diff --git a/solutions/enterprise-ai-agent-local/poetry.lock b/solutions/enterprise-ai-agent-local/poetry.lock
index cee05684..80f8914e 100644
--- a/solutions/enterprise-ai-agent-local/poetry.lock
+++ b/solutions/enterprise-ai-agent-local/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -1094,18 +1094,18 @@ files = [
 google-auth = ">=2.14.1,<3.0.0"
 googleapis-common-protos = ">=1.56.3,<2.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", optional = true, markers = "python_version >= \"3.14\" and extra == \"grpc\""},
-    {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.75.1,<2.0.0", optional = true, markers = "python_version >= \"3.14\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.75.1,<2.0.0", optional = true, markers = "python_version >= \"3.14\" and extra == \"grpc\""},
-    {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.0", optional = true, markers = "extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.75.1,<2.0.0", optional = true, markers = "python_version >= \"3.14\" and extra == \"grpc\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=4.25.8,<7.0.0"
 requests = ">=2.20.0,<3.0.0"
@@ -1149,12 +1149,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1175,12 +1175,12 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras
 google-apps-card = ">=0.3.0,<1.0.0"
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
+    {version = ">=1.33.2,<2.0.0"},
     {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
-    {version = ">=1.33.2,<2.0.0", markers = "python_version < \"3.14\""},
 ]
 proto-plus = [
+    {version = ">=1.22.3,<2.0.0"},
     {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
-    {version = ">=1.22.3,<2.0.0", markers = "python_version < \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1253,8 +1253,8 @@ google-cloud-iam = {version = "*", optional = true, markers = "extra == \"agent-
 google-cloud-logging = {version = "<4", optional = true, markers = "extra == \"agent-engines\""}
 google-cloud-resource-manager = ">=1.3.3,<3.0.0"
 google-cloud-storage = [
-    {version = ">=2.10.0,<4.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.32.0,<4.0.0", markers = "python_version < \"3.13\""},
+    {version = ">=2.10.0,<4.0.0", markers = "python_version >= \"3.13\""},
 ]
 google-cloud-trace = {version = "<2", optional = true, markers = "extra == \"agent-engines\""}
 google-genai = {version = ">=1.59.0,<2.0.0", markers = "python_version >= \"3.10\""}
@@ -1278,8 +1278,8 @@ pydantic = [
 pyyaml = {version = "*", optional = true, markers = "extra == \"evaluation\""}
 "ruamel.yaml" = {version = "*", optional = true, markers = "extra == \"evaluation\""}
 scikit-learn = [
-    {version = "*", optional = true, markers = "python_version > \"3.10\" and extra == \"evaluation\""},
     {version = "<1.6.0", optional = true, markers = "python_version <= \"3.10\" and extra == \"evaluation\""},
+    {version = "*", optional = true, markers = "python_version > \"3.10\" and extra == \"evaluation\""},
 ]
 tqdm = {version = ">=4.23.0", optional = true, markers = "extra == \"evaluation\""}
 typing_extensions = "*"
@@ -1329,12 +1329,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1403,12 +1403,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1433,11 +1433,11 @@ files = [
 google-api-core = {version = ">=2.17.0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.23.0,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 google-cloud-core = ">=1.4.4,<3.0.0"
-google-crc32c = ">=1.5.0,<2.0.0.dev0"
+google-crc32c = ">=1.5.0,<2.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0"
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1479,8 +1479,8 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1501,12 +1501,12 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1531,9 +1531,9 @@ google-cloud-core = ">=2.0.0,<3.0.0"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0"
 opentelemetry-api = ">=1.9.0"
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.0,<2.0.0"},
     {version = ">=1.22.2,<2.0.0", markers = "python_version >= \"3.11\""},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1553,12 +1553,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1582,16 +1582,16 @@ google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras
 google-auth = ">=2.14.1,<3.0.0"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.51.3,<2.0.0", markers = "python_version < \"3.14\""},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 grpcio-status = ">=1.33.2"
 opentelemetry-api = ">=1.27.0"
 opentelemetry-sdk = ">=1.27.0"
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.0,<2.0.0"},
     {version = ">=1.22.2,<2.0.0", markers = "python_version >= \"3.11\""},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1615,12 +1615,12 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpc-google-iam-v1 = ">=0.14.0,<1.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1641,12 +1641,12 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpc-google-iam-v1 = ">=0.14.0,<1.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1674,8 +1674,8 @@ opentelemetry-resourcedetector-gcp = ">=1.8.0a0"
 opentelemetry-sdk = ">=1.22.0"
 opentelemetry-semantic-conventions = ">=0.43b0"
 proto-plus = [
-    {version = ">=1.22.2,<2.0.0", markers = "python_version >= \"3.11\""},
     {version = ">=1.22.0,<2.0.0"},
+    {version = ">=1.22.2,<2.0.0", markers = "python_version >= \"3.11\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 sqlparse = ">=0.4.4"
@@ -1699,12 +1699,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -1750,12 +1750,12 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 grpcio = [
-    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
     {version = ">=1.33.2,<2.0.0"},
+    {version = ">=1.75.1,<2.0.0", markers = "python_version >= \"3.14\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 
@@ -2437,7 +2437,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-jsonschema-specifications = ">=2023.3.6"
+jsonschema-specifications = ">=2023.03.6"
 referencing = ">=0.28.4"
 rpds-py = ">=0.25.0"
 
@@ -3216,7 +3216,7 @@ files = [
 [package.dependencies]
 google-cloud-logging = ">=3.0,<4.0"
 opentelemetry-api = ">=1.35.0"
-opentelemetry-resourcedetector-gcp = ">=1.5.0.dev0,<2.dev0"
+opentelemetry-resourcedetector-gcp = ">=1.5.0dev0,<2.dev0"
 opentelemetry-sdk = ">=1.35.0,<1.39.0"
 
 [[package]]
@@ -3234,7 +3234,7 @@ files = [
 [package.dependencies]
 google-cloud-monitoring = ">=2.0,<3.0"
 opentelemetry-api = ">=1.30,<2.0"
-opentelemetry-resourcedetector-gcp = ">=1.5.0.dev0,<2.dev0"
+opentelemetry-resourcedetector-gcp = ">=1.5.0dev0,<2.dev0"
 opentelemetry-sdk = ">=1.30,<2.0"
 
 [[package]]
@@ -3252,7 +3252,7 @@ files = [
 [package.dependencies]
 google-cloud-trace = ">=1.1,<2.0"
 opentelemetry-api = ">=1.30,<2.0"
-opentelemetry-resourcedetector-gcp = ">=1.5.0.dev0,<2.dev0"
+opentelemetry-resourcedetector-gcp = ">=1.5.0dev0,<2.dev0"
 opentelemetry-sdk = ">=1.30,<2.0"
 
 [[package]]
@@ -3527,8 +3527,8 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=2.3.3", markers = "python_version >= \"3.14\""},
     {version = ">=1.26.0", markers = "python_version < \"3.14\""},
+    {version = ">=2.3.3", markers = "python_version >= \"3.14\""},
 ]
 python-dateutil = ">=2.8.2"
 tzdata = {version = "*", markers = "sys_platform == \"win32\" or sys_platform == \"emscripten\""}
@@ -3791,14 +3791,14 @@ files = [
 
 [[package]]
 name = "pyasn1"
-version = "0.6.2"
+version = "0.6.3"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
-    {file = "pyasn1-0.6.2-py3-none-any.whl", hash = "sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf"},
-    {file = "pyasn1-0.6.2.tar.gz", hash = "sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b"},
+    {file = "pyasn1-0.6.3-py3-none-any.whl", hash = "sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde"},
+    {file = "pyasn1-0.6.3.tar.gz", hash = "sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf"},
 ]
 
 [[package]]
@@ -3823,7 +3823,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
-markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
+markers = "implementation_name != \"PyPy\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
     {file = "pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29"},