dc55b5e6597595e57a16 \
+    --hash=sha256:c6f312ae79ef8b3019dcf4b3374c52035c7c7bc4a09a1748b61b041bb685a0ed
+pyobjc-framework-vision==12.1 ; sys_platform == 'darwin' \
+    --hash=sha256:04296f0848cc8cdead66c76df6063720885cbdf24fdfd1900749a6e2297313db \
+    --hash=sha256:1edbf2fc18ce3b31108f845901a88f2236783ae6bf0bc68438d7ece572dc2a29 \
+    --hash=sha256:631add775ed1dafb221a6116137cdcd78432addc16200ca434571c2a039c0e03 \
+    --hash=sha256:6b3211d84f3a12aad0cde752cfd43a80d0218960ac9e6b46b141c730e7d655bd \
+    --hash=sha256:7273e2508db4c2e88523b4b7ff38ac54808756e7ba01d78e6c08ea68f32577d2 \
+    --hash=sha256:a30959100e85dcede3a786c544e621ad6eb65ff6abf85721f805822b8c5fe9b0 \
+    --hash=sha256:a30c3fff926348baecc3ce1f6da8ed327d0cbd55ca1c376d018e31023b79c0ab \
+    --hash=sha256:fe41a1a70cc91068aee7b5293fa09dc66d1c666a8da79fdf948900988b439df6
 pyopenssl==26.0.0 \
     --hash=sha256:df94d28498848b98cc1c0ffb8ef1e71e40210d3b0a8064c9d29571ed2904bf81 \
     --hash=sha256:f293934e52936f2e3413b89c6ce36df66a0b34ae1ea3a053b8c5020ff2f513fc
-pypdf==6.9.2 \
-    --hash=sha256:662cf29bcb419a36a1365232449624ab40b7c2d0cfc28e54f42eeecd1fd7e844 \
-    --hash=sha256:7f850faf2b0d4ab936582c05da32c52214c2b089d61a316627b5bfb5b0dab46c
+pypdf==6.10.0 \
+    --hash=sha256:4c5a48ba258c37024ec2505f7e8fd858525f5502784a2e1c8d415604af29f6ef \
+    --hash=sha256:90005e959e1596c6e6c84c8b0ad383285b3e17011751cedd17f2ce8fcdfc86de
+pypdfium2==5.7.0 \
+    --hash=sha256:08e9e9576eefbc085ba9a63feede4bcaf93d9fa0d9b17cb549aba6f065a8750e \
+    --hash=sha256:23958aec5c28c52e71f183a647fcc9fcec96ef703cc60a3ade44e55f4701678f \
+    --hash=sha256:2fe12d57a0b413d42bdba435a608b2435a921a5f6a9d78fd8091b6266b63901a \
+    --hash=sha256:3ace647320bae562903097977b83449f91d30e045dd19ce62939d3100869f180 \
+    --hash=sha256:3e4974a8545f726fc97a7443507713007e177f22058cd1ca0b28cb0e8e2d7dc2 \
+    --hash=sha256:405bb3c6d0e7a5a32e98eb45a3343da1ad847d6d6eef77bf6f285652a250e0b7 \
+    --hash=sha256:423c749e8cab22ddaf833041498ec5ad477c1c2abbff0a8ec00b99663c284592 \
+    --hash=sha256:5b518d78211cb2912139d10d7f4e39669231eb155e8258159e3413e9e5e4baef \
+    --hash=sha256:609b34d91871c185f399b1a503513c03a9de83597f55404de00c3d31a8037544 \
+    --hash=sha256:6ae6c6bba0cde30c9293c3f525778c229466de7782e8f7d99e7c2a1b8f9c7a6f \
+    --hash=sha256:8233fd06b0b8c22a5ea0bccbd7c4f73d6e9d0388040ea51909a5b2b1f63157e8 \
+    --hash=sha256:8aaa8e7681ebcaa042ac8adc152521fd5f16a4ceee1e9b9b582e148519528aa9 \
+    --hash=sha256:9e0b6c9be8c92b63ce0a00a94f6635eec22831e253811d6692824a1244e21780 \
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+    --hash=sha256:f7bb7555fe613cd76fff871a12299f902b80443f90b49e2001338718c758f6f4
 python-dotenv==1.2.2 \
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 python-frontmatter==1.1.0 \
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-    --hash=sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58
+python-multipart==0.0.26 \
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+    --hash=sha256:c0b169f8c4484c13b0dcf2ef0ec3a4adb255c4b7d18d8e420477d2b1dd03f185
 pytz==2026.1.post1 \
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+pywin32==311 ; sys_platform == 'win32' \
+    --hash=sha256:0502d1facf1fed4839a9a51ccbcc63d952cf318f78ffc00a7e78528ac27d7a2b \
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+    --hash=sha256:f95ba5a847cba10dd8c4d8fefa9f2a6cf283b8b88ed6178fa8a6c1ab16054d0d
+regex==2026.4.4 \
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+    --hash=sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696 \
+    --hash=sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21 \
+    --hash=sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c \
+    --hash=sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484 \
+    --hash=sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118 \
+    --hash=sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3 \
+    --hash=sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea \
+    --hash=sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293 \
+    --hash=sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
-sentence-transformers==5.3.0 \
-    --hash=sha256:414a0a881f53a4df0e6cbace75f823bfcb6b94d674c42a384b498959b7c065e2 \
-    --hash=sha256:dca6b98db790274a68185d27a65801b58b4caf653a4e556b5f62827509347c7d
+sentence-transformers==5.4.0 \
+    --hash=sha256:4e5ac9a19244153f3f4074d898e664990408d7b077fb1d1d0dc9cb8a9316feac \
+    --hash=sha256:ef0c129d653f736df5fd74d46af11a2234328a32cddb1d91a1975c5f6cccc194
+setuptools==82.0.1 \
+    --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
+    --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
 soupsieve==2.8.3 \
     --hash=sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349 \
     --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
-sqlalchemy==2.0.48 \
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-    --hash=sha256:07edba08061bc277bfdc772dd2a1a43978f5a45994dd3ede26391b405c15221e \
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-    --hash=sha256:144921da96c08feb9e2b052c5c5c1d0d151a292c6135623c6b2c041f2a45f9e0 \
-    --hash=sha256:1a89ce07ad2d4b8cfc30bd5889ec40613e028ed80ef47da7d9dd2ce969ad30e0 \
-    --hash=sha256:1b4c575df7368b3b13e0cebf01d4679f9a28ed2ae6c1cd0b1d5beffb6b2007dc \
-    --hash=sha256:1ccd42229aaac2df431562117ac7e667d702e8e44afdb6cf0e50fa3f18160f0b \
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-    --hash=sha256:e004aa9248e8cb0a5f9b96d003ca7c1c0a5da8decd1066e7b53f59eb8ce7c62b \
-    --hash=sha256:e214d546c8ecb5fc22d6e6011746082abf13a9cf46eefb45769c7b31407c97b5 \
-    --hash=sha256:e2d0d88686e3d35a76f3e15a34e8c12d73fc94c1dea1cd55782e695cc14086dd \
-    --hash=sha256:e2f35b4cccd9ed286ad62e0a3c3ac21e06c02abc60e20aa51a3e305a30f5fa79 \
-    --hash=sha256:e3070c03701037aa418b55d36532ecb8f8446ed0135acb71c678dbdf12f5b6e4 \
-    --hash=sha256:e5e088bf43f6ee6fec7dbf1ef7ff7774a616c236b5c0cb3e00662dd71a56b571 \
-    --hash=sha256:e83e3f959aaa1c9df95c22c528096d94848a1bc819f5d0ebf7ee3df0ca63db6c \
-    --hash=sha256:f0dcbc588cd5b725162c076eb9119342f6579c7f7f55057bb7e3c6ff27e13121 \
-    --hash=sha256:f27f9da0a7d22b9f981108fd4b62f8b5743423388915a563e651c20d06c1f457 \
-    --hash=sha256:f8649a14caa5f8a243628b1d61cf530ad9ae4578814ba726816adb1121fc493e \
-    --hash=sha256:fac0fa4e4f55f118fd87177dacb1c6522fe39c28d498d259014020fec9164c29 \
-    --hash=sha256:fd08b90d211c086181caed76931ecfa2bdfc83eea3cfccdb0f82abc6c4b876cb
+sqlalchemy==2.0.49 \
+    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
+    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
+    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
+    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
+    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
+    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
+    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
+    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
+    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
+    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
+    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
+    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
+    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
+    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
+    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
+    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
+    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
+    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
+    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
+    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
+    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
+    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
+    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
+    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
+    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
+    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
+    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
+    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
+    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
+    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
+    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
+    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
+    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
+    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
+    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
+    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
+    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
+    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
+    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
+    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
+    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
+    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
+    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
+    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
+    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
+    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
+    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
+    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
+    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
+    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
+    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
+    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
+    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
+    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
+    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
+    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
+    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
+    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
+    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
+    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
+    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
+    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
+    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
 sse-starlette==3.3.4 \
     --hash=sha256:84bb06e58939a8b38d8341f1bc9792f06c2b53f48c608dd207582b664fc8f3c1 \
     --hash=sha256:aaf92fc067af8a5427192895ac028e947b484ac01edbc3caf00e7e7137c7bef1
@@ -786,15 +1364,9 @@ tabulate==0.10.0 \
 tenacity==9.1.4 \
     --hash=sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55 \
     --hash=sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a
-termcolor==3.3.0 \
-    --hash=sha256:348871ca648ec6a9a983a13ab626c0acce02f515b9e1983332b17af7979521c5 \
-    --hash=sha256:cf642efadaf0a8ebbbf4bc7a31cec2f9b5f21a9f726f4ccbb08192c9c26f43a5
 tinytag==2.2.1 \
     --hash=sha256:e6d06610ebe7cd66fd07be2d3b9495914ab32654a5e47657bb8cd44c2484523c \
     --hash=sha256:ed8b1e6d25367937e3321e054f4974f9abfde1a3e0a538824c87da377130c2b6
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
 tornado==6.5.5 \
     --hash=sha256:192b8f3ea91bd7f1f50c06955416ed76c6b72f96779b962f07f911b91e8d30e9 \
     --hash=sha256:2c9a876e094109333f888539ddb2de4361743e5d21eece20688e3e351e4990a6 \
@@ -806,84 +1378,15 @@ tornado==6.5.5 \
     --hash=sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521 \
     --hash=sha256:dd3eafaaeec1c7f2f8fdcd5f964e8907ad788fe8a5a32c4426fbbdda621223b7 \
     --hash=sha256:e74c92e8e65086b338fd56333fb9a68b9f6f2fe7ad532645a290a464bcf46be5
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
-tree-sitter==0.25.2 \
-    --hash=sha256:0628671f0de69bb279558ef6b640bcfc97864fe0026d840f872728a86cd6b6cd \
-    --hash=sha256:0c8b6682cac77e37cfe5cf7ec388844957f48b7bd8d6321d0ca2d852994e10d5 \
-    --hash=sha256:1799609636c0193e16c38f366bda5af15b1ce476df79ddaae7dd274df9e44266 \
-    --hash=sha256:20b570690f87f1da424cd690e51cc56728d21d63f4abd4b326d382a30353acc7 \
-    --hash=sha256:260586381b23be33b6191a07cea3d44ecbd6c01aa4c6b027a0439145fcbc3358 \
-    --hash=sha256:3e65ae456ad0d210ee71a89ee112ac7e72e6c2e5aac1b95846ecc7afa68a194c \
-    --hash=sha256:44488e0e78146f87baaa009736886516779253d6d6bac3ef636ede72bc6a8234 \
-    --hash=sha256:463c032bd02052d934daa5f45d183e0521ceb783c2548501cf034b0beba92c9b \
-    --hash=sha256:4973b718fcadfb04e59e746abfbb0288694159c6aeecd2add59320c03368c721 \
-    --hash=sha256:49ee3c348caa459244ec437ccc7ff3831f35977d143f65311572b8ba0a5f265f \
-    --hash=sha256:56ac6602c7d09c2c507c55e58dc7026b8988e0475bd0002f8a386cce5e8e8adc \
-    --hash=sha256:65d3c931013ea798b502782acab986bbf47ba2c452610ab0776cf4a8ef150fc0 \
-    --hash=sha256:6d0302550bbe4620a5dc7649517c4409d74ef18558276ce758419cf09e578897 \
-    --hash=sha256:72a510931c3c25f134aac2daf4eb4feca99ffe37a35896d7150e50ac3eee06c7 \
-    --hash=sha256:7712335855b2307a21ae86efe949c76be36c6068d76df34faa27ce9ee40ff444 \
-    --hash=sha256:7d2ee1acbacebe50ba0f85fff1bc05e65d877958f00880f49f9b2af38dce1af0 \
-    --hash=sha256:a0ec41b895da717bc218a42a3a7a0bfcfe9a213d7afaa4255353901e0e21f696 \
-    --hash=sha256:a925364eb7fbb9cdce55a9868f7525a1905af512a559303bd54ef468fd88cb37 \
-    --hash=sha256:b3d11a3a3ac89bb8a2543d75597f905a9926f9c806f40fcca8242922d1cc6ad5 \
-    --hash=sha256:b3f63a1796886249bd22c559a5944d64d05d43f2be72961624278eff0dcc5cb8 \
-    --hash=sha256:b43a9e4c89d4d0839de27cd4d6902d33396de700e9ff4c5ab7631f277a85ead9 \
-    --hash=sha256:b878e296e63661c8e124177cc3084b041ba3f5936b43076d57c487822426f614 \
-    --hash=sha256:b8ca72d841215b6573ed0655b3a5cd1133f9b69a6fa561aecad40dca9029d75b \
-    --hash=sha256:b8d4429954a3beb3e844e2872610d2a4800ba4eb42bb1990c6a4b1949b18459f \
-    --hash=sha256:bd88fbb0f6c3a0f28f0a68d72df88e9755cf5215bae146f5a1bdc8362b772053 \
-    --hash=sha256:bda059af9d621918efb813b22fb06b3fe00c3e94079c6143fcb2c565eb44cb87 \
-    --hash=sha256:c0c0ab5f94938a23fe81928a21cc0fac44143133ccc4eb7eeb1b92f84748331c \
-    --hash=sha256:c2f8e7d6b2f8489d4a9885e3adcaef4bc5ff0a275acd990f120e29c4ab3395c5 \
-    --hash=sha256:cc0351cfe5022cec5a77645f647f92a936b38850346ed3f6d6babfbeeeca4d26 \
-    --hash=sha256:d77605e0d353ba3fe5627e5490f0fbfe44141bafa4478d88ef7954a61a848dae \
-    --hash=sha256:dd12d80d91d4114ca097626eb82714618dcdfacd6a5e0955216c6485c350ef99 \
-    --hash=sha256:ddabfff809ffc983fc9963455ba1cecc90295803e06e140a4c83e94c1fa3d960 \
-    --hash=sha256:eac4e8e4c7060c75f395feec46421eb61212cb73998dbe004b7384724f3682ab \
-    --hash=sha256:f5ddcd3e291a749b62521f71fc953f66f5fd9743973fd6dd962b092773569601 \
-    --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
-    --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
-tree-sitter-c==0.24.1 \
-    --hash=sha256:290bff0f9c79c966496ebae45042f77543e6e4aea725f40587a8611d566231a8 \
-    --hash=sha256:789781afcb710df34144f7e2a20cd80e325114b9119e3956c6bd1dd2d365df98 \
-    --hash=sha256:7d2d0cda0b8dda428c81440c1e94367f9f13548eedca3f49768bde66b1422ad6 \
-    --hash=sha256:942bcd7cbecd810dcf7ca6f8f834391ebf0771a89479646d891ba4ca2fdfdc88 \
-    --hash=sha256:9a74cfd7a11ca5a961fafd4d751892ee65acae667d2818968a6f079397d8d28c \
-    --hash=sha256:9c06ac26a1efdcc8b26a8a6970fbc6997c4071857359e5837d4c42892d45fe1e \
-    --hash=sha256:a6a807705a3978911dc7ee26a7ad36dcfacb6adfc13c190d496660ec9bd66707 \
-    --hash=sha256:d46bbda06f838c2dcb91daf767813671fd366b49ad84ff37db702129267b46e1
-tree-sitter-javascript==0.25.0 \
-    --hash=sha256:199d09985190852e0912da2b8d26c932159be314bc04952cf917ed0e4c633e6b \
-    --hash=sha256:1b852d3aee8a36186dbcc32c798b11b4869f9b5041743b63b65c2ef793db7a54 \
-    --hash=sha256:329b5414874f0588a98f1c291f1b28138286617aa907746ffe55adfdcf963f38 \
-    --hash=sha256:622a69d677aa7f6ee2931d8c77c981a33f0ebb6d275aa9d43d3397c879a9bb0b \
-    --hash=sha256:8264a996b8845cfce06965152a013b5d9cbb7d199bc3503e12b5682e62bb1de1 \
-    --hash=sha256:9dc04ba91fc8583344e57c1f1ed5b2c97ecaaf47480011b92fbeab8dda96db75 \
-    --hash=sha256:b70f887fb269d6e58c349d683f59fa647140c410cfe2bee44a883b20ec92e3dc \
-    --hash=sha256:dfcf789064c58dc13c0a4edb550acacfc6f0f280577f1e7a00de3e89fc7f8ddc \
-    --hash=sha256:e5ed840f5bd4a3f0272e441d19429b26eedc257abe5574c8546da6b556865e3c
-tree-sitter-python==0.25.0 \
-    --hash=sha256:0fbf6a3774ad7e89ee891851204c2e2c47e12b63a5edbe2e9156997731c128bb \
-    --hash=sha256:14a79a47ddef72f987d5a2c122d148a812169d7484ff5c75a3db9609d419f361 \
-    --hash=sha256:480c21dbd995b7fe44813e741d71fed10ba695e7caab627fb034e3828469d762 \
-    --hash=sha256:71959832fc5d9642e52c11f2f7d79ae520b461e63334927e93ca46cd61cd9683 \
-    --hash=sha256:86f118e5eecad616ecdb81d171a36dde9bef5a0b21ed71ea9c3e390813c3baf5 \
-    --hash=sha256:9bcde33f18792de54ee579b00e1b4fe186b7926825444766f849bf7181793a76 \
-    --hash=sha256:b13e090f725f5b9c86aa455a268553c65cadf325471ad5b65cd29cac8a1a68ac \
-    --hash=sha256:be71650ca2b93b6e9649e5d65c6811aad87a7614c8c1003246b303f6b150f61b \
-    --hash=sha256:e6d5b5799628cc0f24691ab2a172a8e676f668fe90dc60468bee14084a35c16d
 typer==0.21.2 \
     --hash=sha256:1abd95a3b675e17ff61b0838ac637fe9478d446d62ad17fa4bb81ea57cc54028 \
     --hash=sha256:c3d8de54d00347ef90b82131ca946274f017cffb46683ae3883c360fa958f55c
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
-uvicorn==0.42.0 \
-    --hash=sha256:96c30f5c7abe6f74ae8900a70e92b85ad6613b745d4879eb9b16ccad15645359 \
-    --hash=sha256:9b1f190ce15a2dd22e7758651d9b6d12df09a13d51ba5bf4fc33c383a48e1775
+tzdata==2026.1 \
+    --hash=sha256:4b1d2be7ac37ceafd7327b961aa3a54e467efbdb563a23655fbfe0d39cfc42a9 \
+    --hash=sha256:67658a1903c75917309e753fdc349ac0efd8c27db7a0cb406a25be4840f87f98
+uvicorn==0.44.0 \
+    --hash=sha256:6c942071b68f07e178264b9152f1f16dfac5da85880c4ce06366a96d70d4f31e \
+    --hash=sha256:ce937c99a2cc70279556967274414c087888e8cec9f9c94644dfca11bd3ced89
 wcwidth==0.6.0 \
     --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
     --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
diff --git a/requirements.hashes.wheel.pypi.txt b/requirements.hashes.wheel.pypi.txt
index f674d1a2..de52067d 100644
--- a/requirements.hashes.wheel.pypi.txt
+++ b/requirements.hashes.wheel.pypi.txt
@@ -1,5 +1,5 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.pypi.txt --refresh --generate-hashes --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
+#    uv pip compile requirements.wheel.pypi.txt --refresh --generate-hashes --python-version 3.12 --universal --emit-index-url --no-deps --no-annotate
 --index-url https://pypi.org/simple
 
 griffe==2.0.2 \
@@ -11,9 +11,6 @@ griffecli==2.0.2 \
 griffelib==2.0.2 \
     --hash=sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e \
     --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
-omegaconf==2.3.0 \
-    --hash=sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b \
-    --hash=sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7
 opencv-python==4.13.0.92 \
     --hash=sha256:0bc2596e68f972ca452d80f444bc404e08807d021fbba40df26b61b18e01838a \
     --hash=sha256:372fe164a3148ac1ca51e5f3ad0541a4a276452273f503441d718fab9c5e5f59 \
@@ -60,14 +57,5 @@ pyclipper==1.4.0 \
     --hash=sha256:f2a50c22c3a78cb4e48347ecf06930f61ce98cf9252f2e292aa025471e9d75b1 \
     --hash=sha256:f3672dbafbb458f1b96e1ee3e610d174acb5ace5bd2ed5d1252603bb797f2fc6 \
     --hash=sha256:fd24849d2b94ec749ceac7c34c9f01010d23b6e9d9216cf2238b8481160e703d
-rapidocr==3.7.0 \
-    --hash=sha256:ace47f037956fa3780875f8556a0f27ab20d91962d36a9a2816aa367bb48718f
-tree-sitter-typescript==0.23.2 \
-    --hash=sha256:05db58f70b95ef0ea126db5560f3775692f609589ed6f8dd0af84b7f19f1cbb7 \
-    --hash=sha256:3cd752d70d8e5371fdac6a9a4df9d8924b63b6998d268586f7d374c9fba2a478 \
-    --hash=sha256:3f730b66396bc3e11811e4465c41ee45d9e9edd6de355a58bbbc49fa770da8f9 \
-    --hash=sha256:4b1eed5b0b3a8134e86126b00b743d667ec27c63fc9de1b7bb23168803879e31 \
-    --hash=sha256:7b167b5827c882261cb7a50dfa0fb567975f9b315e87ed87ad0a0a3aedb3834d \
-    --hash=sha256:8d4f0f9bcb61ad7b7509d49a1565ff2cc363863644a234e1e0fe10960e55aea0 \
-    --hash=sha256:c7cc1b0ff5d91bac863b0e38b1578d5505e718156c9db577c8baea2557f66de8 \
-    --hash=sha256:e96d36b85bcacdeb8ff5c2618d75593ef12ebaf1b4eace3477e2bdb2abb1752c
+rapidocr==3.8.0 \
+    --hash=sha256:54abb10883d588120a3390bc447566f1590aea641e127f63a4ca44415fecd18a
diff --git a/requirements.hashes.wheel.txt b/requirements.hashes.wheel.txt
index 6437c69b..e69de29b 100644
--- a/requirements.hashes.wheel.txt
+++ b/requirements.hashes.wheel.txt
@@ -1,253 +0,0 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.wheel.txt --refresh --generate-hashes --index-url https://console.redhat.com/api/pypi/public-rhai/rhoai/3.2/cpu-ubi9/simple/ --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate
---index-url https://console.redhat.com/api/pypi/public-rhai/rhoai/3.2/cpu-ubi9/simple/
-
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:e63730c7e8303fe9b9b25dfdf72f49ed74380176609a5d11cf7b634058e986d9
-aiohttp==3.13.3 \
-    --hash=sha256:19f57e62cb4ee5baf6463ea09a386f91fd82d18bbb6f01fd69462ebb7493f1c6 \
-    --hash=sha256:3ad7241c57279824a2811527054c8c9ee7ed9d4c6d5fbdaba0e3a8ea95d294a4 \
-    --hash=sha256:94979f5fa2dc9851d95b17e261751c89b015755965c4fc4cfb8f74bc16ab56e9 \
-    --hash=sha256:f5822387dc614d75cd1b5526b4810e6c6657683fc483de0d83f87a9b0bc46ee5
-aiosignal==1.4.0 \
-    --hash=sha256:3c0c9158993d1dce3bb3dc3f83687bbc7c9bcb2b335b7f31f58ecdbb238ef522
-aiosqlite==0.22.0 \
-    --hash=sha256:00b293e00332f286e6a663a89705373bcfa8acda394ec856f9960f7765cecc9d
-annotated-doc==0.0.4 \
-    --hash=sha256:c89c1eecf9bbb3c67a46ecb28b6c513fe9c647abe01f6c3f12b76e6a86e5ce59
-annotated-types==0.7.0 \
-    --hash=sha256:2733aff720ce5f6d66ae1d604eb26acd62cb4adfebfab06a69323e8555c38c38
-anyio==4.12.0 \
-    --hash=sha256:837096d005e0b83e5218ff6cb0b895d728adc2a3b98079e2dd32c967244bfe90
-asyncpg==0.31.0 \
-    --hash=sha256:24fc75787a74ed076025b7eaaf29dab8b072d353ab653d670eeb6f122dfd2399 \
-    --hash=sha256:8bbd3aac5003539d4aece38b90c4e736a5725fe6d7b255abdf85a759ee8a264a
-beautifulsoup4==4.14.3 \
-    --hash=sha256:a49cf181ffbf8064fef69ddd5279587e5ee161951f0f0d787ec361136f011464
-cffi==2.0.0 \
-    --hash=sha256:83b5372558fe6d1123e42dc556f916a7fe24276c3b20891adb46cb9a983aeea6 \
-    --hash=sha256:ea05eba638d0d142ca2d897d001118dfaf40695ef814f41ec711ee2f76de6b12 \
-    --hash=sha256:f1e4bbd1377cacde74f4079aef4efc4b30881f02c3c529d6d7c50935ea50aed2 \
-    --hash=sha256:ff62ed4a733ce357559d94f332da906f21fcc08568203db9ade517cb8c07de65
-click==8.3.1 \
-    --hash=sha256:68724ff0beb02b562290714e5b2e9e562d068508d57f1eeb19e80c1cd4f0ab82
-colorama==0.4.6 \
-    --hash=sha256:a4f15f1181c7a8a2d938c0c7851f68f52bd7d679fc0b2ce4651a02f2dd2ad1e6
-cryptography==46.0.3 \
-    --hash=sha256:4f58b6fb4fbd9d713f188569ac2fd85c4b4f6b9d88c2503c4b187647b026e6f8 \
-    --hash=sha256:66b679a3a0fd95f424c590332441c103114119183aa10528870e7a01d20cd0f1 \
-    --hash=sha256:842c9e2c3afc5b9b8fc365ce54d133bce2a69fec1c92cd7eb3934107122600c3 \
-    --hash=sha256:b22e694c91c85521b98ba33306fd59b49739449fc5d48dcfc3f618a93e1dedd6
-dataclasses-json==0.6.7 \
-    --hash=sha256:8e22e5bc5538d4b0d2603f8b7f0bbdc0b5e2e3c16f336cc706760fd6dc96fa31
-defusedxml==0.7.1 \
-    --hash=sha256:3db7187237aa45df1d28f051d042e648b5747fdff8ea5d83d95a6f0609a346c5
-distro==1.9.0 \
-    --hash=sha256:df1ea6345a697c07da4b765e6f86d878f225457ee112ae9767f9d9933dcc39bb
-docling-parse==4.7.2 \
-    --hash=sha256:579d492a5196e1d4a24655d4dc17dd292fff5cfb2a7798a5d5dbf807f95b4f97 \
-    --hash=sha256:83a642f510e560d7feeacd42e2941236e18f9cf93cabd6bfbec7de8be145785a
-et-xmlfile==2.0.0 \
-    --hash=sha256:4657d7333d1384afbf874b18f106a3c88c1424dba5efb8b833561c711997d828
-faiss-cpu==1.12.0 \
-    --hash=sha256:45b9c17e4900c677b9af436f78a2c7b3ae1313dbbfef9c5f5344d0a0b1a61396 \
-    --hash=sha256:5e0be39243927706257e57af677aea07e15c80a40634e9909db52457b6d8b652
-filetype==1.2.0 \
-    --hash=sha256:88b4c7b8285b9546cc1a325b07dc4d1b92cf787a0093d0f364eda73f8b55192e
-fire==0.7.1 \
-    --hash=sha256:bdd219aadec3008f29776c80f7763812e5a79053912b9eae652990853143c11b
-frozenlist==1.8.0 \
-    --hash=sha256:1a2bbca4a1d1f0b362b7cd0e0bb884e1f70987c78ad86d9d12cf6b73e7166842 \
-    --hash=sha256:4375de3d5f92c98585634f4e2b6b82404b0ae4d53c53ef388f3d8b98e9c49ebf \
-    --hash=sha256:5a736ad41b21d07003d356b1d3064853afa11a0dee72f1878a5db63db3409888 \
-    --hash=sha256:7fcb24d46b7b8c861a41a9a8b9cfe1f1059ad1a5451a93da42ecdd70182caa4c
-greenlet==3.3.0 \
-    --hash=sha256:68056f77ba2666dc76cd86eb37b30b7b1670fcea22ca4ed59649cccf1f96a409 \
-    --hash=sha256:70eaa9aef6710cabb2b739df5db772ce7e8fa1125bca9e4252a222c446ec049a \
-    --hash=sha256:d933b43ccef2965d779c395cde1d7ed6ce43ff348a6e363669c9adf5e138464a
-h11==0.16.0 \
-    --hash=sha256:2d9f5c55b31f88fb9b55b2c5750d325e5e5dbcb2672d08eb1f0121bba9ee72df
-hf-xet==1.2.0 \
-    --hash=sha256:603b60b661e86054ffd79deab698fc65126d213f8b5f961ce11c8f8700e6a80f \
-    --hash=sha256:bf36839a9d81c1f0ca08ef2ba64532e2599af4da325b613714789d9d56c698b1
-httpcore==1.0.9 \
-    --hash=sha256:5dcd3467785a24052da9c11f089ec6adaa561e796910af83dfc065e4d72dc79f
-httpx==0.28.1 \
-    --hash=sha256:bd045b6f2958f98a2dd325ceb407d65980e0cb8fafc5d4f5cec20d7bda6374c1
-httpx-sse==0.4.3 \
-    --hash=sha256:b8c7f0641e92eb1b6119c02803a7f541765a9967778bb31f0bec06654bbb618b
-idna==3.11 \
-    --hash=sha256:4c792a69b0c96274db373531875f687f61350e5cc4e0d8596da56db7c7f5dd4c
-jinja2==3.1.6 \
-    --hash=sha256:2ecc5e3b2c0ce9166c55a01d1df2fe52e3f74418e6193ca6bf08c6b08e2b47ac
-jiter==0.12.0 \
-    --hash=sha256:738454ebd454c8dc106164f66e9b10d720d38962ceeca71d148ad07da5139bcd \
-    --hash=sha256:a09caf868f430fed2fa6ef9340aa93bb3400c0ac5ea36b87eb45dfbf31ac384e
-joblib==1.5.3 \
-    --hash=sha256:3d92208ddfd97c6041ea1a71e89a7d24d145e3dfc48076397a50776df9b3f0e4
-jsonlines==4.0.0 \
-    --hash=sha256:6adc77ca5a58c2d6cd100d40249a769d6859a8395ccba2b22c46c95ccc14f34a
-jsonref==1.1.0 \
-    --hash=sha256:026a471f509247d8d9bd745ae788b242f7fd63ca37e7339f1d4d4e6f0e29146f
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:6dd96a9b7b6fc38afd50e0bd85f741036d63e69497df508d22295653c61b8320
-lxml==6.0.2 \
-    --hash=sha256:24b30860c922d98d63395514957a9a13a171c59aed72a4de97190e39eb1e7d6e \
-    --hash=sha256:4c6c1194bbdaba3a57b0cc34f0e665d5be4d2ebe9e263ec64c0034b746b9f112 \
-    --hash=sha256:5e8b6f0c4a8b09347d43f17f3cd9ee626fa345850f732be1811368fe5b4f6ae4 \
-    --hash=sha256:6965df12e52a5d9e6917ca097607cd00309cb583cb91531ea12bb3142f602ea1
-markdown-it-py==4.0.0 \
-    --hash=sha256:1c78b482208eb7102a7c845c5a3bdabe34b40ac8a8730f7e290541e35b4dfe3e
-markupsafe==3.0.3 \
-    --hash=sha256:0af6343bc5950d7402fac77cd858153863f2c6ea8fec825bf42b4a779617b228 \
-    --hash=sha256:9323e478581153f8f8996a8bd6ec11fb4fd238d8a5ba93bda2698080b0441427 \
-    --hash=sha256:d05f9ff9d70fa9ff4181baf298babf3c87a69fca9e9003e8a77bbc0922ffe55d \
-    --hash=sha256:fb13d952fc3e75323d200fedee7bd5c14341500afc2c5d7e0793ae369f933d1c \
-    --hash=sha256:3a7e8ae81ae39e62a41ec302f972ba6ae23a5c5396c8e60113e9066ef893da0d \
-    --hash=sha256:d6dd0be5b5b189d31db7cda48b91d7e0a9795f31430b7f271219ab30f1d3ac9d
-mdurl==0.1.2 \
-    --hash=sha256:60eff0e2c89631c4155af89af07f0d1b7256b9553aaa690afce362e6f29d48fd
-mpire==2.10.2 \
-    --hash=sha256:eb0f2a90b0fd21a235a86bb423f069ad455b8cff822913261f882d5b1fecd08f
-mpmath==1.3.0 \
-    --hash=sha256:63179b03dd0b1a00b397cb6c7dbe1a2744e79fe402e9a24804094024d374b6f7
-mypy-extensions==1.1.0 \
-    --hash=sha256:c4f8a83a74c3aa04b01fe369de7f7c607787738c1cad08839c8f1f4481ba97ac
-nest-asyncio==1.6.0 \
-    --hash=sha256:840bec4cfffea697fb9e4c9f2817ce1486aeb6e45ff5ebb3362a19b40feb6875
-networkx==3.6.1 \
-    --hash=sha256:20088772c8c92d9d003a3da51821f4c28ba9f24ef05c3a5832dd21ccb88e50dc
-numpy==2.3.5 \
-    --hash=sha256:0e5ef872d5d0b9edaedac7dbf6071dbb70d9a6df925bd452fdd36aa53dcb4b92 \
-    --hash=sha256:3c6b53ae7d211d8cdd1ca8eabd4204de0ab7f7562b46333f4c53ec06bc920eed \
-    --hash=sha256:6c470e5b7ea9fae405ded019de2822a3d9a999428a3e623f5315910037834c32 \
-    --hash=sha256:91cc87a649e862c2c9594176043caa5cc055ad7d5f2b50122e18ca089e78efef
-openpyxl==3.1.5 \
-    --hash=sha256:3b60ab737c50cddbd31d4fc5677fe70466b42a6db08de08bf980369acf11dfe2
-packaging==26.0 \
-    --hash=sha256:c59612b6fdf548dccdbe3908134c3066175cc610813e90fbcc0d3c32f2ee9688
-pandas==2.3.3 \
-    --hash=sha256:3e00dac035dcb70128b717bb0851d308f2300759f30e3a4cf39cbae808075361 \
-    --hash=sha256:405c71cecaf490b984a787159e6259d6eca76cbcd2d4d3dd052fc9e6303f0755 \
-    --hash=sha256:5e18157c9b87de43e07778f75a54edacdf5ae715e3da8c18e412564d92e33cf3 \
-    --hash=sha256:a68eac2fc6842aabd148ca7a41e7765733dc5e6c173950c091697ff36b3e9a55
-pillow==11.3.0 \
-    --hash=sha256:093d6966059f0e9ccaba1b7e3a711f1b4a75c7dc216645a1dfb31bd01763cd2b \
-    --hash=sha256:186e6b75a6b760a68d83775ffc604fcaad68797189b100e441dcd8b40decfe99
-pluggy==1.6.0 \
-    --hash=sha256:46a0d4310fc315249b92273283bf4246d035bad6998c7bb28e76a40e66474233
-prompt-toolkit==3.0.52 \
-    --hash=sha256:41fd066c002758c2973fc0ccf310b1b04e7cc7182cc8a617a74c1d402f526cac
-propcache==0.4.1 \
-    --hash=sha256:09f98e91cb4ddddcd950991c1b9aa93eecf6d7ae87c765181f8581b64e734990 \
-    --hash=sha256:520ea2032da4fec5b747948795393f296cb57a943d80257bb35fc27baa50591b \
-    --hash=sha256:62ce4428eb58f9996018135d10e185c1185c2fa5b897fce6c229c9dc78d1244a \
-    --hash=sha256:e451db5f476293c58dd1bdd9442ca6aff9e4f4061fc67a68cd98474a1fb53d67
-psycopg2-binary==2.9.11 \
-    --hash=sha256:3f0e796e9a41255c22f0ebd5b2953b70d8bb624e7b9e4e89afeeda71ac0773b6 \
-    --hash=sha256:4f883ef06d3b8bef9fb7fc6d79ab9dadf6c658d17998f39222852a6b1b62dc89
-pydantic==2.12.5 \
-    --hash=sha256:164ee741792822bfa2d4c8239ede474872d724e28b2836b5bef6fcec3e255757
-pydantic-core==2.41.5 \
-    --hash=sha256:19be4d77a5b1841b3ad7a425be1022aed734d137a99ef38f2835005db4f7b32f \
-    --hash=sha256:c2486bffdf84e087e0632bc688c667c86405afaec618e4fe4ad7bde8c8cf8068 \
-    --hash=sha256:c3f56276a4ea335637404bbd154eead369cf0c17f6182f6e40c176fdec5a4162 \
-    --hash=sha256:f74563f5ed72064ac7bf45b3b2509f923cbe144207a537055c5c38fc9b556306
-pylatexenc==2.10 \
-    --hash=sha256:e4811425ae786d0fca862b07e591668ffeea0111094f315ee457395e0d4673b4
-pypdfium2==4.30.0 \
-    --hash=sha256:505de047cec2a7cc943f1b1b153fd0b4d3e459db343cdfb390c3182794491e3a
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:9f85618b077d3ffc8beecb57c9444d7e4a25143764ed73647ea6cdf407fd58c0
-python-docx==1.2.0 \
-    --hash=sha256:bca3c403a922000a174336f3642cb1ebae48181c5b33ca2bb084f008ff14564e
-python-pptx==1.0.2 \
-    --hash=sha256:3979257339db04b5ddc646c8dce19b89ea0b0ec8c431fe52003d5c169d650bf3
-pyyaml==6.0.3 \
-    --hash=sha256:0ee9380ec23cf381f3e4be195b6f47db717b724da4b96aea7acca9069e2ea6bf \
-    --hash=sha256:102b353279cf5f205b56a3745964c63e51e156daa65c72519ca63b944aa89cc9 \
-    --hash=sha256:5d0a5c9413588938e91b2ae1d2f8ae2bac25065c4f9ae0333b8e083b3f42533f \
-    --hash=sha256:5d20580c71f50c4ec26792ead7d69cc5e243090eb7af843ff7f45efb318adacc
-referencing==0.37.0 \
-    --hash=sha256:62c0c42a91db0713eeeecd6f281e0b88d288c01e1ab64a0f3a4a8b1a717433d4
-rpds-py==0.30.0 \
-    --hash=sha256:07708740376815e3428827b399cadc04899df9e9f386abb3dfd14b3c2acfaa9a \
-    --hash=sha256:77aa81a28a5f33b79dc4af0010a7a883681871c7de3cab995dd27dd8ab5efe52 \
-    --hash=sha256:8a4bb9fb86b55e3a048654207a881a121ab8dfed5713040955e21f5585271d23 \
-    --hash=sha256:f4ca02efedf289ab5a2263d8a4d99aba5b59f6560045d869674b9cbaaa2b249d
-rtree==1.4.1 \
-    --hash=sha256:04d635c882c623119b25e06979c4c90a8d0486660094ab7e5f036f0e93e7e42a \
-    --hash=sha256:17160e15370af1c27eb20b4f409563b9cb5af2be9045bf71d4d6f5935b5338ed
-safetensors==0.7.0 \
-    --hash=sha256:3aefa5c87b20f33c1862240886bc98b1405d319221ecadffbd6e62af1032efd4 \
-    --hash=sha256:8775767ba5319de252fa1140fd766e477aed44c360bed1c3f7d80ef2a1c9fbeb \
-    --hash=sha256:926cd6d8a7554902f254aa7509222115ed68308e5647573b8252370780cd3e4d \
-    --hash=sha256:f92f7a9caeabeb476c2fd77e6fd3ca93a3d4f8d569e0479a4ae6c62070624fe5
-scikit-learn==1.8.0 \
-    --hash=sha256:053192e95cb464de25f7df06e6016b2d16afa97a154903a8dc62c8058bd4e22a \
-    --hash=sha256:2d874891d11cdcd68ad2036947a829911c251ccd20f646a8aafe002a6c5b51e8 \
-    --hash=sha256:80138b8f307f86e9f456ecd0b91f032c4cc40080e9b06611b222e6b2b1b8d2c8 \
-    --hash=sha256:fc7bc9a009c835c28af5160c1b2a0e61264eafbd52630e7da23e9438900c43f0
-scipy==1.16.3 \
-    --hash=sha256:4705a05428be3ed512ff49c2e2987327e4ba443abb39c72584894548a1a4f764 \
-    --hash=sha256:4febf9526575877c3c5cc0406b88b8cebfaa2e637e774aca42f91a4ace3f5bd0 \
-    --hash=sha256:a0a03e05bd615457636280d89f77ecbdc58ee3820b1a0b14fbcc6ae650646bcd \
-    --hash=sha256:b4cd9382be92f86cb762f6172b0b0eba036cde7325a2540a6412f185ad4fad71
-setuptools==80.9.0 \
-    --hash=sha256:2433beb21d0507141c56e9e0cf2efb0fd30398ca68909c8c6ecb9b33eb7ab53c
-shapely==2.1.2 \
-    --hash=sha256:ad7f00b11fc9135576e09f147ce0ca36f015bc0f04c34b156ffeee5490003d6a \
-    --hash=sha256:d1a44a6a27a0aaa8608093f347a7cd6300d8475611619d2590a1b636e5bd34a2
-shellingham==1.5.4 \
-    --hash=sha256:0ea3ab9c110faac41e81c87fee74e219e332394b02095e164f13e206c391c6cb
-six==1.17.0 \
-    --hash=sha256:9e9ef8214ff1eff3a5a4657ca8c03174cbb8051ebbc18d8c349db55b24ece23b
-sniffio==1.3.1 \
-    --hash=sha256:65be6491eb836b043a35c313688fd6c510df56a16992dba73ab92d74931b4caa
-sympy==1.14.0 \
-    --hash=sha256:4ec66f902c9e4bc8a1ae5345f97e4ea4efd05a1bce2e342862c4cb1172c0387c
-threadpoolctl==3.6.0 \
-    --hash=sha256:c60cf5b3da9f08563d2437473d5db44bdbcb906200096beadb09a9cc6db9c615
-tiktoken==0.12.0 \
-    --hash=sha256:055e610ebd877d85a4bb5ffe394a8e20bf1fa5e775f57aa44c79cbd00638e1c8 \
-    --hash=sha256:74e1934d472567f8806398ca5ac3b2e5f3e33e123b8470ecd687a9c74693cf9f
-tokenizers==0.22.1 \
-    --hash=sha256:088df99eae293eff4c22b046411c40d9a2243da299e61e1409583de4673565bb \
-    --hash=sha256:2a9219d366e8f35036b45d0b9280f02cad4f1f4db0df90b3c9d26c4dcc10493d \
-    --hash=sha256:6acb64b496885b639eeafcaaeebe0c2cf73c788dbd4bce097b77846a3206ea35 \
-    --hash=sha256:f6f1b13673ea7689667ef5671488224747a2b531bc9b480e21702c3a74b74a0c
-torch==2.9.0 \
-    --hash=sha256:23da936baa63bb7624ce7f546405b9d491ef5910160f8c703fe835cad400cd34 \
-    --hash=sha256:5f73f3acfe70ea89d7488a27e692ffdef78665ce87b088ca43efbeaf4daeffa7 \
-    --hash=sha256:789816d5c832c76d61b057b3bfbc1d2e205bc8e6596cf287d34200da0e2e2e72 \
-    --hash=sha256:8b1c62f881fdf33f1f625a393cc5346629cc650b1782358cf3c74a557c9422ab \
-    --hash=sha256:94cf22a17406b7da7215bc5b50d04672eac04f627f2f5c1f38acf43bb27631cc \
-    --hash=sha256:ac4e0c23446c67acaa63cc75186905294b68a66159c4939e24cd6f5a891c8e98 \
-    --hash=sha256:b6fa21f12a26a38f530f5afd691eaf7f632770034d80a1c66e4d9d52616cff07 \
-    --hash=sha256:dbef52f7f4824242a9cd9aff2ebd7e6c87744b5a40048cbb2e3854361ec727fd \
-    --hash=sha256:dc7f92d02376a8b72f621f557de11b718317b66a66757a841eca3014ea76ba15 \
-    --hash=sha256:e4a8566ebb65778637c891edd485f1436115fbc9423f3987c007be501b1a7a31
-torchvision==0.24.0 \
-    --hash=sha256:2cec2c78037de52fccff6c45dece9f81ec0c07046c811567e227286adb798b56 \
-    --hash=sha256:4318c753b0a8ecf6fd8c0c08b0c83679d08f76e05708470c9d06709957e13497 \
-    --hash=sha256:8233488504e8f6e08da8fc5db28e21e5d58aa15164b950c1769368ba6c91e7f6 \
-    --hash=sha256:8e9e58228466593dbb9a062cda3b2257176b14ac58f1785eab934eda2cde5a21 \
-    --hash=sha256:c286cbd90efa9f29a18ee92168a2a0f7bac9d0bbcbb14b851da31657b3d281b5 \
-    --hash=sha256:f86901f3f494036370a4a2311c26c529ab20e6027ed009a2e645a44304986d94
-transformers==4.57.3 \
-    --hash=sha256:25a28e64a3ad117a1560eca50f41504d035606259902d421d933282f5d3a352e
-triton==3.5.0 \
-    --hash=sha256:6f420ea77a5b22e4dffe502638da2e773a4dd8fbb016f1be140c9cfa81d313d9 \
-    --hash=sha256:8325dca63029c7fedd3e70c11ba9abc472e94f54eaddfbe872a7d823d167e595
-typing-extensions==4.15.0 \
-    --hash=sha256:2e6ec8def95f836023037679e5408aa9c2000505ac563af889822c00133e797c
-typing-inspect==0.9.0 \
-    --hash=sha256:d3928c63543d9427f7ca2f0094439c5780e942be567b1b3eede8d99f991a045b
-typing-inspection==0.4.2 \
-    --hash=sha256:e084b600a03bf1f5dbeb042825e8af22c569b2187e43b7bbf7dc4d455620dfe7
-tzdata==2025.3 \
-    --hash=sha256:79f5502eb2eeaa6025d5ce885f1f969aeb83cb43ab7a0bca20cface0d1929ca6
-xlsxwriter==3.2.9 \
-    --hash=sha256:c371357b21a1bb3f80f77d4bb3238b1f95fd5cbe97dc6328e839f1e4f57c15e4
-zipp==3.23.0 \
-    --hash=sha256:c37548034de550cba59abe55e769d0b7f02e7ec60d61815ab0451f45f26fc88d
diff --git a/requirements.overrides.txt b/requirements.overrides.txt
index a9933d22..549f4f0c 100644
--- a/requirements.overrides.txt
+++ b/requirements.overrides.txt
@@ -1,23 +1,15 @@
-# override these package to the version available on RHOAI wheels index:
-# https://console.redhat.com/api/pypi/public-rhai/rhoai/3.2/cpu-ubi9/simple
-transformers==4.57.3
-tokenizers==0.22.1
-scipy==1.16.3
-numpy==2.3.5
-aiohttp==3.13.3
-aiosqlite==0.22.0
-anyio==4.12.0
-datasets==4.4.1
-pillow==11.3.0
+# Selective pins for `uv pip compile --override` with dual indexes and
+# `--index-strategy unsafe-first-match` (same as konflux: RHOAI index before PyPI for each package).
+# Generated by scripts/generate_requirements_overrides.py
+# RHOAI: https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/
+
+nltk==3.9.2
+aiosqlite==0.22.1
+certifi==2026.1.4
+docling==2.68.0
+einops==0.8.2
 faiss-cpu==1.12.0
-setuptools==80.9
-jiter==0.12
-cryptography==46.0.3
-docling-parse==4.7.2
-docling-ibm-models==3.10
-triton==3.5.0
-greenlet==3.3.0
 hf-xet==1.2.0
-torch==2.9.0
-torchvision==0.24.0
-pypdfium2==4.30.0
\ No newline at end of file
+huggingface_hub==1.4.1
+PyYAML==6.0.3
+tomlkit==0.14.0
diff --git a/scripts/generate_requirements_overrides.py b/scripts/generate_requirements_overrides.py
new file mode 100644
index 00000000..7cbbe299
--- /dev/null
+++ b/scripts/generate_requirements_overrides.py
@@ -0,0 +1,718 @@
+#!/usr/bin/env -S uv run --script
+# /// script
+# requires-python = ">=3.11"
+# dependencies = ["packaging>=24.1"]
+# ///
+r"""Generate requirements.overrides.txt for Konflux dual-index compiles.
+
+Runs `uv pip compile` with PyPI + RHOAI and `--emit-index-annotation`, using the same
+``--universal`` and ``--python-version`` as ``scripts/konflux_requirements.sh`` so index
+annotations match Konflux.
+
+The annotation compile is run **without** ``--override`` by default so PyPI-sourced packages
+(e.g. transitive ``nltk``, ``accelerate``) appear in ``parse_pypi_sourced_pins``. Seeding from the
+existing ``-o`` file would hide those lines and under-generate pins. Use ``--seed-override`` only
+for experiments. Pins for packages declared
+with extras in ``[tool.uv] constraint-dependencies`` are written as ``name[extras]==…``.
+For direct ``[project]`` dependencies, a candidate RHOAI pin is **skipped** (with a warning) if
+its version does not satisfy that dependency line—whether written as ``==``, a range, or any PEP 440
+specifier (``packaging`` ``Specifier.contains``).
+Candidate RHOAI pins are then **filtered for solvability**: the script tries the full set once,
+then forward-adds in order (exact RHOAI hits first, then name) so ``uv pip compile`` with dual
+indexes and ``--override`` still succeeds—dropping pins that would jointly contradict
+``pyproject.toml``.
+After writing, runs a final dual-index compile with ``--override`` and exits non-zero if the
+project does not resolve.
+
+Also adds RHOAI pins for direct ``[project.dependencies]`` that were **not** PyPI-sourced in the
+annotation compile (so they are missing from the PyPI→RHOAI pass). That keeps packages such as
+``faiss-cpu`` on RHOAI wheels when other overrides would otherwise flip the graph to PyPI.
+
+  uv run --script scripts/generate_requirements_overrides.py -o requirements.overrides.txt
+
+Use `--compiled-input` to pass an existing annotated file instead of running uv.
+"""
+
+from __future__ import annotations
+
+import argparse
+import html.parser
+import os
+import re
+import subprocess
+import sys
+import tempfile
+import tomllib
+import urllib.error
+import urllib.request
+from dataclasses import dataclass
+from pathlib import Path
+from urllib.parse import urljoin, urlparse
+
+from packaging.requirements import Requirement
+from packaging.utils import canonicalize_name, parse_sdist_filename, parse_wheel_filename
+from packaging.version import InvalidVersion, Version
+
+DEFAULT_RHOAI = "https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+DEFAULT_PYPI = "https://pypi.org/simple/"
+# Must match konflux_requirements.sh: same `uv pip compile` --python-version.
+DEFAULT_PYTHON_VERSION = "3.12"
+
+PYPI_SIMPLE_MARKER = "pypi.org/simple"
+
+HEADER = (
+    "# Selective pins for `uv pip compile --override` with dual indexes and\n"
+    "# `--index-strategy unsafe-first-match` "
+    "(same as konflux: RHOAI index before PyPI for each package).\n"
+    "# Generated by scripts/generate_requirements_overrides.py\n"
+    f"# RHOAI: {DEFAULT_RHOAI}\n"
+)
+
+USER_AGENT = (
+    "ols-generate-requirements-overrides/1.0 "
+    "(compatible; +https://github.com/openshift/lightspeed-service)"
+)
+
+
+@dataclass(frozen=True)
+class OverrideCandidate:
+    """One proposed override line and metadata for solvability ordering."""
+
+    canonical_name: str
+    line: str
+    exact_rhoai_match: bool
+
+
+@dataclass
+class LinkParser(html.parser.HTMLParser):
+    hrefs: list[str]
+
+    def __init__(self) -> None:
+        super().__init__()
+        self.hrefs = []
+
+    def handle_starttag(self, tag: str, attrs: list[tuple[str, str | None]]) -> None:
+        if tag != "a":
+            return
+        for name, value in attrs:
+            if name == "href" and value:
+                self.hrefs.append(value)
+                return
+
+
+def _basename_from_href(href: str) -> str | None:
+    path = urlparse(href).path
+    name = path.rsplit("/", 1)[-1]
+    if not name or name in (".", ".."):
+        return None
+    return name.split("#", 1)[0]
+
+
+def _version_from_artifact_filename(filename: str) -> Version | None:
+    lowered = filename.lower()
+    try:
+        if lowered.endswith(".whl"):
+            _n, ver, _b, _t = parse_wheel_filename(filename)
+            return ver
+        if lowered.endswith(".tar.gz") or lowered.endswith(".zip"):
+            _n, ver = parse_sdist_filename(filename)
+            return ver
+    except (ValueError, InvalidVersion):
+        return None
+    return None
+
+
+def fetch_versions_for_project(
+    index_url: str,
+    project_name: str,
+    opener: urllib.request.OpenerDirector,
+) -> list[Version]:
+    normalized = canonicalize_name(project_name)
+    base = index_url if index_url.endswith("/") else index_url + "/"
+    url = urljoin(base, f"{normalized}/")
+    req = urllib.request.Request(url, method="GET")
+    try:
+        with opener.open(req, timeout=120) as resp:
+            body = resp.read().decode("utf-8", errors="replace")
+    except urllib.error.HTTPError as e:
+        if e.code == 404:
+            return []
+        raise
+    parser = LinkParser()
+    parser.feed(body)
+    versions: set[Version] = set()
+    for href in parser.hrefs:
+        base_name = _basename_from_href(href)
+        if not base_name:
+            continue
+        ver = _version_from_artifact_filename(base_name)
+        if ver is not None:
+            versions.add(ver)
+    return sorted(versions)
+
+
+def _is_pypi_simple_index(url: str) -> bool:
+    u = url.rstrip("/").lower()
+    return PYPI_SIMPLE_MARKER in u
+
+
+def _normalize_rhoai_base(url: str) -> str:
+    return url if url.endswith("/") else url + "/"
+
+
+def _pin_version_from_requirement(req: Requirement) -> Version | None:
+    for spec in req.specifier:
+        if spec.operator in ("==", "==="):
+            try:
+                return Version(spec.version)
+            except InvalidVersion:
+                return None
+    return None
+
+
+def _uv_sources_canonical_keys(pyproject: Path) -> frozenset[str]:
+    """Canonical names of packages with ``[tool.uv.sources]`` (those indexes, not RHOAI pins)."""
+    data = tomllib.loads(pyproject.read_text(encoding="utf-8"))
+    sources = ((data.get("tool") or {}).get("uv") or {}).get("sources") or {}
+    if not isinstance(sources, dict):
+        return frozenset()
+    out: set[str] = set()
+    for pkg_name in sources:
+        if isinstance(pkg_name, str):
+            out.add(canonicalize_name(pkg_name))
+    return frozenset(out)
+
+
+def _constraint_dependency_extras(pyproject: Path) -> dict[str, frozenset[str]]:
+    """Map canonical package name -> extras declared in [tool.uv] constraint-dependencies."""
+    data = tomllib.loads(pyproject.read_text(encoding="utf-8"))
+    tool_uv = (data.get("tool") or {}).get("uv") or {}
+    raw = tool_uv.get("constraint-dependencies")
+    if not raw or not isinstance(raw, list):
+        return {}
+    merged: dict[str, set[str]] = {}
+    for line in raw:
+        if not isinstance(line, str) or not line.strip():
+            continue
+        try:
+            req = Requirement(line.strip())
+        except ValueError:
+            continue
+        key = canonicalize_name(req.name)
+        if not req.extras:
+            continue
+        merged.setdefault(key, set()).update(req.extras)
+    return {k: frozenset(v) for k, v in merged.items()}
+
+
+def _project_dependency_requirements(pyproject: Path) -> dict[str, Requirement]:
+    """Map canonical package name -> ``Requirement`` for each ``[project]`` dependency line."""
+    data = tomllib.loads(pyproject.read_text(encoding="utf-8"))
+    deps = (data.get("project") or {}).get("dependencies") or []
+    out: dict[str, Requirement] = {}
+    for line in deps:
+        if not isinstance(line, str) or not line.strip():
+            continue
+        try:
+            req = Requirement(line.strip())
+        except ValueError:
+            continue
+        out[canonicalize_name(req.name)] = req
+    return out
+
+
+def _project_dep_applies(req: Requirement) -> bool:
+    """Return whether this dependency applies (marker), or has no marker."""
+    if req.marker is None:
+        return True
+    return req.marker.evaluate()
+
+
+def _chosen_satisfies_project_dep(chosen: Version, req: Requirement) -> bool:
+    """Return whether ``chosen`` matches ``req``'s specifier, or ``req`` is inactive (marker)."""
+    if not _project_dep_applies(req):
+        return True
+    return req.specifier.contains(chosen, prereleases=True)
+
+
+def _best_rhoai_version_for_direct_requirement(
+    avail: list[Version],
+    req: Requirement,
+) -> Version | None:
+    """Newest RHOAI version that satisfies the direct dependency line, if any."""
+    if not _project_dep_applies(req):
+        return None
+    sat = [v for v in avail if req.specifier.contains(v, prereleases=True)]
+    if not sat:
+        return None
+    return max(sat)
+
+
+def _format_override_pin(
+    name: str,
+    chosen: Version,
+    extras_by_pkg: dict[str, frozenset[str]],
+) -> str:
+    extras = extras_by_pkg.get(canonicalize_name(name))
+    if extras:
+        extra_str = ",".join(sorted(extras))
+        return f"{name}[{extra_str}]=={chosen}"
+    return f"{name}=={chosen}"
+
+
+def parse_pypi_sourced_pins(compiled_text: str, rhoai_index_url: str) -> list[tuple[str, Version]]:
+    """Return (name, resolved_version) for packages whose # from line is PyPI simple."""
+    rhoai_norm = _normalize_rhoai_base(rhoai_index_url).rstrip("/").lower()
+    lines = compiled_text.splitlines()
+    out: list[tuple[str, Version]] = []
+    i = 0
+    while i < len(lines):
+        line = lines[i]
+        if not line.strip() or line.lstrip().startswith("#"):
+            i += 1
+            continue
+        if line[0] in " \t" or "==" not in line:
+            i += 1
+            continue
+        pkg_line = line.strip()
+        i += 1
+        index_url: str | None = None
+        while i < len(lines):
+            cont = lines[i]
+            if cont and cont[0] not in " \t" and not cont.lstrip().startswith("#") and "==" in cont:
+                break
+            if "# from " in cont or cont.strip().startswith("# from"):
+                m = re.search(r"#\s*from\s+(\S+)", cont)
+                if m:
+                    index_url = m.group(1).strip().rstrip("/")
+            i += 1
+        if index_url is None:
+            continue
+        idx_lower = index_url.lower()
+        if rhoai_norm and idx_lower.startswith(rhoai_norm):
+            continue
+        if not _is_pypi_simple_index(index_url):
+            continue
+        try:
+            req = Requirement(pkg_line.split(";", 1)[0].strip())
+        except (ValueError, InvalidVersion):
+            continue
+        ver = _pin_version_from_requirement(req)
+        if ver is None:
+            continue
+        out.append((req.name, ver))
+    return out
+
+
+def run_uv_compile(
+    pyproject: Path,
+    rhoai_index: str,
+    pypi_index: str,
+    python_version: str,
+    extras: list[str],
+    extra_uv_args: list[str],
+    seed_override: Path | None,
+) -> str:
+    out = Path(tempfile.mkstemp(suffix=".txt", prefix="uv-annotate-")[1])
+    cmd = [
+        "uv",
+        "pip",
+        "compile",
+        str(pyproject),
+        "-o",
+        str(out),
+        "--index-strategy",
+        "unsafe-first-match",
+        "--python-version",
+        python_version,
+        "--universal",
+        "--refresh",
+        "--index",
+        _normalize_rhoai_base(rhoai_index),
+        "--default-index",
+        _normalize_rhoai_base(pypi_index),
+        "--emit-index-annotation",
+        "--no-sources",
+    ]
+    if seed_override is not None and seed_override.is_file():
+        cmd.extend(["--override", str(seed_override)])
+    for e in extras:
+        cmd.extend(["--extra", e])
+    cmd.extend(extra_uv_args)
+    proc = subprocess.run(cmd, capture_output=True, text=True)
+    try:
+        if proc.returncode != 0:
+            sys.stderr.write(proc.stderr or proc.stdout or "")
+            raise SystemExit(proc.returncode or 1)
+        return out.read_text(encoding="utf-8")
+    finally:
+        out.unlink(missing_ok=True)
+
+
+def _dual_index_compile_with_override(
+    pyproject: Path,
+    rhoai_index: str,
+    pypi_index: str,
+    python_version: str,
+    override_path: Path,
+    extras: list[str],
+    extra_uv_args: list[str],
+) -> subprocess.CompletedProcess[str]:
+    """Run ``uv pip compile`` (dual indexes) with ``--override``; return completed process."""
+    out = Path(tempfile.mkstemp(suffix=".txt", prefix="uv-verify-")[1])
+    cmd = [
+        "uv",
+        "pip",
+        "compile",
+        str(pyproject),
+        "-o",
+        str(out),
+        "--override",
+        str(override_path),
+        "--index-strategy",
+        "unsafe-first-match",
+        "--python-version",
+        python_version,
+        "--universal",
+        "--index",
+        _normalize_rhoai_base(rhoai_index),
+        "--default-index",
+        _normalize_rhoai_base(pypi_index),
+        "--no-sources",
+    ]
+    for e in extras:
+        cmd.extend(["--extra", e])
+    cmd.extend(extra_uv_args)
+    proc = subprocess.run(cmd, capture_output=True, text=True)
+    out.unlink(missing_ok=True)
+    return proc
+
+
+def verify_override_resolution(
+    pyproject: Path,
+    rhoai_index: str,
+    pypi_index: str,
+    python_version: str,
+    override_path: Path,
+    extras: list[str],
+    extra_uv_args: list[str],
+) -> None:
+    """Fail if pyproject cannot be resolved with the generated override file."""
+    proc = _dual_index_compile_with_override(
+        pyproject,
+        rhoai_index,
+        pypi_index,
+        python_version,
+        override_path,
+        extras,
+        extra_uv_args,
+    )
+    if proc.returncode != 0:
+        sys.stderr.write(
+            "Override pins do not resolve with the project (dual-index compile failed).\n"
+            "Adjust [project] dependencies and regenerate.\n\n",
+        )
+        sys.stderr.write(proc.stderr or proc.stdout or "")
+        raise SystemExit(proc.returncode or 1)
+
+
+def _override_body_solves(
+    pin_lines: list[str],
+    pyproject: Path,
+    rhoai_index: str,
+    pypi_index: str,
+    python_version: str,
+    extras: list[str],
+    extra_uv_args: list[str],
+    include_header: bool,
+) -> bool:
+    """Return whether ``uv pip compile`` succeeds with this override body."""
+    body = "\n".join(pin_lines) + "\n"
+    if include_header:
+        body = HEADER + "\n" + body
+    fd, path = tempfile.mkstemp(suffix=".txt", prefix="uv-greedy-")
+    tmp = Path(path)
+    try:
+        os.close(fd)
+        tmp.write_text(body, encoding="utf-8")
+        proc = _dual_index_compile_with_override(
+            pyproject,
+            rhoai_index,
+            pypi_index,
+            python_version,
+            tmp,
+            extras,
+            extra_uv_args,
+        )
+    finally:
+        tmp.unlink(missing_ok=True)
+    return proc.returncode == 0
+
+
+def _maximize_solvable_rhoai_pins(
+    candidates: list[OverrideCandidate],
+    pyproject: Path,
+    rhoai_index: str,
+    pypi_index: str,
+    python_version: str,
+    extras: list[str],
+    extra_uv_args: list[str],
+    include_header: bool,
+) -> tuple[list[str], list[str]]:
+    """Keep as many RHOAI pins as possible while dual-index ``uv pip compile`` still succeeds.
+
+    Tries the full candidate set first (one compile), then forward-greedy add in a stable order:
+    exact RHOAI matches first, then alphabetical. This keeps runtime ~O(n) compiles in the common
+    case instead of trying every permutation ordering.
+    """
+    if not candidates:
+        return [], []
+
+    all_lines = [c.line for c in candidates]
+    if _override_body_solves(
+        all_lines,
+        pyproject,
+        rhoai_index,
+        pypi_index,
+        python_version,
+        extras,
+        extra_uv_args,
+        include_header,
+    ):
+        return all_lines, []
+
+    order = sorted(
+        candidates,
+        key=lambda c: (not c.exact_rhoai_match, c.canonical_name),
+    )
+    acc: list[str] = []
+    for c in order:
+        trial = [*acc, c.line]
+        if _override_body_solves(
+            trial,
+            pyproject,
+            rhoai_index,
+            pypi_index,
+            python_version,
+            extras,
+            extra_uv_args,
+            include_header,
+        ):
+            acc.append(c.line)
+
+    best_set = set(acc)
+    notes: list[str] = []
+    for c in candidates:
+        if c.line not in best_set:
+            notes.append(
+                f"{c.canonical_name}: omitted RHOAI pin (would break dual-index resolution with "
+                f"other selected pins / pyproject.toml)",
+            )
+    return acc, notes
+
+
+def build_opener() -> urllib.request.OpenerDirector:
+    class UserAgentHandler(urllib.request.BaseHandler):
+        def http_request(self, req: urllib.request.Request) -> urllib.request.Request:
+            if req.get_header("User-agent") is None:
+                req.add_header("User-Agent", USER_AGENT)
+            return req
+
+        https_request = http_request
+
+    return urllib.request.build_opener(UserAgentHandler())
+
+
+def main() -> None:
+    p = argparse.ArgumentParser(
+        description="Generate selective requirements.overrides.txt from annotated uv compile.",
+    )
+    p.add_argument("--pyproject", type=Path, default=Path("pyproject.toml"))
+    p.add_argument(
+        "--compiled-input",
+        type=Path,
+        help="Annotated compile output (skip running uv if set)",
+    )
+    p.add_argument("--rhoai-index", default=DEFAULT_RHOAI)
+    p.add_argument("--pypi-index", default=DEFAULT_PYPI)
+    p.add_argument("--python-version", default=DEFAULT_PYTHON_VERSION)
+    p.add_argument("--extra", action="append", default=[], metavar="NAME")
+    p.add_argument("-o", "--output", type=Path, default=Path("requirements.overrides.txt"))
+    p.add_argument("--no-header-comment", action="store_true")
+    p.add_argument("--dry-run", action="store_true")
+    p.add_argument(
+        "--seed-override",
+        action="store_true",
+        help=(
+            "Pass existing -o as --override for the annotation compile "
+            "(hides PyPI-sourced pins; default is clean compile for discovery)"
+        ),
+    )
+    p.add_argument(
+        "uv_extra",
+        nargs="*",
+        help="Extra args forwarded to uv pip compile when generating input",
+    )
+    args = p.parse_args()
+
+    if args.compiled_input:
+        text = args.compiled_input.read_text(encoding="utf-8")
+    else:
+        if not args.pyproject.is_file():
+            raise SystemExit(f"Not found: {args.pyproject}")
+        seed_override: Path | None = None
+        if args.seed_override and args.output.is_file():
+            seed_override = args.output
+        text = run_uv_compile(
+            args.pyproject,
+            args.rhoai_index,
+            args.pypi_index,
+            args.python_version,
+            args.extra,
+            args.uv_extra,
+            seed_override,
+        )
+
+    pypi_pins = parse_pypi_sourced_pins(text, args.rhoai_index)
+
+    opener = build_opener()
+    extras_by_pkg = _constraint_dependency_extras(args.pyproject)
+    project_reqs = _project_dependency_requirements(args.pyproject)
+    candidates: list[OverrideCandidate] = []
+    warnings: list[str] = []
+
+    for name, want in sorted(pypi_pins, key=lambda t: canonicalize_name(t[0])):
+        key = canonicalize_name(name)
+        avail = fetch_versions_for_project(args.rhoai_index, name, opener)
+        if not avail:
+            warnings.append(f"{name}: not on RHOAI index, skip")
+            continue
+        if want in avail:
+            chosen = want
+        else:
+            # RHOAI often ships rebuilds like 3.9.2-2 while PyPI has 3.9.2; then v <= want is empty.
+            # Prefer the closest RHOAI version at or above PyPI's resolution, then best below.
+            not_below = [v for v in avail if v >= want]
+            not_newer = [v for v in avail if v <= want]
+            if not_below:
+                chosen = min(not_below)
+                if chosen != want:
+                    warnings.append(
+                        f"{name}: PyPI had {want}, RHOAI closest ≥ that is {chosen} "
+                        f"(e.g. rebuild; pin this so dual-index uses RHOAI)",
+                    )
+            elif not_newer:
+                chosen = max(not_newer)
+                warnings.append(
+                    f"{name}: PyPI had {want}, RHOAI best <= that is {chosen} (no exact match)",
+                )
+            else:
+                warnings.append(
+                    f"{name}: PyPI had {want}, RHOAI has no overlapping version; skip",
+                )
+                continue
+        proj_req = project_reqs.get(key)
+        if proj_req is not None and not _chosen_satisfies_project_dep(chosen, proj_req):
+            warnings.append(
+                f"{name}: RHOAI pin would be {chosen}, which does not satisfy pyproject.toml "
+                f"({proj_req})",
+            )
+            continue
+        pin_line = _format_override_pin(name, chosen, extras_by_pkg)
+        candidates.append(
+            OverrideCandidate(
+                canonical_name=key,
+                line=pin_line,
+                exact_rhoai_match=(chosen == want),
+            ),
+        )
+
+    # Direct [project.dependencies] RHOAI pins only when the annotation compile did *not* mark the
+    # package as PyPI-sourced (so it is absent from ``pypi_pins``). Those packages already have
+    # RHOAI (or another non-PyPI index) in the first resolve; without an explicit override, adding
+    # other pins (e.g. nltk) can flip them to PyPI on the next compile. Do not duplicate packages
+    # from ``pypi_pins``, and do not pin ``[tool.uv.sources]`` packages (e.g. torch/torchvision).
+    pypi_sourced_keys = {canonicalize_name(n) for n, _ in pypi_pins}
+    uv_sources_keys = _uv_sources_canonical_keys(args.pyproject)
+    seen = {c.canonical_name for c in candidates}
+    for pkg_key, proj_req in sorted(project_reqs.items(), key=lambda t: str(t[0])):
+        if str(pkg_key) in seen:
+            continue
+        if pkg_key in uv_sources_keys:
+            continue
+        if pkg_key in pypi_sourced_keys:
+            continue
+        avail = fetch_versions_for_project(args.rhoai_index, proj_req.name, opener)
+        rhoai_pick = _best_rhoai_version_for_direct_requirement(avail, proj_req)
+        if rhoai_pick is None:
+            continue
+        pin_line = _format_override_pin(proj_req.name, rhoai_pick, extras_by_pkg)
+        warnings.append(
+            f"{proj_req.name}: RHOAI-only in annotation compile → pin {rhoai_pick} "
+            f"(prevents flipping to PyPI when other overrides apply)",
+        )
+        candidates.append(
+            OverrideCandidate(
+                canonical_name=str(pkg_key),
+                line=pin_line,
+                exact_rhoai_match=True,
+            ),
+        )
+
+    if not pypi_pins and not candidates:
+        raise SystemExit(
+            "No PyPI-sourced pins in annotated input and no RHOAI pins from "
+            "[project.dependencies]. Use an uv compile output with --emit-index-annotation.",
+        )
+    if not candidates:
+        raise SystemExit(
+            "No RHOAI override candidates (check RHOAI index and pyproject.toml).",
+        )
+
+    for w in warnings:
+        print(w, file=sys.stderr)
+
+    lines_out, omission_notes = _maximize_solvable_rhoai_pins(
+        candidates,
+        args.pyproject,
+        args.rhoai_index,
+        args.pypi_index,
+        args.python_version,
+        args.extra,
+        args.uv_extra,
+        not args.no_header_comment,
+    )
+    for note in omission_notes:
+        print(note, file=sys.stderr)
+
+    body = "\n".join(lines_out) + "\n"
+    if not args.no_header_comment:
+        body = HEADER + "\n" + body
+
+    if args.dry_run:
+        sys.stdout.write(body)
+        return
+
+    args.output.write_text(body, encoding="utf-8")
+    if not args.compiled_input:
+        verify_override_resolution(
+            args.pyproject,
+            args.rhoai_index,
+            args.pypi_index,
+            args.python_version,
+            args.output,
+            args.extra,
+            args.uv_extra,
+        )
+
+    omitted = len(candidates) - len(lines_out)
+    print(
+        f"Wrote {args.output} ({len(lines_out)} pins from {len(candidates)} RHOAI candidates, "
+        f"{len(pypi_pins)} PyPI-sourced in annotation; {omitted} omitted as unsolvable "
+        "with pyproject)",
+        file=sys.stderr,
+    )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/konflux_requirements.sh b/scripts/konflux_requirements.sh
index 42c60d82..36a8181a 100755
--- a/scripts/konflux_requirements.sh
+++ b/scripts/konflux_requirements.sh
@@ -7,6 +7,9 @@
 # stop on error and print commands
 set -ex
 
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
 RAW_REQ_FILE="requirements.no_hashes.txt"
 SOURCE_FILE="requirements.source.txt"
 WHEEL_FILE="requirements.wheel.txt"
@@ -15,20 +18,32 @@ SOURCE_HASH_FILE="requirements.hashes.source.txt"
 WHEEL_HASH_FILE="requirements.hashes.wheel.txt"
 WHEEL_HASH_FILE_PYPI="requirements.hashes.wheel.pypi.txt"
 BUILD_FILE="requirements-build.txt"
-RHOAI_INDEX_URL="https://console.redhat.com/api/pypi/public-rhai/rhoai/3.2/cpu-ubi9/simple/"
+RHOAI_INDEX_URL="https://console.redhat.com/api/pypi/public-rhai/rhoai/3.3/cpu-ubi9/simple/"
+PYTHON_VERSION="${PYTHON_VERSION:-3.12}"
 
 # extra wheels to be included in the wheel list, often come from build-time dependencies
 EXTRA_WHEELS="uv-build,uv,pip,maturin"
+# PyPI-sourced deps with no usable sdist: route to hashed PyPI wheels, not source / pybuild-deps.
 PYPI_WHEELS="opencv-python,omegaconf,rapidocr,griffe,griffecli,griffelib,pyclipper,tree-sitter-typescript"
 
-# Generate requirements list from pyproject.toml from both indexes
+# Regenerates requirements.overrides.txt (do not hand-edit; commit script output). Needs RHOAI.
+uv run --script scripts/generate_requirements_overrides.py \
+	--rhoai-index "$RHOAI_INDEX_URL" \
+	--python-version "$PYTHON_VERSION" \
+	-o requirements.overrides.txt
+
+# Generate requirements list from pyproject.toml from both indexes.
+# --index-strategy unsafe-first-match: uv exhausts candidates from --index (RHOAI) before
+# --default-index (PyPI). That is not "pick the newest version across both" (that is
+# unsafe-best-match). If a package still annotates as PyPI while RHOAI has a compatible wheel,
+# regenerate requirements.overrides.txt with generate_requirements_overrides.py.
 uv pip compile pyproject.toml -o "$RAW_REQ_FILE" \
-		--python-platform x86_64-unknown-linux-gnu \
-		--python-version 3.12 \
+		--universal \
+		--python-version "$PYTHON_VERSION" \
 		--refresh \
 		--index $RHOAI_INDEX_URL \
 		--default-index https://pypi.org/simple/ \
-		--index-strategy unsafe-best-match \
+		--index-strategy unsafe-first-match \
 		--emit-index-annotation \
 		--no-sources \
 		--override requirements.overrides.txt
@@ -58,6 +73,10 @@ while IFS= read -r line || [[ -n "$line" ]]; do
                 package_name=$(echo "$current_package" | sed 's/[=<>!].*//')
                 if echo ",${PYPI_WHEELS}," | grep -qF ",${package_name},"; then
                     echo "$current_package" >> "$WHEEL_FILE_PYPI"
+                elif grep -qE "^${package_name}==" requirements.overrides.txt; then
+                    # Pinned in requirements.overrides.txt for RHOAI-first. uv may still emit
+                    # `# from pypi.org` when both indexes ship the same version — fetch as RHOAI wheel.
+                    echo "$current_package" >> "$WHEEL_FILE"
                 else
                     echo "$current_package" >> "$SOURCE_FILE"
                 fi
@@ -83,15 +102,19 @@ echo "Packages from console.redhat.com written to: $WHEEL_FILE ($(wc -l < "$WHEE
 
 # Use stdout redirection instead of -o flag to work around uv bug where -o reuses stale hashes from existing output file
 # RHOAI-only --generate-hashes can omit the hash for the Linux cp312 manylinux wheel pip actually installs.
-uv pip compile "$WHEEL_FILE" --refresh --generate-hashes --index-url $RHOAI_INDEX_URL --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate > "$WHEEL_HASH_FILE"
+uv pip compile "$WHEEL_FILE" --refresh --generate-hashes --index-url $RHOAI_INDEX_URL --python-version "$PYTHON_VERSION" --universal --emit-index-url --no-deps --no-annotate > "$WHEEL_HASH_FILE"
 uv run python scripts/augment_wheel_hashes.py "$WHEEL_HASH_FILE"
-uv pip compile "$WHEEL_FILE_PYPI" --refresh --generate-hashes --python-version 3.12 --python-platform x86_64-unknown-linux-gnu --emit-index-url --no-deps --no-annotate > "$WHEEL_HASH_FILE_PYPI"
-uv pip compile "$SOURCE_FILE" --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate > "$SOURCE_HASH_FILE"
+uv pip compile "$WHEEL_FILE_PYPI" --refresh --generate-hashes --python-version "$PYTHON_VERSION" --universal --emit-index-url --no-deps --no-annotate > "$WHEEL_HASH_FILE_PYPI"
+uv pip compile "$SOURCE_FILE" --refresh --generate-hashes --python-version "$PYTHON_VERSION" --universal --emit-index-url --no-deps --no-annotate > "$SOURCE_HASH_FILE"
 uv run pybuild-deps compile --output-file="$BUILD_FILE" "$SOURCE_FILE"
 
 # pin maturin to the version available in the Red Hat registry
 sed -i 's/maturin==[0-9.]*/maturin==1.10.2/' "$BUILD_FILE"
 
+# PEP 517 [build-system] from pyproject.toml (root package). pybuild-deps only infers build tools for
+# third-party sdists in requirements.source.txt — not this repo — so merge those requires here for Cachi2.
+uv run --script scripts/merge_pep517_build_requires.py "$BUILD_FILE"
+
 # remove intermediate files
 rm "$RAW_REQ_FILE" "$WHEEL_FILE" "$WHEEL_FILE_PYPI" "$SOURCE_FILE"
 
@@ -100,4 +123,4 @@ echo "Packages from pypi.org written to: $SOURCE_HASH_FILE ($( grep -Eo '==[0-9.
 echo "Packages from console.redhat.com written to: $WHEEL_HASH_FILE ($(grep -Eo '==[0-9.]+' "$WHEEL_HASH_FILE" | wc -l) packages)"
 echo "Packages from pypi.org (wheels) written to: $WHEEL_HASH_FILE_PYPI ($(grep -Eo '==[0-9.]+' "$WHEEL_HASH_FILE_PYPI" | wc -l) packages)"
 echo "Build dependencies written to: $BUILD_FILE ($(grep -Eo '==[0-9.]+' "$BUILD_FILE" | wc -l) packages)"
-echo "Remember to commit $SOURCE_HASH_FILE, $WHEEL_HASH_FILE, $WHEEL_HASH_FILE_PYPI, $BUILD_FILE, pipeline configurations and push the changes"
\ No newline at end of file
+echo "Remember to commit $SOURCE_HASH_FILE, $WHEEL_HASH_FILE, $WHEEL_HASH_FILE_PYPI, $BUILD_FILE, pipeline configurations and push the changes"
diff --git a/scripts/merge_pep517_build_requires.py b/scripts/merge_pep517_build_requires.py
new file mode 100644
index 00000000..036d7563
--- /dev/null
+++ b/scripts/merge_pep517_build_requires.py
@@ -0,0 +1,130 @@
+#!/usr/bin/env -S uv run --script
+# /// script
+# requires-python = ">=3.11"
+# dependencies = ["packaging>=24.1"]
+# ///
+"""Merge pyproject.toml [build-system].requires into requirements-build.txt for hermetic prefetch.
+
+pybuild-deps only lists build tools for third-party sdists in requirements.source.txt, not the
+root package. Cachi2 still needs wheels for PEP 517 install (pip install .).
+
+Pins are resolved from PyPI's JSON API (no nested ``uv`` subprocess — avoids deadlocks under
+``uv run --script``).
+"""
+
+from __future__ import annotations
+
+import json
+import sys
+import tomllib
+import urllib.error
+import urllib.request
+from pathlib import Path
+
+from packaging.requirements import Requirement
+from packaging.utils import canonicalize_name
+from packaging.version import InvalidVersion, Version
+
+BEGIN = "# --- PEP 517 [build-system] (from pyproject.toml; merged by konflux_requirements.sh) ---"
+END = "# --- end PEP 517 [build-system] ---"
+
+USER_AGENT = "lightspeed-rag-content-merge-pep517/1.0"
+
+
+def _pin_build_requirement(req_line: str) -> str:
+    """Resolve one PEP 508 line to ``name==version`` using PyPI."""
+    req = Requirement(req_line)
+    url = f"https://pypi.org/pypi/{req.name}/json"
+    request = urllib.request.Request(url, headers={"User-Agent": USER_AGENT})
+    try:
+        with urllib.request.urlopen(request, timeout=120) as resp:
+            data = json.load(resp)
+    except urllib.error.HTTPError as e:
+        raise SystemExit(f"PyPI: {req.name}: HTTP {e.code}") from e
+    candidates: list[Version] = []
+    for vstr in data.get("releases", {}):
+        try:
+            v = Version(vstr)
+        except InvalidVersion:
+            continue
+        if req.specifier.contains(v, prereleases=True):
+            candidates.append(v)
+    if not candidates:
+        raise SystemExit(f"No PyPI release satisfies {req_line!r} for {req.name!r}")
+    best = max(candidates)
+    return f"{canonicalize_name(req.name)}=={best}"
+
+
+def _package_names_in_build_file(text: str) -> set[str]:
+    names: set[str] = set()
+    for line in text.splitlines():
+        line = line.strip()
+        if not line or line.startswith("#"):
+            continue
+        try:
+            names.add(canonicalize_name(Requirement(line).name))
+        except ValueError:
+            continue
+    return names
+
+
+def _strip_previous_merge(text: str) -> str:
+    if BEGIN not in text:
+        return text.rstrip() + "\n"
+    before, _, rest = text.partition(BEGIN)
+    if END in rest:
+        _, _, after = rest.partition(END)
+        merged = before.rstrip() + "\n" + after.lstrip()
+    else:
+        merged = before.rstrip() + "\n"
+    return merged if merged.endswith("\n") else merged + "\n"
+
+
+def main() -> None:
+    root = Path(__file__).resolve().parent.parent
+    pyproject = root / "pyproject.toml"
+    build_file = Path(sys.argv[1]) if len(sys.argv) > 1 else root / "requirements-build.txt"
+
+    if not pyproject.is_file():
+        raise SystemExit(f"Not found: {pyproject}")
+    data = tomllib.loads(pyproject.read_text(encoding="utf-8"))
+    raw_requires = (data.get("build-system") or {}).get("requires") or []
+    body = build_file.read_text(encoding="utf-8")
+    stripped = _strip_previous_merge(body)
+
+    if not raw_requires:
+        if stripped != body:
+            build_file.write_text(stripped, encoding="utf-8")
+        return
+
+    existing = _package_names_in_build_file(stripped)
+    missing: list[str] = []
+    for line in raw_requires:
+        if not isinstance(line, str) or not line.strip():
+            continue
+        try:
+            name = canonicalize_name(Requirement(line.strip()).name)
+        except ValueError:
+            continue
+        if name not in existing:
+            missing.append(line.strip())
+
+    if not missing:
+        if stripped != body:
+            build_file.write_text(stripped, encoding="utf-8")
+        return
+
+    body = stripped
+
+    pinned_lines = [_pin_build_requirement(line) for line in missing]
+
+    block = "\n".join([BEGIN, *pinned_lines, END, ""])
+    build_file.write_text(body.rstrip() + "\n" + block, encoding="utf-8")
+    print(
+        f"Merged {len(pinned_lines)} PEP 517 build-system package(s) into {build_file}",
+        file=sys.stderr,
+    )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/uv.lock b/uv.lock
index 4f9a1654..3119da12 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = "==3.12.*"
 resolution-markers = [
     "(platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')",
@@ -626,21 +626,22 @@ wheels = [
 
 [[package]]
 name = "faiss-cpu"
-version = "1.13.2"
+version = "1.12.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "packaging" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/7d/80/bb75a7ed6e824dea452a24d3434a72ed799324a688b10b047d441d270185/faiss_cpu-1.12.0.tar.gz", hash = "sha256:2f87cbcd603f3ed464ebceb857971fdebc318de938566c9ae2b82beda8e953c0", size = 69292, upload-time = "2025-08-13T06:07:26.553Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/07/c9/671f66f6b31ec48e5825d36435f0cb91189fa8bb6b50724029dbff4ca83c/faiss_cpu-1.13.2-cp310-abi3-macosx_14_0_arm64.whl", hash = "sha256:a9064eb34f8f64438dd5b95c8f03a780b1a3f0b99c46eeacb1f0b5d15fc02dc1", size = 3452776, upload-time = "2025-12-24T10:27:01.419Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/4a/97150aa1582fb9c2bca95bd8fc37f27d3b470acec6f0a6833844b21e4b40/faiss_cpu-1.13.2-cp310-abi3-macosx_14_0_x86_64.whl", hash = "sha256:c8d097884521e1ecaea6467aeebbf1aa56ee4a36350b48b2ca6b39366565c317", size = 7896434, upload-time = "2025-12-24T10:27:03.592Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/d0/0940575f059591ca31b63a881058adb16a387020af1709dcb7669460115c/faiss_cpu-1.13.2-cp310-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ee330a284042c2480f2e90450a10378fd95655d62220159b1408f59ee83ebf1", size = 11485825, upload-time = "2025-12-24T10:27:05.681Z" },
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+    { url = "https://files.pythonhosted.org/packages/4a/58/602ed184d35742eb240cbfea237bd214f2ae7f01cb369c39f4dff392f7c9/faiss_cpu-1.12.0-cp312-cp312-macosx_13_0_x86_64.whl", hash = "sha256:9b54990fcbcf90e37393909d4033520237194263c93ab6dbfae0616ef9af242b", size = 8034413, upload-time = "2025-08-13T06:06:05.564Z" },
+    { url = "https://files.pythonhosted.org/packages/83/d5/f84c3d0e022cdeb73ff8406a6834a7698829fa242eb8590ddf8a0b09357f/faiss_cpu-1.12.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:a5f5bca7e1a3e0a98480d1e2748fc86d12c28d506173e460e6746886ff0e08de", size = 3362034, upload-time = "2025-08-13T06:06:07.091Z" },
+    { url = "https://files.pythonhosted.org/packages/19/89/a4ba4d285ea4f9b0824bf31ebded3171da08bfcf5376f4771cc5481f72cd/faiss_cpu-1.12.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:016e391f49933875b8d60d47f282f2e93d8ea9f9ffbda82467aa771b11a237db", size = 3834319, upload-time = "2025-08-13T06:06:08.86Z" },
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 ]
 
 [[package]]
@@ -3180,7 +3181,7 @@ dependencies = [
     { name = "typing-extensions", marker = "sys_platform == 'darwin'" },
 ]
 wheels = [
-    { url = "https://download.pytorch.org/whl/cpu/torch-2.9.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:287242dd1f830846098b5eca847f817aa5c6015ea57ab4c1287809efea7b77eb" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:287242dd1f830846098b5eca847f817aa5c6015ea57ab4c1287809efea7b77eb" },
 ]
 
 [[package]]
@@ -3202,10 +3203,10 @@ dependencies = [
     { name = "typing-extensions", marker = "sys_platform != 'darwin'" },
 ]
 wheels = [
-    { url = "https://download.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:3bf9b442a51a2948e41216a76d7ab00f0694cfcaaa51b6f9bcab57b7f89843e6" },
-    { url = "https://download.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:7417d8c565f219d3455654cb431c6d892a3eb40246055e14d645422de13b9ea1" },
-    { url = "https://download.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-win_amd64.whl", hash = "sha256:a4e06b4f441675d26b462123c8a83e77c55f1ec8ebc081203be2db1ea8054add" },
-    { url = "https://download.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-win_arm64.whl", hash = "sha256:1abe31f14b560c1f062699e966cb08ef5b67518a1cfac2d8547a3dbcd8387b06" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:3bf9b442a51a2948e41216a76d7ab00f0694cfcaaa51b6f9bcab57b7f89843e6" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:7417d8c565f219d3455654cb431c6d892a3eb40246055e14d645422de13b9ea1" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-win_amd64.whl", hash = "sha256:a4e06b4f441675d26b462123c8a83e77c55f1ec8ebc081203be2db1ea8054add" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.9.1%2Bcpu-cp312-cp312-win_arm64.whl", hash = "sha256:1abe31f14b560c1f062699e966cb08ef5b67518a1cfac2d8547a3dbcd8387b06" },
 ]
 
 [[package]]