diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index f2122c5c..519f8774 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -28,8 +28,7 @@
         "AmazonWebServices.aws-toolkit-vscode",
         "redhat.vscode-yaml",
         "ms-python.python",
-        "ms-python.black-formatter",
-        "ms-python.flake8",
+        "charliermarsh.ruff",
         "eamodio.gitlens",
         "github.vscode-pull-request-github",
         "42crunch.vscode-openapi",
@@ -52,12 +51,13 @@
         "python.testing.unittestEnabled": false,
         "python.testing.pytestEnabled": false,
         "python.linting.pylintEnabled": false,
-        "python.linting.flake8Enabled": true,
-        "python.linting.enabled": true, // required to format on save
-        "python.formatting.provider": "black",
-        "black-formatter.args": ["--line-length=120"],
+        "python.linting.enabled": false, // Disable old linting since we're using ruff
         "[python]": {
-          "editor.defaultFormatter": "ms-python.black-formatter"
+          "editor.defaultFormatter": "charliermarsh.ruff",
+          "editor.codeActionsOnSave": {
+            "source.organizeImports.ruff": "explicit",
+            "source.fixAll.ruff": "explicit"
+          }
         },
         "editor.defaultFormatter": "dbaeumer.vscode-eslint",
         "editor.formatOnPaste": false, // required
diff --git a/.flake8 b/.flake8
deleted file mode 100644
index 7399db24..00000000
--- a/.flake8
+++ /dev/null
@@ -1,5 +0,0 @@
-[flake8]
-max-line-length = 120
-exclude = .*,venv,node_modules,cdk.out
-max-complexity = 12
-ignore = F821,E203,W503
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6b81184c..b66fe489 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -16,17 +16,14 @@ repos:
         name: Check pipelines configuration
         files: ^(.github)
 
-  - repo: https://github.com/pycqa/flake8
-    rev: "7ef0350a439c93166bc8ba89fcc3de6a9a664e6c" # release 6.1.0
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.12.8
     hooks:
-      - id: flake8
-
-  - repo: https://github.com/psf/black
-    rev: "24.10.0"
-    hooks:
-      - id: black
-        language_version: python3
-        args: [--line-length=120]
+      # Run the linter
+      - id: ruff-check
+        args: [--fix]
+      # Run the formatter
+      - id: ruff-format
 
   - repo: local
     hooks:
diff --git a/.vscode/eps-assist-me.code-workspace b/.vscode/eps-assist-me.code-workspace
index fb738c98..2702f865 100644
--- a/.vscode/eps-assist-me.code-workspace
+++ b/.vscode/eps-assist-me.code-workspace
@@ -114,7 +114,7 @@
 			"AmazonWebServices.aws-toolkit-vscode",
 			"redhat.vscode-yaml",
 			"ms-python.python",
-			"ms-python.flake8",
+			"charliermarsh.ruff",
 			"eamodio.gitlens",
 			"github.vscode-pull-request-github",
 			"orta.vscode-jest",
diff --git a/Makefile b/Makefile
index c5dea42d..6e1bdb81 100644
--- a/Makefile
+++ b/Makefile
@@ -27,7 +27,7 @@ git-secrets-docker-setup:
 	export LOCAL_WORKSPACE_FOLDER=$(pwd)
 	docker build -f https://raw.githubusercontent.com/NHSDigital/eps-workflow-quality-checks/refs/tags/v4.0.4/dockerfiles/nhsd-git-secrets.dockerfile -t git-secrets .
 
-lint: lint-githubactions lint-githubaction-scripts lint-black lint-flake8 lint-node
+lint: lint-githubactions lint-githubaction-scripts lint-python lint-node
 
 lint-node:
 	npm run lint --workspace packages/cdk
@@ -39,11 +39,9 @@ lint-githubaction-scripts:
 	shellcheck ./scripts/*.sh
 	shellcheck .github/scripts/*.sh
 
-lint-black:
-	poetry run black .
-
-lint-flake8:
-	poetry run flake8 .
+lint-python:
+	poetry run ruff check .
+	poetry run ruff format --check .
 
 test:
 	cd packages/slackBotFunction && PYTHONPATH=. COVERAGE_FILE=coverage/.coverage poetry run python -m pytest
@@ -128,5 +126,5 @@ cdk-diff:
 cdk-watch:
 	./scripts/run_sync.sh
 
-sync-docs: 
+sync-docs:
 	./scripts/sync_docs.sh
diff --git a/README.md b/README.md
index 9000a865..fe65a811 100644
--- a/README.md
+++ b/README.md
@@ -164,8 +164,7 @@ These are used to do common commands related to cdk
 #### Linting and testing
 
 - `lint` Runs all linting checks
-- `lint-black` Runs black formatter on Python code.
-- `lint-flake8` Runs flake8 linter on Python code.
+- `lint-python` Runs ruff linting and formatting checks on Python code.
 - `lint-githubactions` Lints the repository's GitHub Actions workflows.
 - `lint-githubaction-scripts` Lints all shell scripts in `.github/scripts` using ShellCheck.
 - `cfn-guard` Runs cfn-guard against CDK resources.
diff --git a/packages/slackBotFunction/app/core/config.py b/packages/slackBotFunction/app/core/config.py
index 3bea2ab4..9d38e910 100644
--- a/packages/slackBotFunction/app/core/config.py
+++ b/packages/slackBotFunction/app/core/config.py
@@ -3,12 +3,12 @@
 Sets up all the AWS and Slack connections we need.
 """
 
-from dataclasses import dataclass
-from functools import lru_cache
-import os
 import json
+import os
 import traceback
-from typing import Tuple
+from dataclasses import dataclass
+from functools import lru_cache
+
 import boto3
 from aws_lambda_powertools import Logger
 from aws_lambda_powertools.logging import utils
@@ -18,7 +18,7 @@
 # we use lru_cache for lots of configs so they are cached
 
 
-@lru_cache()
+@lru_cache
 def get_logger() -> Logger:
     powertools_logger = Logger(service="slackBotFunction")
     utils.copy_config_to_registered_loggers(source_logger=powertools_logger, ignore_log_level=True)
@@ -29,15 +29,15 @@ def get_logger() -> Logger:
 logger = get_logger()
 
 
-@lru_cache()
+@lru_cache
 def get_slack_bot_state_table() -> Table:
     # DynamoDB table for deduplication and session storage
     dynamodb = boto3.resource("dynamodb")
     return dynamodb.Table(os.environ["SLACK_BOT_STATE_TABLE"])
 
 
-@lru_cache()
-def get_ssm_params() -> Tuple[str, str]:
+@lru_cache
+def get_ssm_params() -> tuple[str, str]:
     bot_token_parameter = os.environ["SLACK_BOT_TOKEN_PARAMETER"]
     signing_secret_parameter = os.environ["SLACK_SIGNING_SECRET_PARAMETER"]
     try:
@@ -57,7 +57,7 @@ def get_ssm_params() -> Tuple[str, str]:
             raise ValueError("Missing required parameters: token or secret in Parameter Store values")
 
     except json.JSONDecodeError as e:
-        raise ValueError(f"Invalid JSON in Parameter Store: {e}")
+        raise ValueError(f"Invalid JSON in Parameter Store: {e}") from e
     except Exception:
         logger.error("Configuration error", extra={"error": traceback.format_exc()})
         raise
@@ -71,7 +71,7 @@ def get_bot_token() -> str:
 
 
 @lru_cache
-def get_guardrail_config() -> Tuple[str, str, str, str, str]:
+def get_guardrail_config() -> tuple[str, str, str, str, str]:
     # Bedrock configuration from environment
     KNOWLEDGEBASE_ID = os.environ["KNOWLEDGEBASE_ID"]
     RAG_MODEL_ID = os.environ["RAG_MODEL_ID"]
diff --git a/packages/slackBotFunction/app/handler.py b/packages/slackBotFunction/app/handler.py
index 249a3318..2d2bea7e 100644
--- a/packages/slackBotFunction/app/handler.py
+++ b/packages/slackBotFunction/app/handler.py
@@ -6,8 +6,8 @@
 2. Processes async operations when invoked by itself to avoid timeouts
 """
 
-from slack_bolt.adapter.aws_lambda import SlackRequestHandler
 from aws_lambda_powertools.utilities.typing import LambdaContext
+from slack_bolt.adapter.aws_lambda import SlackRequestHandler
 
 from app.core.config import get_logger
 from app.services.app import get_app
diff --git a/packages/slackBotFunction/app/services/app.py b/packages/slackBotFunction/app/services/app.py
index fca7f31e..5279ed3b 100644
--- a/packages/slackBotFunction/app/services/app.py
+++ b/packages/slackBotFunction/app/services/app.py
@@ -1,10 +1,11 @@
-from functools import lru_cache
 import logging
+from functools import lru_cache
 
+from aws_lambda_powertools import Logger
 from slack_bolt import App
+
 from app.core.config import get_ssm_params
 from app.slack.slack_handlers import setup_handlers
-from aws_lambda_powertools import Logger
 
 
 @lru_cache
diff --git a/packages/slackBotFunction/app/services/bedrock.py b/packages/slackBotFunction/app/services/bedrock.py
index b469f0e2..b535ae54 100644
--- a/packages/slackBotFunction/app/services/bedrock.py
+++ b/packages/slackBotFunction/app/services/bedrock.py
@@ -1,13 +1,13 @@
 import json
 from typing import Any
+
 import boto3
 from mypy_boto3_bedrock_agent_runtime import AgentsforBedrockRuntimeClient
-from mypy_boto3_bedrock_runtime.client import BedrockRuntimeClient
 from mypy_boto3_bedrock_agent_runtime.type_defs import RetrieveAndGenerateResponseTypeDef
+from mypy_boto3_bedrock_runtime.client import BedrockRuntimeClient
 
 from app.core.config import get_guardrail_config, get_logger
 
-
 logger = get_logger()
 
 
diff --git a/packages/slackBotFunction/app/services/dynamo.py b/packages/slackBotFunction/app/services/dynamo.py
index fe9bb04c..4debb67c 100644
--- a/packages/slackBotFunction/app/services/dynamo.py
+++ b/packages/slackBotFunction/app/services/dynamo.py
@@ -1,8 +1,10 @@
-from typing import Any
-from app.core.config import get_logger, get_slack_bot_state_table
 from time import time
+from typing import Any
+
 from mypy_boto3_dynamodb.type_defs import GetItemOutputTableTypeDef
 
+from app.core.config import get_logger, get_slack_bot_state_table
+
 logger = get_logger()
 
 
diff --git a/packages/slackBotFunction/app/services/prompt_loader.py b/packages/slackBotFunction/app/services/prompt_loader.py
index 671039b8..b2d545d5 100644
--- a/packages/slackBotFunction/app/services/prompt_loader.py
+++ b/packages/slackBotFunction/app/services/prompt_loader.py
@@ -1,11 +1,13 @@
 import os
 import traceback
+
 import boto3
 from botocore.exceptions import ClientError
-from app.core.config import get_logger
-from app.services.exceptions import PromptNotFoundError, PromptLoadError
 from mypy_boto3_bedrock_agent import AgentsforBedrockClient
 
+from app.core.config import get_logger
+from app.services.exceptions import PromptLoadError, PromptNotFoundError
+
 logger = get_logger()
 
 
@@ -66,14 +68,14 @@ def load_prompt(prompt_name: str, prompt_version: str = None) -> str:
         )
         raise PromptLoadError(
             f"Failed to load prompt '{prompt_name}' version '{prompt_version}': {error_code} - {error_message}"
-        )
+        ) from e
 
     except Exception as e:
         logger.error(
             "Unexpected error loading prompt",
             extra={"prompt_name": prompt_name, "error_type": type(e).__name__, "error": traceback.format_exc()},
         )
-        raise PromptLoadError(f"Unexpected error loading prompt '{prompt_name}': {e}")
+        raise PromptLoadError(f"Unexpected error loading prompt '{prompt_name}': {e}") from e
 
 
 def get_prompt_id_from_name(client: AgentsforBedrockClient, prompt_name: str) -> str | None:
diff --git a/packages/slackBotFunction/app/services/query_reformulator.py b/packages/slackBotFunction/app/services/query_reformulator.py
index 11ed13db..d603d070 100644
--- a/packages/slackBotFunction/app/services/query_reformulator.py
+++ b/packages/slackBotFunction/app/services/query_reformulator.py
@@ -1,12 +1,14 @@
 import os
 import traceback
+
 import boto3
+from mypy_boto3_bedrock_runtime.client import BedrockRuntimeClient
 
 from app.core.config import get_logger
 from app.services.bedrock import invoke_model
-from .prompt_loader import load_prompt
+
 from .exceptions import ConfigurationError
-from mypy_boto3_bedrock_runtime.client import BedrockRuntimeClient
+from .prompt_loader import load_prompt
 
 logger = get_logger()
 
diff --git a/packages/slackBotFunction/app/services/slack.py b/packages/slackBotFunction/app/services/slack.py
index 66fe280e..2ea4c32f 100644
--- a/packages/slackBotFunction/app/services/slack.py
+++ b/packages/slackBotFunction/app/services/slack.py
@@ -1,8 +1,8 @@
 import traceback
 
 from slack_sdk import WebClient
-from app.core.config import bot_messages, get_logger
 
+from app.core.config import bot_messages, get_logger
 
 logger = get_logger()
 
diff --git a/packages/slackBotFunction/app/slack/slack_events.py b/packages/slackBotFunction/app/slack/slack_events.py
index a6502556..af5e61b4 100644
--- a/packages/slackBotFunction/app/slack/slack_events.py
+++ b/packages/slackBotFunction/app/slack/slack_events.py
@@ -3,13 +3,15 @@
 Handles conversation memory, Bedrock queries, and responding back to Slack
 """
 
+import json
 import re
 import time
 import traceback
-import json
-from typing import Any, Dict
+from typing import Any
+
 from botocore.exceptions import ClientError
 from slack_sdk import WebClient
+
 from app.core.config import (
     bot_messages,
     constants,
@@ -43,7 +45,7 @@
 
 
 def cleanup_previous_unfeedback_qa(
-    conversation_key: str, current_message_ts: str, session_data: Dict[str, Any]
+    conversation_key: str, current_message_ts: str, session_data: dict[str, Any]
 ) -> None:
     """Delete previous Q&A pair if no feedback received using atomic operation"""
     try:
@@ -112,9 +114,9 @@ def _mark_qa_feedback_received(conversation_key: str, message_ts: str) -> None:
 
 def _handle_session_management(
     conversation_key: str,
-    session_data: Dict[str, Any],
+    session_data: dict[str, Any],
     session_id: str,
-    kb_response: Dict[str, Any],
+    kb_response: dict[str, Any],
     user_id: str,
     channel: str,
     thread_ts: str,
@@ -184,7 +186,7 @@ def process_feedback_event(
     channel_id: str,
     thread_root: str,
     client: WebClient,
-    event: Dict[str, Any],
+    event: dict[str, Any],
 ) -> None:
     feedback_text = message_text.split(":", 1)[1].strip() if ":" in message_text else ""
     try:
@@ -208,7 +210,7 @@ def process_feedback_event(
         post_error_message(channel=channel_id, thread_ts=thread_ts, client=client)
 
 
-def process_async_slack_action(body: Dict[str, Any], client: WebClient) -> None:
+def process_async_slack_action(body: dict[str, Any], client: WebClient) -> None:
     try:
         channel_id = body["channel"]["id"]
         action_id = body["actions"][0]["action_id"]
@@ -261,7 +263,7 @@ def process_async_slack_action(body: Dict[str, Any], client: WebClient) -> None:
         logger.error(f"Error handling feedback: {e}", extra={"error": traceback.format_exc()})
 
 
-def process_async_slack_event(event: Dict[str, Any], event_id: str, client: WebClient) -> None:
+def process_async_slack_event(event: dict[str, Any], event_id: str, client: WebClient) -> None:
     logger.debug("Processing async Slack event", extra={"event_id": event_id, "event": event})
     original_message_text = (event.get("text") or "").strip()
     message_text = strip_mentions(message_text=original_message_text)
@@ -293,7 +295,7 @@ def process_async_slack_event(event: Dict[str, Any], event_id: str, client: WebC
     process_slack_message(event=event, event_id=event_id, client=client)
 
 
-def process_slack_message(event: Dict[str, Any], event_id: str, client: WebClient) -> None:
+def process_slack_message(event: dict[str, Any], event_id: str, client: WebClient) -> None:
     """
     Process Slack events asynchronously after initial acknowledgment
 
@@ -369,7 +371,7 @@ def process_slack_message(event: Dict[str, Any], event_id: str, client: WebClien
         post_error_message(channel=channel, thread_ts=thread_ts, client=client)
 
 
-def process_pull_request_slack_event(slack_event_data: Dict[str, Any]) -> None:
+def process_pull_request_slack_event(slack_event_data: dict[str, Any]) -> None:
     # separate function to process pull requests so that we can ensure we store session information
     try:
         event_id = slack_event_data["event_id"]
@@ -384,7 +386,7 @@ def process_pull_request_slack_event(slack_event_data: Dict[str, Any]) -> None:
         logger.error("Error processing message", extra={"event_id": event_id, "error": traceback.format_exc()})
 
 
-def process_pull_request_slack_action(slack_body_data: Dict[str, Any]) -> None:
+def process_pull_request_slack_action(slack_body_data: dict[str, Any]) -> None:
     # separate function to process pull requests so that we can ensure we store session information
     try:
         token = get_bot_token()
@@ -395,7 +397,7 @@ def process_pull_request_slack_action(slack_body_data: Dict[str, Any]) -> None:
         logger.error("Error processing message", extra={"error": traceback.format_exc()})
 
 
-def log_query_stats(user_query: str, event: Dict[str, Any], channel: str, client: WebClient, thread_ts: str) -> None:
+def log_query_stats(user_query: str, event: dict[str, Any], channel: str, client: WebClient, thread_ts: str) -> None:
     query_length = len(user_query)
     start_time = float(event["event_ts"])
     end_time = time.time()
@@ -520,7 +522,7 @@ def get_conversation_session(conversation_key: str) -> str | None:
     return session_data.get("session_id") if session_data else None
 
 
-def get_conversation_session_data(conversation_key: str) -> Dict[str, Any]:
+def get_conversation_session_data(conversation_key: str) -> dict[str, Any]:
     """
     Get full session data for this conversation
     """
diff --git a/packages/slackBotFunction/app/slack/slack_handlers.py b/packages/slackBotFunction/app/slack/slack_handlers.py
index c40024e2..eb448bea 100644
--- a/packages/slackBotFunction/app/slack/slack_handlers.py
+++ b/packages/slackBotFunction/app/slack/slack_handlers.py
@@ -8,14 +8,17 @@
 """
 
 import json
-from functools import lru_cache
 import traceback
-from typing import Any, Dict
+from functools import lru_cache
+from typing import Any
+
 from slack_bolt import Ack, App
 from slack_sdk import WebClient
+
 from app.core.config import (
     get_logger,
 )
+from app.slack.slack_events import process_async_slack_action, process_async_slack_event
 from app.utils.handler_utils import (
     conversation_key_and_root,
     extract_session_pull_request_id,
@@ -25,7 +28,6 @@
     respond_with_eyes,
     should_reply_to_message,
 )
-from app.slack.slack_events import process_async_slack_action, process_async_slack_event
 
 logger = get_logger()
 
@@ -49,7 +51,7 @@ def setup_handlers(app: App) -> None:
 
 
 # ack function for events where we respond with eyes
-def respond_to_events(event: Dict[str, Any], ack: Ack, client: WebClient):
+def respond_to_events(event: dict[str, Any], ack: Ack, client: WebClient):
     if should_reply_to_message(event):
         respond_with_eyes(event=event, client=client)
     logger.debug("Sending ack response")
@@ -62,7 +64,7 @@ def respond_to_action(ack: Ack):
     ack()
 
 
-def feedback_handler(body: Dict[str, Any], client: WebClient) -> None:
+def feedback_handler(body: dict[str, Any], client: WebClient) -> None:
     """Handle feedback button clicks (both positive and negative)."""
     try:
         feedback_data = json.loads(body["actions"][0]["value"])
@@ -87,7 +89,7 @@ def feedback_handler(body: Dict[str, Any], client: WebClient) -> None:
 # ================================================================
 
 
-def unified_message_handler(client: WebClient, event: Dict[str, Any], body: Dict[str, Any]) -> None:
+def unified_message_handler(client: WebClient, event: dict[str, Any], body: dict[str, Any]) -> None:
     """
     All messages get processed by this code
     If message starts with FEEDBACK_PREFIX then handle feedback message and return
diff --git a/packages/slackBotFunction/app/utils/handler_utils.py b/packages/slackBotFunction/app/utils/handler_utils.py
index 02d1e36e..0d7346eb 100644
--- a/packages/slackBotFunction/app/utils/handler_utils.py
+++ b/packages/slackBotFunction/app/utils/handler_utils.py
@@ -2,22 +2,23 @@
 Slack event handlers - handles @mentions and direct messages to the bot
 """
 
+import json
 import re
 import time
-import json
 import traceback
-from typing import Any, Dict, Tuple
+from typing import Any
+
 import boto3
 from botocore.exceptions import ClientError
-from slack_sdk import WebClient
 from mypy_boto3_cloudformation.client import CloudFormationClient
 from mypy_boto3_lambda.client import LambdaClient
+from slack_sdk import WebClient
 
-from app.services.dynamo import get_state_information, store_state_information
 from app.core.config import (
-    get_logger,
     constants,
+    get_logger,
 )
+from app.services.dynamo import get_state_information, store_state_information
 
 logger = get_logger()
 
@@ -44,7 +45,7 @@ def is_duplicate_event(event_id: str) -> bool:
         return False
 
 
-def respond_with_eyes(event: Dict[str, Any], client: WebClient) -> None:
+def respond_with_eyes(event: dict[str, Any], client: WebClient) -> None:
     channel = event["channel"]
     ts = event["ts"]
     try:
@@ -68,7 +69,7 @@ def get_pull_request_lambda_arn(pull_request_id: str) -> str:
 
 
 def forward_event_to_pull_request_lambda(
-    pull_request_id: str, event: Dict[str, Any], event_id: str, store_pull_request_id: bool
+    pull_request_id: str, event: dict[str, Any], event_id: str, store_pull_request_id: bool
 ) -> None:
     lambda_client: LambdaClient = boto3.client("lambda")
     try:
@@ -98,7 +99,7 @@ def forward_event_to_pull_request_lambda(
         raise e
 
 
-def forward_action_to_pull_request_lambda(body: Dict[str, Any], pull_request_id: str) -> None:
+def forward_action_to_pull_request_lambda(body: dict[str, Any], pull_request_id: str) -> None:
     lambda_client: LambdaClient = boto3.client("lambda")
     try:
         pull_request_lambda_arn = get_pull_request_lambda_arn(pull_request_id=pull_request_id)
@@ -130,7 +131,7 @@ def is_latest_message(conversation_key: str, message_ts: str) -> bool:
         return False
 
 
-def gate_common(event: Dict[str, Any], body: Dict[str, Any]) -> str | None:
+def gate_common(event: dict[str, Any], body: dict[str, Any]) -> str | None:
     """
     Apply common early checks that are shared across handlers.
 
@@ -161,8 +162,9 @@ def strip_mentions(message_text: str) -> str:
     return re.sub(r"<@[UW][A-Z0-9]+(\|[^>]+)?>", "", message_text or "").strip()
 
 
-def extract_pull_request_id(text: str) -> Tuple[str | None, str]:
-    prefix = re.escape(constants.PULL_REQUEST_PREFIX)  # safely escape for regex
+def extract_pull_request_id(text: str) -> tuple[str | None, str]:
+    # safely escape for regex
+    prefix = re.escape(constants.PULL_REQUEST_PREFIX)
     pattern = rf"^(<[^>]+>\s*)?{prefix}\s*(\d+)\b"
 
     match = re.match(pattern, text, flags=re.IGNORECASE)
@@ -178,7 +180,7 @@ def extract_pull_request_id(text: str) -> Tuple[str | None, str]:
     return None, text.strip()
 
 
-def conversation_key_and_root(event: Dict[str, Any]) -> Tuple[str, str]:
+def conversation_key_and_root(event: dict[str, Any]) -> tuple[str, str]:
     """
     Build a stable conversation scope and its root timestamp.
 
@@ -211,7 +213,7 @@ def extract_session_pull_request_id(conversation_key: str) -> str | None:
         return None
 
 
-def should_reply_to_message(event: Dict[str, Any]) -> bool:
+def should_reply_to_message(event: dict[str, Any]) -> bool:
     """
     Determine if the bot should reply to the message.
 
diff --git a/packages/slackBotFunction/tests/conftest.py b/packages/slackBotFunction/tests/conftest.py
index ccd6d1f1..c23da3a3 100644
--- a/packages/slackBotFunction/tests/conftest.py
+++ b/packages/slackBotFunction/tests/conftest.py
@@ -1,9 +1,8 @@
 import json
-import pytest
-
-from unittest.mock import MagicMock, Mock, patch
 import os
+from unittest.mock import MagicMock, Mock, patch
 
+import pytest
 
 TEST_BOT_TOKEN = "test-bot-token"
 TEST_SIGNING_SECRET = "test-signing-secret"
diff --git a/packages/slackBotFunction/tests/test_feedback.py b/packages/slackBotFunction/tests/test_feedback.py
index f66dc639..7acc3c7c 100644
--- a/packages/slackBotFunction/tests/test_feedback.py
+++ b/packages/slackBotFunction/tests/test_feedback.py
@@ -1,6 +1,7 @@
 import sys
-import pytest
 from unittest.mock import Mock, patch
+
+import pytest
 from botocore.exceptions import ClientError
 
 
diff --git a/packages/slackBotFunction/tests/test_forward_to_lambda.py b/packages/slackBotFunction/tests/test_forward_to_lambda.py
index 20672462..9bfa0336 100644
--- a/packages/slackBotFunction/tests/test_forward_to_lambda.py
+++ b/packages/slackBotFunction/tests/test_forward_to_lambda.py
@@ -121,7 +121,7 @@ def client_side_effect(service_name, *args, **kwargs):
     event_data = {"test": "data"}
     with patch("app.utils.handler_utils.get_pull_request_lambda_arn") as mock_get_pull_request_lambda_arn:
         mock_get_pull_request_lambda_arn.side_effect = Exception("Error getting lambda arn")
-        with pytest.raises(Exception):
+        with pytest.raises(Exception):  # noqa: B017
             forward_event_to_pull_request_lambda(
                 pull_request_id="123", event=event_data, event_id="evt123", store_pull_request_id=False
             )
@@ -155,7 +155,7 @@ def client_side_effect(service_name, *args, **kwargs):
     mock_body = {"type": "block_actions", "user": {"id": "U123"}, "actions": []}
     with patch("app.utils.handler_utils.get_pull_request_lambda_arn") as mock_get_pull_request_lambda_arn:
         mock_get_pull_request_lambda_arn.side_effect = Exception("Error getting lambda arn")
-        with pytest.raises(Exception):
+        with pytest.raises(Exception):  # noqa: B017
             forward_action_to_pull_request_lambda(pull_request_id="123", body=mock_body)
 
         # assertions
diff --git a/packages/slackBotFunction/tests/test_handler_utils.py b/packages/slackBotFunction/tests/test_handler_utils.py
index 183f6cfe..2116a9ba 100644
--- a/packages/slackBotFunction/tests/test_handler_utils.py
+++ b/packages/slackBotFunction/tests/test_handler_utils.py
@@ -1,7 +1,8 @@
 import sys
 from unittest.mock import Mock, patch
-from slack_sdk.errors import SlackApiError
+
 from botocore.exceptions import ClientError
+from slack_sdk.errors import SlackApiError
 
 
 @patch("app.services.dynamo.get_state_information")
diff --git a/packages/slackBotFunction/tests/test_prompt_loader.py b/packages/slackBotFunction/tests/test_prompt_loader.py
index a9fdb75a..b0b1381c 100644
--- a/packages/slackBotFunction/tests/test_prompt_loader.py
+++ b/packages/slackBotFunction/tests/test_prompt_loader.py
@@ -1,6 +1,7 @@
 import sys
+from unittest.mock import MagicMock, Mock, patch
+
 import pytest
-from unittest.mock import Mock, patch, MagicMock
 from botocore.exceptions import ClientError
 
 
diff --git a/packages/slackBotFunction/tests/test_query_reformulator.py b/packages/slackBotFunction/tests/test_query_reformulator.py
index 6e453fe9..63a1ef29 100644
--- a/packages/slackBotFunction/tests/test_query_reformulator.py
+++ b/packages/slackBotFunction/tests/test_query_reformulator.py
@@ -1,6 +1,7 @@
 import sys
+from unittest.mock import ANY, MagicMock, Mock, patch
+
 import pytest
-from unittest.mock import ANY, Mock, patch, MagicMock
 from botocore.exceptions import ClientError
 
 
diff --git a/packages/slackBotFunction/tests/test_slack_events.py b/packages/slackBotFunction/tests/test_slack_events.py
index 44d60629..40766b03 100644
--- a/packages/slackBotFunction/tests/test_slack_events.py
+++ b/packages/slackBotFunction/tests/test_slack_events.py
@@ -19,9 +19,10 @@ def test_process_async_slack_event_normal_message(
 
     # perform operation
     slack_event_data = {"text": "<@U123> test question", "user": "U456", "channel": "C789", "ts": "1234567890.123"}
-    with patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event, patch(
-        "app.slack.slack_events.process_slack_message"
-    ) as mock_process_slack_message:
+    with (
+        patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event,
+        patch("app.slack.slack_events.process_slack_message") as mock_process_slack_message,
+    ):
         process_async_slack_event(event=slack_event_data, event_id="evt123", client=mock_client)
         mock_forward_event_to_pull_request_lambda.assert_not_called()
         mock_process_feedback_event.assert_not_called()
@@ -52,9 +53,10 @@ def test_process_async_slack_event_pull_request_with_mention(
         "channel": "C789",
         "ts": "1234567890.123",
     }
-    with patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event, patch(
-        "app.slack.slack_events.process_slack_message"
-    ) as mock_process_slack_message:
+    with (
+        patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event,
+        patch("app.slack.slack_events.process_slack_message") as mock_process_slack_message,
+    ):
         process_async_slack_event(event=slack_event_data, event_id="evt123", client=mock_client)
         mock_forward_event_to_pull_request_lambda.assert_called_once_with(
             pull_request_id="123",
@@ -88,9 +90,10 @@ def test_process_async_slack_event_pull_request_with_no_mention(
         "channel": "C789",
         "ts": "1234567890.123",
     }
-    with patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event, patch(
-        "app.slack.slack_events.process_slack_message"
-    ) as mock_process_slack_message:
+    with (
+        patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event,
+        patch("app.slack.slack_events.process_slack_message") as mock_process_slack_message,
+    ):
         process_async_slack_event(event=slack_event_data, event_id="evt123", client=mock_client)
         mock_forward_event_to_pull_request_lambda.assert_called_once_with(
             pull_request_id="123",
@@ -124,9 +127,10 @@ def test_process_async_slack_event_feedback(
         "channel": "C789",
         "ts": "1234567890.123",
     }
-    with patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event, patch(
-        "app.slack.slack_events.process_slack_message"
-    ) as mock_process_slack_message:
+    with (
+        patch("app.slack.slack_events.process_feedback_event") as mock_process_feedback_event,
+        patch("app.slack.slack_events.process_slack_message") as mock_process_slack_message,
+    ):
         process_async_slack_event(event=slack_event_data, event_id="evt123", client=mock_client)
         mock_forward_event_to_pull_request_lambda.assert_not_called()
         mock_process_feedback_event.assert_called_once_with(
diff --git a/packages/syncKnowledgeBaseFunction/app/config/config.py b/packages/syncKnowledgeBaseFunction/app/config/config.py
index 0d9981f9..39aee389 100644
--- a/packages/syncKnowledgeBaseFunction/app/config/config.py
+++ b/packages/syncKnowledgeBaseFunction/app/config/config.py
@@ -1,4 +1,5 @@
 import os
+
 from aws_lambda_powertools import Logger
 
 logger = Logger(service="syncKnowledgeBaseFunction")
diff --git a/packages/syncKnowledgeBaseFunction/app/handler.py b/packages/syncKnowledgeBaseFunction/app/handler.py
index fbc923e0..9702905b 100644
--- a/packages/syncKnowledgeBaseFunction/app/handler.py
+++ b/packages/syncKnowledgeBaseFunction/app/handler.py
@@ -8,9 +8,11 @@
 
 import time
 import traceback
+
 import boto3
 from botocore.exceptions import ClientError
-from app.config.config import KNOWLEDGEBASE_ID, DATA_SOURCE_ID, SUPPORTED_FILE_TYPES, logger
+
+from app.config.config import DATA_SOURCE_ID, KNOWLEDGEBASE_ID, SUPPORTED_FILE_TYPES, logger
 
 
 def is_supported_file_type(file_key):
diff --git a/packages/syncKnowledgeBaseFunction/tests/test_app.py b/packages/syncKnowledgeBaseFunction/tests/test_app.py
index 86046e60..ebe44082 100644
--- a/packages/syncKnowledgeBaseFunction/tests/test_app.py
+++ b/packages/syncKnowledgeBaseFunction/tests/test_app.py
@@ -1,6 +1,7 @@
-import pytest
 import os
 from unittest.mock import Mock, patch
+
+import pytest
 from botocore.exceptions import ClientError
 
 
diff --git a/poetry.lock b/poetry.lock
index ce19f9d6..de172b43 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -26,14 +26,14 @@ files = [
 
 [[package]]
 name = "aws-lambda-powertools"
-version = "3.22.0"
+version = "3.22.1"
 description = "Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity."
 optional = false
 python-versions = "<4.0.0,>=3.9"
 groups = ["slackBotFunction", "syncKnowledgeBaseFunction"]
 files = [
-    {file = "aws_lambda_powertools-3.22.0-py3-none-any.whl", hash = "sha256:6318c5c897a28ba56a927211e92266017bf039e6c13a86c2bf485080e535367b"},
-    {file = "aws_lambda_powertools-3.22.0.tar.gz", hash = "sha256:7cae86a286bf1e19eb9821ffc2305fe8b57ddd53c69331008d3ad19dad46c77f"},
+    {file = "aws_lambda_powertools-3.22.1-py3-none-any.whl", hash = "sha256:ab144f1dc3412314e711f9feb1aa16da6b47b40c75b7fe2c22c6b3d4ad798d6e"},
+    {file = "aws_lambda_powertools-3.22.1.tar.gz", hash = "sha256:a9c45b028f210a6b46db42624afbb2aa916b98fa4fcd402765c69d182521891c"},
 ]
 
 [package.dependencies]
@@ -48,7 +48,7 @@ datamasking = ["aws-encryption-sdk (>=3.1.1,<5.0.0)", "jsonpath-ng (>=1.6.0,<2.0
 kafka-consumer-avro = ["avro (>=1.12.0,<2.0.0)"]
 kafka-consumer-protobuf = ["protobuf (>=6.30.2,<7.0.0)"]
 parser = ["pydantic (>=2.4.0,<3.0.0)"]
-redis = ["redis (>=4.4,<7.0)"]
+redis = ["redis (>=4.4,<8.0)"]
 tracer = ["aws-xray-sdk (>=2.8.0,<3.0.0)"]
 validation = ["fastjsonschema (>=2.14.5,<3.0.0)"]
 valkey = ["valkey-glide (>=1.3.5,<3.0)"]
@@ -74,66 +74,20 @@ typing_extensions = ">=4.4"
 [package.extras]
 dev = ["black (==24.3.0)", "boto3 (>=1.34.0,<2.0.0)", "boto3-stubs[appconfig,serverlessrepo] (>=1.34.0,<2.0.0)", "cloudformation-cli (>=0.2.39,<0.3.0)", "coverage (>=5.3,<8)", "dateparser (>=1.1,<2.0)", "mypy (>=1.3.0,<1.4.0)", "parameterized (>=0.7,<1.0)", "pytest (>=6.2,<8)", "pytest-cov (>=2.10,<5)", "pytest-env (>=0.6,<1)", "pytest-rerunfailures (>=9.1,<12)", "pytest-xdist (>=2.5,<4)", "pyyaml (>=6.0,<7.0)", "requests (>=2.28,<3.0)", "ruamel.yaml (==0.17.21)", "ruff (>=0.4.5,<0.5.0)", "tenacity (>=9.0,<10.0)", "types-PyYAML (>=6.0,<7.0)", "types-jsonschema (>=3.2,<4.0)"]
 
-[[package]]
-name = "black"
-version = "25.9.0"
-description = "The uncompromising code formatter."
-optional = false
-python-versions = ">=3.9"
-groups = ["dev"]
-files = [
-    {file = "black-25.9.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ce41ed2614b706fd55fd0b4a6909d06b5bab344ffbfadc6ef34ae50adba3d4f7"},
-    {file = "black-25.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ab0ce111ef026790e9b13bd216fa7bc48edd934ffc4cbf78808b235793cbc92"},
-    {file = "black-25.9.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f96b6726d690c96c60ba682955199f8c39abc1ae0c3a494a9c62c0184049a713"},
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-    {file = "black-25.9.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a16b14a44c1af60a210d8da28e108e13e75a284bf21a9afa6b4571f96ab8bb9d"},
-    {file = "black-25.9.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aaf319612536d502fdd0e88ce52d8f1352b2c0a955cc2798f79eeca9d3af0608"},
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-    {file = "black-25.9.0-py3-none-any.whl", hash = "sha256:474b34c1342cdc157d307b56c4c65bce916480c4a8f6551fdc6bf9b486a7c4ae"},
-    {file = "black-25.9.0.tar.gz", hash = "sha256:0474bca9a0dd1b51791fcc507a4e02078a1c63f6d4e4ae5544b9848c7adfb619"},
-]
-
-[package.dependencies]
-click = ">=8.0.0"
-mypy-extensions = ">=0.4.3"
-packaging = ">=22.0"
-pathspec = ">=0.9.0"
-platformdirs = ">=2"
-pytokens = ">=0.1.10"
-
-[package.extras]
-colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.10)"]
-jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
-uvloop = ["uvloop (>=0.15.2)"]
-
 [[package]]
 name = "boto3"
-version = "1.40.60"
+version = "1.40.66"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "slackBotFunction", "syncKnowledgeBaseFunction"]
 files = [
-    {file = "boto3-1.40.60-py3-none-any.whl", hash = "sha256:5d0e5153ddc4660091838ca255b0fc1ab70ec5b04bf7d578106ae709d31e38aa"},
-    {file = "boto3-1.40.60.tar.gz", hash = "sha256:fd3fa9de730c0f4d8a584d6b5313755923a9e181496fa6b09bbf78011e6c2ab3"},
+    {file = "boto3-1.40.66-py3-none-any.whl", hash = "sha256:ee4fe21c5301cc0e11cc11a53e71e5ddd82d5fae42b10fa8e5403f3aa06434e3"},
+    {file = "boto3-1.40.66.tar.gz", hash = "sha256:f2038d9bac5154da7390c29bfd013546ac96609e7ce5a7f3cb6f99412be3f4c0"},
 ]
 
 [package.dependencies]
-botocore = ">=1.40.60,<1.41.0"
+botocore = ">=1.40.66,<1.41.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.14.0,<0.15.0"
 
@@ -142,14 +96,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.40.60"
-description = "Type annotations for boto3 1.40.60 generated with mypy-boto3-builder 8.11.0"
+version = "1.40.64"
+description = "Type annotations for boto3 1.40.64 generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["slackBotFunction"]
 files = [
-    {file = "boto3_stubs-1.40.60-py3-none-any.whl", hash = "sha256:1ea7f9dbabc7f9ac8477646c12cc51ef49af6b24d53cc2ae8cf6fa6bed6a995a"},
-    {file = "boto3_stubs-1.40.60.tar.gz", hash = "sha256:4fac3c882867ba6c8153b8853b43903e129f9e5a890b18e4bea9a88192e23ffd"},
+    {file = "boto3_stubs-1.40.64-py3-none-any.whl", hash = "sha256:c0c0dd70c02b08550ca596e8799586b3669e9352844db22401e76556b05d71a3"},
+    {file = "boto3_stubs-1.40.64.tar.gz", hash = "sha256:af4a7fb67bda0c1277afcd45a25065605567d260a8afd34bbdf1799d2492334f"},
 ]
 
 [package.dependencies]
@@ -168,7 +122,7 @@ account = ["mypy-boto3-account (>=1.40.0,<1.41.0)"]
 acm = ["mypy-boto3-acm (>=1.40.0,<1.41.0)"]
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 appsync = ["mypy-boto3-appsync (>=1.40.0,<1.41.0)"]
-apptest = ["mypy-boto3-apptest (>=1.40.0,<1.41.0)"]
 arc-region-switch = ["mypy-boto3-arc-region-switch (>=1.40.0,<1.41.0)"]
 arc-zonal-shift = ["mypy-boto3-arc-zonal-shift (>=1.40.0,<1.41.0)"]
 artifact = ["mypy-boto3-artifact (>=1.40.0,<1.41.0)"]
@@ -216,7 +169,7 @@ bedrock-data-automation-runtime = ["mypy-boto3-bedrock-data-automation-runtime (
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.40.0,<1.41.0)"]
 billing = ["mypy-boto3-billing (>=1.40.0,<1.41.0)"]
 billingconductor = ["mypy-boto3-billingconductor (>=1.40.0,<1.41.0)"]
-boto3 = ["boto3 (==1.40.60)"]
+boto3 = ["boto3 (==1.40.64)"]
 braket = ["mypy-boto3-braket (>=1.40.0,<1.41.0)"]
 budgets = ["mypy-boto3-budgets (>=1.40.0,<1.41.0)"]
 ce = ["mypy-boto3-ce (>=1.40.0,<1.41.0)"]
@@ -360,7 +313,6 @@ iotanalytics = ["mypy-boto3-iotanalytics (>=1.40.0,<1.41.0)"]
 iotdeviceadvisor = ["mypy-boto3-iotdeviceadvisor (>=1.40.0,<1.41.0)"]
 iotevents = ["mypy-boto3-iotevents (>=1.40.0,<1.41.0)"]
 iotevents-data = ["mypy-boto3-iotevents-data (>=1.40.0,<1.41.0)"]
-iotfleethub = ["mypy-boto3-iotfleethub (>=1.40.0,<1.41.0)"]
 iotfleetwise = ["mypy-boto3-iotfleetwise (>=1.40.0,<1.41.0)"]
 iotsecuretunneling = ["mypy-boto3-iotsecuretunneling (>=1.40.0,<1.41.0)"]
 iotsitewise = ["mypy-boto3-iotsitewise (>=1.40.0,<1.41.0)"]
@@ -399,8 +351,6 @@ lightsail = ["mypy-boto3-lightsail (>=1.40.0,<1.41.0)"]
 location = ["mypy-boto3-location (>=1.40.0,<1.41.0)"]
 logs = ["mypy-boto3-logs (>=1.40.0,<1.41.0)"]
 lookoutequipment = ["mypy-boto3-lookoutequipment (>=1.40.0,<1.41.0)"]
-lookoutmetrics = ["mypy-boto3-lookoutmetrics (>=1.40.0,<1.41.0)"]
-lookoutvision = ["mypy-boto3-lookoutvision (>=1.40.0,<1.41.0)"]
 m2 = ["mypy-boto3-m2 (>=1.40.0,<1.41.0)"]
 machinelearning = ["mypy-boto3-machinelearning (>=1.40.0,<1.41.0)"]
 macie2 = ["mypy-boto3-macie2 (>=1.40.0,<1.41.0)"]
@@ -475,8 +425,6 @@ proton = ["mypy-boto3-proton (>=1.40.0,<1.41.0)"]
 qapps = ["mypy-boto3-qapps (>=1.40.0,<1.41.0)"]
 qbusiness = ["mypy-boto3-qbusiness (>=1.40.0,<1.41.0)"]
 qconnect = ["mypy-boto3-qconnect (>=1.40.0,<1.41.0)"]
-qldb = ["mypy-boto3-qldb (>=1.40.0,<1.41.0)"]
-qldb-session = ["mypy-boto3-qldb-session (>=1.40.0,<1.41.0)"]
 quicksight = ["mypy-boto3-quicksight (>=1.40.0,<1.41.0)"]
 ram = ["mypy-boto3-ram (>=1.40.0,<1.41.0)"]
 rbin = ["mypy-boto3-rbin (>=1.40.0,<1.41.0)"]
@@ -491,7 +439,6 @@ resiliencehub = ["mypy-boto3-resiliencehub (>=1.40.0,<1.41.0)"]
 resource-explorer-2 = ["mypy-boto3-resource-explorer-2 (>=1.40.0,<1.41.0)"]
 resource-groups = ["mypy-boto3-resource-groups (>=1.40.0,<1.41.0)"]
 resourcegroupstaggingapi = ["mypy-boto3-resourcegroupstaggingapi (>=1.40.0,<1.41.0)"]
-robomaker = ["mypy-boto3-robomaker (>=1.40.0,<1.41.0)"]
 rolesanywhere = ["mypy-boto3-rolesanywhere (>=1.40.0,<1.41.0)"]
 route53 = ["mypy-boto3-route53 (>=1.40.0,<1.41.0)"]
 route53-recovery-cluster = ["mypy-boto3-route53-recovery-cluster (>=1.40.0,<1.41.0)"]
@@ -583,14 +530,14 @@ xray = ["mypy-boto3-xray (>=1.40.0,<1.41.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.40.60"
+version = "1.40.66"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "slackBotFunction", "syncKnowledgeBaseFunction"]
 files = [
-    {file = "botocore-1.40.60-py3-none-any.whl", hash = "sha256:385336791e37c200020a8991fbefcf1afd6836f27966d007b6e4c8bc96a4173d"},
-    {file = "botocore-1.40.60.tar.gz", hash = "sha256:85443f1829d9240d16ba346781956ebcd104dd8e91742c2901a9b2ace198a829"},
+    {file = "botocore-1.40.66-py3-none-any.whl", hash = "sha256:98d5766e17e72110b1d08ab510a8475a6597c59d9560235e2d28ae1a4b043b92"},
+    {file = "botocore-1.40.66.tar.gz", hash = "sha256:e49a55ad54426c4ea853a59ff9d8243023a90c935782d4c287e9b3424883c3fa"},
 ]
 
 [package.dependencies]
@@ -603,14 +550,14 @@ crt = ["awscrt (==0.27.6)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.40.60"
+version = "1.40.66"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.9"
 groups = ["slackBotFunction"]
 files = [
-    {file = "botocore_stubs-1.40.60-py3-none-any.whl", hash = "sha256:399e3004e5e496500fe4e8c2ed677211b40c1d23f2304368eb1282100b1b2a58"},
-    {file = "botocore_stubs-1.40.60.tar.gz", hash = "sha256:5394af28f43eaf5c598a7b440b0d4ef5026fe9096f81cb509075ee92de5b645a"},
+    {file = "botocore_stubs-1.40.66-py3-none-any.whl", hash = "sha256:c91f22c4419df195814cc5f9f85a45af29eeea5a1b719a315df184cdc8b1d7a6"},
+    {file = "botocore_stubs-1.40.66.tar.gz", hash = "sha256:8a529a966b09fde18ffe9e52682a03396f7a6ab9ba58e5fd738db4dc6838066a"},
 ]
 
 [package.dependencies]
@@ -743,14 +690,14 @@ files = [
 
 [[package]]
 name = "cfn-lint"
-version = "1.40.3"
+version = "1.40.4"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "cfn_lint-1.40.3-py3-none-any.whl", hash = "sha256:d13987b5a1726c1b4e8e704352c24d8a697b7b721801b52cf9396279dcbf23ef"},
-    {file = "cfn_lint-1.40.3.tar.gz", hash = "sha256:3f51f7fc66be9a31762d17f821839b32071a891e2d71ed6ab33dbc71a4dec938"},
+    {file = "cfn_lint-1.40.4-py3-none-any.whl", hash = "sha256:7b8bf9dac877842633d8403a8b2c31874b21c9922d74813da34e552b4cf03915"},
+    {file = "cfn_lint-1.40.4.tar.gz", hash = "sha256:7c8bcf3cf5f2cf8d96fd30fdee1115bfc2480a4c619afc8bce36d551fbb228e1"},
 ]
 
 [package.dependencies]
@@ -1136,23 +1083,6 @@ files = [
     {file = "filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4"},
 ]
 
-[[package]]
-name = "flake8"
-version = "7.3.0"
-description = "the modular source code checker: pep8 pyflakes and co"
-optional = false
-python-versions = ">=3.9"
-groups = ["dev"]
-files = [
-    {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
-    {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
-]
-
-[package.dependencies]
-mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.14.0,<2.15.0"
-pyflakes = ">=3.4.0,<3.5.0"
-
 [[package]]
 name = "identify"
 version = "2.6.15"
@@ -1412,18 +1342,6 @@ files = [
     {file = "markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698"},
 ]
 
-[[package]]
-name = "mccabe"
-version = "0.7.0"
-description = "McCabe checker, plugin for flake8"
-optional = false
-python-versions = ">=3.6"
-groups = ["dev"]
-files = [
-    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
-    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
-]
-
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -1438,14 +1356,14 @@ files = [
 
 [[package]]
 name = "moto"
-version = "5.1.15"
+version = "5.1.16"
 description = "A library that allows you to easily mock out tests based on AWS infrastructure"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "moto-5.1.15-py3-none-any.whl", hash = "sha256:0ffcf943f421bc6e7248889c7c44182a9ec26f8df3457cd4b52418dab176a720"},
-    {file = "moto-5.1.15.tar.gz", hash = "sha256:2ad9cc9710a3460505511543dba6761c8bd2006a49954ad3988bbf20ce9e6413"},
+    {file = "moto-5.1.16-py3-none-any.whl", hash = "sha256:8e6186f20b3aa91755d186e47701fe7e47f74e625c36fdf3bd7747da68468b19"},
+    {file = "moto-5.1.16.tar.gz", hash = "sha256:792045b345d16a8aa09068ad4a7656894e707c796f0799b438fffb738e8fae7c"},
 ]
 
 [package.dependencies]
@@ -1461,24 +1379,24 @@ werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
 xmltodict = "*"
 
 [package.extras]
-all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "jsonschema", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.1)", "pyparsing (>=3.0.7)", "setuptools"]
+all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "jsonschema", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.3)", "pyparsing (>=3.0.7)", "setuptools"]
 apigateway = ["PyYAML (>=5.1)", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)"]
 apigatewayv2 = ["PyYAML (>=5.1)", "openapi-spec-validator (>=0.5.0)"]
 appsync = ["graphql-core"]
 awslambda = ["docker (>=3.0.0)"]
 batch = ["docker (>=3.0.0)"]
-cloudformation = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.1)", "pyparsing (>=3.0.7)", "setuptools"]
+cloudformation = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.3)", "pyparsing (>=3.0.7)", "setuptools"]
 cognitoidp = ["joserfc (>=0.9.0)"]
-dynamodb = ["docker (>=3.0.0)", "py-partiql-parser (==0.6.1)"]
-dynamodbstreams = ["docker (>=3.0.0)", "py-partiql-parser (==0.6.1)"]
+dynamodb = ["docker (>=3.0.0)", "py-partiql-parser (==0.6.3)"]
+dynamodbstreams = ["docker (>=3.0.0)", "py-partiql-parser (==0.6.3)"]
 events = ["jsonpath_ng"]
 glue = ["pyparsing (>=3.0.7)"]
-proxy = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.1)", "pyparsing (>=3.0.7)", "setuptools"]
+proxy = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.3)", "pyparsing (>=3.0.7)", "setuptools"]
 quicksight = ["jsonschema"]
-resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.1)", "pyparsing (>=3.0.7)"]
-s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.6.1)"]
-s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.6.1)"]
-server = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "flask (!=2.2.0,!=2.2.1)", "flask-cors", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.1)", "pyparsing (>=3.0.7)", "setuptools"]
+resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.3)", "pyparsing (>=3.0.7)"]
+s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.6.3)"]
+s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.6.3)"]
+server = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "flask (!=2.2.0,!=2.2.1)", "flask-cors", "graphql-core", "joserfc (>=0.9.0)", "jsonpath_ng", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.6.3)", "pyparsing (>=3.0.7)", "setuptools"]
 ssm = ["PyYAML (>=5.1)"]
 stepfunctions = ["antlr4-python3-runtime", "jsonpath_ng"]
 xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
@@ -1503,38 +1421,38 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "mypy-boto3-bedrock-agent"
-version = "1.40.11"
-description = "Type annotations for boto3 AgentsforBedrock 1.40.11 service generated with mypy-boto3-builder 8.11.0"
+version = "1.40.63"
+description = "Type annotations for boto3 AgentsforBedrock 1.40.63 service generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["slackBotFunction"]
 files = [
-    {file = "mypy_boto3_bedrock_agent-1.40.11-py3-none-any.whl", hash = "sha256:b5788e43d31c49b3caa17b6d059c501ea0854f670a5a9b2940e48ac2516b7c7a"},
-    {file = "mypy_boto3_bedrock_agent-1.40.11.tar.gz", hash = "sha256:4acb7be8a58124c9214fac4175ec4348e5647f29ab42f29f398f57e64bc9310f"},
+    {file = "mypy_boto3_bedrock_agent-1.40.63-py3-none-any.whl", hash = "sha256:d2d6d7bd340dbcf22e68a62c8909f411b6daa5e8ada335c89718be1506ab3f41"},
+    {file = "mypy_boto3_bedrock_agent-1.40.63.tar.gz", hash = "sha256:24e824037192f23af2d80948dc7256fdf3a3bebf8531b3bde1e456fb97f75da7"},
 ]
 
 [[package]]
 name = "mypy-boto3-bedrock-agent-runtime"
-version = "1.40.40"
-description = "Type annotations for boto3 AgentsforBedrockRuntime 1.40.40 service generated with mypy-boto3-builder 8.11.0"
+version = "1.40.61"
+description = "Type annotations for boto3 AgentsforBedrockRuntime 1.40.61 service generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["slackBotFunction"]
 files = [
-    {file = "mypy_boto3_bedrock_agent_runtime-1.40.40-py3-none-any.whl", hash = "sha256:9be6f0faa4945327b62cf9e4297bb6abe4638621e37c391dc24014702219b6cb"},
-    {file = "mypy_boto3_bedrock_agent_runtime-1.40.40.tar.gz", hash = "sha256:674049ed09614f69beb9a83c4553f07a985da8bfab772fb5ca8bb8092abe6d51"},
+    {file = "mypy_boto3_bedrock_agent_runtime-1.40.61-py3-none-any.whl", hash = "sha256:158fc6851553160389fa43b9c46fe002815b58d9fd77aeeb0c9d50dcfd4cab1c"},
+    {file = "mypy_boto3_bedrock_agent_runtime-1.40.61.tar.gz", hash = "sha256:01de13363b4e84626d8eb3056d1d5c0b80e2cc514388939e6b7d498ccce0bead"},
 ]
 
 [[package]]
 name = "mypy-boto3-bedrock-runtime"
-version = "1.40.41"
-description = "Type annotations for boto3 BedrockRuntime 1.40.41 service generated with mypy-boto3-builder 8.11.0"
+version = "1.40.62"
+description = "Type annotations for boto3 BedrockRuntime 1.40.62 service generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["slackBotFunction"]
 files = [
-    {file = "mypy_boto3_bedrock_runtime-1.40.41-py3-none-any.whl", hash = "sha256:d65dff200986ff06c6b3579ddcea102555f2067c8987fca379bf4f9ed8ba3121"},
-    {file = "mypy_boto3_bedrock_runtime-1.40.41.tar.gz", hash = "sha256:ee9bda6d6d478c8d0995e84e884bdf1798e150d437974ae27c175774a58ffaa5"},
+    {file = "mypy_boto3_bedrock_runtime-1.40.62-py3-none-any.whl", hash = "sha256:e383e70b5dffb0b335b49fc1b2772f0d35118f99994bc7e731445ba0ab237831"},
+    {file = "mypy_boto3_bedrock_runtime-1.40.62.tar.gz", hash = "sha256:5505a60e2b5f9c845ee4778366d49c93c3723f6790d0cec116d8fc5f5609d846"},
 ]
 
 [[package]]
@@ -1563,26 +1481,14 @@ files = [
 
 [[package]]
 name = "mypy-boto3-lambda"
-version = "1.40.58"
-description = "Type annotations for boto3 Lambda 1.40.58 service generated with mypy-boto3-builder 8.11.0"
+version = "1.40.64"
+description = "Type annotations for boto3 Lambda 1.40.64 service generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["slackBotFunction"]
 files = [
-    {file = "mypy_boto3_lambda-1.40.58-py3-none-any.whl", hash = "sha256:61a1cb3654122dc9a557509606721ea78247b4e450e98c2b849f5ae0f9a9a652"},
-    {file = "mypy_boto3_lambda-1.40.58.tar.gz", hash = "sha256:fe1002d770e115c7853ec497768b18da528efd384497207fc5e83257e4fd8573"},
-]
-
-[[package]]
-name = "mypy-extensions"
-version = "1.1.0"
-description = "Type system extensions for programs checked with the mypy type checker."
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-files = [
-    {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
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 [[package]]
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@@ -2034,21 +1908,6 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
-[[package]]
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-version = "0.2.0"
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-
 [[package]]
 name = "pyyaml"
 version = "6.0.3"
@@ -2150,127 +2009,127 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
-version = "2025.10.23"
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 description = "Alternative regular expression module, to replace re."
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+    {file = "regex-2025.11.3-cp39-cp39-win_amd64.whl", hash = "sha256:7a50cd39f73faa34ec18d6720ee25ef10c4c1839514186fcda658a06c06057a2"},
+    {file = "regex-2025.11.3-cp39-cp39-win_arm64.whl", hash = "sha256:43b4fb020e779ca81c1b5255015fe2b82816c76ec982354534ad9ec09ad7c9e3"},
+    {file = "regex-2025.11.3.tar.gz", hash = "sha256:1fedc720f9bb2494ce31a58a1631f9c82df6a09b49c19517ea5cc280b4541e01"},
 ]
 
 [[package]]
@@ -2459,6 +2318,35 @@ files = [
     {file = "rpds_py-0.28.0.tar.gz", hash = "sha256:abd4df20485a0983e2ca334a216249b6186d6e3c1627e106651943dbdb791aea"},
 ]
 
+[[package]]
+name = "ruff"
+version = "0.12.12"
+description = "An extremely fast Python linter and code formatter, written in Rust."
+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
+    {file = "ruff-0.12.12-py3-none-linux_armv6l.whl", hash = "sha256:de1c4b916d98ab289818e55ce481e2cacfaad7710b01d1f990c497edf217dafc"},
+    {file = "ruff-0.12.12-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:7acd6045e87fac75a0b0cdedacf9ab3e1ad9d929d149785903cff9bb69ad9727"},
+    {file = "ruff-0.12.12-py3-none-macosx_11_0_arm64.whl", hash = "sha256:abf4073688d7d6da16611f2f126be86523a8ec4343d15d276c614bda8ec44edb"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:968e77094b1d7a576992ac078557d1439df678a34c6fe02fd979f973af167577"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:42a67d16e5b1ffc6d21c5f67851e0e769517fb57a8ebad1d0781b30888aa704e"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b216ec0a0674e4b1214dcc998a5088e54eaf39417327b19ffefba1c4a1e4971e"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:59f909c0fdd8f1dcdbfed0b9569b8bf428cf144bec87d9de298dcd4723f5bee8"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9ac93d87047e765336f0c18eacad51dad0c1c33c9df7484c40f98e1d773876f5"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:01543c137fd3650d322922e8b14cc133b8ea734617c4891c5a9fccf4bfc9aa92"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2afc2fa864197634e549d87fb1e7b6feb01df0a80fd510d6489e1ce8c0b1cc45"},
+    {file = "ruff-0.12.12-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:0c0945246f5ad776cb8925e36af2438e66188d2b57d9cf2eed2c382c58b371e5"},
+    {file = "ruff-0.12.12-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a0fbafe8c58e37aae28b84a80ba1817f2ea552e9450156018a478bf1fa80f4e4"},
+    {file = "ruff-0.12.12-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:b9c456fb2fc8e1282affa932c9e40f5ec31ec9cbb66751a316bd131273b57c23"},
+    {file = "ruff-0.12.12-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5f12856123b0ad0147d90b3961f5c90e7427f9acd4b40050705499c98983f489"},
+    {file = "ruff-0.12.12-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:26a1b5a2bf7dd2c47e3b46d077cd9c0fc3b93e6c6cc9ed750bd312ae9dc302ee"},
+    {file = "ruff-0.12.12-py3-none-win32.whl", hash = "sha256:173be2bfc142af07a01e3a759aba6f7791aa47acf3604f610b1c36db888df7b1"},
+    {file = "ruff-0.12.12-py3-none-win_amd64.whl", hash = "sha256:e99620bf01884e5f38611934c09dd194eb665b0109104acae3ba6102b600fd0d"},
+    {file = "ruff-0.12.12-py3-none-win_arm64.whl", hash = "sha256:2a8199cab4ce4d72d158319b63370abf60991495fb733db96cd923a34c52d093"},
+    {file = "ruff-0.12.12.tar.gz", hash = "sha256:b86cd3415dbe31b3b46a71c598f4c4b2f550346d1ccf6326b347cc0c8fd063d6"},
+]
+
 [[package]]
 name = "s3transfer"
 version = "0.14.0"
@@ -2608,14 +2496,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.35.3"
+version = "20.35.4"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a"},
-    {file = "virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44"},
+    {file = "virtualenv-20.35.4-py3-none-any.whl", hash = "sha256:c21c9cede36c9753eeade68ba7d523529f228a403463376cf821eaae2b650f1b"},
+    {file = "virtualenv-20.35.4.tar.gz", hash = "sha256:643d3914d73d3eeb0c552cbb12d7e82adf0e504dbf86a3182f8771a153a1971c"},
 ]
 
 [package.dependencies]
@@ -2675,4 +2563,4 @@ test = ["pytest", "pytest-cov"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "553f5b5b696ece445f531217399ca5a550263db7951bbefc14c3e342f54ebbcd"
+content-hash = "14da6ec0a9f89823dda62a06c1376653f95fdd05d808aa83fc7d6e3f959e6ccd"
diff --git a/pyproject.toml b/pyproject.toml
index bcc90f7d..a47d1e3e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,8 +18,7 @@ python = "^3.13"
 pytest = "^8.4.2"
 pre-commit = "^4.3.0"
 cfn-lint = "^1.39.1"
-black = "^25.9.0"
-flake8 = "^7.3.0"
+ruff = "^0.12.8"
 jinja2 = "^3.1.6"
 pip-licenses = "^5.0.0"
 click = "^8.3.0"
@@ -44,12 +43,56 @@ boto3-stubs = {extras = ["bedrock-agent", "bedrock-agent-runtime", "bedrock-runt
 boto3 = "^1.40.34"
 aws-lambda-powertools = "^3.20.0"
 
-[tool.black]
+
+
+# Ruff configuration
+[tool.ruff]
+# Set line length to 120 characters
 line-length = 120
+target-version = "py313"
+
+# Exclude common directories that shouldn't be linted
+exclude = [
+    ".git",
+    ".venv",
+    "venv",
+    "node_modules",
+    "__pycache__",
+    ".pytest_cache",
+    ".mypy_cache",
+    ".ruff_cache",
+]
+
+[tool.ruff.lint]
+# Enable essential linting rules for code quality
+select = [
+    "E",   # pycodestyle errors
+    "W",   # pycodestyle warnings
+    "F",   # Pyflakes
+    "I",   # isort (import sorting)
+    "N",   # pep8-naming
+    "UP",  # pyupgrade
+    "B",   # flake8-bugbear
+    "C4",  # flake8-comprehensions
+]
+
+# Ignore F821 (undefined name) for specific use cases
+# Ignore N806 (variable in function should be lowercase) for environment variable constants
+ignore = ["F821", "N806"]
+
+# Set maximum cyclomatic complexity
+mccabe = { max-complexity = 10 }
+
+# Allow autofix for all enabled rules
+fixable = ["ALL"]
+
+[tool.ruff.format]
+# Use double quotes for strings
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
 
 [build-system]
 requires = ["poetry>=0.12"]
 build-backend = "poetry.masonry.api"
-
-[tool.poetry.requires-plugins]
-poetry-plugin-export = ">=1.8"
diff --git a/scripts/run_regression_tests.py b/scripts/run_regression_tests.py
index 772c6a5f..2ee2815d 100644
--- a/scripts/run_regression_tests.py
+++ b/scripts/run_regression_tests.py
@@ -4,12 +4,14 @@
 Script to generate user defined unique ID which can be used to
 check the status of the regression test run to be reported to the CI.
 """
+
 import argparse
-from datetime import datetime, timedelta, timezone
 import random
 import string
-import requests
 import time
+from datetime import UTC, datetime, timedelta
+
+import requests
 from requests.auth import HTTPBasicAuth
 
 # This should be set to a known good version of regression test repo
@@ -49,7 +51,7 @@ def generate_unique_run_id(length=15):
 
 def generate_timestamp():
     delta_time = timedelta(minutes=2)
-    date_time = (datetime.now(timezone.utc) - delta_time).strftime("%Y-%m-%dT%H:%M")
+    date_time = (datetime.now(UTC) - delta_time).strftime("%Y-%m-%dT%H:%M")
     print(f"Generated Date as: {date_time}")
     return date_time
 
@@ -75,9 +77,9 @@ def trigger_test_run(env, pr_label, product, auth_header, regression_test_branch
     )
 
     print(f"Dispatch workflow. Unique workflow identifier: {run_id}")
-    assert (
-        response.status_code == 204
-    ), f"Failed to trigger test run. Expected 204, got {response.status_code}. Response: {response.text}"
+    assert response.status_code == 204, (
+        f"Failed to trigger test run. Expected 204, got {response.status_code}. Response: {response.text}"
+    )
 
 
 def get_workflow_runs(auth_header):