From ef914b049e5ea5a5e6ffc83b69a3f153207f1190 Mon Sep 17 00:00:00 2001
From: JR Boos <j.robert.boos@gmail.com>
Date: Mon, 9 Mar 2026 10:11:24 -0400
Subject: [PATCH 1/2] Update dependencies to version 0.5.2 for llama-stack,
 llama-stack-client, and llama-stack-api; add new package 'circuitbreaker'
 version 2.1.3 and 'oci' version 2.168.0; adjust supported Llama Stack version
 in constants; fix response handling in utils.

---
 pyproject.toml                  |   6 +-
 src/constants.py                |   2 +-
 src/utils/responses.py          |   7 +-
 tests/e2e/features/info.feature |   2 +-
 uv.lock                         | 113 ++++++++++++++++++++++++++++----
 5 files changed, 110 insertions(+), 20 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 5f60d4351..4b189f8ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,9 +28,9 @@ dependencies = [
     # Used by authentication/k8s integration
     "kubernetes>=30.1.0",
     # Used to call Llama Stack APIs
-    "llama-stack==0.4.3",
-    "llama-stack-client==0.4.3",
-    "llama-stack-api==0.4.4",
+    "llama-stack==0.5.2",
+    "llama-stack-client==0.5.2",
+    "llama-stack-api==0.5.2",
     # Used by Logger
     "rich>=14.0.0",
     # Used by JWK token auth handler
diff --git a/src/constants.py b/src/constants.py
index 0c5437fb2..39dbb9fe0 100644
--- a/src/constants.py
+++ b/src/constants.py
@@ -2,7 +2,7 @@
 
 # Minimal and maximal supported Llama Stack version
 MINIMAL_SUPPORTED_LLAMA_STACK_VERSION = "0.2.17"
-MAXIMAL_SUPPORTED_LLAMA_STACK_VERSION = "0.4.3"
+MAXIMAL_SUPPORTED_LLAMA_STACK_VERSION = "0.5.2"
 
 UNABLE_TO_PROCESS_RESPONSE = "Unable to process this request"
 
diff --git a/src/utils/responses.py b/src/utils/responses.py
index bdced0f71..2943d1ac3 100644
--- a/src/utils/responses.py
+++ b/src/utils/responses.py
@@ -1139,15 +1139,16 @@ def _extract_text_from_content(
 
     text_fragments: list[str] = []
     for part in content:
-        if part.type == "input_text":
+        part_type = getattr(part, "type", None)
+        if part_type == "input_text":
             input_text_part = cast(InputTextPart, part)
             if input_text_part.text:
                 text_fragments.append(input_text_part.text.strip())
-        elif part.type == "output_text":
+        elif part_type == "output_text":
             output_text_part = cast(OutputTextPart, part)
             if output_text_part.text:
                 text_fragments.append(output_text_part.text.strip())
-        elif part.type == "refusal":
+        elif part_type == "refusal":
             refusal_part = cast(ContentPartRefusal, part)
             if refusal_part.refusal:
                 text_fragments.append(refusal_part.refusal.strip())
diff --git a/tests/e2e/features/info.feature b/tests/e2e/features/info.feature
index 7b16933af..e3c2c066c 100644
--- a/tests/e2e/features/info.feature
+++ b/tests/e2e/features/info.feature
@@ -16,7 +16,7 @@ Feature: Info tests
      When I access REST API endpoint "info" using HTTP GET method
      Then The status code of the response is 200
       And The body of the response has proper name Lightspeed Core Service (LCS) and version 0.4.2
-      And The body of the response has llama-stack version 0.4.3
+      And The body of the response has llama-stack version 0.5.2
 
   @skip-in-library-mode
   Scenario: Check if info endpoint reports error when llama-stack connection is not working
diff --git a/uv.lock b/uv.lock
index e0d1cbcc0..d36f0ad5d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -468,6 +468,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/52/93/342cc62a70ab727e093ed98e02a725d85b746345f05d2b5e5034649f4ec8/chevron-0.14.0-py3-none-any.whl", hash = "sha256:fbf996a709f8da2e745ef763f482ce2d311aa817d287593a5b990d6d6e4f0443", size = 11595, upload-time = "2021-01-02T22:47:57.847Z" },
 ]
 
+[[package]]
+name = "circuitbreaker"
+version = "2.1.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/df/ac/de7a92c4ed39cba31fe5ad9203b76a25ca67c530797f6bb420fff5f65ccb/circuitbreaker-2.1.3.tar.gz", hash = "sha256:1a4baee510f7bea3c91b194dcce7c07805fe96c4423ed5594b75af438531d084", size = 10787, upload-time = "2025-03-31T08:12:08.963Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ae/34/15f08edd4628f65217de1fc3c1a27c82e46fe357d60c217fc9881e12ebcc/circuitbreaker-2.1.3-py3-none-any.whl", hash = "sha256:87ba6a3ed03fdc7032bc175561c2b04d52ade9d5faf94ca2b035fbdc5e6b1dd1", size = 7737, upload-time = "2025-03-31T08:12:07.802Z" },
+]
+
 [[package]]
 name = "click"
 version = "8.3.1"
@@ -1628,9 +1637,9 @@ requires-dist = [
     { name = "jsonpath-ng", specifier = ">=1.6.1" },
     { name = "kubernetes", specifier = ">=30.1.0" },
     { name = "litellm", specifier = ">=1.75.5.post1" },
-    { name = "llama-stack", specifier = "==0.4.3" },
-    { name = "llama-stack-api", specifier = "==0.4.4" },
-    { name = "llama-stack-client", specifier = "==0.4.3" },
+    { name = "llama-stack", specifier = "==0.5.2" },
+    { name = "llama-stack-api", specifier = "==0.5.2" },
+    { name = "llama-stack-client", specifier = "==0.5.2" },
     { name = "openai", specifier = ">=1.99.9" },
     { name = "prometheus-client", specifier = ">=0.22.1" },
     { name = "psycopg2-binary", specifier = ">=2.9.10" },
@@ -1730,7 +1739,7 @@ wheels = [
 
 [[package]]
 name = "llama-stack"
-version = "0.4.3"
+version = "0.5.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -1743,9 +1752,14 @@ dependencies = [
     { name = "jinja2" },
     { name = "jsonschema" },
     { name = "llama-stack-api" },
+    { name = "mcp" },
+    { name = "numpy" },
+    { name = "oci" },
     { name = "openai" },
+    { name = "opentelemetry-distro" },
     { name = "opentelemetry-exporter-otlp-proto-http" },
     { name = "opentelemetry-sdk" },
+    { name = "oracledb" },
     { name = "pillow" },
     { name = "prompt-toolkit" },
     { name = "psycopg2-binary" },
@@ -1763,14 +1777,14 @@ dependencies = [
     { name = "urllib3" },
     { name = "uvicorn" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/57/f8/b46c825c7d4050524ca4da9ff7f2622b101044f65cf50f708cf5b6ac935d/llama_stack-0.4.3.tar.gz", hash = "sha256:70d379ae9dbb5b1d0693f14054d9817aba183ffcd805133f0a4442baee132c6d", size = 3357773, upload-time = "2026-01-26T21:46:01.588Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ce/a8/3724d0c06a06578a639345f5086b93ba234a0ac247ec4ed7854d0d5e5ca6/llama_stack-0.5.2.tar.gz", hash = "sha256:9334c781e4ded6520aa60c3301a9087e9fb8fdaea8e5f30f8e21d85b17231d8d", size = 16035748, upload-time = "2026-03-06T13:25:59.356Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f2/eb/a4c6c6e6391e13b7d71a116df847b13c334355e9ec18441635140b8fbe1f/llama_stack-0.4.3-py3-none-any.whl", hash = "sha256:423207eae2b640894992a9075ff9dd6300ff904ab06a49fe38cfe0bb809d4669", size = 3695786, upload-time = "2026-01-26T21:45:59.607Z" },
+    { url = "https://files.pythonhosted.org/packages/62/4c/fea3f2ffeead47a934704f1527685106766c5ea69dd99c0a83e872b22aa7/llama_stack-0.5.2-py3-none-any.whl", hash = "sha256:581fda638088ee029aab20afe3c42ba8f7f6ef21c80bd9ebcae20bb13c3409d3", size = 3979442, upload-time = "2026-03-06T13:25:56.581Z" },
 ]
 
 [[package]]
 name = "llama-stack-api"
-version = "0.4.4"
+version = "0.5.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "fastapi" },
@@ -1780,14 +1794,14 @@ dependencies = [
     { name = "opentelemetry-sdk" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a9/84/075d5e4b2419777f7dc92a1153c683d82180739754c39ccb3ae01a9dc535/llama_stack_api-0.4.4.tar.gz", hash = "sha256:3973ca3bacf86916e04e521f77e7909533eec7364d32c3eabc35dc2976dbfe7d", size = 106579, upload-time = "2026-01-30T16:28:38.051Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/3d/ecc5cba3613a37887439f08bf202b455ad1d5411818c91833acfaaeee569/llama_stack_api-0.5.2.tar.gz", hash = "sha256:a272e4b803fe24a8ba7d22e6d904bf88abd118ba0b6610a20ff5dedb09f38ad7", size = 126436, upload-time = "2026-03-06T13:25:14.169Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/06/a7/caa050e0beb93147593766e8ea58a0aeab0de59d747ed74ec928c75ab113/llama_stack_api-0.5.2-py3-none-any.whl", hash = "sha256:6531556dd8bb6555d778360ecfcd850aad7a49a8172b68146995d538e71641f0", size = 151603, upload-time = "2026-03-06T13:25:12.876Z" },
 ]
 
 [[package]]
 name = "llama-stack-client"
-version = "0.4.3"
+version = "0.5.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -1806,9 +1820,9 @@ dependencies = [
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/db/3d/2aaeeef910e821ef7d3e65f3d773ba183cc84b7852f877396f64619a250c/llama_stack_client-0.4.3.tar.gz", hash = "sha256:cb807be258206e8fedeb5e5ceba7be7108d3badb31d74199406808c3d1679c35", size = 352952, upload-time = "2026-01-26T21:45:09.725Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/99/8a/8742475db7cedc2d452a3a7677da7f24aa84bdd262bc97543029c62df772/llama_stack_client-0.5.2.tar.gz", hash = "sha256:17c1bbad90f7699da4eb3cae256e8823caa4d2be945512a45c8c6f89ab899f28", size = 368612, upload-time = "2026-03-06T13:24:22.252Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/4d/f9/f6224b8819748358a573e3a2b8e299c0b6ba5f9cedf2942188c361c8e555/llama_stack_client-0.5.2-py3-none-any.whl", hash = "sha256:473f4d67ac0b243b0fc29555a0203a742615d31bea606b4332d9e2f193f73d6a", size = 391951, upload-time = "2026-03-06T13:24:20.559Z" },
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 [[package]]
@@ -2218,6 +2232,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/be/9c/92789c596b8df838baa98fa71844d84283302f7604ed565dafe5a6b5041a/oauthlib-3.3.1-py3-none-any.whl", hash = "sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1", size = 160065, upload-time = "2025-06-19T22:48:06.508Z" },
 ]
 
+[[package]]
+name = "oci"
+version = "2.168.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "circuitbreaker" },
+    { name = "cryptography" },
+    { name = "pyopenssl" },
+    { name = "python-dateutil" },
+    { name = "pytz" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e1/e7/88b0cd7f8f402e9114d3654f653fbc0483249448918e232537818e5c31f8/oci-2.168.0.tar.gz", hash = "sha256:758ab7e5360c70ba7565c8313a893910e8be4f3643b5bdb073cb3f6adde952e0", size = 16533911, upload-time = "2026-03-03T02:21:53.503Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/62/ae/6446b5ae5a3448cd6c095de6dc36ae17adf6fa9cb2be8a3057e11df2492f/oci-2.168.0-py3-none-any.whl", hash = "sha256:c7a97d218b8bb0bc7c7132e6c060262a6ece026dd7746c979108e5c453ba9234", size = 33814540, upload-time = "2026-03-03T02:21:46.362Z" },
+]
+
 [[package]]
 name = "openai"
 version = "2.26.0"
@@ -2264,6 +2295,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5f/bf/93795954016c522008da367da292adceed71cca6ee1717e1d64c83089099/opentelemetry_api-1.40.0-py3-none-any.whl", hash = "sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9", size = 68676, upload-time = "2026-03-04T14:17:01.24Z" },
 ]
 
+[[package]]
+name = "opentelemetry-distro"
+version = "0.61b0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-instrumentation" },
+    { name = "opentelemetry-sdk" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f5/00/1f8acc51326956a596fefaf67751380001af36029132a7a07d4debce3c06/opentelemetry_distro-0.61b0.tar.gz", hash = "sha256:975b845f50181ad53753becf4fd4b123b54fa04df5a9d78812264436d6518981", size = 2590, upload-time = "2026-03-04T14:20:12.453Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/56/2c/efcc995cd7484e6e55b1d26bd7fa6c55ca96bd415ff94310b52c19f330b0/opentelemetry_distro-0.61b0-py3-none-any.whl", hash = "sha256:f21d1ac0627549795d75e332006dd068877f00e461b1b2e8fe4568d6eb7b9590", size = 3349, upload-time = "2026-03-04T14:18:57.788Z" },
+]
+
 [[package]]
 name = "opentelemetry-exporter-otlp"
 version = "1.40.0"
@@ -2379,6 +2424,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b2/37/cc6a55e448deaa9b27377d087da8615a3416d8ad523d5960b78dbeadd02a/opentelemetry_semantic_conventions-0.61b0-py3-none-any.whl", hash = "sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2", size = 231621, upload-time = "2026-03-04T14:17:19.33Z" },
 ]
 
+[[package]]
+name = "oracledb"
+version = "3.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "typing-extensions" },
+]
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+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/cb/2b/593a9b2d4c12c9de3289e67d84fe023336d99f36ba51442a5a0f5ce6acf7/oracledb-3.4.2-cp313-cp313-win_amd64.whl", hash = "sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890", size = 1793558, upload-time = "2026-01-28T17:26:19.914Z" },
+]
+
 [[package]]
 name = "packaging"
 version = "26.0"
@@ -2995,6 +3062,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d5/6f/9ac2548e290764781f9e7e2aaf0685b086379dabfb29ca38536985471eaf/pylint-4.0.5-py3-none-any.whl", hash = "sha256:00f51c9b14a3b3ae08cff6b2cdd43f28165c78b165b628692e428fb1f8dc2cf2", size = 536694, upload-time = "2026-02-20T09:07:31.028Z" },
 ]
 
+[[package]]
+name = "pyopenssl"
+version = "25.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/80/be/97b83a464498a79103036bc74d1038df4a7ef0e402cfaf4d5e113fb14759/pyopenssl-25.3.0.tar.gz", hash = "sha256:c981cb0a3fd84e8602d7afc209522773b94c1c2446a3c710a75b06fe1beae329", size = 184073, upload-time = "2025-09-17T00:32:21.037Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d1/81/ef2b1dfd1862567d573a4fdbc9f969067621764fbb74338496840a1d2977/pyopenssl-25.3.0-py3-none-any.whl", hash = "sha256:1fda6fc034d5e3d179d39e59c1895c9faeaf40a79de5fc4cbbfbe0d36f4a77b6", size = 57268, upload-time = "2025-09-17T00:32:19.474Z" },
+]
+
 [[package]]
 name = "pyproject-hooks"
 version = "1.2.0"
@@ -3163,6 +3243,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c6/78/397db326746f0a342855b81216ae1f0a32965deccfd7c830a2dbc66d2483/pytokens-0.4.1-py3-none-any.whl", hash = "sha256:26cef14744a8385f35d0e095dc8b3a7583f6c953c2e3d269c7f82484bf5ad2de", size = 13729, upload-time = "2026-01-30T01:03:45.029Z" },
 ]
 
+[[package]]
+name = "pytz"
+version = "2026.1.post1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/56/db/b8721d71d945e6a8ac63c0fc900b2067181dbb50805958d4d4661cf7d277/pytz-2026.1.post1.tar.gz", hash = "sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1", size = 321088, upload-time = "2026-03-03T07:47:50.683Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/99/781fe0c827be2742bcc775efefccb3b048a3a9c6ce9aec0cbf4a101677e5/pytz-2026.1.post1-py2.py3-none-any.whl", hash = "sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a", size = 510489, upload-time = "2026-03-03T07:47:49.167Z" },
+]
+
 [[package]]
 name = "pywin32"
 version = "311"

From 65240e8eeab373460caffeeee1ed2536f0bf440d Mon Sep 17 00:00:00 2001
From: JR Boos <j.robert.boos@gmail.com>
Date: Tue, 10 Mar 2026 10:16:05 -0400
Subject: [PATCH 2/2] ran `make konflux-requiements`

---
 requirements-build.txt         |  16 ++-
 requirements.hashes.source.txt | 215 ++++++++++++++++++++++++++++-----
 requirements.hashes.wheel.txt  |   4 -
 3 files changed, 202 insertions(+), 33 deletions(-)

diff --git a/requirements-build.txt b/requirements-build.txt
index 66b538dc4..5762f2e74 100644
--- a/requirements-build.txt
+++ b/requirements-build.txt
@@ -1,11 +1,13 @@
 #
-# This file is autogenerated by pip-compile with Python 3.12
+# This file is autogenerated by pip-compile with Python 3.13
 # by the following command:
 #
 #    pybuild-deps compile --output-file=requirements-build.txt requirements.source.txt
 #
 calver==2025.10.20
     # via trove-classifiers
+cython==3.2.4
+    # via oracledb
 dunamai==1.26.0
     # via uv-dynamic-versioning
 flit-core==3.12.0
@@ -35,6 +37,7 @@ hatchling==1.29.0
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
     #   opentelemetry-api
+    #   opentelemetry-distro
     #   opentelemetry-exporter-otlp
     #   opentelemetry-exporter-otlp-proto-common
     #   opentelemetry-exporter-otlp-proto-grpc
@@ -44,6 +47,7 @@ hatchling==1.29.0
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
     #   pydantic-settings
+    #   pythainlp
     #   uv-dynamic-versioning
     #   uvicorn
     #   wcwidth
@@ -51,7 +55,7 @@ jinja2==3.1.6
     # via uv-dynamic-versioning
 markupsafe==3.0.3
     # via jinja2
-maturin==1.10.2
+maturin==1.12.6
     # via fastuuid
 packaging==26.0
     # via
@@ -77,6 +81,7 @@ setuptools-rust==1.12.0
 setuptools-scm==9.2.2
     # via
     #   hatch-vcs
+    #   llama-stack
     #   llama-stack-api
     #   pluggy
     #   setuptools-rust
@@ -93,10 +98,14 @@ wheel==0.46.3
     #   azure-identity
     #   cachetools
     #   litellm
+    #   oci
+    #   oracledb
     #   sentence-transformers
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==82.0.0
+    # via charset-normalizer
+setuptools==82.0.1
     # via
     #   authlib
     #   azure-identity
@@ -107,12 +116,15 @@ setuptools==82.0.0
     #   emoji
     #   google-api-core
     #   google-cloud-bigquery
+    #   googleapis-common-protos
     #   greenlet
     #   llama-stack
     #   llama-stack-api
     #   markupsafe
     #   maturin
     #   multiprocess
+    #   oci
+    #   oracledb
     #   pathspec
     #   pluggy
     #   polyleven
diff --git a/requirements.hashes.source.txt b/requirements.hashes.source.txt
index 1845c51e4..c18fbb145 100644
--- a/requirements.hashes.source.txt
+++ b/requirements.hashes.source.txt
@@ -2,9 +2,9 @@
 #    uv pip compile requirements.source.txt --refresh --generate-hashes --python-version 3.12 --emit-index-url --no-deps --no-annotate
 --index-url https://pypi.org/simple
 
-a2a-sdk==0.3.24 \
-    --hash=sha256:3581e6e8a854cd725808f5732f90b7978e661b6d4e227a4755a8f063a3c1599d \
-    --hash=sha256:7b248767096bb55311f57deebf6b767349388d94c1b376c60cb8f6b715e053f6
+a2a-sdk==0.3.25 \
+    --hash=sha256:2fce38faea82eb0b6f9f9c2bcf761b0d78612c80ef0e599b50d566db1b2654b5 \
+    --hash=sha256:afda85bab8d6af0c5d15e82f326c94190f6be8a901ce562d045a338b7127242f
 accelerate==1.13.0 \
     --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
     --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
@@ -23,9 +23,9 @@ azure-identity==1.25.2 \
 blobfile==3.2.0 \
     --hash=sha256:78514a9265b9aa7d4607042dc77c5e6461ab27036450ad8e1f6ef9a7f29bf958 \
     --hash=sha256:e5e4095477da9f09e2077f41320c006001b2102a61f07d41ceaaecdf5d9741d8
-cachetools==7.0.3 \
-    --hash=sha256:8c246313b95849964e54a909c03b327a87ab0428b068fac10da7b105ca275ef6 \
-    --hash=sha256:c128ffca156eef344c25fcd08a96a5952803786fa33097f5f2d49edf76f79d53
+cachetools==7.0.5 \
+    --hash=sha256:0cd042c24377200c1dcd225f8b7b12b0ca53cc2c961b43757e774ebe190fd990 \
+    --hash=sha256:46bc8ebefbe485407621d0a4264b23c080cedd913921bad7ac3ed2f26c183114
 certifi==2026.2.25 \
     --hash=sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa \
     --hash=sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7
@@ -57,6 +57,123 @@ chardet==7.0.1 \
     --hash=sha256:e51e1ff2c51b2d622d97c9737bd5ee9d9b9038f05b7dd8f9ea10b9e2d9674c24 \
     --hash=sha256:f661edbfa77b8683a503043ddc9b9fe9036cf28af13064200e11fa1844ded79c \
     --hash=sha256:fb14755377d8de845c69378bbaedc0e35109c21a43824450524fd9c3178792d5
+charset-normalizer==3.4.5 \
+    --hash=sha256:014837af6fabf57121b6254fa8ade10dceabc3528b27b721a64bbc7b8b1d4eb4 \
+    --hash=sha256:01a1ed54b953303ca7e310fafe0fe347aab348bd81834a0bcd602eb538f89d66 \
+    --hash=sha256:0294916d6ccf2d069727d65973c3a1ca477d68708db25fd758dd28b0827cff54 \
+    --hash=sha256:02a9d1b01c1e12c27883b0c9349e0bcd9ae92e727ff1a277207e1a262b1cbf05 \
+    --hash=sha256:036c079aa08a6a592b82487f97c60b439428320ed1b2ea0b3912e99d30c77765 \
+    --hash=sha256:039215608ac7b358c4da0191d10fc76868567fbf276d54c14721bdedeb6de064 \
+    --hash=sha256:0625665e4ebdddb553ab185de5db7054393af8879fb0c87bd5690d14379d6819 \
+    --hash=sha256:0a45e504f5e1be0bd385935a8e1507c442349ca36f511a47057a71c9d1d6ea9e \
+    --hash=sha256:0b362bcd27819f9c07cbf23db4e0e8cd4b44c5ecd900c2ff907b2b92274a7412 \
+    --hash=sha256:0c300cefd9b0970381a46394902cd18eaf2aa00163f999590ace991989dcd0fc \
+    --hash=sha256:1088345bcc93c58d8d8f3d783eca4a6e7a7752bbff26c3eee7e73c597c191c2e \
+    --hash=sha256:10b473fc8dca1c3ad8559985794815f06ca3fc71942c969129070f2c3cdf7281 \
+    --hash=sha256:131716d6786ad5e3dc542f5cc6f397ba3339dc0fb87f87ac30e550e8987756af \
+    --hash=sha256:14498a429321de554b140013142abe7608f9d8ccc04d7baf2ad60498374aefa2 \
+    --hash=sha256:149ec69866c3d6c2fb6f758dbc014ecb09f30b35a5ca90b6a8a2d4e54e18fdfe \
+    --hash=sha256:165c7b21d19365464e8f70e5ce5e12524c58b48c78c1f5a57524603c1ab003f8 \
+    --hash=sha256:1827734a5b308b65ac54e86a618de66f935a4f63a8a462ff1e19a6788d6c2262 \
+    --hash=sha256:19092dde50335accf365cce21998a1c6dd8eafd42c7b226eb54b2747cdce2fac \
+    --hash=sha256:1a374cc0b88aa710e8865dc1bd6edb3743c59f27830f0293ab101e4cf3ce9f85 \
+    --hash=sha256:1d1401945cb77787dbd3af2446ff2d75912327c4c3a1526ab7955ecf8600687c \
+    --hash=sha256:1f2da5cbb9becfcd607757a169e38fb82aa5fd86fae6653dea716e7b613fe2cf \
+    --hash=sha256:259cd1ca995ad525f638e131dbcc2353a586564c038fc548a3fe450a91882139 \
+    --hash=sha256:2820a98460c83663dd8ec015d9ddfd1e4879f12e06bb7d0500f044fb477d2770 \
+    --hash=sha256:28269983f25a4da0425743d0d257a2d6921ea7d9b83599d4039486ec5b9f911d \
+    --hash=sha256:2b970382e4a36bed897c19f310f31d7d13489c11b4f468ddfba42d41cddfb918 \
+    --hash=sha256:2da4eedcb6338e2321e831a0165759c0c620e37f8cd044a263ff67493be8ffb3 \
+    --hash=sha256:30987f4a8ed169983f93e1be8ffeea5214a779e27ed0b059835c7afe96550ad7 \
+    --hash=sha256:30a2b1a48478c3428d047ed9690d57c23038dac838a87ad624c85c0a78ebeb39 \
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+    --hash=sha256:d8ed79b8f6372ca4254955005830fd61c1ccdd8c0fac6603e2c145c61dd95db6 \
+    --hash=sha256:dc57a0baa3eeedd99fafaef7511b5a6ef4581494e8168ee086031744e2679467 \
+    --hash=sha256:e09f671a54ce70b79a1fc1dc6da3072b7ef7251fadb894ed92d9aa8218465a5f \
+    --hash=sha256:e22d1059b951e7ae7c20ef6b06afd10fb95e3c41bf3c4fbc874dba113321c193 \
+    --hash=sha256:e37bd100d2c5d3ba35db9c7c5ba5a9228cbcffe5c4778dc824b164e5257813d7 \
+    --hash=sha256:e51ae7d81c825761d941962450f50d041db028b7278e7b08930b4541b3e45cb9 \
+    --hash=sha256:e545b51da9f9af5c67815ca0eb40676c0f016d0b0381c86f20451e35696c5f95 \
+    --hash=sha256:e6302ca4ae283deb0af68d2fbf467474b8b6aedcd3dab4db187e07f94c109763 \
+    --hash=sha256:e71bbb595973622b817c042bd943c3f3667e9c9983ce3d205f973f486fec98a7 \
+    --hash=sha256:ec56a2266f32bc06ed3c3e2a8f58417ce02f7e0356edc89786e52db13c593c98 \
+    --hash=sha256:ed1a9a204f317ef879b32f9af507d47e49cd5e7f8e8d5d96358c98373314fc60 \
+    --hash=sha256:ed97c282ee4f994ef814042423a529df9497e3c666dca19be1d4cd1129dc7ade \
+    --hash=sha256:ed98364e1c262cf5f9363c3eca8c2df37024f52a8fa1180a3610014f26eac51c \
+    --hash=sha256:ee57b926940ba00bca7ba7041e665cc956e55ef482f851b9b65acb20d867e7a2 \
+    --hash=sha256:f1d725b754e967e648046f00c4facc42d414840f5ccc670c5670f59f83693e4f \
+    --hash=sha256:f8102ae93c0bc863b1d41ea0f4499c20a83229f52ed870850892df555187154a \
+    --hash=sha256:fc1c64934b8faf7584924143eb9db4770bbdb16659626e1a1a4d9efbcb68d947 \
+    --hash=sha256:ff95a9283de8a457e6b12989de3f9f5193430f375d64297d323a615ea52cbdb3
+circuitbreaker==2.1.3 \
+    --hash=sha256:1a4baee510f7bea3c91b194dcce7c07805fe96c4423ed5594b75af438531d084 \
+    --hash=sha256:87ba6a3ed03fdc7032bc175561c2b04d52ade9d5faf94ca2b035fbdc5e6b1dd1
 emoji==2.15.0 \
     --hash=sha256:205296793d66a89d88af4688fa57fd6496732eb48917a87175a023c8138995eb \
     --hash=sha256:eae4ab7d86456a70a00a985125a03263a5eac54cd55e51d7e184b1ed3b6757e4
@@ -142,15 +259,15 @@ fastuuid==0.14.0 \
     --hash=sha256:ec27778c6ca3393ef662e2762dba8af13f4ec1aaa32d08d77f71f2a70ae9feb8 \
     --hash=sha256:f54d5b36c56a2d5e1a31e73b950b28a0d83eb0c37b91d10408875a5a29494bad \
     --hash=sha256:f74631b8322d2780ebcf2d2d75d58045c3e9378625ec51865fe0b5620800c39d
-filelock==3.25.0 \
-    --hash=sha256:5ccf8069f7948f494968fc0713c10e5c182a9c9d9eef3a636307a20c2490f047 \
-    --hash=sha256:8f00faf3abf9dc730a1ffe9c354ae5c04e079ab7d3a683b7c32da5dd05f26af3
+filelock==3.25.1 \
+    --hash=sha256:18972df45473c4aa2c7921b609ee9ca4925910cc3a0fb226c96b92fc224ef7bf \
+    --hash=sha256:b9a2e977f794ef94d77cdf7d27129ac648a61f585bff3ca24630c1629f701aa9
 google-api-core==2.30.0 \
     --hash=sha256:02edfa9fab31e17fc0befb5f161b3bf93c9096d99aed584625f38065c511ad9b \
     --hash=sha256:80be49ee937ff9aba0fd79a6eddfde35fe658b9953ab9b79c57dd7061afa8df5
-google-auth==2.48.0 \
-    --hash=sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f \
-    --hash=sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce
+google-auth==2.49.0 \
+    --hash=sha256:9cc2d9259d3700d7a257681f81052db6737495a1a46b610597f4b8bafe5286ae \
+    --hash=sha256:f893ef7307f19cf53700b7e2f61b5a6affe3aa0edf9943b13788920ab92d8d87
 google-cloud-aiplatform==1.140.0 \
     --hash=sha256:e94493a2682b9d17efa7146a53bb3665bf1595c3394fd3d0f45d18f71623fddc \
     --hash=sha256:ea7eb1870b4cf600f8c2472102e21c3a1bcaf723d6e49f00ed51bc6b88d54fff
@@ -160,6 +277,9 @@ google-cloud-bigquery==3.40.1 \
 google-cloud-storage==3.9.0 \
     --hash=sha256:2dce75a9e8b3387078cbbdad44757d410ecdb916101f8ba308abf202b6968066 \
     --hash=sha256:f2d8ca7db2f652be757e92573b2196e10fbc09649b5c016f8b422ad593c641cc
+googleapis-common-protos==1.73.0 \
+    --hash=sha256:778d07cd4fbeff84c6f7c72102f0daf98fa2bfd3fa8bea426edc545588da0b5a \
+    --hash=sha256:dfdaaa2e860f242046be561e6d6cb5c5f1541ae02cfbcb034371aadb2942b4e8
 greenlet==3.3.2 \
     --hash=sha256:02b0a8682aecd4d3c6c18edf52bc8e51eacdd75c8eac52a790a210b06aa295fd \
     --hash=sha256:18cb1b7337bca281915b3c5d5ae19f4e76d35e1df80f4ad3c1a7be91fadf1082 \
@@ -223,18 +343,18 @@ jsonpath-ng==1.8.0 \
 langdetect==1.0.9 \
     --hash=sha256:7cbc0746252f19e76f77c0b1690aadf01963be835ef0cd4b56dddf2a8f1dfc2a \
     --hash=sha256:cbc1fef89f8d062739774bd51eda3da3274006b3661d199c2655f6b3f6d605a0
-litellm==1.82.0 \
-    --hash=sha256:5496b5d4532cccdc7a095c21cbac4042f7662021c57bc1d17be4e39838929e80 \
-    --hash=sha256:d388f52447daccbcaafa19a3e68d17b75f1374b5bf2cde680d65e1cd86e50d22
-llama-stack==0.4.3 \
-    --hash=sha256:423207eae2b640894992a9075ff9dd6300ff904ab06a49fe38cfe0bb809d4669 \
-    --hash=sha256:70d379ae9dbb5b1d0693f14054d9817aba183ffcd805133f0a4442baee132c6d
-llama-stack-api==0.4.4 \
-    --hash=sha256:3973ca3bacf86916e04e521f77e7909533eec7364d32c3eabc35dc2976dbfe7d \
-    --hash=sha256:7bbc63330ed186502dcd48f65cae014dbeb788ba5690be738c98693cfcd2f599
-llama-stack-client==0.4.3 \
-    --hash=sha256:97b8cc5032bad4f0cdd1b0ae992cf44f5554679d315b7c40f46deb358c041f50 \
-    --hash=sha256:cb807be258206e8fedeb5e5ceba7be7108d3badb31d74199406808c3d1679c35
+litellm==1.82.1 \
+    --hash=sha256:a9ec3fe42eccb1611883caaf8b1bf33c9f4e12163f94c7d1004095b14c379eb2 \
+    --hash=sha256:bc8427cdccc99e191e08e36fcd631c93b27328d1af789839eb3ac01a7d281890
+llama-stack==0.5.2 \
+    --hash=sha256:581fda638088ee029aab20afe3c42ba8f7f6ef21c80bd9ebcae20bb13c3409d3 \
+    --hash=sha256:9334c781e4ded6520aa60c3301a9087e9fb8fdaea8e5f30f8e21d85b17231d8d
+llama-stack-api==0.5.2 \
+    --hash=sha256:6531556dd8bb6555d778360ecfcd850aad7a49a8172b68146995d538e71641f0 \
+    --hash=sha256:a272e4b803fe24a8ba7d22e6d904bf88abd118ba0b6610a20ff5dedb09f38ad7
+llama-stack-client==0.5.2 \
+    --hash=sha256:17c1bbad90f7699da4eb3cae256e8823caa4d2be945512a45c8c6f89ab899f28 \
+    --hash=sha256:473f4d67ac0b243b0fc29555a0203a742615d31bea606b4332d9e2f193f73d6a
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
     --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
@@ -354,12 +474,18 @@ multiprocess==0.70.18 \
 nltk==3.9.3 \
     --hash=sha256:60b3db6e9995b3dd976b1f0fa7dec22069b2677e759c28eb69b62ddd44870522 \
     --hash=sha256:cb5945d6424a98d694c2b9a0264519fab4363711065a46aa0ae7a2195b92e71f
+oci==2.168.1 \
+    --hash=sha256:b941674171b41e999b8e3adb38d4797d7b42d2bb5ff40d17c26e8ce2a7d4b605 \
+    --hash=sha256:d106cfffc9153b5c9de628877c967ed87bbbfbbc9d411c97feee0eba8f2e4eab
 openai==2.26.0 \
     --hash=sha256:6151bf8f83802f036117f06cc8a57b3a4da60da9926826cc96747888b57f394f \
     --hash=sha256:b41f37c140ae0034a6e92b0c509376d907f3a66109935fba2c1b471a7c05a8fb
 opentelemetry-api==1.40.0 \
     --hash=sha256:159be641c0b04d11e9ecd576906462773eb97ae1b657730f0ecf64d32071569f \
     --hash=sha256:82dd69331ae74b06f6a874704be0cfaa49a1650e1537d4a813b86ecef7d0ecf9
+opentelemetry-distro==0.61b0 \
+    --hash=sha256:975b845f50181ad53753becf4fd4b123b54fa04df5a9d78812264436d6518981 \
+    --hash=sha256:f21d1ac0627549795d75e332006dd068877f00e461b1b2e8fe4568d6eb7b9590
 opentelemetry-exporter-otlp==1.40.0 \
     --hash=sha256:48c87e539ec9afb30dc443775a1334cc5487de2f72a770a4c00b1610bf6c697d \
     --hash=sha256:7caa0870b95e2fcb59d64e16e2b639ecffb07771b6cd0000b5d12e5e4fef765a
@@ -384,6 +510,38 @@ opentelemetry-sdk==1.40.0 \
 opentelemetry-semantic-conventions==0.61b0 \
     --hash=sha256:072f65473c5d7c6dc0355b27d6c9d1a679d63b6d4b4b16a9773062cb7e31192a \
     --hash=sha256:fa530a96be229795f8cef353739b618148b0fe2b4b3f005e60e262926c4d38e2
+oracledb==3.4.2 \
+    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
+    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
+    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
+    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
+    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
+    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
+    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
+    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
+    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
+    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
+    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
+    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
+    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
+    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
+    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
+    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
+    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
+    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
+    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
+    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
+    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
+    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
+    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
+    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
+    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
+    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
+    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
+    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
+    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
+    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
+    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
 polyleven==0.11.0 \
     --hash=sha256:046e90c02c5b8dae2ab71c4fb33772bd6f27b7883b05e2117573bf478b5ced44 \
     --hash=sha256:05207bb66da15a2dc5c530e2f5cb5f0588d0a7e79b3bd542965f9e06e3fb14fe \
@@ -544,9 +702,12 @@ pydantic-settings==2.13.1 \
 pyjwt==2.11.0 \
     --hash=sha256:35f95c1f0fbe5d5ba6e43f00271c275f7a1a4db1dab27bf708073b75318ea623 \
     --hash=sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469
-pythainlp==5.2.0 \
-    --hash=sha256:04c6e4bdd806204be742f139b1f2e666411c4509c270dfff1a8b5afa69d36d2b \
-    --hash=sha256:fd64d6b3d33973782390822e74b8e2c9b867760eeed19d0d218945165b431e35
+pyopenssl==25.3.0 \
+    --hash=sha256:1fda6fc034d5e3d179d39e59c1895c9faeaf40a79de5fc4cbbfbe0d36f4a77b6 \
+    --hash=sha256:c981cb0a3fd84e8602d7afc209522773b94c1c2446a3c710a75b06fe1beae329
+pythainlp==5.3.0 \
+    --hash=sha256:4b57c827cf9f9d4d35b5013946e027d4d6ce64f3779c1c9d1cb2e9ea97b33b8e \
+    --hash=sha256:9018388f1d0c8ef66838dd1662e1369713c31a7d3efa27cc31d36d259969045d
 python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
diff --git a/requirements.hashes.wheel.txt b/requirements.hashes.wheel.txt
index fc084979a..1d19e0579 100644
--- a/requirements.hashes.wheel.txt
+++ b/requirements.hashes.wheel.txt
@@ -30,8 +30,6 @@ cffi==2.0.0 \
     --hash=sha256:92f0b76faee1feab91508f8c932b54fd9a9203986b156761a5bf266addd23f25 \
     --hash=sha256:d6f66e891be32d0acc7933c7ff9f55285da5b73a1364e8d222bf1e9241b06a6a \
     --hash=sha256:fe96da20ecfe1e84563b411a2996740d2891d126aeef9e19476563c22dca65d8
-charset-normalizer==3.4.4 \
-    --hash=sha256:ccdd9a2c5c46da6335354acd6a04ef80e2eb2804a8ed58f932b7f5ae345c5891
 chevron==0.14.0 \
     --hash=sha256:215f5e3e7ac75d150eadfc0f8c651b3815dc36813e122484b1ed68e142e5adfb
 click==8.3.1 \
@@ -81,8 +79,6 @@ google-genai==1.59.0 \
     --hash=sha256:388b25b31c0c00307a947690f21528a7b652e329feb3a14d49cbb16765012313
 google-resumable-media==2.8.0 \
     --hash=sha256:bdf13a0ceec8ba97622165ceeb789e6f0fb7c1614665be246b819811ca661f9c
-googleapis-common-protos==1.72.0 \
-    --hash=sha256:b530c484aa7341cab24eda0b801abc608c85da52ff9002d8a485e2f9d9d302c5
 grpc-google-iam-v1==0.14.3 \
     --hash=sha256:b29d3adb3873130b93f289e44449166586cd684bfdaccc8a4c4d35dc0e3ce9df
 grpcio==1.76.0 \