diff --git a/.konflux/requirements-build.txt b/.konflux/requirements-build.txt
index 26e5fddb9..e116d6154 100644
--- a/.konflux/requirements-build.txt
+++ b/.konflux/requirements-build.txt
@@ -6,57 +6,108 @@
 #
 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-harness
     #   pydantic-ai-skills
     #   pydantic-ai-slim
     #   pydantic-evals
     #   pydantic-graph
+    #   pygments
     #   pythainlp
+    #   urllib3
     #   uv-dynamic-versioning
+id==1.6.1
+    # via twine
+nh3==0.3.1
+    # via readme-renderer
 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
+    #   rich
     #   tomlkit
+readme-renderer==46.0
+    # via twine
+requests-toolbelt==1.0.0
+    # via twine
+rfc3986==2.0.0
+    # via twine
+semantic-version==2.10.0
+    # via setuptools-rust
+setuptools-rust==1.13.0
+    # via maturin
 setuptools-scm==10.3.4
     # via
     #   hatch-vcs
+    #   jaraco-classes
+    #   jaraco-context
+    #   jaraco-functools
+    #   keyring
     #   ogx
     #   ogx-api
     #   pluggy
-tomlkit==0.15.1
+    #   setuptools-rust
+    #   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
     #   pydantic-ai
+    #   pydantic-ai-harness
     #   pydantic-ai-slim
     #   pydantic-evals
     #   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..d399e9156 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==2.6.0 \
+    --hash=sha256:b54a0a2881b6a4311e86f39cc5e2f652c2242c117a2d03fad839810bb2882e1e \
+    --hash=sha256:dbb3441a9b850d0cc310e25f17323d9bb5a6c38bc68faa1062abc5d033f50cfd
+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==2.33.0 \
+    --hash=sha256:f3f8ab696b35caf95c222e05268740c1ccd6934257890506be73b126150d3b14 \
+    --hash=sha256:fced7f746da45264b34bcf6044a6fcdb91ebad1825e95c324ee48addb6e557ae
+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 +32,33 @@ 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
-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==2.38.0 \
+    --hash=sha256:2dc423fefdaf04998889440404ec84ea9060f7bc9dfadbc94be1f5c8cbcc0324 \
+    --hash=sha256:90fff4dd3b1db9994861bd102c786d471b81e07a3165c751f403b414bd02e3f9
+pydantic-ai-harness==0.30.0 \
+    --hash=sha256:226d35fc3602852e92adf26b5a29717721d66da0f99d5cbff6043bf49ecb0fee \
+    --hash=sha256:f9eaa6c19abf47e7af9a84c86124e96c59b432afe8b9f7deae3d9e98fa4677ef
+pydantic-ai-skills==2.1.1 \
+    --hash=sha256:324a92aa59b11d5d5968bb204bf3bc42a75e5d81ecc0de7d11e64e5d72ed5d02 \
+    --hash=sha256:fcd0964f602998b44515878e71b7593d8e6172b27dcfefbf1f4c03cff294f60b
+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..6cdf3953e 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 \
@@ -41,17 +41,13 @@ azure-identity==1.25.3 \
     --hash=sha256:ddb57aa5e631f75dfad74a87841dc1b6ba48f0c4f128cd82f493de456229e344
 beartype==0.22.9 \
     --hash=sha256:7e0e03f04547689224dd1fb5471f9f0080426e8227b34a6d7d1eefd4c190a6a6
-boto3==1.43.50 \
-    --hash=sha256:00c080260af44da1faaed39ed97e3d37762e9414426eed89cc9137e7e8ae96a9
-botocore==1.43.50 \
-    --hash=sha256:a202e00c75172a292d6cd3f5d217b7c27333c496ef854ead607ea6b3d7b6bb2d
 cachetools==7.1.4 \
     --hash=sha256:2c532448490746cb5330504ca9b4e301367de61e7352e630c8d0ccffba800f3a
 caio==0.9.25 \
     --hash=sha256:398a28bb0d40bceb34e32097e86c2b5ceb9361a0ae95e8f86ee02dd042f717d8 \
     --hash=sha256:a5d2008d627a56a308b94755770e1e716117826d932141e6b85ef6d79ad6257f
-certifi==2026.6.17 \
-    --hash=sha256:36a32caf926900a4f112e18621636a19ce6474c5b2aeb148588147d2633ec530
+certifi==2026.10.19 \
+    --hash=sha256:a47d0355ba4428a265002bd50960230cae2b0f61cc49c93c0617f5778df1d304
 cffi==2.1.0 \
     --hash=sha256:4cb547fde61ec9e28fc046ea5b67c831179be045edd0cdec97e01897ba441d0d \
     --hash=sha256:b703edbff5360a21fef99111c05dca5d40fba6fbc8c2b6367a9f2caee76cb952
@@ -74,8 +70,8 @@ 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 +93,8 @@ 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 +104,14 @@ 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 \
@@ -135,8 +126,8 @@ 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 \
@@ -144,20 +135,18 @@ hf-xet==1.6.0 \
     --hash=sha256:318dc49e0b0143fd537f9ab8188513e654303eff72f2d5376c5326d2c3872e43
 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 \
@@ -168,11 +157,9 @@ jeepney==0.9.0 \
     --hash=sha256:963dd065a43c4ac8dfca2182773556a4551353a9b8b6e52906a5d0dd004cdb99
 jinja2==3.1.6 \
     --hash=sha256:500424e00f5a3b423f8657c8bb0bd846da38af583d9535629f9f93045865bd11
-jiter==0.17.0 \
-    --hash=sha256:cbd7b65b359bcb75b3ec8631e48009fbac82ec51500305f05a3bc56993d7bded \
-    --hash=sha256:e717ee7b9300c5caec4593d7653ceeb7da05da7e6cdaf4993784985fa255104a
-jmespath==1.1.0 \
-    --hash=sha256:c4b79578b9c4fb420b287be212eb0932c4d92219ecd32f19d32de47a27348a81
+jiter==0.18.0 \
+    --hash=sha256:1196c15a7a24cdc1a74d4971a2f1665a5314bc27e61e2e5decca31e1b601e291 \
+    --hash=sha256:4ff3d089672ce363659e7a5b81e12166a3aaf8d023a3877d2d79e355a0919ccf
 joblib==1.5.3 \
     --hash=sha256:5abb2344270cfda261f96ba20f11fb77c3fb1a36769063440ee2ae421b0cb524
 joserfc==1.7.3 \
@@ -189,9 +176,6 @@ 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 +183,8 @@ 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 +197,22 @@ 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==7.1.0 \
+    --hash=sha256:09e63dc9dd2e8354aafe90e5bab124d0ed1d3945fdc551840c77d70d079341b3 \
+    --hash=sha256:a6ca960b6100283b68224c4ad693f5369bebecc088e789040e87efd571cb1545
 multiprocess==0.70.16 \
     --hash=sha256:3bb6aec8fcea1821c05940ffc55c2d11aae22cd7c5a898284aed38f814b77ef8
 narwhals==2.24.0 \
     --hash=sha256:30285014e6754ed468b29358bc0aebff0117d6a1d64383254ae55ceef31ffb25
 networkx==3.6.1 \
     --hash=sha256:56b687ad58bed743066f1b7d5e6f56a72d2f193c8eaf35064abaedda4fba3745
-nltk==3.10.3 \
-    --hash=sha256:fb9ae77ba878bf1f09e6cca649f2c296f20b1c83143932ae06c12018b505afd7
+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 \
@@ -261,9 +245,9 @@ opentelemetry-util-http==0.65b0 \
     --hash=sha256:0adee4a1ecd91fc365a501b82c3bcaed5c960afc6c073476d11b12c05c100004
 packaging==26.2 \
     --hash=sha256:7c418e01ce14b2bfd2cbf95e6d0a2b1278b711cd84527100f02b0966f08cc4a5
-pandas==3.0.6 \
-    --hash=sha256:1103558183cec76f83f3bf79202b38f6a8ba26892b4b2210e4497747dc302c38 \
-    --hash=sha256:661df59353dbd2067adfcb7f6b000d3263c74c04419fed552f0b4a713e0ac31b
+pandas==3.1.0 \
+    --hash=sha256:5cf801d66ae73fd515aefb3075146051bdb38877a41d2be0523c999d983c64ad \
+    --hash=sha256:fce52bef85a7940d188301e585216e228b2828878a278c0549c1b23d7de74e9a
 peft==0.20.0 \
     --hash=sha256:d54a098b5ca82fde171e7b9c388aa273e81e2bdbe4ce29e3f5aaf950ea308d3d
 pgvector==0.5.0 \
@@ -282,9 +266,9 @@ 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 +284,8 @@ 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 \
@@ -336,8 +320,6 @@ rich==15.0.0 \
 rpds-py==2026.6.3 \
     --hash=sha256:316b43e27975b1cc162fda822f299167ee89576ef4857469d6d64ead73704327 \
     --hash=sha256:bf9210733450bc06ffa42008cae33734ebe4e69505707feedfb0518c6d83fa70
-s3transfer==0.19.1 \
-    --hash=sha256:3514b610ae555d9b8948879d13da86f116dc5fec2f93ef4e11f11234d639a7a4
 safetensors==0.8.0 \
     --hash=sha256:ae8e482791a7348f972072ac995368904d8fe58ee62c7e410ec2b6b03cc76cab \
     --hash=sha256:b903354cbf8d3db3818b1942f9d39b0e713b5a93bd3790502412d2b01ebc217e
@@ -361,9 +343,9 @@ six==1.17.0 \
     --hash=sha256:6388b9db719664e1ccea84c166718ff3d2bbf56490cbf14fb7478b3b782eb0e5
 sniffio==1.3.1 \
     --hash=sha256:a9433d031973b1b14953cf89c651d1034e4a242d527a9b9302db215e722c5b9c
-sqlalchemy==2.1.3 \
-    --hash=sha256:0daf9a06bf1ecbe96d600a9da638f71993f3cd254f71f154fda2788762b11af5 \
-    --hash=sha256:cd188a743a7d91348a4b14d2a9b29b7fff99da485f934a5cc95f1fa10cf55388
+sqlalchemy==2.1.6 \
+    --hash=sha256:62d88e595215dd6e8fd80df93f3351dcc5f7e86e5380c8397144ef35eb60d02a \
+    --hash=sha256:87175ff838ce80b239fd68c7dcf28a640953c9f2f30469120ac1b148a841a55e
 sse-starlette==3.4.5 \
     --hash=sha256:c1f701f19f43c181be2d62c6164e90b7e8e4d5d67956fface4c794ac7a784962
 starlette==1.3.1 \
@@ -399,16 +381,16 @@ 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
@@ -424,14 +406,12 @@ 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 \
+    --hash=sha256:d39360bddbfaed0f9746e6c650399cb49e222310e28c20feb488b77b4aa449d9
 yarl==1.25.1 \
     --hash=sha256:1277ed8f43cac8b13c6edfbe57098157ce972dbe02be281f84bcc12421fa493b \
     --hash=sha256:7f836cc5101cd02c46e0e7c7ac042bb12d798fd62639e253f2f9778a47df921d
-zipp==4.1.0 \
-    --hash=sha256:f04782919048b93bac92fa1d20b2dd8a062b30ebee718e834cf663874884c645
 zstandard==0.25.0 \
     --hash=sha256:3f12f3143d2dba84081a79932a30e8179df5c655134d1ae613cc760aab9e4ff2 \
     --hash=sha256:c734ffe543d7aaf7ff9848fb06fcc4c251e2c1670eab845b8983b6ff24f993fd
diff --git a/.tekton/lightspeed-stack-0-8-pull-request.yaml b/.tekton/lightspeed-stack-0-8-pull-request.yaml
index 685e68c28..82e222b0b 100644
--- a/.tekton/lightspeed-stack-0-8-pull-request.yaml
+++ b/.tekton/lightspeed-stack-0-8-pull-request.yaml
@@ -49,7 +49,7 @@ spec:
            ],
            "requirements_build_files": ["requirements-build.txt"],
            "binary": {
-             "packages": "a2a-sdk,accelerate,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asgiref,asyncpg,attrs,authlib,autoevals,azure-core,azure-identity,beartype,boto3,botocore,cachetools,caio,certifi,cffi,chardet,charset-normalizer,chevron,click,cryptography,datasets,defusedxml,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,emoji,exceptiongroup,executing,faiss-cpu,fastapi,fastmcp-slim,fastuuid,filelock,fire,frozenlist,fsspec,google-api-core,google-auth,google-cloud-core,google-cloud-storage,google-crc32c,google-genai,google-resumable-media,googleapis-common-protos,greenlet,griffelib,grpc-google-iam-v1,grpcio,grpcio-status,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,importlib-metadata,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,jmespath,joblib,joserfc,jsonpath-ng,jsonschema,jsonschema-specifications,keyring,kubernetes,langdetect,litellm,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,models-dev,more-itertools,mpmath,msal,msal-extensions,multidict,multiprocess,narwhals,networkx,nltk,numpy,openai,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-exporter-prometheus,opentelemetry-instrumentation,opentelemetry-instrumentation-asgi,opentelemetry-instrumentation-fastapi,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,packaging,pandas,peft,pgvector,pip,platformdirs,polyleven,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psutil,psycopg2-binary,py-key-value-aio,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyperclip,python-dateutil,python-dotenv,python-multipart,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,s3transfer,safetensors,scikit-learn,scipy,secretstorage,semver,sentry-sdk,setuptools,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,structlog,sympy,tenacity,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,tree-sitter,triton,trl,truststore,typer,typing-extensions,typing-inspection,urllib3,uv,uv-build,uvicorn,wcwidth,websocket-client,websockets,wrapt,xxhash,yarl,zipp,zstandard",
+             "packages": "a2a-sdk,accelerate,aiofile,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anthropic,anyio,argcomplete,asgiref,asyncpg,attrs,authlib,autoevals,azure-core,azure-identity,beartype,cachetools,caio,certifi,cffi,chardet,charset-normalizer,chevron,click,cryptography,datasets,defusedxml,dill,distro,dnspython,docstring-parser,durationpy,einops,email-validator,emoji,exceptiongroup,executing,faiss-cpu,fastapi,fastmcp-slim,filelock,fire,frozenlist,fsspec,google-api-core,google-auth,google-cloud-core,google-cloud-storage,google-crc32c,google-resumable-media,googleapis-common-protos,greenlet,griffelib,grpc-google-iam-v1,grpcio,grpcio-status,h11,hf-xet,httpcore,httpcore2,httpx,httpx-sse,httpx2,huggingface-hub,idna,jaraco-classes,jaraco-context,jaraco-functools,jeepney,jinja2,jiter,joblib,joserfc,jsonpath-ng,jsonschema,jsonschema-specifications,keyring,kubernetes,langdetect,logfire-api,markdown-it-py,markupsafe,maturin,mcp,mdurl,models-dev,more-itertools,mpmath,msal,msal-extensions,multidict,multiprocess,narwhals,networkx,nltk,numpy,openai,opentelemetry-api,opentelemetry-distro,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-exporter-prometheus,opentelemetry-instrumentation,opentelemetry-instrumentation-asgi,opentelemetry-instrumentation-fastapi,opentelemetry-instrumentation-httpx,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,opentelemetry-util-http,packaging,pandas,peft,pgvector,pip,platformdirs,polyleven,prometheus-client,prompt-toolkit,propcache,proto-plus,protobuf,psutil,psycopg2-binary,py-key-value-aio,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyperclip,python-dateutil,python-dotenv,python-multipart,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,safetensors,scikit-learn,scipy,secretstorage,semver,sentry-sdk,setuptools,shellingham,six,sniffio,sqlalchemy,sse-starlette,starlette,structlog,sympy,tenacity,termcolor,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,tree-sitter,triton,trl,truststore,typer,typing-extensions,typing-inspection,urllib3,uv,uv-build,uvicorn,wcwidth,websocket-client,websockets,wrapt,xxhash,yarl,zstandard",
              "os": "linux",
              "arch": "x86_64,aarch64",
              "py_version": 312
diff --git a/.tekton/lightspeed-stack-0-8-push.yaml b/.tekton/lightspeed-stack-0-8-push.yaml
index 78fa1538e..2be391a16 100644
--- a/.tekton/lightspeed-stack-0-8-push.yaml
+++ b/.tekton/lightspeed-stack-0-8-push.yaml
@@ -50,7 +50,7 @@ spec:
           ],
           "requirements_build_files": ["requirements-build.txt"],
           "binary": {
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diff --git a/pyproject.toml b/pyproject.toml
index bec30edf8..9147e9f3b 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",
@@ -199,7 +198,7 @@ ogxlibdev = [
     "transformers>=4.34.0",
     "numpy==2.3.5",
     # API tool_runtime: remote::model-context-protocol
-    "mcp>=1.23.0",
+    "mcp>=1.30.0",
     # API post_training: inline::huggingface
     "torch==2.11.0",
     "trl>=0.18.2",
@@ -219,6 +218,8 @@ ogxlibdev = [
     "protobuf>=6.33.5",
     "filelock>=3.20.3",
     "uv-build==0.11.8",
+    # anthropic
+    "anthropic>=1.15.0"
 ]
 
 build = [
diff --git a/src/pydantic_ai_lightspeed/capabilities/utils.py b/src/pydantic_ai_lightspeed/capabilities/utils.py
index 288b4cf2a..2cf780888 100644
--- a/src/pydantic_ai_lightspeed/capabilities/utils.py
+++ b/src/pydantic_ai_lightspeed/capabilities/utils.py
@@ -1,10 +1,13 @@
 """Shared utility functions for safety capabilities."""
 
 from collections.abc import Sequence
-from typing import Optional
+from typing import TYPE_CHECKING, Optional
 
 from pydantic_ai.messages import TextContent, UserContent
-from pydantic_ai.models import AbstractModel, Model
+from pydantic_ai.models import Model
+
+if TYPE_CHECKING:
+    from pydantic_ai.models import AbstractModel
 
 
 def extract_message_str_from_user_content(
@@ -49,7 +52,7 @@ def message_to_str(message: Optional[str | Sequence[UserContent]]) -> str:
             return ""
 
 
-def extract_conversation_id(model: AbstractModel) -> Optional[str]:
+def extract_conversation_id(model: "AbstractModel") -> Optional[str]:
     """Extract the conversation ID from the agent's model settings.
 
     The main agent's model is built with ``conversation`` in its
diff --git a/uv.lock b/uv.lock
index 604d90bf5..7b829b6f7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 5
+revision = 3
 requires-python = ">=3.12, <3.15"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
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 ]
 
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-version = "1.43.118"
-source = { registry = "https://pypi.org/simple" }
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-[[package]]
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-version = "1.43.118"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-    { name = "python-dateutil" },
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-wheels = [
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-
 [[package]]
 name = "build"
 version = "1.6.1"
@@ -1242,47 +1214,6 @@ client = [
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 ]
 
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