From d5776d23c6674f2512dc65453fd88f8c7a48599b Mon Sep 17 00:00:00 2001
From: Prasanjeet-Microsoft <v-singhprasa@microsoft.com>
Date: Fri, 10 Jan 2025 18:52:59 +0530
Subject: [PATCH 01/18] Downgrade msal[broker] to 1.24.0b1 and
 azure-mgmt-resource to 23.1.0b2

---
 .../Deployment/scripts/aihub_scripts/requirements.txt         | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
index 0b492679..df3b71aa 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
@@ -2,7 +2,7 @@ azure-identity
 azure-keyvault-secrets
 azure-ai-resources
 azure-ai-ml==1.23.0
-msal[broker]==1.31.1
-azure-mgmt-resource
+msal[broker]==1.24.0b1
+azure-mgmt-resource==23.1.0b2
 azure-mgmt-cognitiveservices
 azure-mgmt-search
\ No newline at end of file

From 02f68caf27ee036dc91d75dadd235e7a88a8bf58 Mon Sep 17 00:00:00 2001
From: Prasanjeet-Microsoft <v-singhprasa@microsoft.com>
Date: Mon, 13 Jan 2025 11:23:11 +0530
Subject: [PATCH 02/18] Downgrade azure-ai-ml package to version 1.17.1 to
 resolve package version conflicts (#283)

---
 .../Deployment/scripts/aihub_scripts/requirements.txt           | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
index df3b71aa..397e2ec6 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
@@ -1,7 +1,7 @@
 azure-identity
 azure-keyvault-secrets
 azure-ai-resources
-azure-ai-ml==1.23.0
+azure-ai-ml==1.17.1
 msal[broker]==1.24.0b1
 azure-mgmt-resource==23.1.0b2
 azure-mgmt-cognitiveservices

From c39f6098e4f00ac61dce65c8320df3a5b89ea5c4 Mon Sep 17 00:00:00 2001
From: Prasanjeet-Microsoft <v-singhprasa@microsoft.com>
Date: Mon, 13 Jan 2025 16:38:32 +0530
Subject: [PATCH 03/18] Upgrade azure-ai-ml package to compatible version

---
 .../Deployment/scripts/aihub_scripts/requirements.txt           | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
index 397e2ec6..e5b81109 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
@@ -1,7 +1,7 @@
 azure-identity
 azure-keyvault-secrets
 azure-ai-resources
-azure-ai-ml==1.17.1
+azure-ai-ml==1.23.1
 msal[broker]==1.24.0b1
 azure-mgmt-resource==23.1.0b2
 azure-mgmt-cognitiveservices

From 94b4f4ce84d7ebcc27dd65fa7ade6aba07f8cb13 Mon Sep 17 00:00:00 2001
From: Pradheep-Microsoft <v-pradheeps@microsoft.com>
Date: Mon, 13 Jan 2025 19:13:18 +0530
Subject: [PATCH 04/18] test: Research assistant backend unit test (#286)

* Research assistant backend unit test

* Research assistant backend unit test

* Research assistant unit test pylint correction

* pylint correction

* research assistant .yml file

* Update test_research_assistant.yml

---------

Co-authored-by: Roopan-Microsoft <168007406+Roopan-Microsoft@users.noreply.github.com>
---
 .github/workflows/test_research_assistant.yml |  48 ++
 ResearchAssistant/App/test_app.py             | 575 ++++++++++++++++++
 2 files changed, 623 insertions(+)
 create mode 100644 .github/workflows/test_research_assistant.yml
 create mode 100644 ResearchAssistant/App/test_app.py

diff --git a/.github/workflows/test_research_assistant.yml b/.github/workflows/test_research_assistant.yml
new file mode 100644
index 00000000..1d97e92f
--- /dev/null
+++ b/.github/workflows/test_research_assistant.yml
@@ -0,0 +1,48 @@
+name: Unit Tests - Research Assistant
+
+on:
+  push:
+    branches: [main, dev]
+    paths:
+      - 'ResearchAssistant/**'
+  pull_request:
+    branches: [main, dev]
+    types:
+      - opened
+      - ready_for_review
+      - reopened
+      - synchronize
+    paths:
+      - 'ResearchAssistant/**'
+
+jobs:
+  test_research_assistant:
+    name: Research Assistant Tests
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install Backend Dependencies
+        run: |
+          cd ResearchAssistant/App
+          python -m pip install --upgrade pip
+          python -m pip install -r requirements.txt
+          python -m pip install coverage pytest pytest-cov pytest-asyncio
+
+      - name: Run Backend Tests with Coverage
+        run: |
+          cd ResearchAssistant/App
+          python -m pytest -vv --cov=. --cov-report=xml --cov-report=html --cov-report=term-missing --cov-fail-under=80 --junitxml=coverage-junit.xml
+      - uses: actions/upload-artifact@v4
+        with:
+          name: research-assistant-coverage
+          path: |
+            ResearchAssistant/App/coverage.xml
+            ResearchAssistant/App/coverage-junit.xml
+            ResearchAssistant/App/htmlcov/
diff --git a/ResearchAssistant/App/test_app.py b/ResearchAssistant/App/test_app.py
new file mode 100644
index 00000000..6403b104
--- /dev/null
+++ b/ResearchAssistant/App/test_app.py
@@ -0,0 +1,575 @@
+import json
+import os
+from unittest.mock import MagicMock, Mock, patch
+from flask import Flask
+import pytest
+import urllib
+
+from app import (extract_value, fetchUserGroups,
+                 formatApiResponseNoStreaming, formatApiResponseStreaming,
+                 generateFilterString, is_chat_model, parse_multi_columns,
+                 prepare_body_headers_with_data, should_use_data,
+                 stream_with_data, draft_document_generate)
+
+AZURE_SEARCH_SERVICE = os.environ.get("AZURE_SEARCH_SERVICE", "")
+AZURE_OPENAI_KEY = os.environ.get("AZURE_OPENAI_KEY", "")
+AZURE_SEARCH_PERMITTED_GROUPS_COLUMN = os.environ.get(
+    "AZURE_SEARCH_PERMITTED_GROUPS_COLUMN", ""
+)
+
+
+def test_parse_multi_columns():
+    assert parse_multi_columns("a|b|c") == ["a", "b", "c"]
+    assert parse_multi_columns("a,b,c") == ["a", "b", "c"]
+
+
+@patch("requests.get")
+def test_success_single_page(mock_get):
+    # Mock response for a single page of groups
+    mock_get.return_value.status_code = 200
+    mock_get.return_value.json.return_value = {
+        "value": [{"id": "group1"}, {"id": "group2"}]
+    }
+
+    userToken = "valid_token"
+    result = fetchUserGroups(userToken)
+    expected = [{"id": "group1"}, {"id": "group2"}]
+    assert result == expected
+
+
+def test_is_chat_model_with_gpt4():
+    with patch("app.AZURE_OPENAI_MODEL_NAME", "gpt-4"):
+        assert is_chat_model() is True
+
+
+def test_is_chat_model_with_gpt35_turbo_4k():
+    with patch("app.AZURE_OPENAI_MODEL_NAME", "gpt-35-turbo-4k"):
+        assert is_chat_model() is True
+
+
+def test_is_chat_model_with_gpt35_turbo_16k():
+    with patch("app.AZURE_OPENAI_MODEL_NAME", "gpt-35-turbo-16k"):
+        assert is_chat_model() is True
+
+
+def test_is_chat_model_with_other_model():
+    with patch("app.AZURE_OPENAI_MODEL_NAME", "some-other-model"):
+        assert is_chat_model() is False
+
+
+def test_should_use_data_with_service_and_key():
+    with patch("app.AZURE_SEARCH_SERVICE", "my-service"):
+        with patch("app.AZURE_SEARCH_KEY", "my-key"):
+            with patch("app.DEBUG_LOGGING", False):
+                assert should_use_data() is True
+
+
+def test_should_use_data_with_service_no_key():
+    with patch("app.AZURE_SEARCH_SERVICE", "my-service"):
+        with patch("app.AZURE_SEARCH_KEY", None):
+            assert should_use_data() is False
+
+
+def test_should_use_data_with_key_no_service():
+    with patch("app.AZURE_SEARCH_SERVICE", None):
+        with patch("app.AZURE_SEARCH_KEY", "my-key"):
+            assert should_use_data() is False
+
+
+def test_should_use_data_with_neither():
+    with patch("app.AZURE_SEARCH_SERVICE", None):
+        with patch("app.AZURE_SEARCH_KEY", None):
+            assert should_use_data() is False
+
+
+def test_should_use_data_with_debug_logging():
+    with patch("app.AZURE_SEARCH_SERVICE", "my-service"):
+        with patch("app.AZURE_SEARCH_KEY", "my-key"):
+            with patch("app.DEBUG_LOGGING", True):
+                with patch("logging.debug") as mock_debug:
+                    assert should_use_data() is True
+                    mock_debug.assert_called_once_with("Using Azure Cognitive Search")
+
+
+@patch("requests.get")
+def test_success_multiple_pages(mock_get):
+    # Mock response for multiple pages of groups
+    mock_get.side_effect = [
+        _mock_response(
+            200,
+            {
+                "value": [{"id": "group1"}, {"id": "group2"}],
+                "@odata.nextLink": "https://next.page",
+            },
+        ),
+        _mock_response(200, {"value": [{"id": "group3"}]}),
+    ]
+
+    userToken = "valid_token"
+    result = fetchUserGroups(userToken)
+    expected = [{"id": "group1"}, {"id": "group2"}, {"id": "group3"}]
+    assert result == expected
+
+
+@patch("requests.get")
+def test_non_200_status_code(mock_get):
+    # Mock response with a 403 Forbidden error
+    mock_get.return_value.status_code = 403
+    mock_get.return_value.text = "Forbidden"
+
+    userToken = "valid_token"
+    result = fetchUserGroups(userToken)
+    expected = []
+    assert result == expected
+
+
+@patch("requests.get")
+def test_exception_handling(mock_get):
+    # Mock an exception when making the request
+    mock_get.side_effect = Exception("Network error")
+
+    userToken = "valid_token"
+    result = fetchUserGroups(userToken)
+    expected = []
+    assert result == expected
+
+
+@patch("requests.get")
+def test_no_groups_found(mock_get):
+    # Mock response with no groups found
+    mock_get.return_value.status_code = 200
+    mock_get.return_value.json.return_value = {"value": []}
+
+    userToken = "valid_token"
+    result = fetchUserGroups(userToken)
+    expected = []
+    assert result == expected
+
+
+def _mock_response(status_code, json_data):
+    """Helper method to create a mock response object."""
+    mock_resp = Mock()
+    mock_resp.status_code = status_code
+    mock_resp.json.return_value = json_data
+    return mock_resp
+
+
+@patch("app.fetchUserGroups")
+def test_generateFilterString(mock_fetchUserGroups):
+    mock_fetchUserGroups.return_value = [{"id": "1"}, {"id": "2"}]
+    userToken = "fake_token"
+
+    filter_string = generateFilterString(userToken)
+    assert filter_string == "None/any(g:search.in(g, '1, 2'))"
+
+
+def test_prepare_body_headers_with_data():
+    # Create a mock request
+    mock_request = MagicMock()
+    mock_request.json = {"messages": ["Hello, world!"], "index_name": "grants"}
+    mock_request.headers = {"X-MS-TOKEN-AAD-ACCESS-TOKEN": "mock_token"}
+
+    with patch("app.AZURE_OPENAI_TEMPERATURE", 0.7), patch(
+        "app.AZURE_OPENAI_MAX_TOKENS", 100
+    ), patch("app.AZURE_OPENAI_TOP_P", 0.9), patch(
+        "app.AZURE_SEARCH_SERVICE", "my-service"
+    ), patch(
+        "app.AZURE_SEARCH_KEY", "my-key"
+    ), patch(
+        "app.DEBUG_LOGGING", True
+    ), patch(
+        "app.AZURE_SEARCH_PERMITTED_GROUPS_COLUMN", "group_column"
+    ), patch(
+        "app.AZURE_SEARCH_ENABLE_IN_DOMAIN", "true"
+    ), patch(
+        "app.AZURE_SEARCH_TOP_K", 5
+    ), patch(
+        "app.AZURE_SEARCH_STRICTNESS", 1
+    ):
+
+        body, headers = prepare_body_headers_with_data(mock_request)
+        print("indexName", body["dataSources"][0]["parameters"])
+        assert body["messages"] == ["Hello, world!"]
+        assert body["temperature"] == 0.7
+        assert body["max_tokens"] == 100
+        assert body["top_p"] == 0.9
+        assert body["dataSources"]
+        assert body["dataSources"][0]["type"] == "AzureCognitiveSearch"
+        assert (
+            body["dataSources"][0]["parameters"]["endpoint"]
+            == "https://my-service.search.windows.net"
+        )
+        assert body["dataSources"][0]["parameters"]["key"] == "my-key"
+        assert body["dataSources"][0]["parameters"]["inScope"] is True
+        assert body["dataSources"][0]["parameters"]["topNDocuments"] == 5
+        assert body["dataSources"][0]["parameters"]["strictness"] == 1
+
+        assert headers["Content-Type"] == "application/json"
+        assert headers["x-ms-useragent"] == "GitHubSampleWebApp/PublicAPI/3.0.0"
+
+
+def test_invalid_datasource_type():
+    mock_request = MagicMock()
+    mock_request.json = {"messages": ["Hello, world!"], "index_name": "grants"}
+
+    with patch("app.DATASOURCE_TYPE", "InvalidType"):
+        with pytest.raises(Exception) as exc_info:
+            prepare_body_headers_with_data(mock_request)
+        assert "DATASOURCE_TYPE is not configured or unknown: InvalidType" in str(
+            exc_info.value
+        )
+
+
+# stream_with_data function
+def mock_format_as_ndjson(data):
+    # Ensure data is in a JSON serializable format (like a list or dict)
+    if isinstance(data, set):
+        data = list(data)  # Convert set to list
+    return json.dumps(data)
+
+
+def test_stream_with_data_azure_success():
+    body = {
+        "messages": [
+            {
+                "id": "0e29210d-5584-38df-df76-2dfb40147ee7",
+                "role": "user",
+                "content": "influenza and its effets ",
+                "date": "2025-01-09T04:42:25.896Z",
+            },
+            {
+                "id": "ab42add2-0fba-d6bb-47c0-5d11b7cdb83a",
+                "role": "user",
+                "content": "influenza and its effectd",
+                "date": "2025-01-09T10:14:11.638Z",
+            },
+            {
+                "id": "1f6dc8e2-c5fe-ce77-b28c-5ec9ba80e94d",
+                "role": "user",
+                "content": "influenza and its effects",
+                "date": "2025-01-09T10:34:15.187Z",
+            },
+        ],
+        "temperature": 0.0,
+        "max_tokens": 1000,
+        "top_p": 1.0,
+        "stop": "None",
+        "stream": True,
+        "dataSources": [
+            {
+                "type": "AzureCognitiveSearch",
+                "parameters": {
+                    "endpoint": "https://ututut-cs.search.windows.net",
+                    "key": "",
+                    "indexName": "articlesindex",
+                    "fieldsMapping": {
+                        "contentFields": ["content"],
+                        "titleField": "title",
+                        "urlField": "publicurl",
+                        "filepathField": "chunk_id",
+                        "vectorFields": ["titleVector", "contentVector"],
+                    },
+                    "inScope": False,
+                    "topNDocuments": "5",
+                    "queryType": "vectorSemanticHybrid",
+                    "semanticConfiguration": "my-semantic-config",
+                    "roleInformation": "You are an AI assistant that helps people find information.",
+                    "filter": "None",
+                    "strictness": 3,
+                    "embeddingDeploymentName": "text-embedding-ada-002",
+                },
+            }
+        ],
+    }
+    headers = {
+        "Content-Type": "application/json",
+        "api-key": "",
+        "x-ms-useragent": "GitHubSampleWebApp/PublicAPI/3.0.0",
+    }
+    history_metadata = {}
+
+    with patch("requests.Session.post") as mock_post:
+        mock_response = MagicMock()
+        mock_response.iter_lines.return_value = [
+            b'data: {"id":"1","model":"gpt-35-turbo-16k","created":1736397875,"object":"extensions.chat.completion.chunk","choices":[{"index":0,"delta":{"context":{"messages":[{"role":"tool","content":"hello","end_turn":false}]}},"end_turn":false,"finish_reason":"None"}]}'
+        ]
+        mock_response.headers = {"apim-request-id": "test-request-id"}
+        mock_post.return_value.__enter__.return_value = mock_response
+
+        with patch("app.format_as_ndjson", side_effect=mock_format_as_ndjson):
+            results = list(
+                stream_with_data(
+                    body, headers, "https://mock-endpoint.com", history_metadata
+                )
+            )  # Convert generator to a list
+            print(results, "result test case")
+            assert len(results) == 1
+
+
+# Mock constants
+USE_AZURE_AI_STUDIO = "true"
+AZURE_OPENAI_PREVIEW_API_VERSION = "2023-06-01-preview"
+DEBUG_LOGGING = False
+AZURE_SEARCH_SERVICE = os.environ.get("AZURE_SEARCH_SERVICE", "mysearchservice")
+
+
+def test_stream_with_data_azure_error():
+    body = {
+        "messages": [
+            {
+                "id": "0e29210d-5584-38df-df76-2dfb40147ee7",
+                "role": "user",
+                "content": "influenza and its effets ",
+                "date": "2025-01-09T04:42:25.896Z",
+            },
+            {
+                "id": "ab42add2-0fba-d6bb-47c0-5d11b7cdb83a",
+                "role": "user",
+                "content": "influenza and its effectd",
+                "date": "2025-01-09T10:14:11.638Z",
+            },
+            {
+                "id": "1f6dc8e2-c5fe-ce77-b28c-5ec9ba80e94d",
+                "role": "user",
+                "content": "influenza and its effects",
+                "date": "2025-01-09T10:34:15.187Z",
+            },
+        ],
+        "temperature": 0.0,
+        "max_tokens": 1000,
+        "top_p": 1.0,
+        "stop": "None",
+        "stream": True,
+        "dataSources": [
+            {
+                "type": "AzureCognitiveSearch",
+                "parameters": {
+                    "endpoint": "https://ututut-cs.search.windows.net",
+                    "key": "",
+                    "indexName": "articlesindex",
+                    "fieldsMapping": {
+                        "contentFields": ["content"],
+                        "titleField": "title",
+                        "urlField": "publicurl",
+                        "filepathField": "chunk_id",
+                        "vectorFields": ["titleVector", "contentVector"],
+                    },
+                    "inScope": False,
+                    "topNDocuments": "5",
+                    "queryType": "vectorSemanticHybrid",
+                    "semanticConfiguration": "my-semantic-config",
+                    "roleInformation": "You are an AI assistant that helps people find information.",
+                    "filter": "None",
+                    "strictness": 3,
+                    "embeddingDeploymentName": "text-embedding-ada-002",
+                },
+            }
+        ],
+    }
+
+    if USE_AZURE_AI_STUDIO.lower() == "true":
+        body = body
+    headers = {
+        "Content-Type": "application/json",
+        "api-key": "",
+        "x-ms-useragent": "GitHubSampleWebApp/PublicAPI/3.0.0",
+    }
+    history_metadata = {}
+
+    with patch("requests.Session.post") as mock_post:
+        # if USE_AZURE_AI_STUDIO.lower() == "true":
+        #     body = mock_body
+        mock_response = MagicMock()
+        mock_response.iter_lines.return_value = [
+            b'data: {"id":"1","model":"gpt-35-turbo-16k","created":1736397875,"object":"extensions.chat.completion.chunk","choices":[{"index":0,"delta":{"context":{"messages":[{"role":"tool","content":"hello","end_turn":false}]}},"end_turn":false,"finish_reason":"None"}]}'
+        ]
+        mock_response.headers = {"apim-request-id": "test-request-id"}
+        mock_post.return_value.__enter__.return_value = mock_response
+
+        with patch("app.format_as_ndjson", side_effect=mock_format_as_ndjson):
+            results = list(
+                stream_with_data(
+                    body, headers, "https://mock-endpoint.com", history_metadata
+                )
+            )  # Convert generator to a list
+            print(results, "result test case")
+            assert len(results) == 1
+
+
+def test_formatApiResponseNoStreaming():
+    rawResponse = {
+        "id": "1",
+        "model": "gpt-3",
+        "created": 123456789,
+        "object": "response",
+        "choices": [
+            {
+                "message": {
+                    "context": {"messages": [{"content": "Hello from tool"}]},
+                    "content": "Hello from assistant",
+                }
+            }
+        ],
+    }
+    response = formatApiResponseNoStreaming(rawResponse)
+    assert "choices" in response
+    assert response["choices"][0]["messages"][0]["content"] == "Hello from tool"
+
+
+def test_formatApiResponseStreaming():
+    rawResponse = {
+        "id": "1",
+        "model": "gpt-3",
+        "created": 123456789,
+        "object": "response",
+        "choices": [{"delta": {"role": "assistant", "content": "Hello"}}],
+    }
+
+    response = formatApiResponseStreaming(rawResponse)
+
+    # Print response to debug
+    print(response)  # Optional for debugging, remove in production
+
+    assert "choices" in response
+    assert "messages" in response["choices"][0]
+    assert len(response["choices"][0]["messages"]) == 1
+
+    # Check if the content is included under the correct structure
+    delta_content = response["choices"][0]["messages"][0]["delta"]
+    assert "role" in delta_content  # Check for role
+    assert (
+        "content" not in delta_content
+    )  # content should not be present as per current logic
+
+
+def test_extract_value():
+    text = "'code': 'content_filter', 'status': '400'"
+    assert extract_value("code", text) == "content_filter"
+    assert extract_value("status", text) == "400"
+    assert extract_value("unknown", text) == "N/A"
+
+
+app = Flask(__name__)
+
+
+app.add_url_rule("/draft_document/generate_section", "draft_document_generate", draft_document_generate, methods=["POST"])
+
+
+# Helper to create a mock response
+class MockResponse:
+    def __init__(self, json_data, status_code):
+        self.json_data = json_data
+        self.status_code = status_code
+
+    def read(self):
+        return json.dumps(self.json_data).encode('utf-8')
+
+    def getcode(self):
+        return self.status_code
+
+
+@pytest.fixture
+def client():
+    with app.test_client() as client:
+        yield client
+
+
+# Test the successful response case
+@patch("urllib.request.urlopen")
+@patch("os.environ.get")
+def test_draft_document_generate_success(mock_os_environ, mock_urlopen, client):
+    mock_os_environ.side_effect = lambda key: {
+        "AI_STUDIO_DRAFT_FLOW_ENDPOINT": "https://fakeurl.com",
+        "AI_STUDIO_DRAFT_FLOW_API_KEY": "fakeapikey",
+        "AI_STUDIO_DRAFT_FLOW_DEPLOYMENT_NAME": "fake_deployment_name"
+    }.get(key)
+
+    # Mock the successful API response
+    mock_urlopen.return_value = MockResponse({"reply": "Generated content for section."}, 200)
+
+    # Sample input payload
+    payload = {
+        "grantTopic": "Artificial Intelligence",
+        "sectionTitle": "Introduction",
+        "sectionContext": ""
+    }
+
+    response = client.post("/draft_document/generate_section", json=payload)
+
+    # Assertions
+    assert response.status_code == 200
+    response_json = response.get_json()
+    assert "content" in response_json
+    assert response_json["content"] == "Generated content for section."
+
+
+# Test the scenario where "sectionContext" is provided
+@patch("urllib.request.urlopen")
+@patch("os.environ.get")
+def test_draft_document_generate_with_context(mock_os_environ, mock_urlopen, client):
+    mock_os_environ.side_effect = lambda key: {
+        "AI_STUDIO_DRAFT_FLOW_ENDPOINT": "https://fakeurl.com",
+        "AI_STUDIO_DRAFT_FLOW_API_KEY": "fakeapikey",
+        "AI_STUDIO_DRAFT_FLOW_DEPLOYMENT_NAME": "fake_deployment_name"
+    }.get(key)
+
+    # Mock the successful API response
+    mock_urlopen.return_value = MockResponse({"reply": "Generated content with context."}, 200)
+
+    payload = {
+        "grantTopic": "Quantum Computing",
+        "sectionTitle": "Background",
+        "sectionContext": "The section should explain the significance of quantum computing."
+    }
+
+    response = client.post("/draft_document/generate_section", json=payload)
+
+    # Assertions
+    assert response.status_code == 200
+    response_json = response.get_json()
+    assert "content" in response_json
+    assert response_json["content"] == "Generated content with context."
+
+
+@pytest.fixture
+def clients():
+    app = Flask(__name__)
+    app.route('/draft_document/generate_section', methods=['POST'])(draft_document_generate)
+    client = app.test_client()
+    yield client
+
+
+@patch("urllib.request.urlopen")
+@patch("os.environ.get")
+def test_draft_document_generate_http_error(mock_env_get, mock_urlopen, client):
+    # Mock environment variables
+    mock_env_get.side_effect = lambda key: {
+        "AI_STUDIO_DRAFT_FLOW_ENDPOINT": "http://mock_endpoint",
+        "AI_STUDIO_DRAFT_FLOW_API_KEY": "mock_api_key",
+        "AI_STUDIO_DRAFT_FLOW_DEPLOYMENT_NAME": "mock_deployment"
+    }.get(key)
+
+    # Mock urllib.request.urlopen to raise an HTTPError
+    error_response = json.dumps({"error": {"message": "content_filter", "code": "400"}}).encode('utf-8')
+    mock_urlopen.side_effect = urllib.error.HTTPError(
+        url="http://mock_endpoint",
+        code=400,
+        msg="Bad Request",
+        hdrs=None,
+        fp=MagicMock(read=MagicMock(return_value=error_response))
+    )
+
+    # Mock request data
+    request_data = {
+        "grantTopic": "Climate Change Research",
+        "sectionTitle": "Introduction",
+        "sectionContext": "This research focuses on reducing carbon emissions."
+    }
+
+    response = client.post(
+        "/draft_document/generate_section",
+        data=json.dumps(request_data),
+        content_type="application/json",
+    )
+
+    assert response.status_code == 200

From b785eb64e45b13053d621ef0990d8db2dd98bdaa Mon Sep 17 00:00:00 2001
From: Pradheep-Microsoft <v-pradheeps@microsoft.com>
Date: Mon, 20 Jan 2025 14:55:23 +0530
Subject: [PATCH 05/18] fix: Research Assistant Deployment Issue - Prompt Flow
 version update (#287)

* Prompt flow version update

* Add files via upload

* Add files via upload

* Add files via upload

---------

Co-authored-by: Roopan-Microsoft <168007406+Roopan-Microsoft@users.noreply.github.com>
---
 .../scripts/aihub_scripts/flows/DraftFlow.zip | Bin 14389 -> 14389 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/flows/DraftFlow.zip b/ResearchAssistant/Deployment/scripts/aihub_scripts/flows/DraftFlow.zip
index 29818bd691257cea5a086a61c568a52745602f05..82e5bcf2b475be75c8778c62c165313932f4dd23 100644
GIT binary patch
delta 1597
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From 07bac06ee1d78ec3b9ef39ca477c040f9bfdbc40 Mon Sep 17 00:00:00 2001
From: Pavan-Microsoft <v-kupavan@microsoft.com>
Date: Wed, 22 Jan 2025 16:45:44 +0530
Subject: [PATCH 06/18] Implement Consistent Versioning and Tagging for
 Accelerator Images (#288)

---
 .github/workflows/build-docker.yml | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/build-docker.yml b/.github/workflows/build-docker.yml
index 16c01da6..83298ce3 100644
--- a/.github/workflows/build-docker.yml
+++ b/.github/workflows/build-docker.yml
@@ -48,13 +48,17 @@ jobs:
       id: date
       run: echo "date=$(date +'%Y-%m-%d')" >> $GITHUB_OUTPUT
 
+    - name: Determine Tag Name Based on Branch
+      id: determine_tag
+      run: echo "tagname=${{ github.ref_name == 'main' && 'latest' || github.ref_name == 'dev' && 'dev' || github.ref_name == 'demo' && 'demo' || github.head_ref || 'default' }}" >> $GITHUB_OUTPUT
+
     - name: Build Docker Image and optionally push
       uses: docker/build-push-action@v6
       with:
         context: .
         file: ${{ inputs.dockerfile }}
         push: ${{ inputs.push }}
-        cache-from: type=registry,ref=${{ inputs.registry }}/${{ inputs.app_name}}:${{ github.ref_name == 'main' && 'latest' || github.ref_name == 'dev' && 'dev' || github.ref_name == 'demo' && 'demo' || 'latest' }}
+        cache-from: type=registry,ref=${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}
         tags: |
-          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ github.ref_name == 'main' && 'latest' || github.ref_name == 'dev' && 'dev' || github.ref_name == 'demo' && 'demo' || 'latest' }}
-          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.date.outputs.date }}_${{ github.run_number }}
\ No newline at end of file
+          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}
+          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}_${{ steps.date.outputs.date }}_${{ github.run_number }}
\ No newline at end of file

From 0d82faa9492fcc71001b43f09e3baf064d2f5435 Mon Sep 17 00:00:00 2001
From: Pavan-Microsoft <v-kupavan@microsoft.com>
Date: Mon, 27 Jan 2025 14:13:58 +0530
Subject: [PATCH 07/18] Dev image version check

---
 ClientAdvisor/App/.env.sample                   | 2 +-
 ClientAdvisor/AzureFunction/local.settings.json | 2 +-
 ResearchAssistant/App/.env.sample               | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/ClientAdvisor/App/.env.sample b/ClientAdvisor/App/.env.sample
index 50f33c7e..3bdc5e61 100644
--- a/ClientAdvisor/App/.env.sample
+++ b/ClientAdvisor/App/.env.sample
@@ -126,4 +126,4 @@ SQLDB_DATABASE=
 SQLDB_USERNAME=
 SQLDB_PASSWORD=
 SQLDB_DRIVER=
-VITE_POWERBI_EMBED_URL=
\ No newline at end of file
+VITE_POWERBI_EMBED_URL=
diff --git a/ClientAdvisor/AzureFunction/local.settings.json b/ClientAdvisor/AzureFunction/local.settings.json
index 19abcae3..426ff406 100644
--- a/ClientAdvisor/AzureFunction/local.settings.json
+++ b/ClientAdvisor/AzureFunction/local.settings.json
@@ -6,4 +6,4 @@
     "AzureWebJobsStorage": "UseDevelopmentStorage=true",
     "PYTHON_ENABLE_INIT_INDEXING": "1"
   }
-}
\ No newline at end of file
+}
diff --git a/ResearchAssistant/App/.env.sample b/ResearchAssistant/App/.env.sample
index 0914b488..b1feca48 100644
--- a/ResearchAssistant/App/.env.sample
+++ b/ResearchAssistant/App/.env.sample
@@ -39,4 +39,4 @@ AZURE_COSMOSDB_MONGO_VCORE_CONTENT_COLUMNS=
 AZURE_COSMOSDB_MONGO_VCORE_VECTOR_COLUMNS=
 AI_STUDIO_DRAFT_FLOW_API_KEY=
 AI_STUDIO_CHAT_FLOW_API_KEY=
-AZURE_OPENAI_API_TYPE=
\ No newline at end of file
+AZURE_OPENAI_API_TYPE=

From fb30c09270dc99e8c969168a3b123d18ab5ed04e Mon Sep 17 00:00:00 2001
From: Pavan-Microsoft <v-kupavan@microsoft.com>
Date: Mon, 27 Jan 2025 14:16:58 +0530
Subject: [PATCH 08/18] Revert "feat: Dev Image Version Check Test"

---
 ClientAdvisor/App/.env.sample                   | 2 +-
 ClientAdvisor/AzureFunction/local.settings.json | 2 +-
 ResearchAssistant/App/.env.sample               | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/ClientAdvisor/App/.env.sample b/ClientAdvisor/App/.env.sample
index 3bdc5e61..50f33c7e 100644
--- a/ClientAdvisor/App/.env.sample
+++ b/ClientAdvisor/App/.env.sample
@@ -126,4 +126,4 @@ SQLDB_DATABASE=
 SQLDB_USERNAME=
 SQLDB_PASSWORD=
 SQLDB_DRIVER=
-VITE_POWERBI_EMBED_URL=
+VITE_POWERBI_EMBED_URL=
\ No newline at end of file
diff --git a/ClientAdvisor/AzureFunction/local.settings.json b/ClientAdvisor/AzureFunction/local.settings.json
index 426ff406..19abcae3 100644
--- a/ClientAdvisor/AzureFunction/local.settings.json
+++ b/ClientAdvisor/AzureFunction/local.settings.json
@@ -6,4 +6,4 @@
     "AzureWebJobsStorage": "UseDevelopmentStorage=true",
     "PYTHON_ENABLE_INIT_INDEXING": "1"
   }
-}
+}
\ No newline at end of file
diff --git a/ResearchAssistant/App/.env.sample b/ResearchAssistant/App/.env.sample
index b1feca48..0914b488 100644
--- a/ResearchAssistant/App/.env.sample
+++ b/ResearchAssistant/App/.env.sample
@@ -39,4 +39,4 @@ AZURE_COSMOSDB_MONGO_VCORE_CONTENT_COLUMNS=
 AZURE_COSMOSDB_MONGO_VCORE_VECTOR_COLUMNS=
 AI_STUDIO_DRAFT_FLOW_API_KEY=
 AI_STUDIO_CHAT_FLOW_API_KEY=
-AZURE_OPENAI_API_TYPE=
+AZURE_OPENAI_API_TYPE=
\ No newline at end of file

From 2adf389582b93269f1916f5cf6ad9a9773e72f93 Mon Sep 17 00:00:00 2001
From: pradeepjha-microsoft <v-pradeepjha@microsoft.com>
Date: Thu, 30 Jan 2025 21:06:05 +0530
Subject: [PATCH 09/18] update history method changes (#295)

---
 ClientAdvisor/App/frontend/src/api/api.ts | 54 +++++++++++++++--------
 1 file changed, 35 insertions(+), 19 deletions(-)

diff --git a/ClientAdvisor/App/frontend/src/api/api.ts b/ClientAdvisor/App/frontend/src/api/api.ts
index b59dceb0..acd20736 100644
--- a/ClientAdvisor/App/frontend/src/api/api.ts
+++ b/ClientAdvisor/App/frontend/src/api/api.ts
@@ -201,31 +201,47 @@ export const selectUser = async (options: ClientIdRequest): Promise<Response> =>
     return new Response(null, { status: 500, statusText: 'Internal Server Error' });
   }
 };
-
+function isLastObjectNotEmpty(arr:any)
+ {  
+   if (arr.length === 0) return false; 
+   // Handle empty array case 
+   const lastObj = arr[arr.length - 1];  
+    return Object.keys(lastObj).length > 0; 
+  }
 export const historyUpdate = async (messages: ChatMessage[], convId: string): Promise<Response> => {
-  const response = await fetch('/history/update', {
-    method: 'POST',
-    body: JSON.stringify({
-      conversation_id: convId,
-      messages: messages
-    }),
-    headers: {
-      'Content-Type': 'application/json'
-    }
-  })
-    .then(async res => {
-      return res
+  if(isLastObjectNotEmpty(messages)){
+    const response = await fetch('/history/update', {
+      method: 'POST',
+      body: JSON.stringify({
+        conversation_id: convId,
+        messages: messages
+      }),
+      headers: {
+        'Content-Type': 'application/json'
+      }
     })
-    .catch(_err => {
-      console.error('There was an issue fetching your data.')
+      .then(async res => {
+        return res
+      })
+      .catch(_err => {
+        console.error('There was an issue fetching your data.')
+        const errRes: Response = {
+          ...new Response(),
+          ok: false,
+          status: 500
+        }
+        return errRes
+      })  
+    return response
+    }
+    else{
       const errRes: Response = {
         ...new Response(),
         ok: false,
         status: 500
       }
-      return errRes
-    })
-  return response
+      return errRes 
+    }
 }
 
 export const historyDelete = async (convId: string): Promise<Response> => {
@@ -425,4 +441,4 @@ export const historyMessageFeedback = async (messageId: string, feedback: string
 
 //   const data = await response.text();
 //   console.log('Response:', data);
-// };
\ No newline at end of file
+// };

From 951fa25a184e0d8a509a49e77a85840dec2e5353 Mon Sep 17 00:00:00 2001
From: AjitPadhi-Microsoft <v-padhiajit@microsoft.com>
Date: Thu, 6 Feb 2025 20:05:38 +0530
Subject: [PATCH 10/18] fix: Fixed Asset and retirement update query (#332)

* updated Asset and retirement updated code

* minor fix on meeting days

* fixed test case

* optimized query
---
 ClientAdvisor/App/app.py            | 80 +++++++++++++++++++++--------
 ClientAdvisor/App/tests/test_app.py |  4 ++
 2 files changed, 62 insertions(+), 22 deletions(-)

diff --git a/ClientAdvisor/App/app.py b/ClientAdvisor/App/app.py
index e8221243..2755d75b 100644
--- a/ClientAdvisor/App/app.py
+++ b/ClientAdvisor/App/app.py
@@ -1588,35 +1588,72 @@ def get_users():
         if len(rows) <= 6:
             # update ClientMeetings,Assets,Retirement tables sample data to current date
             cursor = conn.cursor()
-            cursor.execute(
-                """select DATEDIFF(d,CAST(max(StartTime) AS Date),CAST(GETDATE() AS Date)) + 3 as ndays from ClientMeetings"""
-            )
-            rows = cursor.fetchall()
-            ndays = 0
-            for row in rows:
-                ndays = row["ndays"]
-            sql_stmt1 = f"UPDATE ClientMeetings SET StartTime = dateadd(day,{ndays},StartTime), EndTime = dateadd(day,{ndays},EndTime)"
-            cursor.execute(sql_stmt1)
-            conn.commit()
-            nmonths = int(ndays / 30)
-            if nmonths > 0:
-                sql_stmt1 = (
-                    f"UPDATE Assets SET AssetDate = dateadd(MONTH,{nmonths},AssetDate)"
+            combined_stmt = """
+                WITH MaxDates AS (
+                    SELECT
+                        MAX(CAST(StartTime AS Date)) AS MaxClientMeetingDate,
+                        MAX(AssetDate) AS MaxAssetDate,
+                        MAX(StatusDate) AS MaxStatusDate
+                    FROM
+                        (SELECT StartTime, NULL AS AssetDate, NULL AS StatusDate FROM ClientMeetings
+                        UNION ALL
+                        SELECT NULL AS StartTime, AssetDate, NULL AS StatusDate FROM Assets
+                        UNION ALL
+                        SELECT NULL AS StartTime, NULL AS AssetDate, StatusDate FROM Retirement) AS Combined
+                ),
+                Today AS (
+                    SELECT GETDATE() AS TodayDate
+                ),
+                DaysDifference AS (
+                    SELECT
+                        DATEDIFF(DAY, MaxClientMeetingDate, TodayDate) + 3 AS ClientMeetingDaysDifference,
+                        DATEDIFF(DAY, MaxAssetDate, TodayDate) - 30 AS AssetDaysDifference,
+                        DATEDIFF(DAY, MaxStatusDate, TodayDate) - 30 AS StatusDaysDifference
+                    FROM MaxDates, Today
                 )
-                cursor.execute(sql_stmt1)
+                SELECT
+                    ClientMeetingDaysDifference,
+                    AssetDaysDifference / 30 AS AssetMonthsDifference,
+                    StatusDaysDifference / 30 AS StatusMonthsDifference
+                FROM DaysDifference
+                """
+            cursor.execute(combined_stmt)
+            date_diff_rows = cursor.fetchall()
+
+            client_days = (
+                date_diff_rows[0]["ClientMeetingDaysDifference"]
+                if date_diff_rows
+                else 0
+            )
+            asset_months = (
+                int(date_diff_rows[0]["AssetMonthsDifference"]) if date_diff_rows else 0
+            )
+            status_months = (
+                int(date_diff_rows[0]["StatusMonthsDifference"])
+                if date_diff_rows
+                else 0
+            )
+
+            # Update ClientMeetings
+            if client_days > 0:
+                client_update_stmt = f"UPDATE ClientMeetings SET StartTime = DATEADD(day, {client_days}, StartTime), EndTime = DATEADD(day, {client_days}, EndTime)"
+                cursor.execute(client_update_stmt)
                 conn.commit()
 
-                sql_stmt1 = f"UPDATE Retirement SET StatusDate = dateadd(MONTH,{nmonths},StatusDate)"
-                cursor.execute(sql_stmt1)
+            # Update Assets
+            if asset_months > 0:
+                asset_update_stmt = f"UPDATE Assets SET AssetDate = DATEADD(month, {asset_months}, AssetDate)"
+                cursor.execute(asset_update_stmt)
                 conn.commit()
 
-            cursor = conn.cursor()
-            cursor.execute(sql_stmt)
-            rows = cursor.fetchall()
+            # Update Retirement
+            if status_months > 0:
+                retire_update_stmt = f"UPDATE Retirement SET StatusDate = DATEADD(month, {status_months}, StatusDate)"
+                cursor.execute(retire_update_stmt)
+                conn.commit()
 
         users = []
         for row in rows:
-            # print(row)
             user = {
                 "ClientId": row["ClientId"],
                 "ClientName": row["Client"],
@@ -1631,7 +1668,6 @@ def get_users():
                 "ClientSummary": row["ClientSummary"],
             }
             users.append(user)
-            # print(users)
 
         return jsonify(users)
 
diff --git a/ClientAdvisor/App/tests/test_app.py b/ClientAdvisor/App/tests/test_app.py
index d456ac70..dd7f9347 100644
--- a/ClientAdvisor/App/tests/test_app.py
+++ b/ClientAdvisor/App/tests/test_app.py
@@ -208,6 +208,10 @@ async def test_get_users_success(client):
         {
             "ClientId": 1,
             "ndays": 10,
+            "ClientMeetingDaysDifference": 1,
+            "AssetMonthsDifference": 1,
+            "StatusMonthsDifference": 1,
+            "DaysDifference": 1,
             "Client": "Client A",
             "Email": "clienta@example.com",
             "AssetValue": "1,000,000",

From 6b85ef2a702dedac6d1dad67f85825b92c0418e1 Mon Sep 17 00:00:00 2001
From: Mohan-Microsoft <v-mvenudass@microsoft.com>
Date: Fri, 14 Feb 2025 13:17:32 +0530
Subject: [PATCH 11/18] fixed the UI issue in Chat history list section (#335)

---
 .../ChatHistory/ChatHistoryPanel.module.css      | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryPanel.module.css b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryPanel.module.css
index abb30159..f167b086 100644
--- a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryPanel.module.css
+++ b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryPanel.module.css
@@ -1,11 +1,11 @@
 .container {
-  max-height: calc(100vh - 100px);
-  width: 300px;
+  height: calc(100vh - 100px);
+  width: 305px;
 }
 
 .listContainer {
   overflow: hidden auto;
-  max-height: calc(90vh - 105px);
+  height: calc(90vh - 230px);
 }
 
 .itemCell {
@@ -79,9 +79,9 @@
 }
 
 @media screen and (-ms-high-contrast: active), (forced-colors: active) {
-  .container{
-      border: 2px solid WindowText;
-      background-color: Window;
-      color: WindowText;
+  .container {
+    border: 2px solid WindowText;
+    background-color: Window;
+    color: WindowText;
   }
-}
\ No newline at end of file
+}

From 24752c77a8299715d60f583844931d2aa216474f Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Thu, 27 Feb 2025 00:03:55 +0530
Subject: [PATCH 12/18] Added code changes to handle null object error in
 history generate method (#383)

---
 .../App/frontend/src/pages/chat/Chat.tsx      | 21 ++++++++++++++++++-
 1 file changed, 20 insertions(+), 1 deletion(-)

diff --git a/ClientAdvisor/App/frontend/src/pages/chat/Chat.tsx b/ClientAdvisor/App/frontend/src/pages/chat/Chat.tsx
index f7388132..b244a237 100644
--- a/ClientAdvisor/App/frontend/src/pages/chat/Chat.tsx
+++ b/ClientAdvisor/App/frontend/src/pages/chat/Chat.tsx
@@ -353,11 +353,30 @@ const Chat = (props: any) => {
       }
       if (response?.body) {
         const reader = response.body.getReader()
-
+        let firstRead = true
         let runningText = ''
         while (true) {
           setProcessMessages(messageStatus.Processing)
           const { done, value } = await reader.read()
+
+          // Handle Null Object (Undefined) response from History Generate Method
+          if (firstRead && done && value === undefined) {
+            let assistantMessage: ChatMessage = {
+              id: uuid(),
+              role: ASSISTANT,
+              content: 'There was an issue retrieving data. Please try again. If the problem persists, please contact the site administrator.',
+              date: new Date().toISOString()
+            };
+    
+            processResultMessage(assistantMessage, userMessage, conversationId);
+    
+            result.history_metadata = {
+              conversation_id: uuid(),
+              title: question,
+              date: assistantMessage.date
+            };
+          }
+          firstRead = false;
           if (done) break
 
           var text = new TextDecoder('utf-8').decode(value)

From ba9eb2aa7af65c1c804fa81c6f7128cbe877c23f Mon Sep 17 00:00:00 2001
From: VishalS-Microsoft <v-vishshinde@microsoft.com>
Date: Fri, 28 Feb 2025 16:17:14 +0530
Subject: [PATCH 13/18] build: validated and updated dependency for
 BYOC-ResearchAssistant Accelerator (#379)

* build: bump @typescript-eslint/eslint-plugin (#248)

Bumps [@typescript-eslint/eslint-plugin](https://github.com/typescript-eslint/typescript-eslint/tree/HEAD/packages/eslint-plugin) from 6.21.0 to 8.19.0.
- [Release notes](https://github.com/typescript-eslint/typescript-eslint/releases)
- [Changelog](https://github.com/typescript-eslint/typescript-eslint/blob/main/packages/eslint-plugin/CHANGELOG.md)
- [Commits](https://github.com/typescript-eslint/typescript-eslint/commits/v8.19.0/packages/eslint-plugin)

---
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- dependency-name: "@typescript-eslint/eslint-plugin"
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  update-type: version-update:semver-major
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* Revert "build: bump @typescript-eslint/eslint-plugin (#248)" (#340)

This reverts commit 129d1fc2894d7815dcbbc4e7a6f0c3ecbe69e93e.

* build: bump msw from 2.2.2 to 2.7.0 in /ClientAdvisor/App/frontend (#250)

Bumps [msw](https://github.com/mswjs/msw) from 2.2.2 to 2.7.0.
- [Release notes](https://github.com/mswjs/msw/releases)
- [Changelog](https://github.com/mswjs/msw/blob/main/CHANGELOG.md)
- [Commits](https://github.com/mswjs/msw/compare/v2.2.2...v2.7.0)

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* build: bump typescript in /ClientAdvisor/App/frontend (#251)

Bumps [typescript](https://github.com/microsoft/TypeScript) from 5.3.3 to 5.7.2.
- [Release notes](https://github.com/microsoft/TypeScript/releases)
- [Changelog](https://github.com/microsoft/TypeScript/blob/main/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/TypeScript/compare/v5.3.3...v5.7.2)

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* build: bump @types/node in /ClientAdvisor/App/frontend (#253)

Bumps [@types/node](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/node) from 22.10.2 to 22.10.3.
- [Release notes](https://github.com/DefinitelyTyped/DefinitelyTyped/releases)
- [Commits](https://github.com/DefinitelyTyped/DefinitelyTyped/commits/HEAD/types/node)

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* build: bump pymssql from 2.3.0 to 2.3.2 in /ClientAdvisor/App (#262)

Bumps [pymssql](https://github.com/pymssql/pymssql) from 2.3.0 to 2.3.2.
- [Release notes](https://github.com/pymssql/pymssql/releases)
- [Changelog](https://github.com/pymssql/pymssql/blob/master/ChangeLog.rst)
- [Commits](https://github.com/pymssql/pymssql/compare/v2.3.0...v2.3.2)

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* build: bump quart from 0.19.9 to 0.20.0 in /ClientAdvisor/App (#263)

Bumps [quart](https://github.com/pallets/quart) from 0.19.9 to 0.20.0.
- [Release notes](https://github.com/pallets/quart/releases)
- [Changelog](https://github.com/pallets/quart/blob/main/CHANGES.md)
- [Commits](https://github.com/pallets/quart/compare/0.19.9...0.20.0)

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* build: bump azure-identity from 1.15.0 to 1.19.0 in /ClientAdvisor/App (#264)

Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.15.0 to 1.19.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.15.0...azure-identity_1.19.0)

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* build: bump gunicorn from 22.0.0 to 23.0.0 in /ClientAdvisor/App (#271)

Bumps [gunicorn](https://github.com/benoitc/gunicorn) from 22.0.0 to 23.0.0.
- [Release notes](https://github.com/benoitc/gunicorn/releases)
- [Commits](https://github.com/benoitc/gunicorn/compare/22.0.0...23.0.0)

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* build: bump python-dotenv from 1.0.0 to 1.0.1 in /ClientAdvisor/App (#270)

Bumps [python-dotenv](https://github.com/theskumar/python-dotenv) from 1.0.0 to 1.0.1.
- [Release notes](https://github.com/theskumar/python-dotenv/releases)
- [Changelog](https://github.com/theskumar/python-dotenv/blob/main/CHANGELOG.md)
- [Commits](https://github.com/theskumar/python-dotenv/compare/v1.0.0...v1.0.1)

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* build: bump pytest-cov from 5.0.0 to 6.0.0 in /ClientAdvisor/App (#274)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 5.0.0 to 6.0.0.
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v5.0.0...v6.0.0)

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* build: bump @testing-library/user-event in /ClientAdvisor/App/frontend (#304)

Bumps [@testing-library/user-event](https://github.com/testing-library/user-event) from 14.5.2 to 14.6.1.
- [Release notes](https://github.com/testing-library/user-event/releases)
- [Changelog](https://github.com/testing-library/user-event/blob/main/CHANGELOG.md)
- [Commits](https://github.com/testing-library/user-event/compare/v14.5.2...v14.6.1)

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* build: bump react-router-dom in /ClientAdvisor/App/frontend (#305)

Bumps [react-router-dom](https://github.com/remix-run/react-router/tree/HEAD/packages/react-router-dom) from 7.1.1 to 7.1.5.
- [Release notes](https://github.com/remix-run/react-router/releases)
- [Changelog](https://github.com/remix-run/react-router/blob/main/packages/react-router-dom/CHANGELOG.md)
- [Commits](https://github.com/remix-run/react-router/commits/react-router-dom@7.1.5/packages/react-router-dom)

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* build: bump @fluentui/react in /ClientAdvisor/App/frontend (#306)

Bumps [@fluentui/react](https://github.com/microsoft/fluentui) from 8.122.3 to 8.122.9.
- [Release notes](https://github.com/microsoft/fluentui/releases)
- [Changelog](https://github.com/microsoft/fluentui/blob/master/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/fluentui/compare/@fluentui/react_v8.122.3...@fluentui/react_v8.122.9)

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* build: bump react-test-renderer in /ClientAdvisor/App/frontend (#307)

Bumps [react-test-renderer](https://github.com/facebook/react/tree/HEAD/packages/react-test-renderer) from 18.3.1 to 19.0.0.
- [Release notes](https://github.com/facebook/react/releases)
- [Changelog](https://github.com/facebook/react/blob/main/CHANGELOG.md)
- [Commits](https://github.com/facebook/react/commits/v19.0.0/packages/react-test-renderer)

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* build: bump lint-staged in /ClientAdvisor/App/frontend (#308)

Bumps [lint-staged](https://github.com/lint-staged/lint-staged) from 15.3.0 to 15.4.3.
- [Release notes](https://github.com/lint-staged/lint-staged/releases)
- [Changelog](https://github.com/lint-staged/lint-staged/blob/master/CHANGELOG.md)
- [Commits](https://github.com/lint-staged/lint-staged/compare/v15.3.0...v15.4.3)

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* build: bump eslint-plugin-prettier in /ClientAdvisor/App/frontend (#310)

Bumps [eslint-plugin-prettier](https://github.com/prettier/eslint-plugin-prettier) from 5.2.1 to 5.2.3.
- [Release notes](https://github.com/prettier/eslint-plugin-prettier/releases)
- [Changelog](https://github.com/prettier/eslint-plugin-prettier/blob/master/CHANGELOG.md)
- [Commits](https://github.com/prettier/eslint-plugin-prettier/compare/v5.2.1...v5.2.3)

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* build: bump semantic-kernel in /ClientAdvisor/AzureFunction (#315)

Bumps [semantic-kernel](https://github.com/microsoft/semantic-kernel) from 1.17.1 to 1.20.0.
- [Release notes](https://github.com/microsoft/semantic-kernel/releases)
- [Commits](https://github.com/microsoft/semantic-kernel/compare/dotnet-1.17.1...dotnet-1.20.0)

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* build: bump react-dom and @types/react-dom (#339)

Bumps [react-dom](https://github.com/facebook/react/tree/HEAD/packages/react-dom) and [@types/react-dom](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/react-dom). These dependencies needed to be updated together.

Updates `react-dom` from 18.3.1 to 19.0.0
- [Release notes](https://github.com/facebook/react/releases)
- [Changelog](https://github.com/facebook/react/blob/main/CHANGELOG.md)
- [Commits](https://github.com/facebook/react/commits/v19.0.0/packages/react-dom)

Updates `@types/react-dom` from 18.3.5 to 19.0.4
- [Release notes](https://github.com/DefinitelyTyped/DefinitelyTyped/releases)
- [Commits](https://github.com/DefinitelyTyped/DefinitelyTyped/commits/HEAD/types/react-dom)

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* build: bump azure-search-documents in /ClientAdvisor/App (#317)

Bumps [azure-search-documents](https://github.com/Azure/azure-sdk-for-python) from 11.4.0b6 to 11.6.0b9.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/search/azure-search-documents/CHANGELOG.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-search-documents_11.4.0b6...azure-search-documents_11.6.0b9)

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* build: bump openai from 1.58.1 to 1.63.0 in /ClientAdvisor/AzureFunction (#342)

Bumps [openai](https://github.com/openai/openai-python) from 1.58.1 to 1.63.0.
- [Release notes](https://github.com/openai/openai-python/releases)
- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/openai/openai-python/compare/v1.58.1...v1.63.0)

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* build: bump openai from 1.55.3 to 1.63.0 in /ClientAdvisor/App (#341)

Bumps [openai](https://github.com/openai/openai-python) from 1.55.3 to 1.63.0.
- [Release notes](https://github.com/openai/openai-python/releases)
- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/openai/openai-python/compare/v1.55.3...v1.63.0)

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* build: bump pytest-asyncio from 0.24.0 to 0.25.3 in /ClientAdvisor/App (#320)

Bumps [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) from 0.24.0 to 0.25.3.
- [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases)
- [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.24.0...v0.25.3)

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* build: bump black from 24.8.0 to 25.1.0 in /ClientAdvisor/App (#319)

Bumps [black](https://github.com/psf/black) from 24.8.0 to 25.1.0.
- [Release notes](https://github.com/psf/black/releases)
- [Changelog](https://github.com/psf/black/blob/main/CHANGES.md)
- [Commits](https://github.com/psf/black/compare/24.8.0...25.1.0)

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* build: bump azure-search-documents (#312)

Bumps [azure-search-documents](https://github.com/Azure/azure-sdk-for-python) from 11.6.0b8 to 11.6.0b9.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/search/azure-search-documents/CHANGELOG.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-search-documents_11.6.0b8...azure-search-documents_11.6.0b9)

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* build: bump azure-search-documents in /ClientAdvisor/AzureFunction (#313)

Bumps [azure-search-documents](https://github.com/Azure/azure-sdk-for-python) from 11.6.0b8 to 11.6.0b9.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/search/azure-search-documents/CHANGELOG.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-search-documents_11.6.0b8...azure-search-documents_11.6.0b9)

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* build: bump azure-storage-blob in /ClientAdvisor/App (#318)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.17.0 to 12.24.1.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.17.0...azure-storage-blob_12.24.1)

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* build: bump vite from 4.5.5 to 6.0.6 in /ClientAdvisor/App/frontend (#252)

Bumps [vite](https://github.com/vitejs/vite/tree/HEAD/packages/vite) from 4.5.5 to 6.0.6.
- [Release notes](https://github.com/vitejs/vite/releases)
- [Changelog](https://github.com/vitejs/vite/blob/main/packages/vite/CHANGELOG.md)
- [Commits](https://github.com/vitejs/vite/commits/v6.0.6/packages/vite)

---
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* build: bump uvicorn from 0.24.0 to 0.34.0 in /ClientAdvisor/App (#266)

Bumps [uvicorn](https://github.com/encode/uvicorn) from 0.24.0 to 0.34.0.
- [Release notes](https://github.com/encode/uvicorn/releases)
- [Changelog](https://github.com/encode/uvicorn/blob/master/docs/release-notes.md)
- [Commits](https://github.com/encode/uvicorn/compare/0.24.0...0.34.0)

---
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* build: bump httpx from 0.28.0 to 0.28.1 in /ClientAdvisor/App (#268)

Bumps [httpx](https://github.com/encode/httpx) from 0.28.0 to 0.28.1.
- [Release notes](https://github.com/encode/httpx/releases)
- [Changelog](https://github.com/encode/httpx/blob/master/CHANGELOG.md)
- [Commits](https://github.com/encode/httpx/compare/0.28.0...0.28.1)

---
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* build: bump aiohttp from 3.10.2 to 3.11.11 in /ClientAdvisor/App (#269)

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* build: bump azure-cosmos from 4.5.0 to 4.9.0 in /ClientAdvisor/App (#273)

Bumps [azure-cosmos](https://github.com/Azure/azure-sdk-for-python) from 4.5.0 to 4.9.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-cosmos_4.5.0...azure-cosmos_4.9.0)

---
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* build: bump azure-identity from 1.19.0 to 1.20.0 in /ClientAdvisor/App (#343)

Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.19.0 to 1.20.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.19.0...azure-identity_1.20.0)

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* build: bump semantic-kernel in /ClientAdvisor/AzureFunction (#344)

Bumps [semantic-kernel](https://github.com/microsoft/semantic-kernel) from 1.20.0 to 1.21.1.
- [Release notes](https://github.com/microsoft/semantic-kernel/releases)
- [Commits](https://github.com/microsoft/semantic-kernel/compare/dotnet-1.20.0...dotnet-1.21.1)

---
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* build: bump aiohttp from 3.11.11 to 3.11.12 in /ClientAdvisor/App (#345)

---
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* build: bump isort from 5.13.2 to 6.0.0 in /ClientAdvisor/App (#346)

Bumps [isort](https://github.com/pycqa/isort) from 5.13.2 to 6.0.0.
- [Release notes](https://github.com/pycqa/isort/releases)
- [Changelog](https://github.com/PyCQA/isort/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pycqa/isort/compare/5.13.2...6.0.0)

---
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* build: bump flake8 from 7.1.1 to 7.1.2 in /ClientAdvisor/App (#347)

Bumps [flake8](https://github.com/pycqa/flake8) from 7.1.1 to 7.1.2.
- [Commits](https://github.com/pycqa/flake8/compare/7.1.1...7.1.2)

---
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* build: bump remark-gfm in /ClientAdvisor/App/frontend (#362)

Bumps [remark-gfm](https://github.com/remarkjs/remark-gfm) from 4.0.0 to 4.0.1.
- [Release notes](https://github.com/remarkjs/remark-gfm/releases)
- [Commits](https://github.com/remarkjs/remark-gfm/compare/4.0.0...4.0.1)

---
updated-dependencies:
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* build: bump vite from 6.0.6 to 6.1.0 in /ClientAdvisor/App/frontend (#361)

Bumps [vite](https://github.com/vitejs/vite/tree/HEAD/packages/vite) from 6.0.6 to 6.1.0.
- [Release notes](https://github.com/vitejs/vite/releases)
- [Changelog](https://github.com/vitejs/vite/blob/main/packages/vite/CHANGELOG.md)
- [Commits](https://github.com/vitejs/vite/commits/create-vite@6.1.0/packages/vite)

---
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* build: bump react-markdown in /ClientAdvisor/App/frontend (#360)

Bumps [react-markdown](https://github.com/remarkjs/react-markdown) from 9.0.1 to 9.0.3.
- [Release notes](https://github.com/remarkjs/react-markdown/releases)
- [Changelog](https://github.com/remarkjs/react-markdown/blob/main/changelog.md)
- [Commits](https://github.com/remarkjs/react-markdown/compare/9.0.1...9.0.3)

---
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* build: bump typescript in /ClientAdvisor/App/frontend (#359)

Bumps [typescript](https://github.com/microsoft/TypeScript) from 5.7.2 to 5.7.3.
- [Release notes](https://github.com/microsoft/TypeScript/releases)
- [Changelog](https://github.com/microsoft/TypeScript/blob/main/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/TypeScript/compare/v5.7.2...v5.7.3)

---
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* build: bump @fluentui/react-icons in /ClientAdvisor/App/frontend (#358)

Bumps [@fluentui/react-icons](https://github.com/microsoft/fluentui-system-icons) from 2.0.270 to 2.0.274.
- [Changelog](https://github.com/microsoft/fluentui-system-icons/blob/main/fluentui-android-system-icons-release.yml)
- [Commits](https://github.com/microsoft/fluentui-system-icons/commits)

---
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  update-type: version-update:semver-patch
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* build: bump @types/node in /ClientAdvisor/App/frontend (#357)

Bumps [@types/node](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/node) from 22.10.3 to 22.13.4.
- [Release notes](https://github.com/DefinitelyTyped/DefinitelyTyped/releases)
- [Commits](https://github.com/DefinitelyTyped/DefinitelyTyped/commits/HEAD/types/node)

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* build: bump eslint-plugin-react in /ClientAdvisor/App/frontend (#356)

Bumps [eslint-plugin-react](https://github.com/jsx-eslint/eslint-plugin-react) from 7.37.3 to 7.37.4.
- [Release notes](https://github.com/jsx-eslint/eslint-plugin-react/releases)
- [Changelog](https://github.com/jsx-eslint/eslint-plugin-react/blob/master/CHANGELOG.md)
- [Commits](https://github.com/jsx-eslint/eslint-plugin-react/compare/v7.37.3...v7.37.4)

---
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  dependency-type: direct:development
  update-type: version-update:semver-patch
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* build: bump @testing-library/react in /ClientAdvisor/App/frontend (#350)

Bumps [@testing-library/react](https://github.com/testing-library/react-testing-library) from 16.1.0 to 16.2.0.
- [Release notes](https://github.com/testing-library/react-testing-library/releases)
- [Changelog](https://github.com/testing-library/react-testing-library/blob/main/CHANGELOG.md)
- [Commits](https://github.com/testing-library/react-testing-library/compare/v16.1.0...v16.2.0)

---
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* build: bump @eslint/js in /ClientAdvisor/App/frontend (#349)

Bumps [@eslint/js](https://github.com/eslint/eslint/tree/HEAD/packages/js) from 9.17.0 to 9.20.0.
- [Release notes](https://github.com/eslint/eslint/releases)
- [Changelog](https://github.com/eslint/eslint/blob/main/CHANGELOG.md)
- [Commits](https://github.com/eslint/eslint/commits/v9.20.0/packages/js)

---
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* build: bump prettier from 3.4.2 to 3.5.1 in /ClientAdvisor/App/frontend (#352)

Bumps [prettier](https://github.com/prettier/prettier) from 3.4.2 to 3.5.1.
- [Release notes](https://github.com/prettier/prettier/releases)
- [Changelog](https://github.com/prettier/prettier/blob/main/CHANGELOG.md)
- [Commits](https://github.com/prettier/prettier/compare/3.4.2...3.5.1)

---
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* build: bump eslint-config-prettier in /ClientAdvisor/App/frontend (#348)

Bumps [eslint-config-prettier](https://github.com/prettier/eslint-config-prettier) from 9.1.0 to 10.0.1.
- [Release notes](https://github.com/prettier/eslint-config-prettier/releases)
- [Changelog](https://github.com/prettier/eslint-config-prettier/blob/main/CHANGELOG.md)
- [Commits](https://github.com/prettier/eslint-config-prettier/compare/v9.1.0...v10.0.1)

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* build: bump eslint-plugin-promise in /ClientAdvisor/App/frontend (#355)

Bumps [eslint-plugin-promise](https://github.com/eslint-community/eslint-plugin-promise) from 6.6.0 to 7.2.1.
- [Release notes](https://github.com/eslint-community/eslint-plugin-promise/releases)
- [Changelog](https://github.com/eslint-community/eslint-plugin-promise/blob/main/CHANGELOG.md)
- [Commits](https://github.com/eslint-community/eslint-plugin-promise/compare/v6.6.0...v7.2.1)

---
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* build: bump black from 24.10.0 to 25.1.0 in /ResearchAssistant/App (#297)

Bumps [black](https://github.com/psf/black) from 24.10.0 to 25.1.0.
- [Release notes](https://github.com/psf/black/releases)
- [Changelog](https://github.com/psf/black/blob/main/CHANGES.md)
- [Commits](https://github.com/psf/black/compare/24.10.0...25.1.0)

---
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* build: bump pytest-asyncio in /ResearchAssistant/App (#299)

Bumps [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) from 0.24.0 to 0.25.3.
- [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases)
- [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.24.0...v0.25.3)

---
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* build: bump azure-storage-blob in /ResearchAssistant/App (#301)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.24.0 to 12.24.1.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.24.0...azure-storage-blob_12.24.1)

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* build: bump pylint from 2.17.4 to 3.3.4 in /ResearchAssistant/App (#300)

Bumps [pylint](https://github.com/pylint-dev/pylint) from 2.17.4 to 3.3.4.
- [Release notes](https://github.com/pylint-dev/pylint/releases)
- [Commits](https://github.com/pylint-dev/pylint/compare/v2.17.4...v3.3.4)

---
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* build: bump azure-search-documents in /ResearchAssistant/App (#303)

Bumps [azure-search-documents](https://github.com/Azure/azure-sdk-for-python) from 11.6.0b8 to 11.6.0b9.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/search/azure-search-documents/CHANGELOG.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-search-documents_11.6.0b8...azure-search-documents_11.6.0b9)

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* build: bump eslint-plugin-react in /ResearchAssistant/App/frontend (#321)

Bumps [eslint-plugin-react](https://github.com/jsx-eslint/eslint-plugin-react) from 7.37.3 to 7.37.4.
- [Release notes](https://github.com/jsx-eslint/eslint-plugin-react/releases)
- [Changelog](https://github.com/jsx-eslint/eslint-plugin-react/blob/master/CHANGELOG.md)
- [Commits](https://github.com/jsx-eslint/eslint-plugin-react/compare/v7.37.3...v7.37.4)

---
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* build: bump @fluentui/react in /ResearchAssistant/App/frontend (#322)

Bumps [@fluentui/react](https://github.com/microsoft/fluentui) from 8.122.2 to 8.122.9.
- [Release notes](https://github.com/microsoft/fluentui/releases)
- [Changelog](https://github.com/microsoft/fluentui/blob/master/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/fluentui/compare/@fluentui/react_v8.122.2...@fluentui/react_v8.122.9)

---
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- dependency-name: "@fluentui/react"
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* build: bump docx from 9.1.0 to 9.1.1 in /ResearchAssistant/App/frontend (#324)

Bumps [docx](https://github.com/dolanmiu/docx) from 9.1.0 to 9.1.1.
- [Release notes](https://github.com/dolanmiu/docx/releases)
- [Commits](https://github.com/dolanmiu/docx/compare/9.1.0...9.1.1)

---
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* build: bump @fluentui/react-icons in /ResearchAssistant/App/frontend (#325)

Bumps [@fluentui/react-icons](https://github.com/microsoft/fluentui-system-icons) from 2.0.270 to 2.0.274.
- [Changelog](https://github.com/microsoft/fluentui-system-icons/blob/main/fluentui-android-system-icons-release.yml)
- [Commits](https://github.com/microsoft/fluentui-system-icons/commits)

---
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- dependency-name: "@fluentui/react-icons"
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* build: bump isort from 5.13.2 to 6.0.0 in /ResearchAssistant/App (#298)

Bumps [isort](https://github.com/pycqa/isort) from 5.13.2 to 6.0.0.
- [Release notes](https://github.com/pycqa/isort/releases)
- [Changelog](https://github.com/PyCQA/isort/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pycqa/isort/compare/5.13.2...6.0.0)

---
updated-dependencies:
- dependency-name: isort
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* build: bump typescript in /ResearchAssistant/App/frontend (#329)

Bumps [typescript](https://github.com/microsoft/TypeScript) from 5.7.2 to 5.7.3.
- [Release notes](https://github.com/microsoft/TypeScript/releases)
- [Changelog](https://github.com/microsoft/TypeScript/blob/main/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/TypeScript/compare/v5.7.2...v5.7.3)

---
updated-dependencies:
- dependency-name: typescript
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

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* build: bump react-markdown in /ResearchAssistant/App/frontend (#330)

Bumps [react-markdown](https://github.com/remarkjs/react-markdown) from 9.0.1 to 9.0.3.
- [Release notes](https://github.com/remarkjs/react-markdown/releases)
- [Changelog](https://github.com/remarkjs/react-markdown/blob/main/changelog.md)
- [Commits](https://github.com/remarkjs/react-markdown/compare/9.0.1...9.0.3)

---
updated-dependencies:
- dependency-name: react-markdown
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* build: bump @fluentui/react-components (#367)

Bumps [@fluentui/react-components](https://github.com/microsoft/fluentui) from 9.56.8 to 9.58.3.
- [Release notes](https://github.com/microsoft/fluentui/releases)
- [Changelog](https://github.com/microsoft/fluentui/blob/master/azure-pipelines.release.yml)
- [Commits](https://github.com/microsoft/fluentui/compare/@fluentui/react-components_v9.56.8...@fluentui/react-components_v9.58.3)

---
updated-dependencies:
- dependency-name: "@fluentui/react-components"
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* build: bump @types/node in /ResearchAssistant/App/frontend (#365)

Bumps [@types/node](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/node) from 22.10.2 to 22.13.4.
- [Release notes](https://github.com/DefinitelyTyped/DefinitelyTyped/releases)
- [Commits](https://github.com/DefinitelyTyped/DefinitelyTyped/commits/HEAD/types/node)

---
updated-dependencies:
- dependency-name: "@types/node"
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* build: bump openai from 1.58.1 to 1.63.2 in /ResearchAssistant/App (#364)

Bumps [openai](https://github.com/openai/openai-python) from 1.58.1 to 1.63.2.
- [Release notes](https://github.com/openai/openai-python/releases)
- [Changelog](https://github.com/openai/openai-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/openai/openai-python/compare/v1.58.1...v1.63.2)

---
updated-dependencies:
- dependency-name: openai
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* build: bump vite from 6.0.6 to 6.1.0 in /ResearchAssistant/App/frontend (#336)

Bumps [vite](https://github.com/vitejs/vite/tree/HEAD/packages/vite) from 6.0.6 to 6.1.0.
- [Release notes](https://github.com/vitejs/vite/releases)
- [Changelog](https://github.com/vitejs/vite/blob/main/packages/vite/CHANGELOG.md)
- [Commits](https://github.com/vitejs/vite/commits/create-vite@6.1.0/packages/vite)

---
updated-dependencies:
- dependency-name: vite
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* build: bump react-router-dom in /ResearchAssistant/App/frontend (#331)

Bumps [react-router-dom](https://github.com/remix-run/react-router/tree/HEAD/packages/react-router-dom) from 7.1.1 to 7.1.5.
- [Release notes](https://github.com/remix-run/react-router/releases)
- [Changelog](https://github.com/remix-run/react-router/blob/main/packages/react-router-dom/CHANGELOG.md)
- [Commits](https://github.com/remix-run/react-router/commits/react-router-dom@7.1.5/packages/react-router-dom)

---
updated-dependencies:
- dependency-name: react-router-dom
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* build: bump eslint in /ResearchAssistant/App/frontend (#366)

Bumps [eslint](https://github.com/eslint/eslint) from 8.57.1 to 9.20.1.
- [Release notes](https://github.com/eslint/eslint/releases)
- [Changelog](https://github.com/eslint/eslint/blob/main/CHANGELOG.md)
- [Commits](https://github.com/eslint/eslint/compare/v8.57.1...v9.20.1)

---
updated-dependencies:
- dependency-name: eslint
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* build: bump azure-identity in /ResearchAssistant/App (#368)

Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.19.0 to 1.20.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.19.0...azure-identity_1.20.0)

---
updated-dependencies:
- dependency-name: azure-identity
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* build: bump flake8 from 7.1.1 to 7.1.2 in /ResearchAssistant/App (#370)

Bumps [flake8](https://github.com/pycqa/flake8) from 7.1.1 to 7.1.2.
- [Commits](https://github.com/pycqa/flake8/compare/7.1.1...7.1.2)

---
updated-dependencies:
- dependency-name: flake8
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update build-clientadvisor.yml

* Update build-clientadvisor.yml

* Update build-researchassistant.yml

* Update build-docker.yml

* Update build-docker.yml

* US-14318: Eslint package Downgraded from 9.20.1 to 8.57.0. (#373)

* package-lock updated

* Downgaded some package for client advisor

* Modified the package version.

* build: Downgraded some package for client advisor (#382)

* Downgaded some package for client advisor

* Modified the package version.

* Removed the nodemodule

* Modified package log

* updated the latest msw package and commented the code in setuptest.ts file

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Roopan-Microsoft <168007406+Roopan-Microsoft@users.noreply.github.com>
Co-authored-by: Harmanpreet-Microsoft <v-harmanprka@microsoft.com>
Co-authored-by: Roopan P M <v-roopanpm@microsoft.com>
Co-authored-by: pradeepjha-microsoft <v-pradeepjha@microsoft.com>
---
 .github/workflows/build-clientadvisor.yml     |    4 +-
 .github/workflows/build-docker.yml            |    4 +-
 .github/workflows/build-researchassistant.yml |    4 +-
 ClientAdvisor/App/frontend/package-lock.json  | 1919 +++++++++-----
 ClientAdvisor/App/frontend/package.json       |   38 +-
 .../App/frontend/src/test/setupTests.ts       |   14 +-
 ClientAdvisor/App/requirements-dev.txt        |   34 +-
 ClientAdvisor/App/requirements.txt            |   34 +-
 ClientAdvisor/AzureFunction/requirements.txt  |    4 +-
 .../scripts/index_scripts/requirements.txt    |    2 +-
 .../App/frontend/package-lock.json            | 2218 +++++++++--------
 ResearchAssistant/App/frontend/package.json   |   20 +-
 ResearchAssistant/App/requirements.txt        |   18 +-
 13 files changed, 2585 insertions(+), 1728 deletions(-)

diff --git a/.github/workflows/build-clientadvisor.yml b/.github/workflows/build-clientadvisor.yml
index 386690da..f323fed1 100644
--- a/.github/workflows/build-clientadvisor.yml
+++ b/.github/workflows/build-clientadvisor.yml
@@ -36,5 +36,5 @@ jobs:
       password_secret: ${{ matrix.password_secret }}
       app_name: ${{ matrix.app_name }}
       dockerfile: ${{ matrix.dockerfile }}
-      push: ${{ github.event_name == 'push' && github.ref_name == 'main' || github.ref_name == 'dev' || github.ref_name == 'demo' }}
-    secrets: inherit
\ No newline at end of file
+      push: ${{ github.ref_name == 'main' || github.ref_name == 'dev' || github.ref_name == 'demo' || github.ref_name == 'dependabotchanges' }} 
+    secrets: inherit
diff --git a/.github/workflows/build-docker.yml b/.github/workflows/build-docker.yml
index dd68d210..4b8b40d2 100644
--- a/.github/workflows/build-docker.yml
+++ b/.github/workflows/build-docker.yml
@@ -57,6 +57,8 @@ jobs:
           echo "tagname=dev" >> $GITHUB_OUTPUT
         elif [[ "${{ github.ref_name }}" == "demo" ]]; then
           echo "tagname=demo" >> $GITHUB_OUTPUT
+        elif [[ "${{ github.ref_name }}" == "dependabotchanges" ]]; then
+          echo "tagname=dependabotchanges" >> $GITHUB_OUTPUT
         else
           echo "tagname=default" >> $GITHUB_OUTPUT
       
@@ -72,4 +74,4 @@ jobs:
         cache-from: type=registry,ref=${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}
         tags: |
           ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}
-          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}_${{ steps.date.outputs.date }}_${{ github.run_number }}
\ No newline at end of file
+          ${{ inputs.registry }}/${{ inputs.app_name}}:${{ steps.determine_tag.outputs.tagname }}_${{ steps.date.outputs.date }}_${{ github.run_number }}
diff --git a/.github/workflows/build-researchassistant.yml b/.github/workflows/build-researchassistant.yml
index c984c7be..b817c646 100644
--- a/.github/workflows/build-researchassistant.yml
+++ b/.github/workflows/build-researchassistant.yml
@@ -33,5 +33,5 @@ jobs:
       password_secret: ${{ matrix.password_secret }}
       app_name: ${{ matrix.app_name }}
       dockerfile: ${{ matrix.dockerfile }}
-      push: ${{ github.event_name == 'push' && github.ref_name == 'main' || github.ref_name == 'dev' || github.ref_name == 'demo' }}
-    secrets: inherit
\ No newline at end of file
+      push: ${{ github.ref_name == 'main' || github.ref_name == 'dev' || github.ref_name == 'demo' || github.ref_name == 'dependabotchanges' }} 
+    secrets: inherit
diff --git a/ClientAdvisor/App/frontend/package-lock.json b/ClientAdvisor/App/frontend/package-lock.json
index d95af22d..426d34e1 100644
--- a/ClientAdvisor/App/frontend/package-lock.json
+++ b/ClientAdvisor/App/frontend/package-lock.json
@@ -9,35 +9,35 @@
       "version": "0.0.0",
       "dependencies": {
         "@fluentui/font-icons-mdl2": "^8.5.57",
-        "@fluentui/react": "^8.122.2",
+        "@fluentui/react": "^8.122.9",
         "@fluentui/react-hooks": "^8.6.29",
-        "@fluentui/react-icons": "^2.0.270",
+        "@fluentui/react-icons": "^2.0.274",
         "dompurify": "^3.2.3",
         "lodash": "^4.17.21",
         "lodash-es": "^4.17.21",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
-        "react-router-dom": "^7.1.0",
+        "react-router-dom": "^7.1.5",
         "react-syntax-highlighter": "^15.6.1",
         "react-uuid": "^2.0.0",
         "rehype-raw": "^7.0.0",
-        "remark-gfm": "^4.0.0",
+        "remark-gfm": "^4.0.1",
         "remark-supersub": "^1.0.0"
       },
       "devDependencies": {
         "@eslint/eslintrc": "^3.2.0",
-        "@eslint/js": "^9.17.0",
+        "@eslint/js": "^9.20.0",
         "@testing-library/jest-dom": "^6.6.3",
-        "@testing-library/react": "^16.1.0",
-        "@testing-library/user-event": "^14.5.2",
+        "@testing-library/react": "^16.2.0",
+        "@testing-library/user-event": "^14.6.1",
         "@types/dompurify": "^3.2.0",
         "@types/eslint-config-prettier": "^6.11.3",
         "@types/jest": "^29.5.12",
         "@types/lodash-es": "^4.17.12",
         "@types/mocha": "^10.0.10",
-        "@types/node": "^22.10.2",
+        "@types/node": "^22.13.4",
         "@types/react": "^18.0.27",
-        "@types/react-dom": "^18.0.10",
+        "@types/react-dom": "^18.3.5",
         "@types/react-syntax-highlighter": "^15.5.13",
         "@types/testing-library__user-event": "^4.2.0",
         "@typescript-eslint/eslint-plugin": "^6.4.0",
@@ -45,36 +45,36 @@
         "@vitejs/plugin-react": "^4.3.4",
         "dotenv": "^16.4.5",
         "eslint": "^8.57.0",
-        "eslint-config-prettier": "^9.1.0",
+        "eslint-config-prettier": "^10.0.1",
         "eslint-config-standard-with-typescript": "^43.0.1",
         "eslint-plugin-jsx-a11y": "^6.10.2",
         "eslint-plugin-n": "^16.0.0",
-        "eslint-plugin-prettier": "^5.2.1",
+        "eslint-plugin-prettier": "^5.2.3",
         "eslint-plugin-promise": "^6.6.0",
-        "eslint-plugin-react": "^7.37.2",
+        "eslint-plugin-react": "^7.37.4",
         "eslint-plugin-react-hooks": "^5.1.0",
         "eslint-plugin-simple-import-sort": "^12.1.1",
         "globals": "^15.0.0",
         "identity-obj-proxy": "^3.0.0",
         "jest": "^29.7.0",
         "jest-environment-jsdom": "^29.7.0",
-        "lint-staged": "^15.2.11",
-        "msw": "2.2.2",
-        "prettier": "^3.2.5",
-        "react-markdown": "^9.0.1",
+        "lint-staged": "^15.4.3",
+        "msw": "^2.7.3",
+        "prettier": "^3.5.1",
+        "react-markdown": "^9.0.3",
         "react-test-renderer": "^18.2.0",
         "string.prototype.replaceall": "^1.0.10",
         "ts-jest": "^29.2.5",
         "ts-node": "^10.9.2",
-        "typescript": "^5.3.3",
+        "typescript": "^5.7.3",
         "undici": "^5.0.0",
-        "vite": "^4.1.5"
+        "vite": "^6.1.1"
       }
     },
     "node_modules/@adobe/css-tools": {
-      "version": "4.4.1",
-      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.1.tgz",
-      "integrity": "sha512-12WGKBQzjUAI4ayyF4IAtfw2QR/IDoqk6jTddXDhtYTJF9ASmoE1zst7cVtP0aL/F1jUJL5r+JxKXKEgHNbEUQ==",
+      "version": "4.4.2",
+      "resolved": "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.2.tgz",
+      "integrity": "sha512-baYZExFpsdkBNuvGKTKWCwKH57HRZLVtycZS05WTQNVOiXVSeAki3nU35zlRbToeMW8aHlJfyS+1C4BOv27q0A==",
       "dev": true
     },
     "node_modules/@ampproject/remapping": {
@@ -105,30 +105,30 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.26.3",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.3.tgz",
-      "integrity": "sha512-nHIxvKPniQXpmQLb0vhY3VaFb3S0YrTAwpOWJZh1wn3oJPjJk9Asva204PsBdmAE8vpzfHudT8DB0scYvy9q0g==",
+      "version": "7.26.8",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.8.tgz",
+      "integrity": "sha512-oH5UPLMWR3L2wEFLnFJ1TZXqHufiTKAiLfqw5zkhS4dKXLJ10yVztfil/twG8EDTA4F/tvVNw9nOl4ZMslB8rQ==",
       "dev": true,
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.26.0",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.0.tgz",
-      "integrity": "sha512-i1SLeK+DzNnQ3LL/CswPCa/E5u4lh1k6IAEphON8F+cXt0t9euTshDru0q7/IqMa1PMPz5RnHuHscF8/ZJsStg==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.9.tgz",
+      "integrity": "sha512-lWBYIrF7qK5+GjY5Uy+/hEgp8OJWOD/rpy74GplYRhEauvbHDeFB8t5hPOZxCZ0Oxf4Cc36tK51/l3ymJysrKw==",
       "dev": true,
       "dependencies": {
         "@ampproject/remapping": "^2.2.0",
-        "@babel/code-frame": "^7.26.0",
-        "@babel/generator": "^7.26.0",
-        "@babel/helper-compilation-targets": "^7.25.9",
+        "@babel/code-frame": "^7.26.2",
+        "@babel/generator": "^7.26.9",
+        "@babel/helper-compilation-targets": "^7.26.5",
         "@babel/helper-module-transforms": "^7.26.0",
-        "@babel/helpers": "^7.26.0",
-        "@babel/parser": "^7.26.0",
-        "@babel/template": "^7.25.9",
-        "@babel/traverse": "^7.25.9",
-        "@babel/types": "^7.26.0",
+        "@babel/helpers": "^7.26.9",
+        "@babel/parser": "^7.26.9",
+        "@babel/template": "^7.26.9",
+        "@babel/traverse": "^7.26.9",
+        "@babel/types": "^7.26.9",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
         "gensync": "^1.0.0-beta.2",
@@ -153,13 +153,13 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.26.3",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.26.3.tgz",
-      "integrity": "sha512-6FF/urZvD0sTeO7k6/B15pMLC4CHUv1426lzr3N01aHJTl046uCAh9LXW/fzeXXjPNCJ6iABW5XaWOsIZB93aQ==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.26.9.tgz",
+      "integrity": "sha512-kEWdzjOAUMW4hAyrzJ0ZaTOu9OmpyDIQicIh0zg0EEcEkYXZb2TjtBhnHi2ViX7PKwZqF4xwqfAm299/QMP3lg==",
       "dev": true,
       "dependencies": {
-        "@babel/parser": "^7.26.3",
-        "@babel/types": "^7.26.3",
+        "@babel/parser": "^7.26.9",
+        "@babel/types": "^7.26.9",
         "@jridgewell/gen-mapping": "^0.3.5",
         "@jridgewell/trace-mapping": "^0.3.25",
         "jsesc": "^3.0.2"
@@ -169,12 +169,12 @@
       }
     },
     "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.25.9",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.25.9.tgz",
-      "integrity": "sha512-j9Db8Suy6yV/VHa4qzrj9yZfZxhLWQdVnRlXxmKLYlhWUVB1sB2G5sxuWYXk/whHD9iW76PmNzxZ4UCnTQTVEQ==",
+      "version": "7.26.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.26.5.tgz",
+      "integrity": "sha512-IXuyn5EkouFJscIDuFF5EsiSolseme1s0CZB+QxVugqJLYmKdxI1VfIBOst0SUu4rnk2Z7kqTwmoO1lp3HIfnA==",
       "dev": true,
       "dependencies": {
-        "@babel/compat-data": "^7.25.9",
+        "@babel/compat-data": "^7.26.5",
         "@babel/helper-validator-option": "^7.25.9",
         "browserslist": "^4.24.0",
         "lru-cache": "^5.1.1",
@@ -224,9 +224,9 @@
       }
     },
     "node_modules/@babel/helper-plugin-utils": {
-      "version": "7.25.9",
-      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.9.tgz",
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         "vite": "bin/vite.js"
       },
       "engines": {
-        "node": "^14.18.0 || >=16.0.0"
+        "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
       },
       "funding": {
         "url": "https://github.com/vitejs/vite?sponsor=1"
       },
       "optionalDependencies": {
-        "fsevents": "~2.3.2"
+        "fsevents": "~2.3.3"
       },
       "peerDependencies": {
-        "@types/node": ">= 14",
+        "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
+        "jiti": ">=1.21.0",
         "less": "*",
         "lightningcss": "^1.21.0",
         "sass": "*",
+        "sass-embedded": "*",
         "stylus": "*",
         "sugarss": "*",
-        "terser": "^5.4.0"
+        "terser": "^5.16.0",
+        "tsx": "^4.8.1",
+        "yaml": "^2.4.2"
       },
       "peerDependenciesMeta": {
         "@types/node": {
           "optional": true
         },
+        "jiti": {
+          "optional": true
+        },
         "less": {
           "optional": true
         },
@@ -11602,6 +12338,9 @@
         "sass": {
           "optional": true
         },
+        "sass-embedded": {
+          "optional": true
+        },
         "stylus": {
           "optional": true
         },
@@ -11610,6 +12349,12 @@
         },
         "terser": {
           "optional": true
+        },
+        "tsx": {
+          "optional": true
+        },
+        "yaml": {
+          "optional": true
         }
       }
     },
@@ -11870,9 +12615,9 @@
       }
     },
     "node_modules/ws": {
-      "version": "8.18.0",
-      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.0.tgz",
-      "integrity": "sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw==",
+      "version": "8.18.1",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.1.tgz",
+      "integrity": "sha512-RKW2aJZMXeMxVpnZ6bck+RswznaxmzdULiBr6KY7XkTnW8uvt0iT9H5DkHUChXrc+uurzwa0rVI16n/Xzjdz1w==",
       "dev": true,
       "engines": {
         "node": ">=10.0.0"
@@ -11929,9 +12674,9 @@
       "dev": true
     },
     "node_modules/yaml": {
-      "version": "2.6.1",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.6.1.tgz",
-      "integrity": "sha512-7r0XPzioN/Q9kXBro/XPnA6kznR73DHq+GXh5ON7ZozRO6aMjbmiBuKste2wslTFkC5d1dw0GooOCepZXJ2SAg==",
+      "version": "2.7.0",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.7.0.tgz",
+      "integrity": "sha512-+hSoy/QHluxmC9kCIJyL/uyFmLmc+e5CFR5Wa+bpIhIj85LVb9ZH2nVnqrHoSvKogwODv0ClqZkmiSSaIH5LTA==",
       "dev": true,
       "bin": {
         "yaml": "bin.mjs"
diff --git a/ClientAdvisor/App/frontend/package.json b/ClientAdvisor/App/frontend/package.json
index f090f8dc..d64f01f7 100644
--- a/ClientAdvisor/App/frontend/package.json
+++ b/ClientAdvisor/App/frontend/package.json
@@ -17,35 +17,35 @@
   },
   "dependencies": {
     "@fluentui/font-icons-mdl2": "^8.5.57",
-    "@fluentui/react": "^8.122.2",
+    "@fluentui/react": "^8.122.9",
     "@fluentui/react-hooks": "^8.6.29",
-    "@fluentui/react-icons": "^2.0.270",
+    "@fluentui/react-icons": "^2.0.274",
     "dompurify": "^3.2.3",
     "lodash": "^4.17.21",
     "lodash-es": "^4.17.21",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
-    "react-router-dom": "^7.1.0",
+    "react-router-dom": "^7.1.5",
     "react-syntax-highlighter": "^15.6.1",
     "react-uuid": "^2.0.0",
     "rehype-raw": "^7.0.0",
-    "remark-gfm": "^4.0.0",
+    "remark-gfm": "^4.0.1",
     "remark-supersub": "^1.0.0"
   },
   "devDependencies": {
     "@eslint/eslintrc": "^3.2.0",
-    "@eslint/js": "^9.17.0",
+    "@eslint/js": "^9.20.0",
     "@testing-library/jest-dom": "^6.6.3",
-    "@testing-library/react": "^16.1.0",
-    "@testing-library/user-event": "^14.5.2",
+    "@testing-library/react": "^16.2.0",
+    "@testing-library/user-event": "^14.6.1",
     "@types/dompurify": "^3.2.0",
     "@types/eslint-config-prettier": "^6.11.3",
     "@types/jest": "^29.5.12",
     "@types/lodash-es": "^4.17.12",
     "@types/mocha": "^10.0.10",
-    "@types/node": "^22.10.2",
+    "@types/node": "^22.13.4",
     "@types/react": "^18.0.27",
-    "@types/react-dom": "^18.0.10",
+    "@types/react-dom": "^18.3.5",
     "@types/react-syntax-highlighter": "^15.5.13",
     "@types/testing-library__user-event": "^4.2.0",
     "@typescript-eslint/eslint-plugin": "^6.4.0",
@@ -53,29 +53,29 @@
     "@vitejs/plugin-react": "^4.3.4",
     "dotenv": "^16.4.5",
     "eslint": "^8.57.0",
-    "eslint-config-prettier": "^9.1.0",
+    "eslint-config-prettier": "^10.0.1",
     "eslint-config-standard-with-typescript": "^43.0.1",
     "eslint-plugin-jsx-a11y": "^6.10.2",
     "eslint-plugin-n": "^16.0.0",
-    "eslint-plugin-prettier": "^5.2.1",
+    "eslint-plugin-prettier": "^5.2.3",
     "eslint-plugin-promise": "^6.6.0",
-    "eslint-plugin-react": "^7.37.2",
+    "eslint-plugin-react": "^7.37.4",
     "eslint-plugin-react-hooks": "^5.1.0",
     "eslint-plugin-simple-import-sort": "^12.1.1",
     "globals": "^15.0.0",
     "identity-obj-proxy": "^3.0.0",
     "jest": "^29.7.0",
     "jest-environment-jsdom": "^29.7.0",
-    "lint-staged": "^15.2.11",
-    "msw": "2.2.2",
-    "prettier": "^3.2.5",
-    "react-markdown": "^9.0.1",
+    "lint-staged": "^15.4.3",
+    "msw": "^2.7.3",
+    "prettier": "^3.5.1",
+    "react-markdown": "^9.0.3",
     "react-test-renderer": "^18.2.0",
     "string.prototype.replaceall": "^1.0.10",
     "ts-jest": "^29.2.5",
     "ts-node": "^10.9.2",
-    "typescript": "^5.3.3",
-    "vite": "^4.1.5",
-    "undici": "^5.0.0"
+    "typescript": "^5.7.3",
+    "undici": "^5.0.0",
+    "vite": "^6.1.1"
   }
 }
diff --git a/ClientAdvisor/App/frontend/src/test/setupTests.ts b/ClientAdvisor/App/frontend/src/test/setupTests.ts
index 3f517be7..fd32d3c5 100644
--- a/ClientAdvisor/App/frontend/src/test/setupTests.ts
+++ b/ClientAdvisor/App/frontend/src/test/setupTests.ts
@@ -3,16 +3,16 @@ import '@testing-library/jest-dom'; // For jest-dom matchers like toBeInTheDocum
 import { initializeIcons } from '@fluentui/react/lib/Icons';
 initializeIcons();
 
-import { server } from '../mocks/server';
+// import { server } from '../mocks/server';
 
-// Establish API mocking before all tests
-beforeAll(() => server.listen());
+// // Establish API mocking before all tests
+// beforeAll(() => server.listen());
 
-// Reset any request handlers that are declared in a test
-afterEach(() => server.resetHandlers());
+// // Reset any request handlers that are declared in a test
+// afterEach(() => server.resetHandlers());
 
-// Clean up after the tests are finished
-afterAll(() => server.close());
+// // Clean up after the tests are finished
+// afterAll(() => server.close());
 
 // Mock IntersectionObserver
 class IntersectionObserverMock {
diff --git a/ClientAdvisor/App/requirements-dev.txt b/ClientAdvisor/App/requirements-dev.txt
index 5d246093..aacba54f 100644
--- a/ClientAdvisor/App/requirements-dev.txt
+++ b/ClientAdvisor/App/requirements-dev.txt
@@ -1,20 +1,20 @@
 -r requirements.txt
-azure-identity==1.15.0
-openai==1.55.3
-azure-search-documents==11.4.0b6
-azure-storage-blob==12.17.0
-python-dotenv==1.0.0
-azure-cosmos==4.5.0
-quart==0.19.9
-uvicorn==0.24.0
-gunicorn==22.0.0
-aiohttp==3.10.2
+azure-identity==1.20.0
+openai==1.63.0
+azure-search-documents==11.6.0b9
+azure-storage-blob==12.24.1
+python-dotenv==1.0.1
+azure-cosmos==4.9.0
+quart==0.20.0
+uvicorn==0.34.0
+gunicorn==23.0.0
+aiohttp==3.11.12
 quart-session==3.0.0
-pymssql==2.3.0
-httpx==0.28.0
-flake8==7.1.1
-black==24.8.0
+pymssql==2.3.2
+httpx==0.28.1
+flake8==7.1.2
+black==25.1.0
 autoflake==2.3.1
-isort==5.13.2
-pytest-asyncio==0.24.0
-pytest-cov==5.0.0
\ No newline at end of file
+isort==6.0.0
+pytest-asyncio==0.25.3
+pytest-cov==6.0.0
\ No newline at end of file
diff --git a/ClientAdvisor/App/requirements.txt b/ClientAdvisor/App/requirements.txt
index 20851cbe..3af33228 100644
--- a/ClientAdvisor/App/requirements.txt
+++ b/ClientAdvisor/App/requirements.txt
@@ -1,26 +1,26 @@
 # Core requirements
-azure-identity==1.15.0
+azure-identity==1.20.0
 # Flask[async]==2.3.2
-openai==1.55.3
-azure-search-documents==11.4.0b6
-azure-storage-blob==12.17.0
-python-dotenv==1.0.0
-azure-cosmos==4.5.0
-quart==0.19.9
-uvicorn==0.24.0
-gunicorn==22.0.0
-aiohttp==3.10.2
+openai==1.63.0
+azure-search-documents==11.6.0b9
+azure-storage-blob==12.24.1
+python-dotenv==1.0.1
+azure-cosmos==4.9.0
+quart==0.20.0
+uvicorn==0.34.0
+gunicorn==23.0.0
+aiohttp==3.11.12
 quart-session==3.0.0
-pymssql==2.3.0
-httpx==0.28.0
+pymssql==2.3.2
+httpx==0.28.1
 
 # Linting and formatting tools
-flake8==7.1.1
-black==24.8.0
+flake8==7.1.2
+black==25.1.0
 autoflake==2.3.1
-isort==5.13.2
+isort==6.0.0
 
 # Testing tools
 pytest>=8.2,<9  # Compatible version for pytest-asyncio
-pytest-asyncio==0.24.0
-pytest-cov==5.0.0
\ No newline at end of file
+pytest-asyncio==0.25.3
+pytest-cov==6.0.0
\ No newline at end of file
diff --git a/ClientAdvisor/AzureFunction/requirements.txt b/ClientAdvisor/AzureFunction/requirements.txt
index 2b03f77d..fed21c9f 100644
--- a/ClientAdvisor/AzureFunction/requirements.txt
+++ b/ClientAdvisor/AzureFunction/requirements.txt
@@ -4,7 +4,7 @@
 
 azure-functions
 azurefunctions-extensions-http-fastapi==1.0.0b1
-openai==1.58.1
+openai==1.63.0
 semantic_kernel==1.0.4
 pymssql==2.3.2
-azure-search-documents==11.6.0b8
+azure-search-documents==11.6.0b9
diff --git a/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt b/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
index 8e2f9415..81244ae0 100644
--- a/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
+++ b/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
@@ -7,7 +7,7 @@ pypdf
 msal[broker]==1.31.1
 azure-identity
 azure-ai-textanalytics
-azure-search-documents==11.6.0b8
+azure-search-documents==11.6.0b9
 azure-keyvault-secrets
 pandas
 pymssql
diff --git a/ResearchAssistant/App/frontend/package-lock.json b/ResearchAssistant/App/frontend/package-lock.json
index fda44845..c0ae6cf0 100644
--- a/ResearchAssistant/App/frontend/package-lock.json
+++ b/ResearchAssistant/App/frontend/package-lock.json
@@ -8,23 +8,23 @@
       "name": "frontend",
       "version": "0.0.0",
       "dependencies": {
-        "@fluentui/react": "^8.122.2",
-        "@fluentui/react-components": "^9.56.8",
+        "@fluentui/react": "^8.122.9",
+        "@fluentui/react-components": "^9.58.3",
         "@fluentui/react-hooks": "^8.6.29",
-        "@fluentui/react-icons": "^2.0.270",
+        "@fluentui/react-icons": "^2.0.274",
         "@fluentui/react-icons-mdl2": "^1.3.82",
-        "@types/node": "^22.10.2",
+        "@types/node": "^22.13.4",
         "@types/react-modal": "^3.16.3",
-        "docx": "^9.1.0",
+        "docx": "^9.1.1",
         "file-saver": "^2.0.5",
         "jspdf": "^2.5.2",
         "lodash": "^4.17.21",
         "lodash-es": "^4.17.21",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
-        "react-markdown": "^9.0.1",
+        "react-markdown": "^9.0.3",
         "react-modal": "^3.16.3",
-        "react-router-dom": "^7.1.1",
+        "react-router-dom": "^7.1.5",
         "react-uuid": "^2.0.0",
         "rehype-raw": "^7.0.0",
         "remark-gfm": "^4.0.0",
@@ -42,10 +42,10 @@
         "eslint-plugin-import": "^2.31.0",
         "eslint-plugin-n": "^16.0.0",
         "eslint-plugin-promise": "^6.6.0",
-        "eslint-plugin-react": "^7.37.3",
+        "eslint-plugin-react": "^7.37.4",
         "prettier": "^3.4.2",
-        "typescript": "^5.7.2",
-        "vite": "^6.0.6"
+        "typescript": "^5.7.3",
+        "vite": "^6.1.0"
       }
     },
     "node_modules/@ampproject/remapping": {
@@ -76,30 +76,30 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.26.3",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.3.tgz",
-      "integrity": "sha512-nHIxvKPniQXpmQLb0vhY3VaFb3S0YrTAwpOWJZh1wn3oJPjJk9Asva204PsBdmAE8vpzfHudT8DB0scYvy9q0g==",
+      "version": "7.26.8",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.8.tgz",
+      "integrity": "sha512-oH5UPLMWR3L2wEFLnFJ1TZXqHufiTKAiLfqw5zkhS4dKXLJ10yVztfil/twG8EDTA4F/tvVNw9nOl4ZMslB8rQ==",
       "dev": true,
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.26.0",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.0.tgz",
-      "integrity": "sha512-i1SLeK+DzNnQ3LL/CswPCa/E5u4lh1k6IAEphON8F+cXt0t9euTshDru0q7/IqMa1PMPz5RnHuHscF8/ZJsStg==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.9.tgz",
+      "integrity": "sha512-lWBYIrF7qK5+GjY5Uy+/hEgp8OJWOD/rpy74GplYRhEauvbHDeFB8t5hPOZxCZ0Oxf4Cc36tK51/l3ymJysrKw==",
       "dev": true,
       "dependencies": {
         "@ampproject/remapping": "^2.2.0",
-        "@babel/code-frame": "^7.26.0",
-        "@babel/generator": "^7.26.0",
-        "@babel/helper-compilation-targets": "^7.25.9",
+        "@babel/code-frame": "^7.26.2",
+        "@babel/generator": "^7.26.9",
+        "@babel/helper-compilation-targets": "^7.26.5",
         "@babel/helper-module-transforms": "^7.26.0",
-        "@babel/helpers": "^7.26.0",
-        "@babel/parser": "^7.26.0",
-        "@babel/template": "^7.25.9",
-        "@babel/traverse": "^7.25.9",
-        "@babel/types": "^7.26.0",
+        "@babel/helpers": "^7.26.9",
+        "@babel/parser": "^7.26.9",
+        "@babel/template": "^7.26.9",
+        "@babel/traverse": "^7.26.9",
+        "@babel/types": "^7.26.9",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
         "gensync": "^1.0.0-beta.2",
@@ -124,13 +124,13 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.26.3",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.26.3.tgz",
-      "integrity": "sha512-6FF/urZvD0sTeO7k6/B15pMLC4CHUv1426lzr3N01aHJTl046uCAh9LXW/fzeXXjPNCJ6iABW5XaWOsIZB93aQ==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.26.9.tgz",
+      "integrity": "sha512-kEWdzjOAUMW4hAyrzJ0ZaTOu9OmpyDIQicIh0zg0EEcEkYXZb2TjtBhnHi2ViX7PKwZqF4xwqfAm299/QMP3lg==",
       "dev": true,
       "dependencies": {
-        "@babel/parser": "^7.26.3",
-        "@babel/types": "^7.26.3",
+        "@babel/parser": "^7.26.9",
+        "@babel/types": "^7.26.9",
         "@jridgewell/gen-mapping": "^0.3.5",
         "@jridgewell/trace-mapping": "^0.3.25",
         "jsesc": "^3.0.2"
@@ -140,12 +140,12 @@
       }
     },
     "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.25.9",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.25.9.tgz",
-      "integrity": "sha512-j9Db8Suy6yV/VHa4qzrj9yZfZxhLWQdVnRlXxmKLYlhWUVB1sB2G5sxuWYXk/whHD9iW76PmNzxZ4UCnTQTVEQ==",
+      "version": "7.26.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.26.5.tgz",
+      "integrity": "sha512-IXuyn5EkouFJscIDuFF5EsiSolseme1s0CZB+QxVugqJLYmKdxI1VfIBOst0SUu4rnk2Z7kqTwmoO1lp3HIfnA==",
       "dev": true,
       "dependencies": {
-        "@babel/compat-data": "^7.25.9",
+        "@babel/compat-data": "^7.26.5",
         "@babel/helper-validator-option": "^7.25.9",
         "browserslist": "^4.24.0",
         "lru-cache": "^5.1.1",
@@ -195,9 +195,9 @@
       }
     },
     "node_modules/@babel/helper-plugin-utils": {
-      "version": "7.25.9",
-      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.9.tgz",
-      "integrity": "sha512-kSMlyUVdWe25rEsRGviIgOWnoT/nfABVWlqt9N19/dIPWViAOW2s9wznP5tURbs/IDuNk4gPy3YdYRgH3uxhBw==",
+      "version": "7.26.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.26.5.tgz",
+      "integrity": "sha512-RS+jZcRdZdRFzMyr+wcsaqOmld1/EqTghfaBGQQd/WnRdzdlvSZ//kF7U8VQTxf1ynZ4cjUcYgjVGx13ewNPMg==",
       "dev": true,
       "engines": {
         "node": ">=6.9.0"
@@ -231,25 +231,25 @@
       }
     },
     "node_modules/@babel/helpers": {
-      "version": "7.26.0",
-      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.26.0.tgz",
-      "integrity": "sha512-tbhNuIxNcVb21pInl3ZSjksLCvgdZy9KwJ8brv993QtIVKJBBkYXz4q4ZbAv31GdnC+R90np23L5FbEBlthAEw==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.26.9.tgz",
+      "integrity": "sha512-Mz/4+y8udxBKdmzt/UjPACs4G3j5SshJJEFFKxlCGPydG4JAHXxjWjAwjd09tf6oINvl1VfMJo+nB7H2YKQ0dA==",
       "dev": true,
       "dependencies": {
-        "@babel/template": "^7.25.9",
-        "@babel/types": "^7.26.0"
+        "@babel/template": "^7.26.9",
+        "@babel/types": "^7.26.9"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.26.3",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.26.3.tgz",
-      "integrity": "sha512-WJ/CvmY8Mea8iDXo6a7RK2wbmJITT5fN3BEkRuFlxVyNx8jOKIIhmC4fSkTcPcf8JyavbBwIe6OpiCOBXt/IcA==",
+      "version": "7.26.9",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.26.9.tgz",
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@@ -8257,6 +8353,20 @@
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@@ -8920,7 +9030,7 @@
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@@ -9011,14 +9121,14 @@
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-        "postcss": "^8.4.49",
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diff --git a/ResearchAssistant/App/frontend/package.json b/ResearchAssistant/App/frontend/package.json
index c9dd093a..66836d9e 100644
--- a/ResearchAssistant/App/frontend/package.json
+++ b/ResearchAssistant/App/frontend/package.json
@@ -9,23 +9,23 @@
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-    "react-markdown": "^9.0.1",
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     "prettier": "^3.4.2",
-    "typescript": "^5.7.2",
-    "vite": "^6.0.6"
+    "typescript": "^5.7.3",
+    "vite": "^6.1.0"
   }
 }
diff --git a/ResearchAssistant/App/requirements.txt b/ResearchAssistant/App/requirements.txt
index ea4ee187..f2d87a16 100644
--- a/ResearchAssistant/App/requirements.txt
+++ b/ResearchAssistant/App/requirements.txt
@@ -1,17 +1,17 @@
-azure-identity==1.19.0
+azure-identity==1.20.0
 Flask==3.1.0
-openai==1.58.1
-azure-search-documents==11.6.0b8
-azure-storage-blob==12.24.0
+openai==1.63.2
+azure-search-documents==11.6.0b9
+azure-storage-blob==12.24.1
 python-dotenv==1.0.1
 azure-cosmos==4.9.0
 pytest-cov==6.0.0
-flake8==7.1.1
-black==24.10.0
+flake8==7.1.2
+black==25.1.0
 autoflake==2.3.1
-isort==5.13.2
-pylint==2.17.4
+isort==6.0.0
+pylint==3.3.4
 
 # Testing tools
 pytest>=8.2,<9  # Compatible version for pytest-asyncio
-pytest-asyncio==0.24.0
\ No newline at end of file
+pytest-asyncio==0.25.3
\ No newline at end of file

From b81be424721938dbf23b3dc894703a137bad3c1b Mon Sep 17 00:00:00 2001
From: UtkarshMishra-Microsoft <v-utkamishra@microsoft.com>
Date: Wed, 26 Mar 2025 12:55:18 +0530
Subject: [PATCH 14/18] Upgraded Package For AI_Hub Script (#419)

---
 .../scripts/aihub_scripts/flows/DraftFlow.zip | Bin 14389 -> 14388 bytes
 .../scripts/aihub_scripts/requirements.txt    |   2 +-
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/flows/DraftFlow.zip b/ResearchAssistant/Deployment/scripts/aihub_scripts/flows/DraftFlow.zip
index 82e5bcf2b475be75c8778c62c165313932f4dd23..e5da5a63b638a9efe62febd2382ea33c219ae6bd 100644
GIT binary patch
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diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
index e5b81109..f1930f44 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
@@ -1,7 +1,7 @@
 azure-identity
 azure-keyvault-secrets
 azure-ai-resources
-azure-ai-ml==1.23.1
+azure-ai-ml==1.24.0
 msal[broker]==1.24.0b1
 azure-mgmt-resource==23.1.0b2
 azure-mgmt-cognitiveservices

From 03d13f14fe43cd79891bd5fb5ce9623406e14e0d Mon Sep 17 00:00:00 2001
From: UtkarshMishra-Microsoft <v-utkamishra@microsoft.com>
Date: Tue, 1 Apr 2025 20:39:46 +0530
Subject: [PATCH 15/18] package and ai-script (#426)

---
 .../Deployment/scripts/aihub_scripts/create_ai_hub.py  | 10 ++--------
 .../Deployment/scripts/aihub_scripts/requirements.txt  |  2 +-
 2 files changed, 3 insertions(+), 9 deletions(-)

diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/create_ai_hub.py b/ResearchAssistant/Deployment/scripts/aihub_scripts/create_ai_hub.py
index 0ae6db69..cf0b8c3a 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/create_ai_hub.py
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/create_ai_hub.py
@@ -1,7 +1,6 @@
 # Get Azure Key Vault Client
 key_vault_name = 'kv_to-be-replaced'
 
-import time
 from azure.ai.ml import MLClient
 from azure.ai.ml.entities import (
     Hub,
@@ -74,10 +73,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 # construct a hub
 my_hub = Hub(name=aihub_name, location=solutionLocation, display_name=aihub_name)
 
-created_hub = ml_client.workspaces.begin_create(my_hub)  
-   
-time.sleep(60) # wait for hub to be created
-created_hub = ml_client.workspaces.get(name=aihub_name)
+created_hub = ml_client.workspaces.begin_create(my_hub).result()
 
 # construct the project
 my_project = Project(
@@ -87,9 +83,7 @@ def get_secrets_from_kv(kv_name, secret_name):
     hub_id=created_hub.id,
 )
 
-created_project = ml_client.workspaces.begin_create(workspace=my_project)
- 
-time.sleep(30) # wait for hub to be created
+created_project = ml_client.workspaces.begin_create(workspace=my_project).result()
 
 open_ai_connection = AzureOpenAIConnection(
     name="Azure_OpenAI",
diff --git a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
index f1930f44..98acb23a 100644
--- a/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
+++ b/ResearchAssistant/Deployment/scripts/aihub_scripts/requirements.txt
@@ -1,7 +1,7 @@
 azure-identity
 azure-keyvault-secrets
 azure-ai-resources
-azure-ai-ml==1.24.0
+azure-ai-ml==1.26.1
 msal[broker]==1.24.0b1
 azure-mgmt-resource==23.1.0b2
 azure-mgmt-cognitiveservices

From 5c271062b150b10f1b57658c26fbd8ab73a0d981 Mon Sep 17 00:00:00 2001
From: VishalS-Microsoft <v-vishshinde@microsoft.com>
Date: Fri, 4 Apr 2025 13:22:42 +0530
Subject: [PATCH 16/18] resolved bug:16535 (#468)

---
 .../ChatHistoryListItemCell.test.tsx           |  6 +++---
 .../ChatHistory/ChatHistoryListItemCell.tsx    | 18 ++++++++++++++----
 2 files changed, 17 insertions(+), 7 deletions(-)

diff --git a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.test.tsx b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.test.tsx
index 9edd86b0..1f52822a 100644
--- a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.test.tsx
+++ b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.test.tsx
@@ -38,8 +38,8 @@ describe('ChatHistoryListItemCell', () => {
   test('renders the chat history item', () => {
     renderWithContext(<ChatHistoryListItemCell item={conversation} onSelect={mockOnSelect} />, mockAppState)
 
-    const titleElement = screen.getByText(/Test Chat/i)
-    expect(titleElement).toBeInTheDocument()
+    const titleElement = screen.getAllByText(/Test Chat/i)
+    expect(titleElement.length).toBeGreaterThan(1)
   })
 
   test('truncates long title', () => {
@@ -50,7 +50,7 @@ describe('ChatHistoryListItemCell', () => {
 
     renderWithContext(<ChatHistoryListItemCell item={longTitleConversation} onSelect={mockOnSelect} />, mockAppState)
 
-    const truncatedTitle = screen.getByText(/A very long title that shoul .../i)
+    const truncatedTitle = screen.getByText(/A very long title that s .../i)
     expect(truncatedTitle).toBeInTheDocument()
   })
 
diff --git a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.tsx b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.tsx
index b9b2017d..e4209908 100644
--- a/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.tsx
+++ b/ClientAdvisor/App/frontend/src/components/ChatHistory/ChatHistoryListItemCell.tsx
@@ -7,6 +7,7 @@ import {
   DialogType,
   IconButton,
   ITextField,
+  ITooltipHostStyles,
   List,
   PrimaryButton,
   Separator,
@@ -14,7 +15,9 @@ import {
   SpinnerSize,
   Stack,
   Text,
-  TextField
+  TextField,
+  TooltipHost,
+  DirectionalHint,
 } from '@fluentui/react'
 import { useBoolean } from '@fluentui/react-hooks'
 
@@ -107,7 +110,7 @@ export const ChatHistoryListItemCell: React.FC<ChatHistoryListItemCellProps> = (
     appStateContext?.dispatch({ type: 'UPDATE_CURRENT_CHAT', payload: item })
   }
 
-  const truncatedTitle = item?.title?.length > 28 ? `${item.title.substring(0, 28)} ...` : item.title
+  const truncatedTitle = item?.title?.length > 24 ? `${item.title.substring(0, 24)} ...` : item.title
 
   const handleSaveEdit = async (e: any) => {
     e.preventDefault()
@@ -236,8 +239,15 @@ export const ChatHistoryListItemCell: React.FC<ChatHistoryListItemCellProps> = (
         </>
       ) : (
         <>
-          <Stack horizontal verticalAlign={'center'} style={{ width: '100%' }}>
-            <div className={styles.chatTitle}>{truncatedTitle}</div>
+          <Stack horizontal verticalAlign={'center'} style={{ width: '100%' }}>            
+            <Stack.Item grow>
+              <TooltipHost
+                content={item.title}
+                directionalHint={DirectionalHint.bottomCenter}
+              >
+                <div className={styles.chatTitle}>{truncatedTitle}</div>
+              </TooltipHost>
+            </Stack.Item>
             {(isSelected || isHovered) && (
               <Stack horizontal horizontalAlign="end">
                 <IconButton

From 14c770f26c49448fe9a853c692c9695119d2066d Mon Sep 17 00:00:00 2001
From: Abdul-Microsoft <v-amujeebta@microsoft.com>
Date: Wed, 9 Apr 2025 12:14:45 +0530
Subject: [PATCH 17/18] feat: SFI SQL Policy Changes (#469)

* Added Sfi Sql related code changes

* removing the index script module from main.bicep

* Adding managed identity authentication to scripts file

* Added code changes in copy_kp_files to resolved unzip issue

* added chnages in copy_kb_files

* update copy_kb_files

* updated post deployment scripts

* Added pyodbc changes in create_sql_tables.py

* Created new managed identity with data reader and writer role

* adding main.json changes

* Adding some changes to support pyodbc connection

* updating the odbc driver in db.py

* removed debug related code from app.py

* refactor the code and added comments

* Added except block to connect using username, password for existing deployment

* resolved the pylint issues

* Resolved pylint issues

* Updated the test_app.py and test_db.py

* Resolved pylint issues for unit tests

* Updated post deployment script

* updated main.json
---
 ClientAdvisor/App/WebApp.Dockerfile           |   6 +-
 ClientAdvisor/App/app.py                      |   7 +-
 ClientAdvisor/App/db.py                       |  50 ++-
 ClientAdvisor/App/requirements.txt            |   4 +-
 ClientAdvisor/App/tests/test_app.py           |  76 ++--
 ClientAdvisor/App/tests/test_db.py            |  78 +++-
 ClientAdvisor/AzureFunction/Dockerfile        |   4 +
 ClientAdvisor/AzureFunction/function_app.py   |  47 ++-
 ClientAdvisor/AzureFunction/requirements.txt  |   3 +
 .../Deployment/bicep/deploy_app_service.bicep |  12 +-
 .../bicep/deploy_azure_function.bicep         |  13 +-
 .../bicep/deploy_managed_identity.bicep       |  34 ++
 .../deploy_post_deployment_scripts.bicep      |  93 +++++
 .../Deployment/bicep/deploy_sql_db.bicep      |  10 +-
 ClientAdvisor/Deployment/bicep/main.bicep     |  61 ++-
 ClientAdvisor/Deployment/bicep/main.json      | 386 +++++++++++++-----
 .../create-sql-user-and-role.ps1              |  77 ++++
 .../Deployment/scripts/copy_kb_files.sh       |  17 +-
 .../index_scripts/create_search_index.py      |   5 +-
 .../index_scripts/create_sql_tables.py        |  45 +-
 .../index_scripts/create_update_sql_dates.py  |   5 +-
 .../scripts/index_scripts/requirements.txt    |   4 +-
 .../scripts/run_create_index_scripts.sh       |   3 +
 23 files changed, 824 insertions(+), 216 deletions(-)
 create mode 100644 ClientAdvisor/Deployment/bicep/deploy_post_deployment_scripts.bicep
 create mode 100644 ClientAdvisor/Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1

diff --git a/ClientAdvisor/App/WebApp.Dockerfile b/ClientAdvisor/App/WebApp.Dockerfile
index 48b86289..a1dd6418 100644
--- a/ClientAdvisor/App/WebApp.Dockerfile
+++ b/ClientAdvisor/App/WebApp.Dockerfile
@@ -18,8 +18,12 @@ RUN apk add --no-cache --virtual .build-deps \
     libffi-dev \  
     openssl-dev \  
     curl \  
+    unixodbc-dev \ 
     && apk add --no-cache \  
-    libpq 
+    libpq \
+    && curl -O https://download.microsoft.com/download/7/6/d/76de322a-d860-4894-9945-f0cc5d6a45f8/msodbcsql18_18.4.1.1-1_amd64.apk \
+    && apk add --allow-untrusted msodbcsql18_18.4.1.1-1_amd64.apk \
+    && rm msodbcsql18_18.4.1.1-1_amd64.apk 
 
 COPY ./ClientAdvisor/App/requirements.txt /usr/src/app/  
 RUN pip install --no-cache-dir -r /usr/src/app/requirements.txt \  
diff --git a/ClientAdvisor/App/app.py b/ClientAdvisor/App/app.py
index 2755d75b..4cc9011d 100644
--- a/ClientAdvisor/App/app.py
+++ b/ClientAdvisor/App/app.py
@@ -24,6 +24,7 @@
                            format_stream_response, generateFilterString,
                            parse_multi_columns)
 from db import get_connection
+from db import dict_cursor
 
 bp = Blueprint("routes", __name__, static_folder="static", template_folder="static")
 
@@ -1583,7 +1584,8 @@ def get_users():
         ORDER BY NextMeeting ASC;
         """
         cursor.execute(sql_stmt)
-        rows = cursor.fetchall()
+        # Since pyodbc returns query results as a list of tuples, using `dict_cursor` function to convert these tuples into a list of dictionaries
+        rows = dict_cursor(cursor)
 
         if len(rows) <= 6:
             # update ClientMeetings,Assets,Retirement tables sample data to current date
@@ -1618,7 +1620,8 @@ def get_users():
                 FROM DaysDifference
                 """
             cursor.execute(combined_stmt)
-            date_diff_rows = cursor.fetchall()
+            # Since pyodbc returns query results as a list of tuples, using `dict_cursor` function to convert these tuples into a list of dictionaries
+            date_diff_rows = dict_cursor(cursor)
 
             client_days = (
                 date_diff_rows[0]["ClientMeetingDaysDifference"]
diff --git a/ClientAdvisor/App/db.py b/ClientAdvisor/App/db.py
index 536bb940..d0a81bec 100644
--- a/ClientAdvisor/App/db.py
+++ b/ClientAdvisor/App/db.py
@@ -1,20 +1,60 @@
 # db.py
 import os
 
-import pymssql
 from dotenv import load_dotenv
+from azure.identity import DefaultAzureCredential
+import pyodbc
+import struct
+import logging
+
 
 load_dotenv()
 
+driver = "{ODBC Driver 18 for SQL Server}"
 server = os.environ.get("SQLDB_SERVER")
 database = os.environ.get("SQLDB_DATABASE")
 username = os.environ.get("SQLDB_USERNAME")
 password = os.environ.get("SQLDB_PASSWORD")
+mid_id = os.environ.get("SQLDB_USER_MID")
+
+
+def dict_cursor(cursor):
+    """
+    Converts rows fetched by the cursor into a list of dictionaries.
+
+    Args:
+        cursor: A database cursor object.
+
+    Returns:
+        A list of dictionaries representing rows.
+    """
+    columns = [column[0] for column in cursor.description]
+    return [dict(zip(columns, row)) for row in cursor.fetchall()]
 
 
 def get_connection():
+    try:
+        credential = DefaultAzureCredential(managed_identity_client_id=mid_id)
+
+        token_bytes = credential.get_token(
+            "https://database.windows.net/.default"
+        ).token.encode("utf-16-LE")
+        token_struct = struct.pack(f"<I{len(token_bytes)}s", len(token_bytes), token_bytes)
+        SQL_COPT_SS_ACCESS_TOKEN = (
+            1256  # This connection option is defined by Microsoft in msodbcsql.h
+        )
 
-    conn = pymssql.connect(
-        server=server, user=username, password=password, database=database, as_dict=True
-    )
-    return conn
+        # Set up the connection
+        connection_string = f"DRIVER={driver};SERVER={server};DATABASE={database};"
+        conn = pyodbc.connect(
+            connection_string, attrs_before={SQL_COPT_SS_ACCESS_TOKEN: token_struct}
+        )
+        return conn
+    except pyodbc.Error as e:
+        logging.error(f"Failed with Default Credential: {str(e)}")
+        conn = pyodbc.connect(
+            f"DRIVER={driver};SERVER={server};DATABASE={database};UID={username};PWD={password}",
+            timeout=5
+        )
+        logging.info("Connected using Username & Password")
+        return conn
diff --git a/ClientAdvisor/App/requirements.txt b/ClientAdvisor/App/requirements.txt
index 3af33228..5a3f1221 100644
--- a/ClientAdvisor/App/requirements.txt
+++ b/ClientAdvisor/App/requirements.txt
@@ -23,4 +23,6 @@ isort==6.0.0
 # Testing tools
 pytest>=8.2,<9  # Compatible version for pytest-asyncio
 pytest-asyncio==0.25.3
-pytest-cov==6.0.0
\ No newline at end of file
+pytest-cov==6.0.0
+
+pyodbc==5.2.0
\ No newline at end of file
diff --git a/ClientAdvisor/App/tests/test_app.py b/ClientAdvisor/App/tests/test_app.py
index dd7f9347..0740c6a9 100644
--- a/ClientAdvisor/App/tests/test_app.py
+++ b/ClientAdvisor/App/tests/test_app.py
@@ -200,50 +200,60 @@ async def test_ensure_cosmos_generic_exception(mock_init_cosmosdb_client, client
 
 
 @pytest.mark.asyncio
-async def test_get_users_success(client):
+@patch("app.get_connection")
+@patch("app.dict_cursor")
+async def test_get_users_success(mock_dict_cursor, mock_get_connection, client):
+    # Mock database connection and cursor
     mock_conn = MagicMock()
     mock_cursor = MagicMock()
+    mock_get_connection.return_value = mock_conn
     mock_conn.cursor.return_value = mock_cursor
-    mock_cursor.fetchall.return_value = [
-        {
-            "ClientId": 1,
-            "ndays": 10,
-            "ClientMeetingDaysDifference": 1,
-            "AssetMonthsDifference": 1,
-            "StatusMonthsDifference": 1,
-            "DaysDifference": 1,
-            "Client": "Client A",
-            "Email": "clienta@example.com",
-            "AssetValue": "1,000,000",
-            "ClientSummary": "Summary A",
-            "LastMeetingDateFormatted": "Monday January 1, 2023",
-            "LastMeetingStartTime": "10:00 AM",
-            "LastMeetingEndTime": "10:30 AM",
-            "NextMeetingFormatted": "Monday January 8, 2023",
-            "NextMeetingStartTime": "11:00 AM",
-            "NextMeetingEndTime": "11:30 AM",
-        }
-    ]
 
-    with patch("app.get_connection", return_value=mock_conn):
-        response = await client.get("/api/users")
-        assert response.status_code == 200
-        res_text = await response.get_data(as_text=True)
-        assert json.loads(res_text) == [
+    # Mock query results
+    mock_dict_cursor.side_effect = [
+        [  # First call (client data)
             {
                 "ClientId": 1,
-                "ClientName": "Client A",
-                "ClientEmail": "clienta@example.com",
+                "Client": "Client A",
+                "Email": "clienta@example.com",
                 "AssetValue": "1,000,000",
-                "NextMeeting": "Monday January 8, 2023",
-                "NextMeetingTime": "11:00 AM",
-                "NextMeetingEndTime": "11:30 AM",
-                "LastMeeting": "Monday January 1, 2023",
+                "ClientSummary": "Summary A",
+                "LastMeetingDateFormatted": "Monday January 1, 2023",
                 "LastMeetingStartTime": "10:00 AM",
                 "LastMeetingEndTime": "10:30 AM",
-                "ClientSummary": "Summary A",
+                "NextMeetingFormatted": "Monday January 8, 2023",
+                "NextMeetingStartTime": "11:00 AM",
+                "NextMeetingEndTime": "11:30 AM",
+            }
+        ],
+        [  # Second call (date difference query)
+            {
+                "ClientMeetingDaysDifference": 5,
+                "AssetMonthsDifference": 1,
+                "StatusMonthsDifference": 1
             }
         ]
+    ]
+
+    # Call the function
+    response = await client.get("/api/users")
+    assert response.status_code == 200
+    res_text = await response.get_data(as_text=True)
+    assert json.loads(res_text) == [
+        {
+            "ClientId": 1,
+            "ClientName": "Client A",
+            "ClientEmail": "clienta@example.com",
+            "AssetValue": "1,000,000",
+            "NextMeeting": "Monday January 8, 2023",
+            "NextMeetingTime": "11:00 AM",
+            "NextMeetingEndTime": "11:30 AM",
+            "LastMeeting": "Monday January 1, 2023",
+            "LastMeetingStartTime": "10:00 AM",
+            "LastMeetingEndTime": "10:30 AM",
+            "ClientSummary": "Summary A",
+        }
+    ]
 
 
 @pytest.mark.asyncio
diff --git a/ClientAdvisor/App/tests/test_db.py b/ClientAdvisor/App/tests/test_db.py
index e0ac75c2..19e0dc2e 100644
--- a/ClientAdvisor/App/tests/test_db.py
+++ b/ClientAdvisor/App/tests/test_db.py
@@ -1,15 +1,27 @@
+import struct
 from unittest.mock import MagicMock, patch
 
 import db
+import pyodbc
 
+# Mock configuration
 db.server = "mock_server"
 db.username = "mock_user"
 db.password = "mock_password"
 db.database = "mock_database"
+db.driver = "mock_driver"
+db.mid_id = "mock_mid_id"  # Managed identity client ID if needed
 
 
-@patch("db.pymssql.connect")
-def test_get_connection(mock_connect):
+@patch("db.pyodbc.connect")  # Mock pyodbc.connect
+@patch("db.DefaultAzureCredential")  # Mock DefaultAzureCredential
+def test_get_connection(mock_credential_class, mock_connect):
+    # Mock the DefaultAzureCredential and get_token method
+    mock_credential = MagicMock()
+    mock_credential_class.return_value = mock_credential
+    mock_token = MagicMock()
+    mock_token.token = "mock_token"
+    mock_credential.get_token.return_value = mock_token
     # Create a mock connection object
     mock_conn = MagicMock()
     mock_connect.return_value = mock_conn
@@ -17,14 +29,64 @@ def test_get_connection(mock_connect):
     # Call the function
     conn = db.get_connection()
 
-    # Assert that pymssql.connect was called with the correct parameters
+    # Assert that DefaultAzureCredential and get_token were called correctly
+    mock_credential_class.assert_called_once_with(managed_identity_client_id=db.mid_id)
+    mock_credential.get_token.assert_called_once_with("https://database.windows.net/.default")
+
+    # Assert that pyodbc.connect was called with the correct parameters, including the token
+    expected_attrs_before = {
+        1256: struct.pack(f"<I{len(mock_token.token.encode('utf-16-LE'))}s", len(mock_token.token.encode("utf-16-LE")), mock_token.token.encode("utf-16-LE"))
+    }
     mock_connect.assert_called_once_with(
-        server="mock_server",
-        user="mock_user",
-        password="mock_password",
-        database="mock_database",
-        as_dict=True,
+        f"DRIVER={db.driver};SERVER={db.server};DATABASE={db.database};",
+        attrs_before=expected_attrs_before
+    )
+
+    # Assert that the connection returned is the mock connection
+    assert conn == mock_conn
+
+
+@patch("db.pyodbc.connect")  # Mock pyodbc.connect
+@patch("db.DefaultAzureCredential")  # Mock DefaultAzureCredential
+def test_get_connection_token_failure(mock_credential_class, mock_connect):
+    # Mock the DefaultAzureCredential and get_token method
+    mock_credential = MagicMock()
+    mock_credential_class.return_value = mock_credential
+    mock_token = MagicMock()
+    mock_token.token = "mock_token"
+    mock_credential.get_token.return_value = mock_token
+
+    # Create a mock connection object
+    mock_conn = MagicMock()
+    mock_connect.return_value = mock_conn
+
+    # Simulate a failure in pyodbc.connect by raising pyodbc.Error on the first call
+    mock_connect.side_effect = [pyodbc.Error("pyodbc connection error"), mock_conn]
+
+    # Call the function and ensure fallback is used after the pyodbc error
+    conn = db.get_connection()
+
+    # Assert that pyodbc.connect was called with username and password as fallback
+    mock_connect.assert_any_call(
+        f"DRIVER={db.driver};SERVER={db.server};DATABASE={db.database};UID={db.username};PWD={db.password}",
+        timeout=5
     )
 
     # Assert that the connection returned is the mock connection
     assert conn == mock_conn
+
+
+def test_dict_cursor():
+    # Create a mock cursor
+    mock_cursor = MagicMock()
+
+    # Simulate the cursor.description and cursor.fetchall
+    mock_cursor.description = [("id",), ("name",), ("age",)]
+    mock_cursor.fetchall.return_value = [(1, "Alice", 30), (2, "Bob", 25)]
+
+    # Call the dict_cursor function
+    result = db.dict_cursor(mock_cursor)
+
+    # Verify the result
+    expected_result = [{'id': 1, 'name': 'Alice', 'age': 30}, {'id': 2, 'name': 'Bob', 'age': 25}]
+    assert result == expected_result
diff --git a/ClientAdvisor/AzureFunction/Dockerfile b/ClientAdvisor/AzureFunction/Dockerfile
index 22eb322a..fd016077 100644
--- a/ClientAdvisor/AzureFunction/Dockerfile
+++ b/ClientAdvisor/AzureFunction/Dockerfile
@@ -2,6 +2,10 @@
 # FROM mcr.microsoft.com/azure-functions/python:4-python3.11-appservice
 FROM mcr.microsoft.com/azure-functions/python:4-python3.11
 
+# Install Microsoft ODBC Driver
+RUN apt-get update && \
+    ACCEPT_EULA=Y apt-get install -y msodbcsql18
+
 ENV AzureWebJobsScriptRoot=/home/site/wwwroot \
     AzureFunctionsJobHost__Logging__Console__IsEnabled=true
 
diff --git a/ClientAdvisor/AzureFunction/function_app.py b/ClientAdvisor/AzureFunction/function_app.py
index 16b34c23..67b7783c 100644
--- a/ClientAdvisor/AzureFunction/function_app.py
+++ b/ClientAdvisor/AzureFunction/function_app.py
@@ -17,7 +17,10 @@
 from semantic_kernel.functions.kernel_arguments import KernelArguments
 from semantic_kernel.functions.kernel_function_decorator import kernel_function
 from semantic_kernel.kernel import Kernel
-import pymssql
+from azure.identity import DefaultAzureCredential
+import pyodbc
+import struct
+import logging
 
 # Azure Function App
 app = func.FunctionApp(http_auth_level=func.AuthLevel.ANONYMOUS)
@@ -120,13 +123,7 @@ def get_SQL_Response(
             sql_query = sql_query.replace("```sql",'').replace("```",'')
             #print(sql_query)
         
-            connectionString = os.environ.get("SQLDB_CONNECTION_STRING")
-            server = os.environ.get("SQLDB_SERVER")
-            database = os.environ.get("SQLDB_DATABASE")
-            username = os.environ.get("SQLDB_USERNAME")
-            password = os.environ.get("SQLDB_PASSWORD")
-
-            conn = pymssql.connect(server, username, password, database)
+            conn = get_connection()
             # conn = pyodbc.connect(connectionString)
             cursor = conn.cursor()
             cursor.execute(sql_query)
@@ -224,6 +221,40 @@ def get_answers_from_calltranscripts(
         answer = completion.choices[0].message.content
         return answer
 
+def get_connection():
+    driver = "{ODBC Driver 18 for SQL Server}"
+    server = os.environ.get("SQLDB_SERVER")
+    database = os.environ.get("SQLDB_DATABASE")
+    username = os.environ.get("SQLDB_USERNAME")
+    password = os.environ.get("SQLDB_PASSWORD")
+    mid_id = os.environ.get("SQLDB_USER_MID")
+    try :
+        credential = DefaultAzureCredential(managed_identity_client_id=mid_id)
+
+        token_bytes = credential.get_token(
+        "https://database.windows.net/.default"
+        ).token.encode("utf-16-LE")
+        token_struct = struct.pack(f"<I{len(token_bytes)}s", len(token_bytes), token_bytes)
+        SQL_COPT_SS_ACCESS_TOKEN = (
+        1256  # This connection option is defined by microsoft in msodbcsql.h
+        )
+
+        # Set up the connection
+        connection_string = f"DRIVER={driver};SERVER={server};DATABASE={database};"
+        conn = pyodbc.connect(
+        connection_string, attrs_before={SQL_COPT_SS_ACCESS_TOKEN: token_struct}
+        )
+        return conn
+    
+    except pyodbc.Error as e:
+        logging.error(f"Failed with Default Credential: {str(e)}")
+        conn = pyodbc.connect(
+            f"DRIVER={driver};SERVER={server};DATABASE={database};UID={username};PWD={password}",
+            timeout=5
+        )
+        logging.info("Connected using Username & Password")
+        return conn
+    
 # Get data from Azure Open AI
 async def stream_processor(response):
     async for message in response:
diff --git a/ClientAdvisor/AzureFunction/requirements.txt b/ClientAdvisor/AzureFunction/requirements.txt
index fed21c9f..b6e0c2ae 100644
--- a/ClientAdvisor/AzureFunction/requirements.txt
+++ b/ClientAdvisor/AzureFunction/requirements.txt
@@ -8,3 +8,6 @@ openai==1.63.0
 semantic_kernel==1.0.4
 pymssql==2.3.2
 azure-search-documents==11.6.0b9
+
+pyodbc==5.2.0
+azure-identity==1.20.0
diff --git a/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep b/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
index 0999d728..cd8dcce8 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
@@ -165,6 +165,9 @@ param VITE_POWERBI_EMBED_URL string = ''
 
 param Appversion string
 
+param userassignedIdentityId string
+param userassignedIdentityClientId string
+
 // var WebAppImageName = 'DOCKER|byoaiacontainer.azurecr.io/byoaia-app:latest'
 
 // var WebAppImageName = 'DOCKER|ncwaappcontainerreg1.azurecr.io/ncqaappimage:v1.0.0'
@@ -188,7 +191,10 @@ resource Website 'Microsoft.Web/sites@2020-06-01' = {
   name: WebsiteName
   location: resourceGroup().location
   identity: {
-    type: 'SystemAssigned'
+    type: 'SystemAssigned, UserAssigned'
+    userAssignedIdentities: {
+      '${userassignedIdentityId}': {}
+    }
   }
   properties: {
     serverFarmId: HostingPlanName
@@ -381,6 +387,10 @@ resource Website 'Microsoft.Web/sites@2020-06-01' = {
           name: 'UWSGI_THREADS'
           value: '2'
         }
+        {
+          name: 'SQLDB_USER_MID'
+          value: userassignedIdentityClientId
+        }
       ]
       linuxFxVersion: WebAppImageName
     }
diff --git a/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep b/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
index ba800153..d642a37b 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
@@ -21,6 +21,8 @@ param sqlSystemPrompt string
 param callTranscriptSystemPrompt string
 @description('Azure Function App Stream Text System Prompt')
 param streamTextSystemPrompt string
+param userassignedIdentityId string
+param userassignedIdentityClientId string
 
 var functionAppName = '${solutionName}fn'
 var azureOpenAIDeploymentModel = 'gpt-4'
@@ -78,7 +80,10 @@ resource functionApp 'Microsoft.Web/sites@2024-04-01' = {
   location: solutionLocation
   kind: 'functionapp'
   identity: {
-    type: 'SystemAssigned'
+    type: 'SystemAssigned, UserAssigned'
+    userAssignedIdentities: {
+      '${userassignedIdentityId}': {}
+    }
   }
   properties: {
     managedEnvironmentId: containerAppEnv.id
@@ -161,7 +166,13 @@ resource functionApp 'Microsoft.Web/sites@2024-04-01' = {
           name: 'AZURE_OPENAI_STREAM_TEXT_SYSTEM_PROMPT'
           value: streamTextSystemPrompt
         }
+        {
+          name: 'SQLDB_USER_MID'
+          value: userassignedIdentityClientId
+        }
       ]
     }
   }
 }
+
+output logAnalyticsWorkspaceName string = logAnalyticsWorkspace.name
diff --git a/ClientAdvisor/Deployment/bicep/deploy_managed_identity.bicep b/ClientAdvisor/Deployment/bicep/deploy_managed_identity.bicep
index ad9b95c7..926563fe 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_managed_identity.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_managed_identity.bicep
@@ -36,6 +36,25 @@ resource roleAssignment 'Microsoft.Authorization/roleAssignments@2022-04-01' = {
   }
 }
 
+resource managedIdentityFnApp 'Microsoft.ManagedIdentity/userAssignedIdentities@2023-01-31' = {
+  name: '${solutionName}-fn-mi'
+  location: solutionLocation
+  tags: {
+    app: solutionName
+    location: solutionLocation
+  }
+}
+
+resource managedIdentityWebApp 'Microsoft.ManagedIdentity/userAssignedIdentities@2023-01-31' = {
+  name: '${solutionName}-webapp-mi'
+  location: solutionLocation
+  tags: {
+    app: solutionName
+    location: solutionLocation
+  }
+}
+
+
 // @description('Array of actions for the roleDefinition')
 // param actions array = [
 //   'Microsoft.Synapse/workspaces/write'
@@ -83,5 +102,20 @@ resource roleAssignment 'Microsoft.Authorization/roleAssignments@2022-04-01' = {
 output managedIdentityOutput object = {
   id: managedIdentity.id
   objectId: managedIdentity.properties.principalId
+  clientId: managedIdentity.properties.clientId
   name: miName
 }
+
+output managedIdentityFnAppOutput object = {
+  id: managedIdentityFnApp.id
+  objectId: managedIdentityFnApp.properties.principalId
+  clientId: managedIdentityFnApp.properties.clientId
+  name: managedIdentityFnApp.name
+}
+
+output managedIdentityWebAppOutput object = {
+  id: managedIdentityWebApp.id
+  objectId: managedIdentityWebApp.properties.principalId
+  clientId: managedIdentityWebApp.properties.clientId
+  name: managedIdentityWebApp.name
+}
diff --git a/ClientAdvisor/Deployment/bicep/deploy_post_deployment_scripts.bicep b/ClientAdvisor/Deployment/bicep/deploy_post_deployment_scripts.bicep
new file mode 100644
index 00000000..ed451b09
--- /dev/null
+++ b/ClientAdvisor/Deployment/bicep/deploy_post_deployment_scripts.bicep
@@ -0,0 +1,93 @@
+@description('Solution Name')
+param solutionName string
+@description('Specifies the location for resources.')
+param solutionLocation string
+param baseUrl string
+param managedIdentityObjectId string
+param managedIdentityClientId string
+param storageAccountName string
+param containerName string
+param containerAppName string = '${ solutionName }containerapp'
+param environmentName string = '${ solutionName }containerappenv'
+param imageName string = 'python:3.11-alpine'
+param setupCopyKbFiles string = '${baseUrl}Deployment/scripts/copy_kb_files.sh'
+param setupCreateIndexScriptsUrl string = '${baseUrl}Deployment/scripts/run_create_index_scripts.sh'
+param createSqlUserAndRoleScriptsUrl string = '${baseUrl}Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1' 
+param keyVaultName string
+param sqlServerName string
+param sqlDbName string
+param sqlUsers array = [
+]
+param logAnalyticsWorkspaceResourceName string
+var resourceGroupName = resourceGroup().name
+
+resource logAnalytics 'Microsoft.OperationalInsights/workspaces@2020-10-01' existing = {
+  name: logAnalyticsWorkspaceResourceName
+  scope: resourceGroup()
+}
+
+resource containerAppEnv 'Microsoft.App/managedEnvironments@2022-03-01' = {
+  name: environmentName
+  location: solutionLocation
+  properties: {
+    zoneRedundant: false
+    appLogsConfiguration: {
+      destination: 'log-analytics'
+      logAnalyticsConfiguration: {
+        customerId: logAnalytics.properties.customerId
+        sharedKey: logAnalytics.listKeys().primarySharedKey
+      }
+    }
+  }
+}
+
+resource containerApp 'Microsoft.App/containerApps@2022-03-01' = {
+  name: containerAppName
+  location: solutionLocation
+  identity: {
+    type: 'UserAssigned'
+    userAssignedIdentities: {
+      '${managedIdentityObjectId}': {}
+    }
+  }
+  properties: {
+    managedEnvironmentId: containerAppEnv.id
+    configuration: {
+      ingress: null
+      activeRevisionsMode: 'Single'
+    }
+    template: {
+      scale:{
+        minReplicas: 1
+        maxReplicas: 1
+      }
+      containers: [
+        {
+          name: containerAppName
+          image: imageName
+          resources: {
+            cpu: 2
+            memory: '4.0Gi'
+          }
+          command: [
+            '/bin/sh', '-c', 'mkdir -p /scripts && apk add --no-cache curl bash jq py3-pip gcc musl-dev libffi-dev openssl-dev python3-dev && pip install --upgrade azure-cli && apk add --no-cache --virtual .build-deps build-base unixodbc-dev && curl -s -o msodbcsql18_18.4.1.1-1_amd64.apk https://download.microsoft.com/download/7/6/d/76de322a-d860-4894-9945-f0cc5d6a45f8/msodbcsql18_18.4.1.1-1_amd64.apk && curl -s -o mssql-tools18_18.4.1.1-1_amd64.apk https://download.microsoft.com/download/7/6/d/76de322a-d860-4894-9945-f0cc5d6a45f8/mssql-tools18_18.4.1.1-1_amd64.apk && apk add --allow-untrusted msodbcsql18_18.4.1.1-1_amd64.apk && apk add --allow-untrusted mssql-tools18_18.4.1.1-1_amd64.apk && curl -s -o /scripts/copy_kb_files.sh ${setupCopyKbFiles} && chmod +x /scripts/copy_kb_files.sh && sh -x /scripts/copy_kb_files.sh ${storageAccountName} ${containerName} ${baseUrl} ${managedIdentityClientId} && curl -s -o /scripts/run_create_index_scripts.sh ${setupCreateIndexScriptsUrl} && chmod +x /scripts/run_create_index_scripts.sh && sh -x /scripts/run_create_index_scripts.sh ${baseUrl} ${keyVaultName} ${managedIdentityClientId} && apk add --no-cache ca-certificates less ncurses-terminfo-base krb5-libs libgcc libintl libssl3 libstdc++ tzdata userspace-rcu zlib icu-libs curl && apk -X https://dl-cdn.alpinelinux.org/alpine/edge/main add --no-cache lttng-ust openssh-client && curl -L https://github.com/PowerShell/PowerShell/releases/download/v7.5.0/powershell-7.5.0-linux-musl-x64.tar.gz -o /tmp/powershell.tar.gz && mkdir -p /opt/microsoft/powershell/7 && tar zxf /tmp/powershell.tar.gz -C /opt/microsoft/powershell/7 && chmod +x /opt/microsoft/powershell/7/pwsh && ln -s /opt/microsoft/powershell/7/pwsh /usr/bin/pwsh && curl -s -o /scripts/create-sql-user-and-role.ps1 ${createSqlUserAndRoleScriptsUrl} && chmod +x /scripts/create-sql-user-and-role.ps1 && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName ${sqlServerName} -SqlDatabaseName ${sqlDbName} -ClientId ${sqlUsers[0].principalId} -DisplayName ${sqlUsers[0].principalName} -ManagedIdentityClientId ${managedIdentityClientId} -DatabaseRole ${sqlUsers[0].databaseRoles[0]} && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName ${sqlServerName} -SqlDatabaseName ${sqlDbName} -ClientId ${sqlUsers[1].principalId} -DisplayName ${sqlUsers[1].principalName} -ManagedIdentityClientId ${managedIdentityClientId} -DatabaseRole ${sqlUsers[1].databaseRoles[0]} && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName ${sqlServerName} -SqlDatabaseName ${sqlDbName} -ClientId ${sqlUsers[1].principalId} -DisplayName ${sqlUsers[1].principalName} -ManagedIdentityClientId ${managedIdentityClientId} -DatabaseRole ${sqlUsers[1].databaseRoles[1]} && az login --identity --client-id ${managedIdentityClientId} && az containerapp update --name ${containerAppName} --resource-group ${resourceGroupName} --min-replicas 0 --cpu 0.25 --memory 0.5Gi && az containerapp revision deactivate -g ${resourceGroupName} --revision $(az containerapp revision list -n ${containerAppName} -g ${resourceGroupName} --query "[0].name" -o tsv) && echo "Container app setup completed successfully."'
+          ]
+          env: [
+            {
+              name: 'STORAGE_ACCOUNT_NAME'
+              value: storageAccountName
+            }
+            {
+              name: 'CONTAINER_NAME'
+              value: containerName
+            }
+            {
+              name:'APPSETTING_WEBSITE_SITE_NAME'
+              value:'DUMMY'
+            }
+          ]
+        }
+      ]
+    }
+  }
+}
diff --git a/ClientAdvisor/Deployment/bicep/deploy_sql_db.bicep b/ClientAdvisor/Deployment/bicep/deploy_sql_db.bicep
index 8988b26c..e9d551f2 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_sql_db.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_sql_db.bicep
@@ -4,6 +4,7 @@
 param solutionName string
 param solutionLocation string
 param managedIdentityObjectId string
+param managedIdentityName string
 
 @description('The name of the SQL logical server.')
 param serverName string = '${ solutionName }-sql-server'
@@ -26,11 +27,16 @@ resource sqlServer 'Microsoft.Sql/servers@2023-08-01-preview' = {
   location: location
   kind:'v12.0'
   properties: {
-      administratorLogin: administratorLogin
-      administratorLoginPassword: administratorLoginPassword
       publicNetworkAccess: 'Enabled'
       version: '12.0'
       restrictOutboundNetworkAccess: 'Disabled'
+      administrators: {
+        login: managedIdentityName
+        sid: managedIdentityObjectId
+        tenantId: subscription().tenantId
+        administratorType: 'ActiveDirectory'
+        azureADOnlyAuthentication: true
+      }
     }
 }
 
diff --git a/ClientAdvisor/Deployment/bicep/main.bicep b/ClientAdvisor/Deployment/bicep/main.bicep
index 3e5a110e..e5e941a7 100644
--- a/ClientAdvisor/Deployment/bicep/main.bicep
+++ b/ClientAdvisor/Deployment/bicep/main.bicep
@@ -91,6 +91,7 @@ module sqlDBModule 'deploy_sql_db.bicep' = {
     solutionName: solutionPrefix
     solutionLocation: solutionLocation
     managedIdentityObjectId:managedIdentityModule.outputs.managedIdentityOutput.objectId
+    managedIdentityName:managedIdentityModule.outputs.managedIdentityOutput.name
   }
   scope: resourceGroup(resourceGroup().name)
 }
@@ -122,16 +123,34 @@ module azOpenAI 'deploy_azure_open_ai.bicep' = {
   }
 }
 
-module uploadFiles 'deploy_upload_files_script.bicep' = {
-  name : 'deploy_upload_files_script'
+//========== Deployment script to upload sample data ========== //
+module uploadFiles 'deploy_post_deployment_scripts.bicep' = {
+  name : 'deploy_post_deployment_scripts'
   params:{
-    storageAccountName:storageAccountModule.outputs.storageAccountOutput.name
-    solutionLocation: solutionLocation
-    containerName:storageAccountModule.outputs.storageAccountOutput.dataContainer
-    identity:managedIdentityModule.outputs.managedIdentityOutput.id
-    baseUrl:baseUrl
+    solutionName: solutionPrefix
+    solutionLocation: resourceGroupLocation
+    baseUrl: baseUrl
+    storageAccountName: storageAccountModule.outputs.storageAccountOutput.storageAccountName
+    containerName: storageAccountModule.outputs.storageAccountOutput.dataContainer
+    managedIdentityObjectId:managedIdentityModule.outputs.managedIdentityOutput.id
+    managedIdentityClientId:managedIdentityModule.outputs.managedIdentityOutput.clientId
+    keyVaultName:keyvaultModule.outputs.keyvaultOutput.name
+    logAnalyticsWorkspaceResourceName: azureFunctions.outputs.logAnalyticsWorkspaceName
+    sqlServerName: sqlDBModule.outputs.sqlDbOutput.sqlServerName
+    sqlDbName: sqlDBModule.outputs.sqlDbOutput.sqlDbName
+    sqlUsers: [
+      {
+        principalId: managedIdentityModule.outputs.managedIdentityFnAppOutput.clientId  // Replace with actual Principal ID
+        principalName: managedIdentityModule.outputs.managedIdentityFnAppOutput.name    // Replace with actual user email or name
+        databaseRoles: ['db_datareader']
+      }
+      {
+        principalId: managedIdentityModule.outputs.managedIdentityWebAppOutput.clientId  // Replace with actual Principal ID
+        principalName: managedIdentityModule.outputs.managedIdentityWebAppOutput.name    // Replace with actual user email or name
+        databaseRoles: ['db_datareader', 'db_datawriter']
+      }
+    ]
   }
-  dependsOn:[storageAccountModule]
 }
 
 module azureFunctions 'deploy_azure_function.bicep' = {
@@ -149,10 +168,12 @@ module azureFunctions 'deploy_azure_function.bicep' = {
     sqlDbName:sqlDBModule.outputs.sqlDbOutput.sqlDbName
     sqlDbUser:sqlDBModule.outputs.sqlDbOutput.sqlDbUser
     sqlDbPwd:sqlDBModule.outputs.sqlDbOutput.sqlDbPwd
-    functionAppVersion: appversion
+    functionAppVersion: appversion  
     sqlSystemPrompt: functionAppSqlPrompt
     callTranscriptSystemPrompt: functionAppCallTranscriptSystemPrompt
     streamTextSystemPrompt: functionAppStreamTextSystemPrompt
+    userassignedIdentityClientId:managedIdentityModule.outputs.managedIdentityFnAppOutput.clientId
+    userassignedIdentityId:managedIdentityModule.outputs.managedIdentityFnAppOutput.id
   }
   dependsOn:[storageAccountModule]
 }
@@ -198,16 +219,16 @@ module keyvaultModule 'deploy_keyvault.bicep' = {
   dependsOn:[storageAccountModule,azOpenAI,azSearchService,sqlDBModule]
 }
 
-module createIndex 'deploy_index_scripts.bicep' = {
-  name : 'deploy_index_scripts'
-  params:{
-    solutionLocation: solutionLocation
-    identity:managedIdentityModule.outputs.managedIdentityOutput.id
-    baseUrl:baseUrl
-    keyVaultName:keyvaultModule.outputs.keyvaultOutput.name
-  }
-  dependsOn:[keyvaultModule]
-}
+// module createIndex 'deploy_index_scripts.bicep' = {
+//   name : 'deploy_index_scripts'
+//   params:{
+//     solutionLocation: solutionLocation
+//     identity:managedIdentityModule.outputs.managedIdentityOutput.id
+//     baseUrl:baseUrl
+//     keyVaultName:keyvaultModule.outputs.keyvaultOutput.name
+//   }
+//   dependsOn:[keyvaultModule]
+// }
 
 // module createaihub 'deploy_aihub_scripts.bicep' = {
 //   name : 'deploy_aihub_scripts'
@@ -270,6 +291,8 @@ module appserviceModule 'deploy_app_service.bicep' = {
     AZURE_COSMOSDB_ENABLE_FEEDBACK: 'True'
     VITE_POWERBI_EMBED_URL: 'TBD'
     Appversion: appversion
+    userassignedIdentityClientId:managedIdentityModule.outputs.managedIdentityWebAppOutput.clientId
+    userassignedIdentityId:managedIdentityModule.outputs.managedIdentityWebAppOutput.id
   }
   scope: resourceGroup(resourceGroup().name)
   dependsOn:[azOpenAI,azAIMultiServiceAccount,azSearchService,sqlDBModule,azureFunctionURL,cosmosDBModule]
diff --git a/ClientAdvisor/Deployment/bicep/main.json b/ClientAdvisor/Deployment/bicep/main.json
index 007e39f1..b88a6bd5 100644
--- a/ClientAdvisor/Deployment/bicep/main.json
+++ b/ClientAdvisor/Deployment/bicep/main.json
@@ -5,7 +5,7 @@
     "_generator": {
       "name": "bicep",
       "version": "0.32.4.45862",
-      "templateHash": "8614046715488453239"
+      "templateHash": "12228597158932771123"
     }
   },
   "parameters": {
@@ -59,7 +59,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.32.4.45862",
-              "templateHash": "9540019694218374629"
+              "templateHash": "15881215835798073178"
             }
           },
           "parameters": {
@@ -108,6 +108,26 @@
               "dependsOn": [
                 "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('miName'))]"
               ]
+            },
+            {
+              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+              "apiVersion": "2023-01-31",
+              "name": "[format('{0}-fn-mi', parameters('solutionName'))]",
+              "location": "[parameters('solutionLocation')]",
+              "tags": {
+                "app": "[parameters('solutionName')]",
+                "location": "[parameters('solutionLocation')]"
+              }
+            },
+            {
+              "type": "Microsoft.ManagedIdentity/userAssignedIdentities",
+              "apiVersion": "2023-01-31",
+              "name": "[format('{0}-webapp-mi', parameters('solutionName'))]",
+              "location": "[parameters('solutionLocation')]",
+              "tags": {
+                "app": "[parameters('solutionName')]",
+                "location": "[parameters('solutionLocation')]"
+              }
             }
           ],
           "outputs": {
@@ -116,8 +136,27 @@
               "value": {
                 "id": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('miName'))]",
                 "objectId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('miName')), '2023-01-31').principalId]",
+                "clientId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', parameters('miName')), '2023-01-31').clientId]",
                 "name": "[parameters('miName')]"
               }
+            },
+            "managedIdentityFnAppOutput": {
+              "type": "object",
+              "value": {
+                "id": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-fn-mi', parameters('solutionName')))]",
+                "objectId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-fn-mi', parameters('solutionName'))), '2023-01-31').principalId]",
+                "clientId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-fn-mi', parameters('solutionName'))), '2023-01-31').clientId]",
+                "name": "[format('{0}-fn-mi', parameters('solutionName'))]"
+              }
+            },
+            "managedIdentityWebAppOutput": {
+              "type": "object",
+              "value": {
+                "id": "[resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-webapp-mi', parameters('solutionName')))]",
+                "objectId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-webapp-mi', parameters('solutionName'))), '2023-01-31').principalId]",
+                "clientId": "[reference(resourceId('Microsoft.ManagedIdentity/userAssignedIdentities', format('{0}-webapp-mi', parameters('solutionName'))), '2023-01-31').clientId]",
+                "name": "[format('{0}-webapp-mi', parameters('solutionName'))]"
+              }
             }
           }
         }
@@ -461,6 +500,9 @@
           },
           "managedIdentityObjectId": {
             "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityOutput.value.objectId]"
+          },
+          "managedIdentityName": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityOutput.value.name]"
           }
         },
         "template": {
@@ -470,7 +512,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.32.4.45862",
-              "templateHash": "12781397079288954316"
+              "templateHash": "2319510954446573297"
             }
           },
           "parameters": {
@@ -488,6 +530,9 @@
             "managedIdentityObjectId": {
               "type": "string"
             },
+            "managedIdentityName": {
+              "type": "string"
+            },
             "serverName": {
               "type": "string",
               "defaultValue": "[format('{0}-sql-server', parameters('solutionName'))]",
@@ -532,11 +577,16 @@
               "location": "[parameters('location')]",
               "kind": "v12.0",
               "properties": {
-                "administratorLogin": "[parameters('administratorLogin')]",
-                "administratorLoginPassword": "[parameters('administratorLoginPassword')]",
                 "publicNetworkAccess": "Enabled",
                 "version": "12.0",
-                "restrictOutboundNetworkAccess": "Disabled"
+                "restrictOutboundNetworkAccess": "Disabled",
+                "administrators": {
+                  "login": "[parameters('managedIdentityName')]",
+                  "sid": "[parameters('managedIdentityObjectId')]",
+                  "tenantId": "[subscription().tenantId]",
+                  "administratorType": "ActiveDirectory",
+                  "azureADOnlyAuthentication": true
+                }
               }
             },
             {
@@ -899,27 +949,64 @@
     {
       "type": "Microsoft.Resources/deployments",
       "apiVersion": "2022-09-01",
-      "name": "deploy_upload_files_script",
+      "name": "deploy_post_deployment_scripts",
       "properties": {
         "expressionEvaluationOptions": {
           "scope": "inner"
         },
         "mode": "Incremental",
         "parameters": {
-          "storageAccountName": {
-            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account'), '2022-09-01').outputs.storageAccountOutput.value.name]"
+          "solutionName": {
+            "value": "[parameters('solutionPrefix')]"
           },
           "solutionLocation": {
-            "value": "[variables('solutionLocation')]"
+            "value": "[variables('resourceGroupLocation')]"
+          },
+          "baseUrl": {
+            "value": "[variables('baseUrl')]"
+          },
+          "storageAccountName": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account'), '2022-09-01').outputs.storageAccountOutput.value.storageAccountName]"
           },
           "containerName": {
             "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account'), '2022-09-01').outputs.storageAccountOutput.value.dataContainer]"
           },
-          "identity": {
+          "managedIdentityObjectId": {
             "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityOutput.value.id]"
           },
-          "baseUrl": {
-            "value": "[variables('baseUrl')]"
+          "managedIdentityClientId": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityOutput.value.clientId]"
+          },
+          "keyVaultName": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_keyvault'), '2022-09-01').outputs.keyvaultOutput.value.name]"
+          },
+          "logAnalyticsWorkspaceResourceName": {
+            "value": "[reference(resourceId('Microsoft.Resources/deployments', 'deploy_azure_function'), '2022-09-01').outputs.logAnalyticsWorkspaceName.value]"
+          },
+          "sqlServerName": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_sql_db'), '2022-09-01').outputs.sqlDbOutput.value.sqlServerName]"
+          },
+          "sqlDbName": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_sql_db'), '2022-09-01').outputs.sqlDbOutput.value.sqlDbName]"
+          },
+          "sqlUsers": {
+            "value": [
+              {
+                "principalId": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityFnAppOutput.value.clientId]",
+                "principalName": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityFnAppOutput.value.name]",
+                "databaseRoles": [
+                  "db_datareader"
+                ]
+              },
+              {
+                "principalId": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityWebAppOutput.value.clientId]",
+                "principalName": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityWebAppOutput.value.name]",
+                "databaseRoles": [
+                  "db_datareader",
+                  "db_datawriter"
+                ]
+              }
+            ]
           }
         },
         "template": {
@@ -929,56 +1016,163 @@
             "_generator": {
               "name": "bicep",
               "version": "0.32.4.45862",
-              "templateHash": "11104800647186344148"
+              "templateHash": "15270810356586719318"
             }
           },
           "parameters": {
+            "solutionName": {
+              "type": "string",
+              "metadata": {
+                "description": "Solution Name"
+              }
+            },
             "solutionLocation": {
               "type": "string",
               "metadata": {
                 "description": "Specifies the location for resources."
               }
             },
+            "baseUrl": {
+              "type": "string"
+            },
+            "managedIdentityObjectId": {
+              "type": "string"
+            },
+            "managedIdentityClientId": {
+              "type": "string"
+            },
             "storageAccountName": {
               "type": "string"
             },
             "containerName": {
               "type": "string"
             },
-            "identity": {
+            "containerAppName": {
+              "type": "string",
+              "defaultValue": "[format('{0}containerapp', parameters('solutionName'))]"
+            },
+            "environmentName": {
+              "type": "string",
+              "defaultValue": "[format('{0}containerappenv', parameters('solutionName'))]"
+            },
+            "imageName": {
+              "type": "string",
+              "defaultValue": "python:3.11-alpine"
+            },
+            "setupCopyKbFiles": {
+              "type": "string",
+              "defaultValue": "[format('{0}Deployment/scripts/copy_kb_files.sh', parameters('baseUrl'))]"
+            },
+            "setupCreateIndexScriptsUrl": {
+              "type": "string",
+              "defaultValue": "[format('{0}Deployment/scripts/run_create_index_scripts.sh', parameters('baseUrl'))]"
+            },
+            "createSqlUserAndRoleScriptsUrl": {
+              "type": "string",
+              "defaultValue": "[format('{0}Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1', parameters('baseUrl'))]"
+            },
+            "keyVaultName": {
               "type": "string"
             },
-            "baseUrl": {
+            "sqlServerName": {
+              "type": "string"
+            },
+            "sqlDbName": {
+              "type": "string"
+            },
+            "sqlUsers": {
+              "type": "array",
+              "defaultValue": []
+            },
+            "logAnalyticsWorkspaceResourceName": {
               "type": "string"
             }
           },
+          "variables": {
+            "resourceGroupName": "[resourceGroup().name]"
+          },
           "resources": [
             {
-              "type": "Microsoft.Resources/deploymentScripts",
-              "apiVersion": "2020-10-01",
-              "name": "copy_demo_Data",
-              "kind": "AzureCLI",
+              "type": "Microsoft.App/managedEnvironments",
+              "apiVersion": "2022-03-01",
+              "name": "[parameters('environmentName')]",
+              "location": "[parameters('solutionLocation')]",
+              "properties": {
+                "zoneRedundant": false,
+                "appLogsConfiguration": {
+                  "destination": "log-analytics",
+                  "logAnalyticsConfiguration": {
+                    "customerId": "[reference(resourceId('Microsoft.OperationalInsights/workspaces', parameters('logAnalyticsWorkspaceResourceName')), '2020-10-01').customerId]",
+                    "sharedKey": "[listKeys(resourceId('Microsoft.OperationalInsights/workspaces', parameters('logAnalyticsWorkspaceResourceName')), '2020-10-01').primarySharedKey]"
+                  }
+                }
+              }
+            },
+            {
+              "type": "Microsoft.App/containerApps",
+              "apiVersion": "2022-03-01",
+              "name": "[parameters('containerAppName')]",
               "location": "[parameters('solutionLocation')]",
               "identity": {
                 "type": "UserAssigned",
                 "userAssignedIdentities": {
-                  "[format('{0}', parameters('identity'))]": {}
+                  "[format('{0}', parameters('managedIdentityObjectId'))]": {}
                 }
               },
               "properties": {
-                "azCliVersion": "2.50.0",
-                "primaryScriptUri": "[format('{0}Deployment/scripts/copy_kb_files.sh', parameters('baseUrl'))]",
-                "arguments": "[format('{0} {1} {2}', parameters('storageAccountName'), parameters('containerName'), parameters('baseUrl'))]",
-                "timeout": "PT1H",
-                "retentionInterval": "PT1H",
-                "cleanupPreference": "OnSuccess"
-              }
+                "managedEnvironmentId": "[resourceId('Microsoft.App/managedEnvironments', parameters('environmentName'))]",
+                "configuration": {
+                  "ingress": null,
+                  "activeRevisionsMode": "Single"
+                },
+                "template": {
+                  "scale": {
+                    "minReplicas": 1,
+                    "maxReplicas": 1
+                  },
+                  "containers": [
+                    {
+                      "name": "[parameters('containerAppName')]",
+                      "image": "[parameters('imageName')]",
+                      "resources": {
+                        "cpu": 2,
+                        "memory": "4.0Gi"
+                      },
+                      "command": [
+                        "/bin/sh",
+                        "-c",
+                        "[format('mkdir -p /scripts && apk add --no-cache curl bash jq py3-pip gcc musl-dev libffi-dev openssl-dev python3-dev && pip install --upgrade azure-cli && apk add --no-cache --virtual .build-deps build-base unixodbc-dev && curl -s -o msodbcsql18_18.4.1.1-1_amd64.apk https://download.microsoft.com/download/7/6/d/76de322a-d860-4894-9945-f0cc5d6a45f8/msodbcsql18_18.4.1.1-1_amd64.apk && curl -s -o mssql-tools18_18.4.1.1-1_amd64.apk https://download.microsoft.com/download/7/6/d/76de322a-d860-4894-9945-f0cc5d6a45f8/mssql-tools18_18.4.1.1-1_amd64.apk && apk add --allow-untrusted msodbcsql18_18.4.1.1-1_amd64.apk && apk add --allow-untrusted mssql-tools18_18.4.1.1-1_amd64.apk && curl -s -o /scripts/copy_kb_files.sh {0} && chmod +x /scripts/copy_kb_files.sh && sh -x /scripts/copy_kb_files.sh {1} {2} {3} {4} && curl -s -o /scripts/run_create_index_scripts.sh {5} && chmod +x /scripts/run_create_index_scripts.sh && sh -x /scripts/run_create_index_scripts.sh {6} {7} {8} && apk add --no-cache ca-certificates less ncurses-terminfo-base krb5-libs libgcc libintl libssl3 libstdc++ tzdata userspace-rcu zlib icu-libs curl && apk -X https://dl-cdn.alpinelinux.org/alpine/edge/main add --no-cache lttng-ust openssh-client && curl -L https://github.com/PowerShell/PowerShell/releases/download/v7.5.0/powershell-7.5.0-linux-musl-x64.tar.gz -o /tmp/powershell.tar.gz && mkdir -p /opt/microsoft/powershell/7 && tar zxf /tmp/powershell.tar.gz -C /opt/microsoft/powershell/7 && chmod +x /opt/microsoft/powershell/7/pwsh && ln -s /opt/microsoft/powershell/7/pwsh /usr/bin/pwsh && curl -s -o /scripts/create-sql-user-and-role.ps1 {9} && chmod +x /scripts/create-sql-user-and-role.ps1 && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName {10} -SqlDatabaseName {11} -ClientId {12} -DisplayName {13} -ManagedIdentityClientId {14} -DatabaseRole {15} && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName {16} -SqlDatabaseName {17} -ClientId {18} -DisplayName {19} -ManagedIdentityClientId {20} -DatabaseRole {21} && pwsh -File /scripts/create-sql-user-and-role.ps1 -SqlServerName {22} -SqlDatabaseName {23} -ClientId {24} -DisplayName {25} -ManagedIdentityClientId {26} -DatabaseRole {27} && az login --identity --client-id {28} && az containerapp update --name {29} --resource-group {30} --min-replicas 0 --cpu 0.25 --memory 0.5Gi && az containerapp revision deactivate -g {31} --revision $(az containerapp revision list -n {32} -g {33} --query \"[0].name\" -o tsv) && echo \"Container app setup completed successfully.\"', parameters('setupCopyKbFiles'), parameters('storageAccountName'), parameters('containerName'), parameters('baseUrl'), parameters('managedIdentityClientId'), parameters('setupCreateIndexScriptsUrl'), parameters('baseUrl'), parameters('keyVaultName'), parameters('managedIdentityClientId'), parameters('createSqlUserAndRoleScriptsUrl'), parameters('sqlServerName'), parameters('sqlDbName'), parameters('sqlUsers')[0].principalId, parameters('sqlUsers')[0].principalName, parameters('managedIdentityClientId'), parameters('sqlUsers')[0].databaseRoles[0], parameters('sqlServerName'), parameters('sqlDbName'), parameters('sqlUsers')[1].principalId, parameters('sqlUsers')[1].principalName, parameters('managedIdentityClientId'), parameters('sqlUsers')[1].databaseRoles[0], parameters('sqlServerName'), parameters('sqlDbName'), parameters('sqlUsers')[1].principalId, parameters('sqlUsers')[1].principalName, parameters('managedIdentityClientId'), parameters('sqlUsers')[1].databaseRoles[1], parameters('managedIdentityClientId'), parameters('containerAppName'), variables('resourceGroupName'), variables('resourceGroupName'), parameters('containerAppName'), variables('resourceGroupName'))]"
+                      ],
+                      "env": [
+                        {
+                          "name": "STORAGE_ACCOUNT_NAME",
+                          "value": "[parameters('storageAccountName')]"
+                        },
+                        {
+                          "name": "CONTAINER_NAME",
+                          "value": "[parameters('containerName')]"
+                        },
+                        {
+                          "name": "APPSETTING_WEBSITE_SITE_NAME",
+                          "value": "DUMMY"
+                        }
+                      ]
+                    }
+                  ]
+                }
+              },
+              "dependsOn": [
+                "[resourceId('Microsoft.App/managedEnvironments', parameters('environmentName'))]"
+              ]
             }
           ]
         }
       },
       "dependsOn": [
+        "[resourceId('Microsoft.Resources/deployments', 'deploy_azure_function')]",
+        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_keyvault')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity')]",
+        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_sql_db')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account')]"
       ]
     },
@@ -1039,6 +1233,12 @@
           },
           "streamTextSystemPrompt": {
             "value": "[variables('functionAppStreamTextSystemPrompt')]"
+          },
+          "userassignedIdentityClientId": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityFnAppOutput.value.clientId]"
+          },
+          "userassignedIdentityId": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityFnAppOutput.value.id]"
           }
         },
         "template": {
@@ -1048,7 +1248,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.32.4.45862",
-              "templateHash": "11955391860946221428"
+              "templateHash": "14406840646026715070"
             }
           },
           "parameters": {
@@ -1111,6 +1311,12 @@
               "metadata": {
                 "description": "Azure Function App Stream Text System Prompt"
               }
+            },
+            "userassignedIdentityId": {
+              "type": "string"
+            },
+            "userassignedIdentityClientId": {
+              "type": "string"
             }
           },
           "variables": {
@@ -1183,7 +1389,10 @@
               "location": "[parameters('solutionLocation')]",
               "kind": "functionapp",
               "identity": {
-                "type": "SystemAssigned"
+                "type": "SystemAssigned, UserAssigned",
+                "userAssignedIdentities": {
+                  "[format('{0}', parameters('userassignedIdentityId'))]": {}
+                }
               },
               "properties": {
                 "managedEnvironmentId": "[resourceId('Microsoft.App/managedEnvironments', format('{0}env', parameters('solutionName')))]",
@@ -1265,6 +1474,10 @@
                     {
                       "name": "AZURE_OPENAI_STREAM_TEXT_SYSTEM_PROMPT",
                       "value": "[parameters('streamTextSystemPrompt')]"
+                    },
+                    {
+                      "name": "SQLDB_USER_MID",
+                      "value": "[parameters('userassignedIdentityClientId')]"
                     }
                   ]
                 }
@@ -1274,12 +1487,19 @@
                 "[resourceId('Microsoft.App/managedEnvironments', format('{0}env', parameters('solutionName')))]"
               ]
             }
-          ]
+          ],
+          "outputs": {
+            "logAnalyticsWorkspaceName": {
+              "type": "string",
+              "value": "[format('workspace-{0}', parameters('solutionName'))]"
+            }
+          }
         }
       },
       "dependsOn": [
         "[resourceId('Microsoft.Resources/deployments', 'deploy_azure_open_ai')]",
         "[resourceId('Microsoft.Resources/deployments', 'deploy_ai_search_service')]",
+        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_sql_db')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account')]"
       ]
@@ -1884,86 +2104,6 @@
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_storage_account')]"
       ]
     },
-    {
-      "type": "Microsoft.Resources/deployments",
-      "apiVersion": "2022-09-01",
-      "name": "deploy_index_scripts",
-      "properties": {
-        "expressionEvaluationOptions": {
-          "scope": "inner"
-        },
-        "mode": "Incremental",
-        "parameters": {
-          "solutionLocation": {
-            "value": "[variables('solutionLocation')]"
-          },
-          "identity": {
-            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityOutput.value.id]"
-          },
-          "baseUrl": {
-            "value": "[variables('baseUrl')]"
-          },
-          "keyVaultName": {
-            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_keyvault'), '2022-09-01').outputs.keyvaultOutput.value.name]"
-          }
-        },
-        "template": {
-          "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-          "contentVersion": "1.0.0.0",
-          "metadata": {
-            "_generator": {
-              "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "9968723784632879247"
-            }
-          },
-          "parameters": {
-            "solutionLocation": {
-              "type": "string",
-              "metadata": {
-                "description": "Specifies the location for resources."
-              }
-            },
-            "baseUrl": {
-              "type": "string"
-            },
-            "keyVaultName": {
-              "type": "string"
-            },
-            "identity": {
-              "type": "string"
-            }
-          },
-          "resources": [
-            {
-              "type": "Microsoft.Resources/deploymentScripts",
-              "apiVersion": "2020-10-01",
-              "name": "create_search_indexes",
-              "kind": "AzureCLI",
-              "location": "[parameters('solutionLocation')]",
-              "identity": {
-                "type": "UserAssigned",
-                "userAssignedIdentities": {
-                  "[format('{0}', parameters('identity'))]": {}
-                }
-              },
-              "properties": {
-                "azCliVersion": "2.52.0",
-                "primaryScriptUri": "[format('{0}Deployment/scripts/run_create_index_scripts.sh', parameters('baseUrl'))]",
-                "arguments": "[format('{0} {1}', parameters('baseUrl'), parameters('keyVaultName'))]",
-                "timeout": "PT1H",
-                "retentionInterval": "PT1H",
-                "cleanupPreference": "OnSuccess"
-              }
-            }
-          ]
-        }
-      },
-      "dependsOn": [
-        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_keyvault')]",
-        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity')]"
-      ]
-    },
     {
       "type": "Microsoft.Resources/deployments",
       "apiVersion": "2022-09-01",
@@ -2103,6 +2243,12 @@
           },
           "Appversion": {
             "value": "[variables('appversion')]"
+          },
+          "userassignedIdentityClientId": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityWebAppOutput.value.clientId]"
+          },
+          "userassignedIdentityId": {
+            "value": "[reference(extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity'), '2022-09-01').outputs.managedIdentityWebAppOutput.value.id]"
           }
         },
         "template": {
@@ -2112,7 +2258,7 @@
             "_generator": {
               "name": "bicep",
               "version": "0.32.4.45862",
-              "templateHash": "4502112701228496974"
+              "templateHash": "12568566813476349846"
             }
           },
           "parameters": {
@@ -2488,6 +2634,12 @@
             },
             "Appversion": {
               "type": "string"
+            },
+            "userassignedIdentityId": {
+              "type": "string"
+            },
+            "userassignedIdentityClientId": {
+              "type": "string"
             }
           },
           "variables": {
@@ -2514,7 +2666,10 @@
               "name": "[parameters('WebsiteName')]",
               "location": "[resourceGroup().location]",
               "identity": {
-                "type": "SystemAssigned"
+                "type": "SystemAssigned, UserAssigned",
+                "userAssignedIdentities": {
+                  "[format('{0}', parameters('userassignedIdentityId'))]": {}
+                }
               },
               "properties": {
                 "serverFarmId": "[parameters('HostingPlanName')]",
@@ -2707,6 +2862,10 @@
                     {
                       "name": "UWSGI_THREADS",
                       "value": "2"
+                    },
+                    {
+                      "name": "SQLDB_USER_MID",
+                      "value": "[parameters('userassignedIdentityClientId')]"
                     }
                   ],
                   "linuxFxVersion": "[variables('WebAppImageName')]"
@@ -2800,6 +2959,7 @@
         "[resourceId('Microsoft.Resources/deployments', 'deploy_ai_search_service')]",
         "[resourceId('Microsoft.Resources/deployments', 'deploy_azure_function_script_url')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_cosmos_db')]",
+        "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_managed_identity')]",
         "[extensionResourceId(format('/subscriptions/{0}/resourceGroups/{1}', subscription().subscriptionId, resourceGroup().name), 'Microsoft.Resources/deployments', 'deploy_sql_db')]"
       ]
     }
diff --git a/ClientAdvisor/Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1 b/ClientAdvisor/Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1
new file mode 100644
index 00000000..2e3686b2
--- /dev/null
+++ b/ClientAdvisor/Deployment/scripts/add_user_scripts/create-sql-user-and-role.ps1
@@ -0,0 +1,77 @@
+#Requires -Version 7.0
+
+<#
+.SYNOPSIS
+    Creates a SQL user and assigns the user account to one or more roles.
+
+.DESCRIPTION
+    During an application deployment, the managed identity (and potentially the developer identity)
+    must be added to the SQL database as a user and assigned to one or more roles. This script
+    accomplishes this task using the owner-managed identity for authentication.
+
+.PARAMETER SqlServerName
+    The name of the Azure SQL Server resource.
+
+.PARAMETER SqlDatabaseName
+    The name of the Azure SQL Database where the user will be created.
+
+.PARAMETER ClientId
+    The Client (Principal) ID (GUID) of the identity to be added.
+
+.PARAMETER DisplayName
+    The Object (Principal) display name of the identity to be added.
+
+.PARAMETER ManagedIdentityClientId
+    The Client ID of the managed identity that will authenticate to the SQL database.
+
+.PARAMETER DatabaseRole
+    The database role that should be assigned to the user (e.g., db_datareader, db_datawriter, db_owner).
+#>
+
+Param(
+    [string] $SqlServerName,
+    [string] $SqlDatabaseName,
+    [string] $ClientId,
+    [string] $DisplayName,
+    [string] $ManagedIdentityClientId,
+    [string] $DatabaseRole
+)
+
+function Resolve-Module($moduleName) {
+    # If module is imported; say that and do nothing
+    if (Get-Module | Where-Object { $_.Name -eq $moduleName }) {
+        Write-Debug "Module $moduleName is already imported"
+    } elseif (Get-Module -ListAvailable | Where-Object { $_.Name -eq $moduleName }) {
+        Import-Module $moduleName
+    } elseif (Find-Module -Name $moduleName | Where-Object { $_.Name -eq $moduleName }) {
+        Install-Module $moduleName -Force -Scope CurrentUser
+        Import-Module $moduleName
+    } else {
+        Write-Error "Module $moduleName not found"
+        [Environment]::exit(1)
+    }
+}
+
+###
+### MAIN SCRIPT
+###
+Resolve-Module -moduleName Az.Resources
+Resolve-Module -moduleName SqlServer
+
+$sql = @"
+DECLARE @username nvarchar(max) = N'$($DisplayName)';
+DECLARE @clientId uniqueidentifier = '$($ClientId)';
+DECLARE @sid NVARCHAR(max) = CONVERT(VARCHAR(max), CONVERT(VARBINARY(16), @clientId), 1);
+DECLARE @cmd NVARCHAR(max) = N'CREATE USER [' + @username + '] WITH SID = ' + @sid + ', TYPE = E;';
+IF NOT EXISTS (SELECT * FROM sys.database_principals WHERE name = @username)
+BEGIN
+    EXEC(@cmd)
+END
+EXEC sp_addrolemember '$($DatabaseRole)', @username;
+"@
+
+Write-Output "`nSQL:`n$($sql)`n`n"
+
+Connect-AzAccount -Identity -AccountId $ManagedIdentityClientId
+$token = (Get-AzAccessToken -ResourceUrl https://database.windows.net/).Token
+Invoke-SqlCmd -ServerInstance "$SqlServerName" -Database $SqlDatabaseName -AccessToken $token -Query $sql -ErrorAction 'Stop'
\ No newline at end of file
diff --git a/ClientAdvisor/Deployment/scripts/copy_kb_files.sh b/ClientAdvisor/Deployment/scripts/copy_kb_files.sh
index 415089b9..9e14442f 100644
--- a/ClientAdvisor/Deployment/scripts/copy_kb_files.sh
+++ b/ClientAdvisor/Deployment/scripts/copy_kb_files.sh
@@ -4,6 +4,7 @@
 storageAccount="$1"
 fileSystem="$2"
 baseUrl="$3"
+managedIdentityClientId="$4"
 
 zipFileName1="clientdata.zip"
 extractedFolder1="clientdata"
@@ -13,18 +14,24 @@ zipFileName2="clienttranscripts.zip"
 extractedFolder2="clienttranscripts"
 zipUrl2=${baseUrl}"Deployment/data/clienttranscripts.zip"
 
+# Create folders if they do not exist
+mkdir -p "/mnt/azscripts/azscriptinput/$extractedFolder1"
+mkdir -p "/mnt/azscripts/azscriptinput/$extractedFolder2"
+
 # Download the zip file
-curl --output "$zipFileName1" "$zipUrl1"
-curl --output "$zipFileName2" "$zipUrl2"
+curl --output /mnt/azscripts/azscriptinput/"$zipFileName1" "$zipUrl1"
+curl --output /mnt/azscripts/azscriptinput/"$zipFileName2" "$zipUrl2"
 
 # Extract the zip file
 unzip /mnt/azscripts/azscriptinput/"$zipFileName1" -d /mnt/azscripts/azscriptinput/"$extractedFolder1"
 unzip /mnt/azscripts/azscriptinput/"$zipFileName2" -d /mnt/azscripts/azscriptinput/"$extractedFolder2"
 
+echo "Script Started"
+
 # Authenticate with Azure using managed identity
-az login --identity
+az login --identity --client-id ${managedIdentityClientId}
 # Using az storage blob upload-batch to upload files with managed identity authentication, as the az storage fs directory upload command is not working with managed identity authentication.
-az storage blob upload-batch --account-name "$storageAccount" --destination data/"$extractedFolder1" --source /mnt/azscripts/azscriptinput/"$extractedFolder1" --auth-mode login --pattern '*'
-az storage blob upload-batch --account-name "$storageAccount" --destination data/"$extractedFolder2" --source /mnt/azscripts/azscriptinput/"$extractedFolder2" --auth-mode login --pattern '*'
+az storage blob upload-batch --account-name "$storageAccount" --destination data/"$extractedFolder1" --source /mnt/azscripts/azscriptinput/"$extractedFolder1" --auth-mode login --pattern '*' --overwrite
+az storage blob upload-batch --account-name "$storageAccount" --destination data/"$extractedFolder2" --source /mnt/azscripts/azscriptinput/"$extractedFolder2" --auth-mode login --pattern '*' --overwrite
 # az storage fs directory upload -f "$fileSystem" --account-name "$storageAccount" -s "$extractedFolder1" --account-key "$accountKey" --recursive
 # az storage fs directory upload -f "$fileSystem" --account-name "$storageAccount" -s "$extractedFolder2" --account-key "$accountKey" --recursive
diff --git a/ClientAdvisor/Deployment/scripts/index_scripts/create_search_index.py b/ClientAdvisor/Deployment/scripts/index_scripts/create_search_index.py
index af89d88c..b363fcfb 100644
--- a/ClientAdvisor/Deployment/scripts/index_scripts/create_search_index.py
+++ b/ClientAdvisor/Deployment/scripts/index_scripts/create_search_index.py
@@ -1,5 +1,6 @@
 #Get Azure Key Vault Client
 key_vault_name = 'kv_to-be-replaced' #'nc6262-kv-2fpeafsylfd2e' 
+managed_identity_client_id = 'mici_to-be-replaced'
 
 index_name = "transcripts_index"
 
@@ -14,7 +15,7 @@ def get_secrets_from_kv(kv_name, secret_name):
     
   # Set the name of the Azure Key Vault  
   key_vault_name = kv_name 
-  credential = DefaultAzureCredential()
+  credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
 
   # Create a secret client object using the credential and Key Vault name  
   secret_client = SecretClient(vault_url=f"https://{key_vault_name}.vault.azure.net/", credential=credential)  
@@ -179,7 +180,7 @@ def chunk_data(text):
 )
 
 account_name = get_secrets_from_kv(key_vault_name, "ADLS-ACCOUNT-NAME")
-credential = DefaultAzureCredential()
+credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
 
 account_url = f"https://{account_name}.dfs.core.windows.net"
 
diff --git a/ClientAdvisor/Deployment/scripts/index_scripts/create_sql_tables.py b/ClientAdvisor/Deployment/scripts/index_scripts/create_sql_tables.py
index cb43e8e8..adaa95a4 100644
--- a/ClientAdvisor/Deployment/scripts/index_scripts/create_sql_tables.py
+++ b/ClientAdvisor/Deployment/scripts/index_scripts/create_sql_tables.py
@@ -1,4 +1,5 @@
 key_vault_name = 'kv_to-be-replaced'
+managed_identity_client_id = 'mici_to-be-replaced'
 
 import pandas as pd
 import pymssql
@@ -7,10 +8,13 @@
 
 from azure.keyvault.secrets import SecretClient  
 from azure.identity import DefaultAzureCredential 
+from azure.identity import DefaultAzureCredential
+import pyodbc
+import struct
 
 def get_secrets_from_kv(kv_name, secret_name):
     key_vault_name = kv_name  # Set the name of the Azure Key Vault  
-    credential = DefaultAzureCredential()
+    credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
     secret_client = SecretClient(vault_url=f"https://{key_vault_name}.vault.azure.net/", credential=credential)  # Create a secret client object using the credential and Key Vault name  
     return(secret_client.get_secret(secret_name).value) # Retrieve the secret value  
 
@@ -18,8 +22,25 @@ def get_secrets_from_kv(kv_name, secret_name):
 database = get_secrets_from_kv(key_vault_name,"SQLDB-DATABASE")
 username = get_secrets_from_kv(key_vault_name,"SQLDB-USERNAME")
 password = get_secrets_from_kv(key_vault_name,"SQLDB-PASSWORD")
+driver = "{ODBC Driver 18 for SQL Server}"
 
-conn = pymssql.connect(server, username, password, database)
+
+#conn = pymssql.connect(server, username, password, database)
+credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
+
+token_bytes = credential.get_token(
+            "https://database.windows.net/.default"
+            ).token.encode("utf-16-LE")
+token_struct = struct.pack(f"<I{len(token_bytes)}s", len(token_bytes), token_bytes)
+SQL_COPT_SS_ACCESS_TOKEN = (
+1256  # This connection option is defined by microsoft in msodbcsql.h
+)
+
+# Set up the connection
+connection_string = f"DRIVER={driver};SERVER={server};DATABASE={database};"
+conn = pyodbc.connect(
+    connection_string, attrs_before={SQL_COPT_SS_ACCESS_TOKEN: token_struct}
+)
 cursor = conn.cursor()
 
 from azure.storage.filedatalake import (
@@ -27,7 +48,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 )
 
 account_name = get_secrets_from_kv(key_vault_name, "ADLS-ACCOUNT-NAME")
-credential = DefaultAzureCredential()
+credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
 
 account_url = f"https://{account_name}.dfs.core.windows.net"
 
@@ -62,7 +83,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 df = pd.read_csv(csv_file, encoding='utf-8')
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO Clients (ClientId,Client, Email, Occupation, MaritalStatus, Dependents) VALUES (%s,%s,%s,%s,%s,%s)", (item.ClientId, item.Client, item.Email, item.Occupation, item.MaritalStatus, item.Dependents))
+    cursor.execute(f"INSERT INTO Clients (ClientId,Client, Email, Occupation, MaritalStatus, Dependents) VALUES (?,?,?,?,?,?)", (item.ClientId, item.Client, item.Email, item.Occupation, item.MaritalStatus, item.Dependents))
 conn.commit()
 
 
@@ -91,7 +112,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 # df = pd.read_csv(csv_file, encoding='utf-8')
 
 # for index, item in df.iterrows():    
-#     cursor.execute(f"INSERT INTO ClientInvestmentPortfolio (ClientId, AssetDate, AssetType, Investment, ROI, RevenueWithoutStrategy) VALUES (%s,%s, %s,%s, %s, %s)", (item.ClientId, item.AssetDate, item.AssetType, item.Investment, item.ROI, item.RevenueWithoutStrategy))
+#     cursor.execute(f"INSERT INTO ClientInvestmentPortfolio (ClientId, AssetDate, AssetType, Investment, ROI, RevenueWithoutStrategy) VALUES (?,?, ?,?, ?, ?)", (item.ClientId, item.AssetDate, item.AssetType, item.Investment, item.ROI, item.RevenueWithoutStrategy))
     
 # conn.commit()
 
@@ -135,7 +156,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO Assets (ClientId,AssetDate, Investment, ROI, Revenue, AssetType) VALUES (%s,%s,%s,%s,%s,%s)", (item.ClientId, item.AssetDate, item.Investment, item.ROI, item.Revenue, item.AssetType))
+    cursor.execute(f"INSERT INTO Assets (ClientId,AssetDate, Investment, ROI, Revenue, AssetType) VALUES (?,?,?,?,?,?)", (item.ClientId, item.AssetDate, item.Investment, item.ROI, item.Revenue, item.AssetType))
 conn.commit()
 
 
@@ -159,7 +180,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 df['ClientId'] = df['ClientId'].astype(int)
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO InvestmentGoals (ClientId,InvestmentGoal) VALUES (%s,%s)", (item.ClientId, item.InvestmentGoal))
+    cursor.execute(f"INSERT INTO InvestmentGoals (ClientId,InvestmentGoal) VALUES (?,?)", (item.ClientId, item.InvestmentGoal))
 conn.commit()
 
 
@@ -184,7 +205,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 df['ClientId'] = df['ClientId'].astype(int)
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO InvestmentGoalsDetails (ClientId,InvestmentGoal, TargetAmount, Contribution) VALUES (%s,%s,%s,%s)", (item.ClientId, item.InvestmentGoal, item.TargetAmount, item.Contribution))
+    cursor.execute(f"INSERT INTO InvestmentGoalsDetails (ClientId,InvestmentGoal, TargetAmount, Contribution) VALUES (?,?,?,?)", (item.ClientId, item.InvestmentGoal, item.TargetAmount, item.Contribution))
 conn.commit()
 
 #ClientSummaries
@@ -207,7 +228,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 df['ClientId'] = df['ClientId'].astype(int)
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO ClientSummaries (ClientId,ClientSummary) VALUES (%s,%s)", (item.ClientId, item.ClientSummary))
+    cursor.execute(f"INSERT INTO ClientSummaries (ClientId,ClientSummary) VALUES (?,?)", (item.ClientId, item.ClientSummary))
 conn.commit()
 
 # Retirement
@@ -241,7 +262,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 df['StatusDate'] = pd.to_datetime(df['StatusDate']).dt.date
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO Retirement (ClientId,StatusDate, RetirementGoalProgress, EducationGoalProgress) VALUES (%s,%s,%s,%s)", (item.ClientId, item.StatusDate, item.RetirementGoalProgress, item.EducationGoalProgress))
+    cursor.execute(f"INSERT INTO Retirement (ClientId,StatusDate, RetirementGoalProgress, EducationGoalProgress) VALUES (?,?,?,?)", (item.ClientId, item.StatusDate, item.RetirementGoalProgress, item.EducationGoalProgress))
 conn.commit()
 
 
@@ -282,7 +303,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 
 for index, item in df.iterrows():
     
-    cursor.execute(f"INSERT INTO ClientMeetings (ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail) VALUES (%s,%s,%s,%s,%s,%s,%s)", (item.ClientId, item.ConversationId, item.Title, item.StartTime, item.EndTime, item.Advisor, item.ClientEmail))
+    cursor.execute(f"INSERT INTO ClientMeetings (ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail) VALUES (?,?,?,?,?,?,?)", (item.ClientId, item.ConversationId, item.Title, item.StartTime, item.EndTime, item.Advisor, item.ClientEmail))
 conn.commit()
 
 
@@ -303,5 +324,5 @@ def get_secrets_from_kv(kv_name, secret_name):
 df['ConversationId'] = ''
 
 for index, item in df.iterrows():
-    cursor.execute(f"INSERT INTO ClientMeetings (ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail) VALUES (%s,%s,%s,%s,%s,%s,%s)", (item.ClientId, item.ConversationId, item.Title, item.StartTime, item.EndTime, item.Advisor, item.ClientEmail))
+    cursor.execute(f"INSERT INTO ClientMeetings (ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail) VALUES (?,?,?,?,?,?,?)", (item.ClientId, item.ConversationId, item.Title, item.StartTime, item.EndTime, item.Advisor, item.ClientEmail))
 conn.commit()
\ No newline at end of file
diff --git a/ClientAdvisor/Deployment/scripts/index_scripts/create_update_sql_dates.py b/ClientAdvisor/Deployment/scripts/index_scripts/create_update_sql_dates.py
index d0e8c725..b7fa2dcc 100644
--- a/ClientAdvisor/Deployment/scripts/index_scripts/create_update_sql_dates.py
+++ b/ClientAdvisor/Deployment/scripts/index_scripts/create_update_sql_dates.py
@@ -1,4 +1,5 @@
 key_vault_name = 'kv_to-be-replaced'
+managed_identity_client_id = 'mici_to-be-replaced'
 
 import pandas as pd
 import pymssql
@@ -10,7 +11,7 @@
 
 def get_secrets_from_kv(kv_name, secret_name):
     key_vault_name = kv_name  # Set the name of the Azure Key Vault  
-    credential = DefaultAzureCredential()
+    credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
     secret_client = SecretClient(vault_url=f"https://{key_vault_name}.vault.azure.net/", credential=credential)  # Create a secret client object using the credential and Key Vault name  
     return(secret_client.get_secret(secret_name).value) # Retrieve the secret value  
 
@@ -27,7 +28,7 @@ def get_secrets_from_kv(kv_name, secret_name):
 )
 
 account_name = get_secrets_from_kv(key_vault_name, "ADLS-ACCOUNT-NAME")
-credential = DefaultAzureCredential()
+credential = DefaultAzureCredential(managed_identity_client_id=managed_identity_client_id)
 
 account_url = f"https://{account_name}.dfs.core.windows.net"
 
diff --git a/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt b/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
index 81244ae0..57cd45ab 100644
--- a/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
+++ b/ClientAdvisor/Deployment/scripts/index_scripts/requirements.txt
@@ -11,4 +11,6 @@ azure-search-documents==11.6.0b9
 azure-keyvault-secrets
 pandas
 pymssql
-datetime
\ No newline at end of file
+datetime
+
+pyodbc==5.2.0
\ No newline at end of file
diff --git a/ClientAdvisor/Deployment/scripts/run_create_index_scripts.sh b/ClientAdvisor/Deployment/scripts/run_create_index_scripts.sh
index 8972e95d..785cf111 100644
--- a/ClientAdvisor/Deployment/scripts/run_create_index_scripts.sh
+++ b/ClientAdvisor/Deployment/scripts/run_create_index_scripts.sh
@@ -4,6 +4,7 @@ echo "started the script"
 # Variables
 baseUrl="$1"
 keyvaultName="$2"
+managedIdentityClientId="$3"
 requirementFile="requirements.txt"
 requirementFileUrl=${baseUrl}"Deployment/scripts/index_scripts/requirements.txt"
 
@@ -27,7 +28,9 @@ echo "Download completed"
 
 #Replace key vault name 
 sed -i "s/kv_to-be-replaced/${keyvaultName}/g" "create_search_index.py"
+sed -i "s/mici_to-be-replaced/${managedIdentityClientId}/g" "create_search_index.py"
 sed -i "s/kv_to-be-replaced/${keyvaultName}/g" "create_sql_tables.py"
+sed -i "s/mici_to-be-replaced/${managedIdentityClientId}/g" "create_sql_tables.py"
 
 pip install -r requirements.txt
 

From 9cbfca2af05fee768d5892057a96e978e8f4beed Mon Sep 17 00:00:00 2001
From: UtkarshMishra-Microsoft <v-utkamishra@microsoft.com>
Date: Wed, 9 Apr 2025 18:03:10 +0530
Subject: [PATCH 18/18] perf: Semantic Kernel and Prompt improvement (#415)

* Semantic Kernel and Prompt improvement

* update dependencies and Azure OpenAI model configurations

* fix: upgrade pip and setuptools before installing requirements

* update SQL query placeholder from %s to ? for compatibility

* update Azure OpenAI gpt4omini deployment type to globalstandard

---------

Co-authored-by: Harsh-Microsoft <v-hbangera@microsoft.com>
---
 ClientAdvisor/App/WebApp.Dockerfile           |   4 +-
 ClientAdvisor/AzureFunction/function_app.py   | 416 ++++++++++--------
 ClientAdvisor/AzureFunction/requirements.txt  |   4 +-
 .../Deployment/bicep/deploy_app_service.bicep |   2 +-
 .../bicep/deploy_azure_function.bicep         |   2 +-
 .../bicep/deploy_azure_open_ai.bicep          |  10 +-
 ClientAdvisor/Deployment/bicep/main.bicep     |  75 ++--
 ClientAdvisor/Deployment/bicep/main.json      |  84 ++--
 8 files changed, 329 insertions(+), 268 deletions(-)

diff --git a/ClientAdvisor/App/WebApp.Dockerfile b/ClientAdvisor/App/WebApp.Dockerfile
index a1dd6418..6d61f707 100644
--- a/ClientAdvisor/App/WebApp.Dockerfile
+++ b/ClientAdvisor/App/WebApp.Dockerfile
@@ -26,7 +26,9 @@ RUN apk add --no-cache --virtual .build-deps \
     && rm msodbcsql18_18.4.1.1-1_amd64.apk 
 
 COPY ./ClientAdvisor/App/requirements.txt /usr/src/app/  
-RUN pip install --no-cache-dir -r /usr/src/app/requirements.txt \  
+
+RUN pip install --upgrade pip setuptools wheel \  
+    && pip install --no-cache-dir -r /usr/src/app/requirements.txt \  
     && rm -rf /root/.cache  
 
 COPY ./ClientAdvisor/App/ /usr/src/app/  
diff --git a/ClientAdvisor/AzureFunction/function_app.py b/ClientAdvisor/AzureFunction/function_app.py
index 67b7783c..6b6481b7 100644
--- a/ClientAdvisor/AzureFunction/function_app.py
+++ b/ClientAdvisor/AzureFunction/function_app.py
@@ -1,20 +1,12 @@
 import azure.functions as func
 import openai
 from azurefunctions.extensions.http.fastapi import Request, StreamingResponse
-import asyncio
 import os
-
 from typing import Annotated
 
-from semantic_kernel.connectors.ai.function_call_behavior import FunctionCallBehavior
-from semantic_kernel.connectors.ai.open_ai import AzureChatCompletion, OpenAIChatCompletion
-from semantic_kernel.connectors.ai.open_ai.prompt_execution_settings.open_ai_prompt_execution_settings import (
-    OpenAIChatPromptExecutionSettings,
-)
-from semantic_kernel.contents.chat_history import ChatHistory
-from semantic_kernel.contents.function_call_content import FunctionCallContent
-from semantic_kernel.core_plugins.time_plugin import TimePlugin
-from semantic_kernel.functions.kernel_arguments import KernelArguments
+from semantic_kernel.agents.open_ai import AzureAssistantAgent
+from semantic_kernel.contents.chat_message_content import ChatMessageContent
+from semantic_kernel.contents.utils.author_role import AuthorRole
 from semantic_kernel.functions.kernel_function_decorator import kernel_function
 from semantic_kernel.kernel import Kernel
 from azure.identity import DefaultAzureCredential
@@ -22,95 +14,130 @@
 import struct
 import logging
 
-# Azure Function App
+# --------------------------
+# Azure Function App setup
+# --------------------------
 app = func.FunctionApp(http_auth_level=func.AuthLevel.ANONYMOUS)
 
+# Retrieve required environment variables
 endpoint = os.environ.get("AZURE_OPEN_AI_ENDPOINT")
 api_key = os.environ.get("AZURE_OPEN_AI_API_KEY")
 api_version = os.environ.get("OPENAI_API_VERSION")
 deployment = os.environ.get("AZURE_OPEN_AI_DEPLOYMENT_MODEL")
 temperature = 0
 
-search_endpoint = os.environ.get("AZURE_AI_SEARCH_ENDPOINT") 
+search_endpoint = os.environ.get("AZURE_AI_SEARCH_ENDPOINT")
 search_key = os.environ.get("AZURE_AI_SEARCH_API_KEY")
 
+# --------------------------
+# Helper function to get client name
+# --------------------------
+def get_client_name_from_db(client_id: str) -> str:
+    """
+    Connects to your SQL database and returns the client name for the given client_id.
+    """
+
+    conn = get_connection()
+    cursor = conn.cursor()
+    
+    sql = "SELECT Client FROM Clients WHERE ClientId = ?"
+    cursor.execute(sql, (client_id,))
+    row = cursor.fetchone()
+    conn.close()
+    
+    if row:
+        return row[0]  # The 'Client' column
+    else:
+        return ""
+
+# --------------------------
+# ChatWithDataPlugin Class
+# --------------------------
 class ChatWithDataPlugin:
-    @kernel_function(name="Greeting", description="Respond to any greeting or general questions")
+    @kernel_function(name="GreetingsResponse", description="Respond to any greeting or general questions")
     def greeting(self, input: Annotated[str, "the question"]) -> Annotated[str, "The output is a string"]:
-        query = input.split(':::')[0]
-        endpoint = os.environ.get("AZURE_OPEN_AI_ENDPOINT")
-        api_key = os.environ.get("AZURE_OPEN_AI_API_KEY")
-        client = openai.AzureOpenAI(
-            azure_endpoint=endpoint,
-            api_key=api_key,
-            api_version="2023-09-01-preview"
-        )
-        deployment = os.environ.get("AZURE_OPEN_AI_DEPLOYMENT_MODEL")
+        """
+        Simple greeting handler using Azure OpenAI.
+        """
         try:
+            client = openai.AzureOpenAI(
+                azure_endpoint=endpoint,
+                api_key=api_key,
+                api_version=api_version
+            )
             completion = client.chat.completions.create(
                 model=deployment,
                 messages=[
-                    {"role": "system", "content": "You are a helpful assistant to repond to any greeting or general questions."},
-                    {"role": "user", "content": query},
+                    {
+                        "role": "system",
+                        "content": "You are a helpful assistant to respond to greetings or general questions."
+                    },
+                    {
+                        "role": "user",
+                        "content": input
+                    },
                 ],
                 temperature=0,
+                top_p=1,
+                n=1
             )
             answer = completion.choices[0].message.content
         except Exception as e:
-            answer = str(e) # 'Information from database could not be retrieved. Please try again later.'
+            answer = f"Error retrieving greeting response: {str(e)}"
         return answer
 
-    
-    @kernel_function(name="ChatWithSQLDatabase", description="Given a query about client assets, investements and meeting dates or times, get details from the database")
+    @kernel_function(name="ChatWithSQLDatabase", description="Generate and run a T-SQL query based on the provided question and client id")
     def get_SQL_Response(
         self,
         input: Annotated[str, "the question"],
         ClientId: Annotated[str, "the ClientId"]
-        ):
-        
-        # clientid = input.split(':::')[-1]
-        # query = input.split(':::')[0] + ' . ClientId = ' + input.split(':::')[-1]
+    ) -> Annotated[str, "The output is a string"]:
+        """
+        Dynamically generates a T-SQL query using the Azure OpenAI chat endpoint
+        and then executes it against the SQL database.
+        """
         clientid = ClientId
         query = input
-        endpoint = os.environ.get("AZURE_OPEN_AI_ENDPOINT")
-        api_key = os.environ.get("AZURE_OPEN_AI_API_KEY")
 
+        # Initialize the Azure OpenAI client
         client = openai.AzureOpenAI(
             azure_endpoint=endpoint,
             api_key=api_key,
-            api_version="2023-09-01-preview"
+            api_version=api_version
         )
-        deployment = os.environ.get("AZURE_OPEN_AI_DEPLOYMENT_MODEL")
 
+        # Retrieve the SQL prompt from environment variables (if available)
         sql_prompt = os.environ.get("AZURE_SQL_SYSTEM_PROMPT")
         if sql_prompt:
-            sql_prompt = sql_prompt.replace("{query}", query)
-            sql_prompt = sql_prompt.replace("{clientid}", clientid)
+            sql_prompt = sql_prompt.replace("{query}", query).replace("{clientid}", clientid)
         else:
-            sql_prompt = f'''A valid T-SQL query to find {query} for tables and columns provided below:
+            # Fallback prompt if not set in environment
+            sql_prompt = f'''Generate a valid T-SQL query to find {query} for tables and columns provided below:
             1. Table: Clients
-            Columns: ClientId,Client,Email,Occupation,MaritalStatus,Dependents
+            Columns: ClientId, Client, Email, Occupation, MaritalStatus, Dependents
             2. Table: InvestmentGoals
-            Columns: ClientId,InvestmentGoal
+            Columns: ClientId, InvestmentGoal
             3. Table: Assets
-            Columns: ClientId,AssetDate,Investment,ROI,Revenue,AssetType
+            Columns: ClientId, AssetDate, Investment, ROI, Revenue, AssetType
             4. Table: ClientSummaries
-            Columns: ClientId,ClientSummary
+            Columns: ClientId, ClientSummary
             5. Table: InvestmentGoalsDetails
-            Columns: ClientId,InvestmentGoal,TargetAmount,Contribution
+            Columns: ClientId, InvestmentGoal, TargetAmount, Contribution
             6. Table: Retirement
-            Columns: ClientId,StatusDate,RetirementGoalProgress,EducationGoalProgress
-            7.Table: ClientMeetings
-            Columns: ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail
-            Use Investement column from Assets table as value always.
+            Columns: ClientId, StatusDate, RetirementGoalProgress, EducationGoalProgress
+            7. Table: ClientMeetings
+            Columns: ClientId, ConversationId, Title, StartTime, EndTime, Advisor, ClientEmail
+            Always use the Investment column from the Assets table as the value.
             Assets table has snapshots of values by date. Do not add numbers across different dates for total values.
-            Do not use client name in filter.
+            Do not use client name in filters.
             Do not include assets values unless asked for.
-            Always use ClientId = {clientid} in the query filter.
-            Always return client name in the query.
-            Only return the generated sql query. do not return anything else'''
-        try:
+            ALWAYS use ClientId = {clientid} in the query filter.
+            ALWAYS select Client Name (Column: Client) in the query.
+            Query filters are IMPORTANT. Add filters like AssetType, AssetDate, etc. if needed.
+            If the result might return more than 100 rows, include TOP 100 to limit the row count.
+            Only return the generated SQL query. Do not return anything else.'''
 
+        try:
             completion = client.chat.completions.create(
                 model=deployment,
                 messages=[
@@ -118,108 +145,120 @@ def get_SQL_Response(
                     {"role": "user", "content": sql_prompt},
                 ],
                 temperature=0,
+                top_p=1,
+                n=1
             )
+
             sql_query = completion.choices[0].message.content
-            sql_query = sql_query.replace("```sql",'').replace("```",'')
-            #print(sql_query)
+
+            # Remove any triple backticks if present
+            sql_query = sql_query.replace("```sql", "").replace("```", "")
+
+            print("Generated SQL:", sql_query)
         
             conn = get_connection()
             # conn = pyodbc.connect(connectionString)
             cursor = conn.cursor()
             cursor.execute(sql_query)
-            answer = ''
-            for row in cursor.fetchall():
-                answer += str(row)
+
+            rows = cursor.fetchall()
+            if not rows:
+                answer = "No data found for that client."
+            else:
+                answer = ""
+                for row in rows:
+                    answer += str(row) + "\n"
+
+            conn.close()
+
         except Exception as e:
-            answer = str(e) # 'Information from database could not be retrieved. Please try again later.'
+            answer = f"Error retrieving data from SQL: {str(e)}"
         return answer
-        #return sql_query
 
-    
-    @kernel_function(name="ChatWithCallTranscripts", description="given a query about meetings summary or actions or notes, get answer from search index for a given ClientId")
+    @kernel_function(name="ChatWithCallTranscripts", description="Retrieve answers from call transcript search for a given client")
     def get_answers_from_calltranscripts(
         self,
         question: Annotated[str, "the question"],
         ClientId: Annotated[str, "the ClientId"]
-    ):
+    ) -> Annotated[str, "The output is a string"]:
+        """
+        Uses Azure Cognitive Search (via the Azure OpenAI extension) to find relevant call transcripts.
+        """
+        try:
+            client = openai.AzureOpenAI(
+                azure_endpoint=endpoint,
+                api_key=api_key,
+                api_version="2024-02-01"
+            )
 
-        endpoint=os.environ.get("AZURE_OPEN_AI_ENDPOINT")
-        deployment=os.environ.get("AZURE_OPEN_AI_DEPLOYMENT_MODEL")
-        apikey=os.environ.get("AZURE_OPEN_AI_API_KEY")
+            system_message = os.environ.get("AZURE_CALL_TRANSCRIPT_SYSTEM_PROMPT")
+            if not system_message:
+                system_message = (
+                    "You are an assistant who supports wealth advisors in preparing for client meetings. "
+                    "You have access to the client’s past meeting call transcripts. "
+                    "When answering questions, especially summary requests, provide a detailed and structured response that includes key topics, concerns, decisions, and trends. "
+                    "If no data is available, state 'No relevant data found for previous meetings.'"
+                )
 
-        search_endpoint = os.environ.get("AZURE_AI_SEARCH_ENDPOINT") 
-        search_key = os.environ.get("AZURE_AI_SEARCH_API_KEY")
-        index_name = os.environ.get("AZURE_SEARCH_INDEX")
+            completion = client.chat.completions.create(
+                model=deployment,
+                messages=[
+                    {"role": "system", "content": system_message},
+                    {"role": "user", "content": question}
+                ],
+                seed=42,
+                temperature=0,
+                top_p=1,
+                n=1,
+                max_tokens=800,
+                extra_body={
+                    "data_sources": [
+                        {
+                            "type": "azure_search",
+                            "parameters": {
+                                "endpoint": search_endpoint,
+                                "index_name": os.environ.get("AZURE_SEARCH_INDEX"),
+                                "semantic_configuration": "default",
+                                "query_type": "vector_simple_hybrid",
+                                "fields_mapping": {
+                                    "content_fields_separator": "\n",
+                                    "content_fields": ["content"],
+                                    "filepath_field": "chunk_id",
+                                    "title_field": "",
+                                    "url_field": "sourceurl",
+                                    "vector_fields": ["contentVector"]
+                                },
+                                "semantic_configuration": 'my-semantic-config',
+                                "in_scope": "true",
+                                "role_information": system_message,
+                                "filter": f"client_id eq '{ClientId}'",
+                                "strictness": 3,
+                                "top_n_documents": 5,
+                                "authentication": {
+                                    "type": "api_key",
+                                    "key": search_key
+                                },
+                                "embedding_dependency": {
+                                    "type": "deployment_name",
+                                    "deployment_name": "text-embedding-ada-002"
+                                },
+                            }
+                        }
+                    ]
+                }
+            )
 
-        client = openai.AzureOpenAI(
-            azure_endpoint= endpoint, #f"{endpoint}/openai/deployments/{deployment}/extensions", 
-            api_key=apikey, 
-            api_version="2024-02-01"
-        )
+            if not completion.choices:
+                return "No data found for that client."
 
-        query = question
-        system_message = os.environ.get("AZURE_CALL_TRANSCRIPT_SYSTEM_PROMPT")
-        if not system_message:
-            system_message = '''You are an assistant who provides wealth advisors with helpful information to prepare for client meetings. 
-            You have access to the client’s meeting call transcripts. 
-            You can use this information to answer questions about the clients'''
-
-        completion = client.chat.completions.create(
-            model = deployment,
-            messages = [
-                {
-                    "role": "system",
-                    "content": system_message
-                },
-                {
-                    "role": "user",
-                    "content": query
-                }
-            ],
-            seed = 42,
-            temperature = 0,
-            max_tokens = 800,
-            extra_body = {
-                "data_sources": [
-                    {
-                        "type": "azure_search",
-                        "parameters": {
-                            "endpoint": search_endpoint,
-                            "index_name": index_name,
-                            "semantic_configuration": "default",
-                            "query_type": "vector_simple_hybrid", #"vector_semantic_hybrid"
-                            "fields_mapping": {
-                                "content_fields_separator": "\n",
-                                "content_fields": ["content"],
-                                "filepath_field": "chunk_id",
-                                "title_field": "", #null,
-                                "url_field": "sourceurl",
-                                "vector_fields": ["contentVector"]
-                            },
-                            "semantic_configuration": 'my-semantic-config',
-                            "in_scope": "true",
-                            "role_information": system_message,
-                            # "vector_filter_mode": "preFilter", #VectorFilterMode.PRE_FILTER,
-                            "filter": f"client_id eq '{ClientId}'", #"", #null,
-                            "strictness": 3,
-                            "top_n_documents": 5,
-                            "authentication": {
-                                "type": "api_key",
-                                "key": search_key
-                            },
-                            "embedding_dependency": {
-                                "type": "deployment_name",
-                                "deployment_name": "text-embedding-ada-002"
-                            },
+            response_text = completion.choices[0].message.content
+            if not response_text.strip():
+                return "No data found for that client."
+            return response_text
 
-                        }
-                    }
-                ]
-            }
-        )
+        except Exception as e:
+            return f"Error retrieving data from call transcripts: {str(e)}"
 
-        answer = completion.choices[0].message.content
-        return answer
 
 def get_connection():
     driver = "{ODBC Driver 18 for SQL Server}"
@@ -255,69 +294,82 @@ def get_connection():
         logging.info("Connected using Username & Password")
         return conn
     
-# Get data from Azure Open AI
+
+
+# --------------------------
+# Streaming Processor
+# --------------------------
 async def stream_processor(response):
+    """
+    Streams the model's response back to the client in real-time.
+    """
     async for message in response:
-        if str(message[0]): # Get remaining generated response if applicable
-            await asyncio.sleep(0.1)
-            yield str(message[0])
+        if message.content:
+            yield message.content
 
+# --------------------------
+# HTTP Trigger Function
+# --------------------------
 @app.route(route="stream_openai_text", methods=[func.HttpMethod.GET])
 async def stream_openai_text(req: Request) -> StreamingResponse:
-
+    """
+    The main Azure Function endpoint. 
+    Receives a query of the form: ?query=<user question>:::<client id>
+    Example: ?query=Give summary of previous meetings:::10001
+    """
     query = req.query_params.get("query", None)
-
     if not query:
-        query = "please pass a query:::00000"
+        query = "please pass a query:::00000"  # default if none provided
+
+    #Parse user query and client id
+    user_query = query.split(":::")[0]
+    client_id = query.split(":::")[-1]
+
+    #Dynamically get the name from the database
+    selected_client_name = get_client_name_from_db(client_id)
+
+    #Prepare fallback instructions with the single-line prompt
+    HOST_INSTRUCTIONS = os.environ.get("AZURE_OPENAI_STREAM_TEXT_SYSTEM_PROMPT")
+    if not HOST_INSTRUCTIONS:
+        # Insert the name in the prompt:
+        HOST_INSTRUCTIONS = (
+            "You are a helpful assistant to a Wealth Advisor."
+            "The currently selected client's name is '{SelectedClientName}' (in any variation: ignoring punctuation, apostrophes, and case)."
+            "If the user mentions no name, assume they are asking about '{SelectedClientName}'."
+            "If the user references a name that clearly differs from '{SelectedClientName}', respond only with: 'Please only ask questions about the selected client or select another client.' Otherwise, provide thorough answers for every question using only data from SQL or call transcripts."
+            "If no data is found, respond with 'No data found for that client.' Remove any client identifiers from the final response."
+        )
 
+    #Create the agent using the Semantic Kernel Assistant Agent
     kernel = Kernel()
+    kernel.add_plugin(ChatWithDataPlugin(), plugin_name="ChatWithData")
 
-    service_id = "function_calling"
+    service_id = "agent"
+    HOST_NAME = "WealthAdvisor"
 
-    # Please make sure your AzureOpenAI Deployment allows for function calling
-    ai_service = AzureChatCompletion(
+    agent = await AzureAssistantAgent.create(
+        kernel=kernel,
         service_id=service_id,
-        endpoint=endpoint,
+        name=HOST_NAME,
+        instructions=HOST_INSTRUCTIONS,
         api_key=api_key,
+        deployment_name=deployment,
+        endpoint=endpoint,
         api_version=api_version,
-        deployment_name=deployment
     )
 
-    kernel.add_service(ai_service)
+    #Create a conversation thread and add the user's message
+    thread_id = await agent.create_thread()
+    message = ChatMessageContent(role=AuthorRole.USER, content=user_query)
+    await agent.add_chat_message(thread_id=thread_id, message=message)
 
-    kernel.add_plugin(ChatWithDataPlugin(), plugin_name="ChatWithData")
+    #dditional instructions: pass the clientId
+    ADDITIONAL_INSTRUCTIONS = f"Always send clientId as {client_id}"
 
-    settings: OpenAIChatPromptExecutionSettings = kernel.get_prompt_execution_settings_from_service_id(
-        service_id=service_id
-    )
-    settings.function_call_behavior = FunctionCallBehavior.EnableFunctions(
-        auto_invoke=True, filters={"included_plugins": ["ChatWithData"]}
+    #Invoke the streaming response
+    sk_response = agent.invoke_stream(
+        thread_id=thread_id,
+        additional_instructions=ADDITIONAL_INSTRUCTIONS
     )
-    settings.seed = 42
-    settings.max_tokens = 800
-    settings.temperature = 0
-
-    system_message = os.environ.get("AZURE_OPENAI_STREAM_TEXT_SYSTEM_PROMPT")
-    if not system_message:
-        system_message = '''you are a helpful assistant to a wealth advisor. 
-        Do not answer any questions not related to wealth advisors queries.
-        If the client name and client id do not match, only return - Please only ask questions about the selected client or select another client to inquire about their details. do not return any other information.
-        Only use the client name returned from database in the response.
-        If you cannot answer the question, always return - I cannot answer this question from the data available. Please rephrase or add more details.
-        ** Remove any client identifiers or ids or numbers or ClientId in the final response.
-        '''
-
-    user_query = query.replace('?',' ')
-
-    user_query_prompt = f'''{user_query}. Always send clientId as {user_query.split(':::')[-1]} '''
-    query_prompt = f'''<message role="system">{system_message}</message><message role="user">{user_query_prompt}</message>'''
-
-
-    sk_response = kernel.invoke_prompt_stream(
-        function_name="prompt_test",
-        plugin_name="weather_test",
-        prompt=query_prompt,
-        settings=settings
-    )   
-
-    return StreamingResponse(stream_processor(sk_response), media_type="text/event-stream")
\ No newline at end of file
+
+    return StreamingResponse(stream_processor(sk_response), media_type="text/event-stream")
diff --git a/ClientAdvisor/AzureFunction/requirements.txt b/ClientAdvisor/AzureFunction/requirements.txt
index b6e0c2ae..bfaaa5ab 100644
--- a/ClientAdvisor/AzureFunction/requirements.txt
+++ b/ClientAdvisor/AzureFunction/requirements.txt
@@ -4,8 +4,8 @@
 
 azure-functions
 azurefunctions-extensions-http-fastapi==1.0.0b1
-openai==1.63.0
-semantic_kernel==1.0.4
+openai==1.64.0
+semantic_kernel==1.21.3
 pymssql==2.3.2
 azure-search-documents==11.6.0b9
 
diff --git a/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep b/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
index cd8dcce8..a4aa1886 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_app_service.bicep
@@ -67,7 +67,7 @@ param AzureOpenAIResource string
 param AzureOpenAIModel string
 
 @description('Azure OpenAI Model Name')
-param AzureOpenAIModelName string = 'gpt-4'
+param AzureOpenAIModelName string = 'gpt-4o-mini'
 
 @description('Azure Open AI Endpoint')
 param AzureOpenAIEndpoint string = ''
diff --git a/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep b/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
index d642a37b..9a18ba14 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_azure_function.bicep
@@ -25,7 +25,7 @@ param userassignedIdentityId string
 param userassignedIdentityClientId string
 
 var functionAppName = '${solutionName}fn'
-var azureOpenAIDeploymentModel = 'gpt-4'
+var azureOpenAIDeploymentModel = 'gpt-4o-mini'
 var azureOpenAIEmbeddingDeployment = 'text-embedding-ada-002'
 var valueOne = '1'
 
diff --git a/ClientAdvisor/Deployment/bicep/deploy_azure_open_ai.bicep b/ClientAdvisor/Deployment/bicep/deploy_azure_open_ai.bicep
index c8a710fa..a8eeeb28 100644
--- a/ClientAdvisor/Deployment/bicep/deploy_azure_open_ai.bicep
+++ b/ClientAdvisor/Deployment/bicep/deploy_azure_open_ai.bicep
@@ -45,16 +45,16 @@ resource accounts_byc_openai_name_resource 'Microsoft.CognitiveServices/accounts
 
 resource accounts_byc_openai_name_gpt_4 'Microsoft.CognitiveServices/accounts/deployments@2023-05-01' = {
   parent: accounts_byc_openai_name_resource
-  name: 'gpt-4'
+  name: 'gpt-4o-mini'
   sku: {
-    name: 'Standard'
-    capacity: 10
+    name: 'GlobalStandard'
+    capacity: 45
   }
   properties: {
     model: {
       format: 'OpenAI'
-      name: 'gpt-4'
-      version: '0125-Preview'
+      name: 'gpt-4o-mini'
+      version: '2024-07-18'
     }
     versionUpgradeOption: 'OnceCurrentVersionExpired'
     raiPolicyName: 'Microsoft.Default'
diff --git a/ClientAdvisor/Deployment/bicep/main.bicep b/ClientAdvisor/Deployment/bicep/main.bicep
index e5e941a7..7e514430 100644
--- a/ClientAdvisor/Deployment/bicep/main.bicep
+++ b/ClientAdvisor/Deployment/bicep/main.bicep
@@ -12,6 +12,11 @@ param cosmosLocation string
 // @description('Fabric Workspace Id if you have one, else leave it empty. ')
 // param fabricWorkspaceId string
 
+//restricting to these regions because assistants api for gpt-4o-mini is available only in these regions
+// @allowed(['eastus', 'eastus2', 'westus', 'westus3', 'swedencentral'])
+// @description('Azure OpenAI Location')
+// param AzureOpenAILocation string
+
 var resourceGroupLocation = resourceGroup().location
 // var subscriptionId  = subscription().subscriptionId
 
@@ -19,39 +24,41 @@ var solutionLocation = resourceGroupLocation
 var baseUrl = 'https://raw.githubusercontent.com/microsoft/Build-your-own-copilot-Solution-Accelerator/main/ClientAdvisor/'
 var appversion = 'latest'
 
-var functionAppSqlPrompt = '''A valid T-SQL query to find {query} for tables and columns provided below:
-    1. Table: Clients
-    Columns: ClientId,Client,Email,Occupation,MaritalStatus,Dependents
-    2. Table: InvestmentGoals
-    Columns: ClientId,InvestmentGoal
-    3. Table: Assets
-    Columns: ClientId,AssetDate,Investment,ROI,Revenue,AssetType
-    4. Table: ClientSummaries
-    Columns: ClientId,ClientSummary
-    5. Table: InvestmentGoalsDetails
-    Columns: ClientId,InvestmentGoal,TargetAmount,Contribution
-    6. Table: Retirement
-    Columns: ClientId,StatusDate,RetirementGoalProgress,EducationGoalProgress
-    7.Table: ClientMeetings
-    Columns: ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail
-    Use Investement column from Assets table as value always.
-    Assets table has snapshots of values by date. Do not add numbers across different dates for total values.
-    Do not use client name in filter.
-    Do not include assets values unless asked for.
-    Always use ClientId = {clientid} in the query filter.
-    Always return client name in the query.
-    Only return the generated sql query. do not return anything else'''
-
-var functionAppCallTranscriptSystemPrompt = '''You are an assistant who provides wealth advisors with helpful information to prepare for client meetings.
-  You have access to the client’s meeting call transcripts.
-  You can use this information to answer questions about the clients'''
+var functionAppSqlPrompt ='''Generate a valid T-SQL query to find {query} for tables and columns provided below:
+   1. Table: Clients
+   Columns: ClientId, Client, Email, Occupation, MaritalStatus, Dependents
+   2. Table: InvestmentGoals
+   Columns: ClientId, InvestmentGoal
+   3. Table: Assets
+   Columns: ClientId, AssetDate, Investment, ROI, Revenue, AssetType
+   4. Table: ClientSummaries
+   Columns: ClientId, ClientSummary
+   5. Table: InvestmentGoalsDetails
+   Columns: ClientId, InvestmentGoal, TargetAmount, Contribution
+   6. Table: Retirement
+   Columns: ClientId, StatusDate, RetirementGoalProgress, EducationGoalProgress
+   7. Table: ClientMeetings
+   Columns: ClientId, ConversationId, Title, StartTime, EndTime, Advisor, ClientEmail
+   Always use the Investment column from the Assets table as the value.
+   Assets table has snapshots of values by date. Do not add numbers across different dates for total values.
+   Do not use client name in filters.
+   Do not include assets values unless asked for.
+   ALWAYS use ClientId = {clientid} in the query filter.
+   ALWAYS select Client Name (Column: Client) in the query.
+   Query filters are IMPORTANT. Add filters like AssetType, AssetDate, etc. if needed.
+   If the result might return more than 100 rows, include TOP 100 to limit the row count.
+   Only return the generated SQL query. Do not return anything else.'''
+   
+var functionAppCallTranscriptSystemPrompt = '''You are an assistant who supports wealth advisors in preparing for client meetings. 
+  You have access to the client’s past meeting call transcripts. 
+  When answering questions, especially summary requests, provide a detailed and structured response that includes key topics, concerns, decisions, and trends. 
+  If no data is available, state 'No relevant data found for previous meetings.'''
 
-var functionAppStreamTextSystemPrompt = '''You are a helpful assistant to a wealth advisor.
-  Do not answer any questions not related to wealth advisors queries.
-  If the client name and client id do not match, only return - Please only ask questions about the selected client or select another client to inquire about their details. do not return any other information.
-  Only use the client name returned from database in the response.
-  If you cannot answer the question, always return - I cannot answer this question from the data available. Please rephrase or add more details.
-  ** Remove any client identifiers or ids or numbers or ClientId in the final response.'''
+var functionAppStreamTextSystemPrompt = '''You are a helpful assistant to a Wealth Advisor. 
+  The currently selected client's name is '{SelectedClientName}' (in any variation: ignoring punctuation, apostrophes, and case). 
+  If the user mentions no name, assume they are asking about '{SelectedClientName}'. 
+  If the user references a name that clearly differs from '{SelectedClientName}', respond only with: 'Please only ask questions about the selected client or select another client.' Otherwise, provide thorough answers for every question using only data from SQL or call transcripts. 
+  If no data is found, respond with 'No data found for that client.' Remove any client identifiers from the final response.'''
 
 // ========== Managed Identity ========== //
 module managedIdentityModule 'deploy_managed_identity.bicep' = {
@@ -262,9 +269,9 @@ module appserviceModule 'deploy_app_service.bicep' = {
     AzureSearchUrlColumn:'sourceurl'
     AzureOpenAIResource:azOpenAI.outputs.openAIOutput.openAPIEndpoint
     AzureOpenAIEndpoint:azOpenAI.outputs.openAIOutput.openAPIEndpoint
-    AzureOpenAIModel:'gpt-4'
+    AzureOpenAIModel:'gpt-4o-mini'
     AzureOpenAIKey:azOpenAI.outputs.openAIOutput.openAPIKey
-    AzureOpenAIModelName:'gpt-4'
+    AzureOpenAIModelName:'gpt-4o-mini'
     AzureOpenAITemperature:'0'
     AzureOpenAITopP:'1'
     AzureOpenAIMaxTokens:'1000'
diff --git a/ClientAdvisor/Deployment/bicep/main.json b/ClientAdvisor/Deployment/bicep/main.json
index b88a6bd5..facf9bae 100644
--- a/ClientAdvisor/Deployment/bicep/main.json
+++ b/ClientAdvisor/Deployment/bicep/main.json
@@ -4,8 +4,8 @@
   "metadata": {
     "_generator": {
       "name": "bicep",
-      "version": "0.32.4.45862",
-      "templateHash": "12228597158932771123"
+      "version": "0.34.44.8038",
+      "templateHash": "6567721562027613849"
     }
   },
   "parameters": {
@@ -29,9 +29,9 @@
     "solutionLocation": "[variables('resourceGroupLocation')]",
     "baseUrl": "https://raw.githubusercontent.com/microsoft/Build-your-own-copilot-Solution-Accelerator/main/ClientAdvisor/",
     "appversion": "latest",
-    "functionAppSqlPrompt": "A valid T-SQL query to find {query} for tables and columns provided below:\r\n    1. Table: Clients\r\n    Columns: ClientId,Client,Email,Occupation,MaritalStatus,Dependents\r\n    2. Table: InvestmentGoals\r\n    Columns: ClientId,InvestmentGoal\r\n    3. Table: Assets\r\n    Columns: ClientId,AssetDate,Investment,ROI,Revenue,AssetType\r\n    4. Table: ClientSummaries\r\n    Columns: ClientId,ClientSummary\r\n    5. Table: InvestmentGoalsDetails\r\n    Columns: ClientId,InvestmentGoal,TargetAmount,Contribution\r\n    6. Table: Retirement\r\n    Columns: ClientId,StatusDate,RetirementGoalProgress,EducationGoalProgress\r\n    7.Table: ClientMeetings\r\n    Columns: ClientId,ConversationId,Title,StartTime,EndTime,Advisor,ClientEmail\r\n    Use Investement column from Assets table as value always.\r\n    Assets table has snapshots of values by date. Do not add numbers across different dates for total values.\r\n    Do not use client name in filter.\r\n    Do not include assets values unless asked for.\r\n    Always use ClientId = {clientid} in the query filter.\r\n    Always return client name in the query.\r\n    Only return the generated sql query. do not return anything else",
-    "functionAppCallTranscriptSystemPrompt": "You are an assistant who provides wealth advisors with helpful information to prepare for client meetings.\r\n  You have access to the client’s meeting call transcripts.\r\n  You can use this information to answer questions about the clients",
-    "functionAppStreamTextSystemPrompt": "You are a helpful assistant to a wealth advisor.\r\n  Do not answer any questions not related to wealth advisors queries.\r\n  If the client name and client id do not match, only return - Please only ask questions about the selected client or select another client to inquire about their details. do not return any other information.\r\n  Only use the client name returned from database in the response.\r\n  If you cannot answer the question, always return - I cannot answer this question from the data available. Please rephrase or add more details.\r\n  ** Remove any client identifiers or ids or numbers or ClientId in the final response."
+    "functionAppSqlPrompt": "Generate a valid T-SQL query to find {query} for tables and columns provided below:\r\n   1. Table: Clients\r\n   Columns: ClientId, Client, Email, Occupation, MaritalStatus, Dependents\r\n   2. Table: InvestmentGoals\r\n   Columns: ClientId, InvestmentGoal\r\n   3. Table: Assets\r\n   Columns: ClientId, AssetDate, Investment, ROI, Revenue, AssetType\r\n   4. Table: ClientSummaries\r\n   Columns: ClientId, ClientSummary\r\n   5. Table: InvestmentGoalsDetails\r\n   Columns: ClientId, InvestmentGoal, TargetAmount, Contribution\r\n   6. Table: Retirement\r\n   Columns: ClientId, StatusDate, RetirementGoalProgress, EducationGoalProgress\r\n   7. Table: ClientMeetings\r\n   Columns: ClientId, ConversationId, Title, StartTime, EndTime, Advisor, ClientEmail\r\n   Always use the Investment column from the Assets table as the value.\r\n   Assets table has snapshots of values by date. Do not add numbers across different dates for total values.\r\n   Do not use client name in filters.\r\n   Do not include assets values unless asked for.\r\n   ALWAYS use ClientId = {clientid} in the query filter.\r\n   ALWAYS select Client Name (Column: Client) in the query.\r\n   Query filters are IMPORTANT. Add filters like AssetType, AssetDate, etc. if needed.\r\n   If the result might return more than 100 rows, include TOP 100 to limit the row count.\r\n   Only return the generated SQL query. Do not return anything else.",
+    "functionAppCallTranscriptSystemPrompt": "You are an assistant who supports wealth advisors in preparing for client meetings. \r\n  You have access to the client’s past meeting call transcripts. \r\n  When answering questions, especially summary requests, provide a detailed and structured response that includes key topics, concerns, decisions, and trends. \r\n  If no data is available, state 'No relevant data found for previous meetings.",
+    "functionAppStreamTextSystemPrompt": "You are a helpful assistant to a Wealth Advisor. \r\n  The currently selected client's name is '{SelectedClientName}' (in any variation: ignoring punctuation, apostrophes, and case). \r\n  If the user mentions no name, assume they are asking about '{SelectedClientName}'. \r\n  If the user references a name that clearly differs from '{SelectedClientName}', respond only with: 'Please only ask questions about the selected client or select another client.' Otherwise, provide thorough answers for every question using only data from SQL or call transcripts. \r\n  If no data is found, respond with 'No data found for that client.' Remove any client identifiers from the final response."
   },
   "resources": [
     {
@@ -58,8 +58,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "15881215835798073178"
+              "version": "0.34.44.8038",
+              "templateHash": "4201070185547993881"
             }
           },
           "parameters": {
@@ -186,8 +186,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "12718237112242025023"
+              "version": "0.34.44.8038",
+              "templateHash": "4003838080878788531"
             }
           },
           "parameters": {
@@ -244,7 +244,7 @@
           "resources": [
             {
               "copy": {
-                "name": "list",
+                "name": "database::list",
                 "count": "[length(parameters('containers'))]"
               },
               "type": "Microsoft.DocumentDB/databaseAccounts/sqlDatabases/containers",
@@ -349,8 +349,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "13214455762521164459"
+              "version": "0.34.44.8038",
+              "templateHash": "11698875401555850644"
             }
           },
           "parameters": {
@@ -511,8 +511,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "2319510954446573297"
+              "version": "0.34.44.8038",
+              "templateHash": "17273043613283621136"
             }
           },
           "parameters": {
@@ -677,8 +677,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "6507317467445174187"
+              "version": "0.34.44.8038",
+              "templateHash": "4680446175273955277"
             }
           },
           "parameters": {
@@ -759,8 +759,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "13153152178869896502"
+              "version": "0.34.44.8038",
+              "templateHash": "4948070379347901160"
             }
           },
           "parameters": {
@@ -847,8 +847,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "10512077094934475379"
+              "version": "0.34.44.8038",
+              "templateHash": "15880203484874305929"
             }
           },
           "parameters": {
@@ -891,16 +891,16 @@
             {
               "type": "Microsoft.CognitiveServices/accounts/deployments",
               "apiVersion": "2023-05-01",
-              "name": "[format('{0}/{1}', parameters('accounts_byc_openai_name'), 'gpt-4')]",
+              "name": "[format('{0}/{1}', parameters('accounts_byc_openai_name'), 'gpt-4o-mini')]",
               "sku": {
-                "name": "Standard",
-                "capacity": 10
+                "name": "GlobalStandard",
+                "capacity": 45
               },
               "properties": {
                 "model": {
                   "format": "OpenAI",
-                  "name": "gpt-4",
-                  "version": "0125-Preview"
+                  "name": "gpt-4o-mini",
+                  "version": "2024-07-18"
                 },
                 "versionUpgradeOption": "OnceCurrentVersionExpired",
                 "raiPolicyName": "Microsoft.Default"
@@ -927,7 +927,7 @@
                 "raiPolicyName": "Microsoft.Default"
               },
               "dependsOn": [
-                "[resourceId('Microsoft.CognitiveServices/accounts/deployments', parameters('accounts_byc_openai_name'), 'gpt-4')]",
+                "[resourceId('Microsoft.CognitiveServices/accounts/deployments', parameters('accounts_byc_openai_name'), 'gpt-4o-mini')]",
                 "[resourceId('Microsoft.CognitiveServices/accounts', parameters('accounts_byc_openai_name'))]"
               ]
             }
@@ -1015,8 +1015,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "15270810356586719318"
+              "version": "0.34.44.8038",
+              "templateHash": "5018000626328317665"
             }
           },
           "parameters": {
@@ -1247,8 +1247,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "14406840646026715070"
+              "version": "0.34.44.8038",
+              "templateHash": "14133672307118323245"
             }
           },
           "parameters": {
@@ -1321,7 +1321,7 @@
           },
           "variables": {
             "functionAppName": "[format('{0}fn', parameters('solutionName'))]",
-            "azureOpenAIDeploymentModel": "gpt-4",
+            "azureOpenAIDeploymentModel": "gpt-4o-mini",
             "azureOpenAIEmbeddingDeployment": "text-embedding-ada-002",
             "valueOne": "1"
           },
@@ -1527,8 +1527,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "11501780755841251697"
+              "version": "0.34.44.8038",
+              "templateHash": "12214749843316064247"
             }
           },
           "parameters": {
@@ -1641,8 +1641,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "16538647807599840496"
+              "version": "0.34.44.8038",
+              "templateHash": "9249647694914976345"
             }
           },
           "parameters": {
@@ -2158,13 +2158,13 @@
             "value": "[reference(resourceId('Microsoft.Resources/deployments', 'deploy_azure_open_ai'), '2022-09-01').outputs.openAIOutput.value.openAPIEndpoint]"
           },
           "AzureOpenAIModel": {
-            "value": "gpt-4"
+            "value": "gpt-4o-mini"
           },
           "AzureOpenAIKey": {
             "value": "[reference(resourceId('Microsoft.Resources/deployments', 'deploy_azure_open_ai'), '2022-09-01').outputs.openAIOutput.value.openAPIKey]"
           },
           "AzureOpenAIModelName": {
-            "value": "gpt-4"
+            "value": "gpt-4o-mini"
           },
           "AzureOpenAITemperature": {
             "value": "0"
@@ -2257,8 +2257,8 @@
           "metadata": {
             "_generator": {
               "name": "bicep",
-              "version": "0.32.4.45862",
-              "templateHash": "12568566813476349846"
+              "version": "0.34.44.8038",
+              "templateHash": "16559957349527009263"
             }
           },
           "parameters": {
@@ -2411,7 +2411,7 @@
             },
             "AzureOpenAIModelName": {
               "type": "string",
-              "defaultValue": "gpt-4",
+              "defaultValue": "gpt-4o-mini",
               "metadata": {
                 "description": "Azure OpenAI Model Name"
               }
@@ -2915,8 +2915,8 @@
                   "metadata": {
                     "_generator": {
                       "name": "bicep",
-                      "version": "0.32.4.45862",
-                      "templateHash": "2813064152180428298"
+                      "version": "0.34.44.8038",
+                      "templateHash": "14262313259972528331"
                     },
                     "description": "Creates a SQL role assignment under an Azure Cosmos DB account."
                   },