diff --git a/.konflux/requirements-build.txt b/.konflux/requirements-build.txt
index 26e5fddb9..2ee97da11 100644
--- a/.konflux/requirements-build.txt
+++ b/.konflux/requirements-build.txt
@@ -6,49 +6,91 @@
 #
 calver==2025.10.20
     # via trove-classifiers
-dunamai==1.26.2
+coherent-licensed==0.5.2
+    # via
+    #   jaraco-context
+    #   jaraco-functools
+    #   keyring
+docutils==0.23
+    # via readme-renderer
+dunamai==1.26.3
     # via uv-dynamic-versioning
 flit-core==3.12.0
-    # via jinja2
-flit-core==4.1.0
     # via
+    #   coherent-licensed
+    #   docutils
+    #   id
+    #   jinja2
+    #   markdown-it-py
+    #   mdurl
+flit-core==4.2.0
+    # via
+    #   idna
+    #   more-itertools
     #   packaging
     #   pathspec
     #   pypdf
+    #   wheel
 hatch-vcs==0.5.0
-    # via pydantic-ai-skills
-hatchling==1.32.4
+    # via
+    #   pydantic-ai-skills
+    #   urllib3
+hatchling==1.33.0
     # via
     #   genai-prices
     #   hatch-vcs
     #   logfire
+    #   logfire-sdk
     #   pydantic-ai
     #   pydantic-ai-skills
     #   pydantic-ai-slim
     #   pydantic-evals
     #   pydantic-graph
+    #   pygments
     #   pythainlp
+    #   urllib3
     #   uv-dynamic-versioning
+id==1.6.1
+    # via twine
 pathspec==1.1.1
     # via hatchling
-pluggy==1.6.0
+pkginfo==2.0
+    # via google-genai
+pluggy==1.7.0
     # via hatchling
 poetry-core==2.5.0
     # via
     #   dunamai
+    #   presidio-analyzer
+    #   presidio-anonymizer
+    #   rich
     #   tomlkit
+readme-renderer==46.0
+    # via twine
+requests-toolbelt==1.0.0
+    # via twine
+rfc3986==2.0.0
+    # via twine
 setuptools-scm==10.3.4
     # via
     #   hatch-vcs
+    #   jaraco-classes
+    #   jaraco-context
+    #   jaraco-functools
+    #   keyring
     #   ogx
     #   ogx-api
     #   pluggy
-tomlkit==0.15.1
+    #   twine
+    #   urllib3
+tomlkit==0.15.2
     # via
     #   hatchling
     #   uv-dynamic-versioning
 trove-classifiers==2026.9.21.13
     # via hatchling
+twine==7.0.0
+    # via google-genai
 uv-dynamic-versioning==0.14.1
     # via
     #   genai-prices
@@ -58,5 +100,7 @@ uv-dynamic-versioning==0.14.1
     #   pydantic-graph
 vcs-versioning==2.6.0
     # via setuptools-scm
+wheel==0.48.0
+    # via google-genai
 
 # The following packages are considered to be unsafe in a requirements file:
diff --git a/.konflux/requirements.hashes.source.txt b/.konflux/requirements.hashes.source.txt
index 929b5504e..0f27ae2de 100644
--- a/.konflux/requirements.hashes.source.txt
+++ b/.konflux/requirements.hashes.source.txt
@@ -1,19 +1,25 @@
 --index-url https://pypi.org/simple
-genai-prices==0.1.12 \
-    --hash=sha256:89d98303c5b7a366a05136ba03884c5951ec9a9ceb28fef62c7fa719f2828182 \
-    --hash=sha256:d1493977cb7f61bc436516a166f644f5bbb01e1a83365e2914c99c6298f77ca4
-google-cloud-aiplatform==2.5.0 \
-    --hash=sha256:84eec237446e947783d28d6dca93133a9e033e96c5162e22c9ad5641dcddd374 \
-    --hash=sha256:9415de66b1fac691912a0c437f239f707e097409538e7f153a77c2edd690deba
-google-cloud-bigquery==3.46.1 \
-    --hash=sha256:c5564a58fc3c99b003cd334a8f302c6224bd34cb55c87476a3c445be1d00538b \
-    --hash=sha256:ee0e73d06a624c26445458e75f04deed894ed50a0c46bdc876f30c50e05ec6c2
+genai-prices==0.1.13 \
+    --hash=sha256:6d2b40760a2f7f5e207bac9b98de0af80e60c58ead497872a5331a7cee610477 \
+    --hash=sha256:76c9e2dd3917fdacdf3bc562297c4591384142ea2283c477e1512fafa4e3a384
+google-cloud-aiplatform==2.7.0 \
+    --hash=sha256:156ede4a6c304119195dbdaedaba8c33872f6d80b6525482dccb95f76405bd31 \
+    --hash=sha256:af89c8b7ff8bfaa3361a4d88224a886e8d2a9f22853d4e3c5d047e46367b6008
+google-cloud-bigquery==3.46.2 \
+    --hash=sha256:5e9a4e15f778cc00ee88167de9934a4c1bbb7fc20058e8f573f2bfdaf0d99052 \
+    --hash=sha256:a87e2e8026133e709deab9ebf537a6a2eee3fbcf4befa334a2f9f6164435b331
 google-cloud-resource-manager==1.19.0 \
     --hash=sha256:68e5d28ed9091ab1adf04a77876b09d553e97a440fba78163f6ce2b5fe5f2558 \
     --hash=sha256:74f94950288ff3d04082b4bd514af0632c74b507601e68d0399f35ae2cc8cc2e
-logfire==5.2.0 \
-    --hash=sha256:5fb9ddda303759766e86f5704a1ae96f3a0072906d52e21fbaad2e3c3b03f823 \
-    --hash=sha256:c73dd02cfe048f2254e803962aa992d7f53217d121f3488e797926c30442342c
+google-genai==2.34.0 \
+    --hash=sha256:8e182cf3f73384167b96861cf0aef5102b5070f2db1ea11002879e913806ef37 \
+    --hash=sha256:a4cb02aebc4c357f863d2938132f0e3f7967fc5e00b8a4078673f68aad340665
+logfire==5.4.0 \
+    --hash=sha256:62141324530af622271070627316a9c3aca2bfbd2467144db31ec481d15d56d1 \
+    --hash=sha256:cdf55516ac34244a19dfe2dc9780c904839a2deb932d1b9676df2430583963eb
+logfire-sdk==5.4.0 \
+    --hash=sha256:81901c0d7e44e1daaeec5b512e177d09489f35e52b6cc2ae717efa3250a061d1 \
+    --hash=sha256:85556016008f824b3e72df85fd1ec7edab56f95394631eb88ed1bb7603862d14
 oauthlib==4.0.0 \
     --hash=sha256:624c28c13a0a59cabf9747dfa52af63be3e512a7f2714df16e91b5b3a145e6cd \
     --hash=sha256:efb274799819440f95b4ab3b818869f1ce9ae26c5beacba0201d1a1b76b54f86
@@ -26,30 +32,36 @@ ogx-api==1.2.5 \
 ogx-client==1.2.5 \
     --hash=sha256:38d3ba75ee70efd1f9fb59f7c4873e49eeac7fc7eaeeccbecb8dac2f471d5043 \
     --hash=sha256:70d83f1346c5cff62b182b79becdba9229b44f13a23a915e7c46d6eb70c75d02
-pydantic-ai==2.27.1 \
-    --hash=sha256:9ff468db17b31411c85de63f021775afda517c7c3972362888d7c0ad739eb50f \
-    --hash=sha256:c36946a1f4f537a14a59703900eba2ca38896b832118804469ae92c8b78ae94b
+presidio-analyzer==2.2.366 \
+    --hash=sha256:0a83b224765cc3e796cd51aff60c62c75d8be60e8ed21aa08099da78ffbd62bf \
+    --hash=sha256:ae5f29b92d3751521ecc6e5d59b93167381488692c371f9816af72681d3592a9
+presidio-anonymizer==2.2.366 \
+    --hash=sha256:e34662379c5453a7f80012b1dbe87d9fb90d3baf627d355424f74aa740bbf27a \
+    --hash=sha256:ea04aed73e53f76d48a94aa8953ae21f325e5e372079c7a38b1ec71e8ecdeed3
+pydantic-ai==2.38.0 \
+    --hash=sha256:2dc423fefdaf04998889440404ec84ea9060f7bc9dfadbc94be1f5c8cbcc0324 \
+    --hash=sha256:90fff4dd3b1db9994861bd102c786d471b81e07a3165c751f403b414bd02e3f9
 pydantic-ai-skills==1.4.0 \
     --hash=sha256:7303e0738a837218415f8b2e7bd5b5cbc0ceeb74850b1902c2d079550e0b9b83 \
     --hash=sha256:bce8731a042f50c45965acc520dc883163e511c34b208f720eb62067ef5be686
-pydantic-ai-slim==2.27.1 \
-    --hash=sha256:cb86a00f4741cc0b367efccb12ea32286ed96b0d819efe334fec7fd8d5d2b384 \
-    --hash=sha256:e26d93c153d1c8301397c874627397c72757a5d47eebdd52ddb3abd7825b9d7f
-pydantic-evals==2.27.1 \
-    --hash=sha256:ac0effac787c4da4a0e7723fe21817cd7e6bdff6e768c332b4518a3e20b42ae6 \
-    --hash=sha256:da5d49a84cce2c51ce4413998cc5c605105487f45ca4ccb44ffefc2d6b392861
-pydantic-graph==2.27.1 \
-    --hash=sha256:48f966b77e488083b334fb9bbfa00cb1df193736453481674ecd2ab27dc7401a \
-    --hash=sha256:cc0d352dc9ce081ccfefeb7f5ee7fc830c2bc4185ec616af6aeb9269f4e807c1
+pydantic-ai-slim==2.38.0 \
+    --hash=sha256:2e486a8558e9075ca37d545b0e90e241a9d7e2c8b4b5f8255ac9c527dca96a05 \
+    --hash=sha256:58bcb7d574eca0f69831855b550236844172bb393d21f7c477faa1bb7d368822
+pydantic-evals==2.38.0 \
+    --hash=sha256:05e9da2f79e71c8a04973c58ee3b09c1a57b42db3b11332a17cfce380236f685 \
+    --hash=sha256:14e74b278608401600a177b89a02b09cbccbfca9c91e5d46169e813368d54cf0
+pydantic-graph==2.38.0 \
+    --hash=sha256:00f5f0e6cb7b3126a394fe4c64f175f1c0d587acea075238c3678d9464bd5f58 \
+    --hash=sha256:3ecab71ba43b754c016ee0d84eeb472089cfaebbfca9116a77596c4f350f9920
 pyjwt==2.15.1 \
     --hash=sha256:42d59d631f7768a1028a64c7ff581a9bf7519804daf91fc5b6c56e30eec5e193 \
     --hash=sha256:4f259e80cdfb6b3fc18a7de51fd1ef9ec79652f25019bae68975ca2468a34df8
-pypdf==6.20.1 \
-    --hash=sha256:28f5a9d2fdc2749264612d94e6a58de54c11d730d9f0cabf8ad34117c4942b45 \
-    --hash=sha256:aa5a55ddcffdc5e5ab291d5decb23f6383f4e56f8e3263dc39af41fff03885ad
+pypdf==6.21.4 \
+    --hash=sha256:33e4fb41ca352810eb4e9838aa0d82d6888a5f8bf682f43e99cce5faa666255c \
+    --hash=sha256:c8817e3f888d47a087872ded69812c1ef30cacb871d6e053e0c00bbaf0bc2163
 pythainlp==5.4.0 \
     --hash=sha256:85cd4eed4a5a942c978d751be969a496581d7acc250fc9c8a2d54088cb6d19cd \
     --hash=sha256:9239753df877202da1a50dd2842d9569eff764034f31f20222b3df4def5df193
-sentence-transformers==6.1.0 \
-    --hash=sha256:299025df51550dc1a38f05be27a9b0bf881c4e5e70542b3b7757d05e00aa3868 \
-    --hash=sha256:eb8122f4d180f552eda26dc3d77e84e8c11dc2b1d456a406b9f24abb70ceeadd
+sentence-transformers==6.2.0 \
+    --hash=sha256:1e3cd8796ab7bcad4cfa2f51e2083d8b37b15d6b68e6fa6b91a147c67380574d \
+    --hash=sha256:ffb51ccfef65427cfa61776d0eeeb257600b0099cf0c7533ae9a6856d31e4665
diff --git a/.konflux/requirements.hashes.wheel.txt b/.konflux/requirements.hashes.wheel.txt
index 981fc9052..cb0f287cc 100644
--- a/.konflux/requirements.hashes.wheel.txt
+++ b/.konflux/requirements.hashes.wheel.txt
@@ -7,9 +7,9 @@ aiofile==3.11.1 \
     --hash=sha256:96b875f67beb10675a0b2bd672a9387c20b1373dfd50ecd86137fc242f1e8c78
 aiohappyeyeballs==2.7.1 \
     --hash=sha256:148c42ea64254eff51702e3643744a5d29e19f1cc7f1adcfb2289d7ac711ae80
-aiohttp==3.14.4 \
-    --hash=sha256:616d46938b694f83e92b99a70b5b70a24399af080acdb35e4e86ede599f57649 \
-    --hash=sha256:969d26dd38892e4bca272fccb280d8d1c16046acb6fea3864760c8c2bd7e644c
+aiohttp==3.14.5 \
+    --hash=sha256:627447c04fe48fbf77583d0d80b2b8129cade0e5a7dab372101a63567314a045 \
+    --hash=sha256:c4952016536f4aa8fa09e89ff14b5bcc0f3a261ca6f1c762e04be41c0f8963e6
 aiosignal==1.4.0 \
     --hash=sha256:f67c1242810c1da35afc04f8fe6057d1f133fa581d32ecc4c841d08134436218
 aiosqlite==0.22.1 \
@@ -18,8 +18,8 @@ annotated-doc==0.0.4 \
     --hash=sha256:1ecb2803f2d35e57ba03d74245d9ece70ffce1552a51d1ab1d2b439d791e5086
 annotated-types==0.7.0 \
     --hash=sha256:d31d6f386f3ecd6cdca12274844b969c3f9c90d15ebef7774f2eb34857108758
-anthropic==0.117.0 \
-    --hash=sha256:090da100887647422594995b93d51c3139ec58dcd29ac4357a382fee1bb13645
+anthropic==1.15.0 \
+    --hash=sha256:80fb11b8cd20c8d5912aacbb371c6f5bb914a8b4d4eb8bb1b25d58e87cc9c209
 anyio==4.14.2 \
     --hash=sha256:910fa689d2615586a8c10cd10caaa20a6613e5eda16c3844eeb2b0886d37c8d3
 argcomplete==3.7.0 \
@@ -41,6 +41,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ddb57aa5e631f75dfad74a87841dc1b6ba48f0c4f128cd82f493de456229e344
 beartype==0.22.9 \
     --hash=sha256:7e0e03f04547689224dd1fb5471f9f0080426e8227b34a6d7d1eefd4c190a6a6
+blis==1.3.3 \
+    --hash=sha256:47a8d7cf4f430c4e6f95082cf02d9e61bf8961a50d9d41abf1820a1f8dac2b29 \
+    --hash=sha256:c1ae9d426e7345eb936fda81639a7dddcaaf479bffc948da7c0c4018fe18103b
 boto3==1.43.50 \
     --hash=sha256:00c080260af44da1faaed39ed97e3d37762e9414426eed89cc9137e7e8ae96a9
 botocore==1.43.50 \
@@ -50,8 +53,10 @@ cachetools==7.1.4 \
 caio==0.9.25 \
     --hash=sha256:398a28bb0d40bceb34e32097e86c2b5ceb9361a0ae95e8f86ee02dd042f717d8 \
     --hash=sha256:a5d2008d627a56a308b94755770e1e716117826d932141e6b85ef6d79ad6257f
-certifi==2026.6.17 \
-    --hash=sha256:36a32caf926900a4f112e18621636a19ce6474c5b2aeb148588147d2633ec530
+catalogue==2.0.10 \
+    --hash=sha256:c984aab0d6a13531a38af6de79747392d81210df460324eb29b62ecd30240fe8
+certifi==2026.10.19 \
+    --hash=sha256:a47d0355ba4428a265002bd50960230cae2b0f61cc49c93c0617f5778df1d304
 cffi==2.1.0 \
     --hash=sha256:4cb547fde61ec9e28fc046ea5b67c831179be045edd0cdec97e01897ba441d0d \
     --hash=sha256:b703edbff5360a21fef99111c05dca5d40fba6fbc8c2b6367a9f2caee76cb952
@@ -63,9 +68,16 @@ chevron==0.14.0 \
     --hash=sha256:4cbb3abb3803127a24947e075384f21bde2e00d43b8b8026f4ba9af7f866a423
 click==8.4.2 \
     --hash=sha256:368d4af9976de9fc5efc4d8a26c64d23c187c21a2eba9336254832d466dd6198
+cloudpathlib==0.24.0 \
+    --hash=sha256:705101c181a990a335cd83d870583f1457083faef090eaef69e3c53274392733
+confection==1.3.3 \
+    --hash=sha256:984c46ff067823064c604c67dc3ceb41b6d03824d5641283b3ae36b530a076af
 cryptography==50.0.1 \
     --hash=sha256:3e29639a33400721f710beeba7741e275bdb4c5bc53107c9dfef240d251c0590 \
     --hash=sha256:8ae962f84e7f36290feca5f8ba7bfc01fea9cd9a48f446bca52ef115657cca3d
+cymem==2.0.13 \
+    --hash=sha256:099cbced01c64a81d26a92c836b8dcbce044a414f7b10cdf3ff7a235694d8544 \
+    --hash=sha256:6a5518f1a7e4dc32f965fa36d877e9340f82756b0b28bfdaa67036d197738efc
 datasets==5.1.0 \
     --hash=sha256:c513140d4751711147b090eaa1a2fa0f658c80773da4d3b5b9c9a84f950e574d
 defusedxml==0.7.1 \
@@ -74,8 +86,8 @@ dill==0.4.1 \
     --hash=sha256:8aa45e639751fc9610ff6aa53229cd95c66142cb2372fa4b530985c0d6a445ce
 distro==1.9.0 \
     --hash=sha256:e76c1bcd413a800244e5719cda5e981e6890b1f9ac2e6d7d8bb4e6e9fcb1299e
-dnspython==2.8.0 \
-    --hash=sha256:eebc57dce77a8daa02b3b4b9d3bc6866d233a8371468afd223008593fa66fd06
+dnspython==2.9.0 \
+    --hash=sha256:6ab823c92af08a1b8da9b2e8f78a5b933d92687453beb8d3c5990adf4a254f5f
 docstring-parser==0.18.0 \
     --hash=sha256:99af886f2018766522dbfcfbd80dde97b776b4b407d7d298d5d17dcd502a4f7a
 durationpy==0.10 \
@@ -97,11 +109,8 @@ fastapi==0.139.2 \
     --hash=sha256:b17a1b3f5881e5b49894d21d9e95d3e8a6d11f8ecb40378fc4d0942e645a6d82
 fastmcp-slim==3.4.4 \
     --hash=sha256:caab28e3b9522580944d69079a15e3a989f9dbb5ad83719d0cce29b97e18505f
-fastuuid==0.14.0 \
-    --hash=sha256:48a11273ad4c087c73141708dc78b20fd70b80f0792578762b58e165994de198 \
-    --hash=sha256:9b1ef58a7e4d54ab02d82742524a0064dae332f1179f89d88b4c9b98b3315df1
-filelock==3.30.2 \
-    --hash=sha256:3876bce9fb39cd4dc9dc025336708416b2159bd96c5b4ca2d77dd14c9c7600ba
+filelock==4.2.4 \
+    --hash=sha256:3cddca5b5ab48b12258abe2ee146cb6c7bb36ccb2817ed369d358cf7088fe892
 fire==0.7.1 \
     --hash=sha256:40060b6b961811b3fd0432c0b21099e83b1ee0f36ae735c9a8cf659d4627fdd8
 frozenlist==1.8.0 \
@@ -111,16 +120,14 @@ fsspec==2026.6.0 \
     --hash=sha256:9a76dd86f01d5e2034c8192684e131d070de32d4d9d76843821351819e6ee2ef
 google-api-core==2.32.0 \
     --hash=sha256:3e21a1d0f5bb3cc135e11f816a83f22bc77f6fecb32d8bc0474e1cecfd923e3d
-google-auth==2.55.2 \
-    --hash=sha256:22f8bfe3b0352e49b091e9d4fdcd10e4c12266b6d8ae25559a0c5b468879115b
+google-auth==2.56.0 \
+    --hash=sha256:b374a612174e26376a82bcc20296002fdcc8c58dcd0d8b9eed6c972df4c0320c
 google-cloud-core==2.6.0 \
     --hash=sha256:2b0e1f09be56b927f3cb231052fea35805cb74f5594235a927eb519af1c78b17
 google-cloud-storage==3.13.0 \
     --hash=sha256:a2f05a1db47b0ee5cc2f14ee4bd9736d4da5329e51fd10ed466e44082637e9b9
 google-crc32c==1.8.0 \
     --hash=sha256:3152fc17ef99180190f8e14a850fddc3ab8c3911b2d92d130e7219c79dfe7d7c
-google-genai==2.12.1 \
-    --hash=sha256:9662398ba5a2c0e1b97e88b45b32b42126da318e1c89f34bcc3cd19d05e42568
 google-resumable-media==2.10.0 \
     --hash=sha256:161f9c50277e40f8b161fd25f0a989ada00a9b6a52dab45eb4569df5d873d09d
 googleapis-common-protos==1.75.0 \
@@ -135,29 +142,27 @@ grpc-google-iam-v1==0.14.4 \
 grpcio==1.82.1 \
     --hash=sha256:3e4ac899ed92dade47b27e610e2244155785a133e805a2ca2f99bcc4be19c459 \
     --hash=sha256:b36c17d2eea636176911879ce8fc7784609a9a5e90d53f6d91aa4498e003c24a
-grpcio-status==1.81.1 \
-    --hash=sha256:5d2fda3cfa9fa79d295e49852a5244e033a06dab9c500e1e62a3aab84f376911
+grpcio-status==1.82.1 \
+    --hash=sha256:8a472b903555e233d5723959d167f6b6e5a9e437d0fdf5dd2a5cc68d2ff8f1c8
 h11==0.16.0 \
     --hash=sha256:cdf040cf1a6fd5711975544a7931d24e41901fe6dceed7f7effda231389afff3
-hf-xet==1.6.0 \
-    --hash=sha256:0e1a1f918af5514213e4b781c029cd7fe85c596289c2a9e3351c7bc791796c08 \
-    --hash=sha256:318dc49e0b0143fd537f9ab8188513e654303eff72f2d5376c5326d2c3872e43
+hf-xet==1.7.0 \
+    --hash=sha256:9f9d6464a0df95722aeab6389b0a7a413d3988c1027d885b10cf8daa7edbfa52 \
+    --hash=sha256:bb84418dd1cc3dc19d7224806044892859f2318b6739e28734ba37c012b0804f
 httpcore==1.0.9 \
     --hash=sha256:fc0ea63671089523efc6fe94ec49d0b10c9660460cbca6172fc972c1c5f9c0ac
-httpcore2==2.13.1 \
-    --hash=sha256:90626434decbe04c09d65442832c03522bfda2075ee7dd08ee494449906535c4
+httpcore2==2.16.0 \
+    --hash=sha256:47f54674cd5f79e597770bb40ecd3e97ecc56e0a67e2f6724b608806bb63ddaf
 httpx==0.28.1 \
     --hash=sha256:40b3fef8650d88ced417b05b236427596a6da9117b0f64ef5b0a5d548d20addb
 httpx-sse==0.4.3 \
     --hash=sha256:e163972748a0d3dcc718803a47bfad40fa1fa5a554d192f60ba685163ab2162a
-httpx2==2.13.1 \
-    --hash=sha256:603dfe84865b0a9340282e5621c759660fd0acfada6b3cc260c7772f696a6854
+httpx2==2.16.0 \
+    --hash=sha256:e049ee60607670f3ef90100460c07e041ed94ec015b76cc551e775a8f5e54e2f
 huggingface-hub==1.33.0 \
     --hash=sha256:d6780420c63c5de6b21cdd15f78a232ff8b6bacfa48b962ff60d1164699995ad
 idna==3.18 \
     --hash=sha256:8a16d5d6db808e4640e6bad7349f52e09b10eba58914fb7d366902ec4fc226a8
-importlib-metadata==8.9.0 \
-    --hash=sha256:fd4436daf4f815d256e174a83ed6096f372e62d7def6be0f4277b7f002854e12
 jaraco-classes==3.4.0 \
     --hash=sha256:a3a5e90471e6c5ed672a220829b2f7f3457f7af29965dc588b0cd65b1948b0bd
 jaraco-context==6.1.2 \
@@ -168,9 +173,9 @@ jeepney==0.9.0 \
     --hash=sha256:963dd065a43c4ac8dfca2182773556a4551353a9b8b6e52906a5d0dd004cdb99
 jinja2==3.1.6 \
     --hash=sha256:500424e00f5a3b423f8657c8bb0bd846da38af583d9535629f9f93045865bd11
-jiter==0.17.0 \
-    --hash=sha256:cbd7b65b359bcb75b3ec8631e48009fbac82ec51500305f05a3bc56993d7bded \
-    --hash=sha256:e717ee7b9300c5caec4593d7653ceeb7da05da7e6cdaf4993784985fa255104a
+jiter==0.18.0 \
+    --hash=sha256:1196c15a7a24cdc1a74d4971a2f1665a5314bc27e61e2e5decca31e1b601e291 \
+    --hash=sha256:4ff3d089672ce363659e7a5b81e12166a3aaf8d023a3877d2d79e355a0919ccf
 jmespath==1.1.0 \
     --hash=sha256:c4b79578b9c4fb420b287be212eb0932c4d92219ecd32f19d32de47a27348a81
 joblib==1.5.3 \
@@ -189,9 +194,6 @@ kubernetes==36.0.3 \
     --hash=sha256:8fa78b23a212533a45eda88b56515f4a5d953df468ac759f1a34574d7e53cc3d
 langdetect==1.0.9 \
     --hash=sha256:2d25e4a5b5d75d081415198fc424545f055a0dada61847d31bd3c3ebc74aa73c
-litellm==1.102.2 \
-    --hash=sha256:67b722d477d57f1c2b546979501df65bb0cfb58c1ea9183fc7f11b504c291688 \
-    --hash=sha256:8351e456a02a2a0f66b5f3406d96ebfdf50588a44eec51b9906621ff71522fc7
 logfire-api==4.37.0 \
     --hash=sha256:6445a3b0ff8f82db431eb28b459267f37fd0485d484b8f1ec9fd682ed89ae72d
 markdown-it-py==4.2.0 \
@@ -199,8 +201,8 @@ markdown-it-py==4.2.0 \
 markupsafe==3.0.3 \
     --hash=sha256:e0404961f3e45375f32cb6a8fec8821f4dbfabb62d6880ac0e7d316ba05bfafd \
     --hash=sha256:e6c6055c4623ff263b359600373e42d2027521c5f7f453b535a5a05ea37b8537
-mcp==1.28.1 \
-    --hash=sha256:acb4f1d5be79d8a5db3a23b9371bfede6724a3ba3a20a66b0b52937d1eb49f04
+mcp==1.30.0 \
+    --hash=sha256:bc403438473088703f860cb9eea7ef8909c105b562139452d9dac1fd16eced3c
 mdurl==0.1.2 \
     --hash=sha256:3b685cb48a3cde202b232cb167ea1d9c287724d240966f2f16d2f10732b78636
 models-dev==1.0.398 \
@@ -213,22 +215,28 @@ msal==1.37.0 \
     --hash=sha256:8f6194bc42c2e427fdac23c1d82044bf65a99061a40d2aba3d7448a6281ac713
 msal-extensions==1.3.1 \
     --hash=sha256:e0184f4918415efe8994ce27d27bc8132727c292bbf026f21b117d84112fb0af
-multidict==6.9.1 \
-    --hash=sha256:7fb0271ffd4408b0082c5fb0f932dd9b9e6275f0cdd04c99640bd4996eff9498 \
-    --hash=sha256:e8d81e4ef56375b3509e7576f6c62f3ff510005c3d22f2a8382682fbdfa0bba9
+multidict==7.2.1 \
+    --hash=sha256:8dc0ce8863a926472dad8006806edbe254178c0c6b67e3d0124ae3ace9420ffe \
+    --hash=sha256:d5adfedc5b4984506f4ec5c2f25212f044caf9c86579ab21728c630c80f016b6
 multiprocess==0.70.16 \
     --hash=sha256:3bb6aec8fcea1821c05940ffc55c2d11aae22cd7c5a898284aed38f814b77ef8
+murmurhash==1.0.15 \
+    --hash=sha256:3ee17e1759bcb9f2af36dbea51b7f7f21655cffca022e3bf7cf123b20b2ee34c \
+    --hash=sha256:6372d5a0364b64656886382fce226ec4c00be392c920e216afe3fed0f0939999
 narwhals==2.24.0 \
     --hash=sha256:30285014e6754ed468b29358bc0aebff0117d6a1d64383254ae55ceef31ffb25
 networkx==3.6.1 \
     --hash=sha256:56b687ad58bed743066f1b7d5e6f56a72d2f193c8eaf35064abaedda4fba3745
-nltk==3.10.3 \
-    --hash=sha256:fb9ae77ba878bf1f09e6cca649f2c296f20b1c83143932ae06c12018b505afd7
+nh3==0.3.6 \
+    --hash=sha256:23ef1e4c97b90d7eb87f665f953be41a410dcc9a5be17513f65a2bcd5bd6613f \
+    --hash=sha256:ab3e567f4866cad347e56bdf2c414f3e01789ae6fc50a3b4da39fd3338c5e549
+nltk==3.10.4 \
+    --hash=sha256:1589427a8796443b5bc2cd30d53b11f487d476c450d18499518ee802839069f3
 numpy==2.3.5 \
     --hash=sha256:927205c8882f7a53543a8fc5b13fcb05771d6bfff35e06daf8030e57549cc7be \
     --hash=sha256:a08c6c26c26d7530d09ac93bc177593958c2e3ce4a9b5750c14a80329cca157c
-openai==2.45.0 \
-    --hash=sha256:93cbc0461f69bbd1c81c513c69d120bfe014049f02676a3f5e940541899c3238
+openai==3.37.0 \
+    --hash=sha256:a7d349c815f6d7f18557abe5fcc9dc9b8f4848675280e20c20f5e215564646cb
 opentelemetry-api==1.44.0 \
     --hash=sha256:f43837b558a6ca8d83b0525bcdce06fe8ac35bf54c3954fce5d048e912b9dc7c
 opentelemetry-distro==0.65b0 \
@@ -259,20 +267,25 @@ opentelemetry-semantic-conventions==0.65b0 \
     --hash=sha256:e03f36b9fa30e8ae088db0b8e583d626468b0131ea7d26fb84a12de687a97730
 opentelemetry-util-http==0.65b0 \
     --hash=sha256:0adee4a1ecd91fc365a501b82c3bcaed5c960afc6c073476d11b12c05c100004
-packaging==26.2 \
-    --hash=sha256:7c418e01ce14b2bfd2cbf95e6d0a2b1278b711cd84527100f02b0966f08cc4a5
-pandas==3.0.6 \
-    --hash=sha256:1103558183cec76f83f3bf79202b38f6a8ba26892b4b2210e4497747dc302c38 \
-    --hash=sha256:661df59353dbd2067adfcb7f6b000d3263c74c04419fed552f0b4a713e0ac31b
+packaging==26.3 \
+    --hash=sha256:53a243be4a12b59806b4640b28d6edf74389e75f4dac6c05e161ef81d943ce8f
+pandas==3.1.0 \
+    --hash=sha256:5cf801d66ae73fd515aefb3075146051bdb38877a41d2be0523c999d983c64ad \
+    --hash=sha256:fce52bef85a7940d188301e585216e228b2828878a278c0549c1b23d7de74e9a
 peft==0.20.0 \
     --hash=sha256:d54a098b5ca82fde171e7b9c388aa273e81e2bdbe4ce29e3f5aaf950ea308d3d
 pgvector==0.5.0 \
     --hash=sha256:41d34fc858847284d0474e9c8369b1790110a5c510384a9dadaf92b0f4537b03
+phonenumbers==9.0.34 \
+    --hash=sha256:b7e92cfd3baf0039ab8552674db7423f82b4818bba97c932a1a99094ea2b12d5
 platformdirs==4.10.0 \
     --hash=sha256:54179fa31b3140c3727a0e602144c413b8cd1e0f85c09e82c4e36000a64f5a8f
 polyleven==0.11.0 \
     --hash=sha256:1ed45d0a8a4696bb9fd3ea4cab8897c02d6ea03701843517986cdaa4f20276cc \
     --hash=sha256:d5176a63d7a93ecd27381fbc17fae9dcd015e848ae75f0b5429cef8667328548
+preshed==3.0.13 \
+    --hash=sha256:9451195da0682c8690e859939094cecd1b199baec2c8abfae74c2214af8fa274 \
+    --hash=sha256:c1b826f63f68121b8057c31e0bc902c603b0ab8f2a8a81f6d93625434109a9af
 prometheus-client==0.26.0 \
     --hash=sha256:347c1aa82def23527399fe7d4c54f0f9ead3026169d3377173ddebcb5f597756
 prompt-toolkit==3.0.52 \
@@ -282,9 +295,9 @@ propcache==0.5.4 \
     --hash=sha256:6d22248aebf91a3665be0199120a82dbadb92879d0b63b3728ec8c9abad6c1cb
 proto-plus==1.28.1 \
     --hash=sha256:01d18da3e804517b9225e384d596db5c1147f7e1a02778dd5048ac0f4130b324
-protobuf==6.33.6 \
-    --hash=sha256:2689490d83100ac29114a0d76af57130fa08937abb068815057caf7b55702cf3 \
-    --hash=sha256:ad3345d512d57367d0a9753f679f8056d09253783f215c136e19f6b0242a0997
+protobuf==7.36.1 \
+    --hash=sha256:2d11ca5708e94f0980763962e8d1b0eed0f2aeb25d2e63c18f94d29ea64ee5f6 \
+    --hash=sha256:aaff009289d7e3718b91246d31e5b8f0d07eae739032f2dbb5f87a1c0c9e4ed4
 psutil==7.2.2 \
     --hash=sha256:b9bae30c9445a30ba7201802dd1de81b93e3ad13db46efdfc73482bf181ef00c \
     --hash=sha256:f8aebc9b1f47dd55c4760b9353159595703fef5a9b9ebe9aa8b23bc222054f7c
@@ -300,8 +313,8 @@ pyasn1==0.6.4 \
     --hash=sha256:aa4baf3e3b2b894b21127fc4769773650d15543dec5a3756daaa19c0f3763b7f
 pyasn1-modules==0.4.2 \
     --hash=sha256:6b1010138365a6fc22f4efd32edd504ec3f538e1ac3d1947ba9f7821ef15ef6c
-pycparser==3.0 \
-    --hash=sha256:c2e6198bf8dc97ba19b5f42d9d0e08d5842ffb775e0e208b150080dcf423396e
+pycparser==3.12 \
+    --hash=sha256:4fe0ea0581f87d8c87392db9eb99198f69383af28959d3f35fe9d05b5229bd23
 pydantic==2.13.4 \
     --hash=sha256:1a3d4d45204182df30dbd68890bdf1becec13f689075099866dd4bdf06b04371
 pydantic-core==2.46.4 \
@@ -329,6 +342,8 @@ regex==2026.9.29 \
     --hash=sha256:9e8547621c3c60ff7beaad2f422191b7b30c6d14eac55a39ed9ea01d48609c7f
 requests==2.34.2 \
     --hash=sha256:ea6708de2da329a533299949db29fca0e3f7e3135068ad5171a28d07a9687631
+requests-file==3.0.1 \
+    --hash=sha256:ec161b0813b2050e5ceef704f0f26b1a0164a8c52b496750bd9515d8eef17de7
 requests-oauthlib==2.0.0 \
     --hash=sha256:a97b432a279e3353fc512189927bfd2a2ff168b05d66a7600966e39b24efdcbe
 rich==15.0.0 \
@@ -359,11 +374,23 @@ shellingham==1.5.4 \
     --hash=sha256:c62d421a942ec6b2400acb0091f31f7bd860d133dfcc8e7c5a252afedba20f8f
 six==1.17.0 \
     --hash=sha256:6388b9db719664e1ccea84c166718ff3d2bbf56490cbf14fb7478b3b782eb0e5
+smart-open==8.0.1 \
+    --hash=sha256:b665424be35ae03117e3a242c6d0d50fd5f47b94cf29e275204a5e437618ed87
 sniffio==1.3.1 \
     --hash=sha256:a9433d031973b1b14953cf89c651d1034e4a242d527a9b9302db215e722c5b9c
-sqlalchemy==2.1.3 \
-    --hash=sha256:0daf9a06bf1ecbe96d600a9da638f71993f3cd254f71f154fda2788762b11af5 \
-    --hash=sha256:cd188a743a7d91348a4b14d2a9b29b7fff99da485f934a5cc95f1fa10cf55388
+spacy==3.8.13 \
+    --hash=sha256:6b5ef29ad85299d0fa910ff4f79e812e78c2e5979f1048c9eef4136252734406 \
+    --hash=sha256:ac7fed251388b4eafbc9c3b87add7bffaabc182982cb813a5b7e0315f9fb7adc
+spacy-legacy==3.0.12 \
+    --hash=sha256:ed57c60885ee1e8e1c445ce6782a5ac6ff934e46c1735575386eddbd7e3156b9
+spacy-loggers==1.0.5 \
+    --hash=sha256:fcf4bcaf82a068bb8f9198b92fc8c55d21e5844b6e8a8323485275927a59a1f5
+sqlalchemy==2.1.6 \
+    --hash=sha256:62d88e595215dd6e8fd80df93f3351dcc5f7e86e5380c8397144ef35eb60d02a \
+    --hash=sha256:87175ff838ce80b239fd68c7dcf28a640953c9f2f30469120ac1b148a841a55e
+srsly==2.5.3 \
+    --hash=sha256:bfb40d5b40e112aa5890a49040227bb03e6d1813f255c41a1471f100e4eec047 \
+    --hash=sha256:f965387962495a3ed7d5be3885767c61357d682d61392694254da42dae7c6193
 sse-starlette==3.4.5 \
     --hash=sha256:c1f701f19f43c181be2d62c6164e90b7e8e4d5d67956fface4c794ac7a784962
 starlette==1.3.1 \
@@ -376,11 +403,16 @@ tenacity==9.1.4 \
     --hash=sha256:eb86e53b6b467dfbbedc4b64399eb73def7f0ca9b7feaf28bb1785169c644971
 termcolor==3.3.0 \
     --hash=sha256:ae64ee55bd826bcc7c0c4c1f07f6626c8c785a19492f981ac3d5f92bf85e652a
+thinc==8.3.13 \
+    --hash=sha256:dc8ff2f3b31c8984d7a3f016df64c7542a8146ef8f7ef55c1c683f3dcabff8c1 \
+    --hash=sha256:f06a4cb1f7d627e1d1a4d3ebf301b45e6ac4db0beb792572560816431d8eb5a5
 threadpoolctl==3.6.0 \
     --hash=sha256:583c55d12dfac4ba91b2d41e1a334cba51d2c5fbab1e4cd4b918cf88dbff6184
 tiktoken==0.14.0 \
     --hash=sha256:0832baab0f5074a3f03c9aed0677bcd6352e06667dfe78e38271bbd7c068a839 \
     --hash=sha256:0a332ccb241eb60061beb3d3a5cf89485e620de582557f2b2e1673089ef98191
+tldextract==5.3.1 \
+    --hash=sha256:30720324060fa191338fb6cfcc142d2c50ecdac3c58a18195ec3cee281715bf4
 tokenizers==0.22.2 \
     --hash=sha256:19a5651dc0f6d0dbcb98030c43d7da01d9e9069159fde96100105b9ae9ee1762 \
     --hash=sha256:48eb9560e0e190853b056a9b31055989b36d1ca480f26d67873dd79e9431fbd8
@@ -399,23 +431,27 @@ triton==3.6.0 \
     --hash=sha256:a64f6de7b2d45d0426474a980776161e626ccdcbb35e8b540686411fe204e0c9
 trl==1.8.0 \
     --hash=sha256:0823bdfacf052335f7b88a6c9c0675e0ab0cd72677d116d8ecfae742da686a0a
-truststore==0.10.4 \
-    --hash=sha256:873c111fcf91e02855554f33a85495fd731951d9ee2a19ed3869082d389b2c81
+truststore==0.10.5 \
+    --hash=sha256:1f0786bd88900763b2f844c1f1ef32e083e992a987b08d6979ee276431d0df34
 typer==0.27.0 \
     --hash=sha256:113ce519fc083f858ebeae5a7b93bd5e0641ef7a86355125e571741187c29b0f
 typing-extensions==4.16.0 \
     --hash=sha256:78810d1eaf917205639551515696b3d972fa471eda49bc837bc44acfb648345e
 typing-inspection==0.4.2 \
     --hash=sha256:85a10e16fc7005753b83d70ef286b14e193c23152775de9df8a384a397da44f0
-urllib3==2.7.0 \
-    --hash=sha256:8c0d942cee38135eb54435268fa34bceed0d0a7dff31d8aaee06c06ef8637942
+urllib3==2.8.0 \
+    --hash=sha256:cf189e13e706ae0f5465262fe46be26aeddd638328f239825c67496621c68627
 uv-build==0.11.8 \
     --hash=sha256:11a1c0c3d861c4c827b8e2ac532ecf58667d0af5badf0fb1973f5fcc5f435325 \
     --hash=sha256:c1ebf95903bf3401582a417c20d98c4b55bc3a4e251a39fef8f2df6f05006ee4
 uvicorn==0.51.0 \
     --hash=sha256:e510a18c6896c39d758bd41eeddb9f736034fe2fcb19c55d0b601762e34ac193
+wasabi==1.1.3 \
+    --hash=sha256:999983422dcbeeea83f94d1dd268f788477645e9face0deb7743b630ef5f8dbf
 wcwidth==0.8.2 \
     --hash=sha256:ebd629eb2ba09f9535a63cbbcd47e675d48876f52909675dc91db331cb7ff7a8
+weasel==1.0.0 \
+    --hash=sha256:31172dae6ae2e1a0d4c9ac72717900003899abb4dfb3f4d293bd703025e79be4
 websocket-client==1.9.0 \
     --hash=sha256:5edaafdaa419fd1e24bf182d0ac731c2ddc8d3ab7c3fe1f21237a62ea6cb3bc7
 websockets==16.1 \
@@ -424,14 +460,12 @@ websockets==16.1 \
 wrapt==2.2.2 \
     --hash=sha256:f1b572d87d9d2b325525a5ea4467361345124f3b6aecdb123fe30b33eed0bbfe \
     --hash=sha256:fe22871052b38da0f29509f09fd136767bdeae3cf9e37261b977af139dbd9be2
-xxhash==4.0.1 \
-    --hash=sha256:1f875aef74aaa0fbb7023ddf24a33b7237244f492fc95a03e0efff5877601ae2 \
-    --hash=sha256:3bba69dbd8189d8f167edb597d59afc69397a6af0390e5fb33e07cda3915627d
+xxhash==4.0.2 \
+    --hash=sha256:3e00e306cb82f53fe6480d35da0be3ac24b37bbec5d513b024016a2b9f1f751f \
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diff --git a/.tekton/lightspeed-stack-0-8-pull-request.yaml b/.tekton/lightspeed-stack-0-8-pull-request.yaml
index 685e68c28..4a8e8d818 100644
--- a/.tekton/lightspeed-stack-0-8-pull-request.yaml
+++ b/.tekton/lightspeed-stack-0-8-pull-request.yaml
@@ -49,7 +49,7 @@ spec:
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diff --git a/.tekton/lightspeed-stack-0-8-push.yaml b/.tekton/lightspeed-stack-0-8-push.yaml
index 78fa1538e..a537718a7 100644
--- a/.tekton/lightspeed-stack-0-8-push.yaml
+++ b/.tekton/lightspeed-stack-0-8-push.yaml
@@ -50,7 +50,7 @@ spec:
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diff --git a/pyproject.toml b/pyproject.toml
index 9e3a58e6f..01a53ea07 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -57,7 +57,6 @@ dependencies = [
     # Used by authorization resolvers
     "jsonpath-ng>=1.6.1,<1.9.0",
     "psycopg2-binary>=2.9.10",
-    "litellm==1.107.0rc2",
     "urllib3>=2.6.3",
     # Used for agent card configuration
     "PyYAML>=6.0.0",
@@ -94,6 +93,8 @@ dependencies = [
     # Used by the redaction engine (src/pii_redaction_engine) for PII detection/redaction
     "presidio-analyzer>=2.2.364",
     "presidio-anonymizer>=2.2.364",
+    "boto3",
+    "nh3>=0.3.6",
 ]
 
 
diff --git a/uv.lock b/uv.lock
index 8e187e86d..4573cff11 100644
--- a/uv.lock
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