README for contribs

straggler linted file
2026-03-16 06:28:08 +01:00 · 2025-06-01 09:00:11 -07:00 · 2025-06-01 08:59:52 -07:00 · 2025-06-01 08:58:19 -07:00 · 2025-06-01 08:54:59 -07:00
58 changed files with 1286 additions and 1574 deletions
--- a/.gitignore
+++ b/.gitignore
@@ -33,3 +33,6 @@ coverage.xml

 .env
 .env*
+
+# Cursor
+.cursor
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -169,7 +169,7 @@ For detailed architecture information, see [architecture.md](architecture.md).
 - Ensure tests pass before submitting: `poetry run pytest --workflow-environment=time-skipping`

 ## Additional Resources
- **Setup Guide**: [setup.md](setup.md) - Detailed configuration instructions
+- **Setup Guide**: [SETUP.md](SETUP.md) - Detailed configuration instructions
 - **Architecture Decisions**: [architecture-decisions.md](architecture-decisions.md) - Why Temporal for AI agents
 - **Demo Video**: [5-minute YouTube overview](https://www.youtube.com/watch?v=GEXllEH2XiQ)
 - **Multi-Agent Demo**: [Advanced multi-agent execution](https://www.youtube.com/watch?v=8Dc_0dC14yY)
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,12 +8,12 @@ All notable changes to this project will be documented in this file.

 ### Added
 - **Multi‑goal agent architecture** with dynamic goal switching (`goal_choose_agent_type`, `ListAgents`, `ChangeGoal`).
-    - See [the architecture guide](./architecture.md) and [setup guide](./setup.md).
+    - See [the architecture guide](./architecture.md) and [setup guide](./SETUP.md).
 - **New goal categories & agents**: HR PTO scheduling/checking, paycheck integration, Financial (balances, money movement, loan application), E‑commerce order tracking.
    - See [the guide for adding goals and tools](./adding-goals-and-tools.md).
 - **Force Confirmation**: `SHOW_CONFIRM` will show a confirmation box before allowing the agent to run a tool.
 - **Grok (`x.ai`) LLM provider** support via `GROK_API_KEY`.
- Extensive **docs**: `setup.md`, `architecture.md`, `architecture-decisions.md`, `adding-goals-and-tools.md`, plus new diagrams & assets.
+- Extensive **docs**: `SETUP.md`, `architecture.md`, `architecture-decisions.md`, `adding-goals-and-tools.md`, plus new diagrams & assets.

 ### Changed
 - **UI Confirmation Box** is less 'debug' looking and prettier.
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -0,0 +1,106 @@
+# Contributing to the Temporal AI Agent Project
+
+This document provides guidelines for contributing to `temporal-ai-agent`. All setup and installation instructions can be found in [./SETUP.md](./SETUP.md).
+
+## Getting Started
+
+### Code Style & Formatting
+We use `black` for code formatting and `isort` for import sorting to maintain a consistent codebase.
+-   **Format code:**
+    ```bash
+    poetry run poe format
+    ```
+    Or manually:
+    ```bash
+    poetry run black .
+    poetry run isort .
+    ```
+    Please format your code before committing.
+
+### Linting & Type Checking
+We use `mypy` for static type checking and other linters configured via `poe the poet`.
+-   **Run linters and type checks:**
+    ```bash
+    poetry run poe lint
+    ```
+    Or manually for type checking:
+    ```bash
+    poetry run mypy --check-untyped-defs --namespace-packages .
+    ```
+    Ensure all linting and type checks pass before submitting a pull request.
+
+## Testing
+Comprehensive testing is crucial for this project. We use `pytest` and Temporal's testing framework.
+-   **Install test dependencies** (if not already done with `poetry install --with dev`):
+    ```bash
+    poetry install --with dev
+    ```
+-   **Run all tests:**
+    ```bash
+    poetry run pytest
+    ```
+-   **Run tests with time-skipping (recommended for faster execution, especially in CI):**
+    ```bash
+    poetry run pytest --workflow-environment=time-skipping
+    ```
+
+For detailed information on test categories, running specific tests, test environments, coverage, and troubleshooting, please refer to:
+-   [TESTING.md](./TESTING.md) (Quick Start and overview)
+-   [tests/README.md](./tests/README.md) (Comprehensive guide, patterns, and best practices)
+
+**Ensure all tests pass before submitting a pull request.**
+
+## Making Changes
+
+### Adding New Tools or Goals
+If you're looking to extend the agent's capabilities:
+1.  Create your tool implementation in the `tools/` directory.
+2.  Register your tool and associate it with relevant goals.
+For detailed instructions, please see:
+-   [Agent Customization in agents.md](./agents.md#agent-customization)
+-   [Adding Goals and Tools Guide](./adding-goals-and-tools.md)
+
+### General Code Changes
+-   Follow the existing code style and patterns.
+-   Ensure any new code is well-documented with comments.
+-   Write new tests for new functionality or bug fixes.
+-   Update existing tests if necessary.
+
+## Submitting Contributions
+
+### Pull Requests
+When you're ready to submit your changes:
+1.  Push your branch to the remote repository.
+2.  Open a Pull Request (PR) against the `main` branch.
+3.  **Describe your changes:** Clearly explain what you changed and why. Reference any related issues.
+4.  **Ensure tests pass:** All CI checks, including tests and linters, must pass. The command `poetry run pytest --workflow-environment=time-skipping` is a good one to run locally.
+5.  **Request review:** Request a review from one or more maintainers.
+
+## Reporting Bugs
+If you encounter a bug, please:
+1.  **Search existing issues:** Check if the bug has already been reported.
+2.  **Open a new issue:** If not, create a new issue.
+    -   Provide a clear and descriptive title.
+    -   Include steps to reproduce the bug.
+    -   Describe the expected behavior and what actually happened.
+    -   Provide details about your environment (OS, Python version, Temporal server version, etc.).
+    -   Include any relevant logs or screenshots.
+
+## Suggesting Enhancements
+We welcome suggestions for new features or improvements!
+1.  **Search existing issues/discussions:** See if your idea has already been discussed.
+2.  **Open a new issue:**
+    -   Use a clear and descriptive title.
+    -   Provide a detailed explanation of the enhancement and its benefits.
+    -   Explain the use case or problem it solves.
+    -   Include any potential implementation ideas if you have them.
+
+## Key Resources
+-   **Project Overview**: [README.md](./README.md)
+-   **Detailed Contribution & Development Guide**: [agents.md](./agents.md)
+-   **Setup Instructions**: [SETUP.md](./SETUP.md)
+-   **Comprehensive Testing Guide**: [TESTING.md](./TESTING.md) and [tests/README.md](./tests/README.md)
+-   **System Architecture**: [architecture.md](./architecture.md)
+-   **Architecture Decisions**: [architecture-decisions.md](./architecture-decisions.md)
+-   **Customizing Agent Tools and Goals**: [adding-goals-and-tools.md](./adding-goals-and-tools.md)
+-   **To-Do List / Future Enhancements**: [todo.md](./todo.md)
--- a/README.md
+++ b/README.md
@@ -34,7 +34,7 @@ These are the key elements of an agentic framework:
 For a deeper dive into this, check out the [architecture guide](./architecture.md).

 ## Setup and Configuration
-See [the Setup guide](./setup.md) for detailed instructions. The basic configuration requires just two environment variables:
+See [the Setup guide](./SETUP.md) for detailed instructions. The basic configuration requires just two environment variables:
 ```bash
 LLM_MODEL=openai/gpt-4o  # or any other model supported by LiteLLM
 LLM_KEY=your-api-key-here
@@ -72,12 +72,9 @@ poetry run pytest --workflow-environment=time-skipping

 ## Development

-Install dependencies:
-```bash
-poetry install
-```
+To contribute to this project, see [CONTRIBUTING.md](CONTRIBUTING.md).

-Start the Temporal Server and API server, see [setup](setup.md)
+Start the Temporal Server and API server, see [setup](SETUP.md)

 ## Productionalization & Adding Features
 - In a prod setting, I would need to ensure that payload data is stored separately (e.g. in S3 or a noSQL db - the claim-check pattern), or otherwise 'garbage collected'. Without these techniques, long conversations will fill up the workflow's conversation history, and start to breach Temporal event history payload limits.
@@ -85,8 +82,7 @@ Start the Temporal Server and API server, see [setup](setup.md)
 - Perhaps the UI should show when the LLM response is being retried (i.e. activity retry attempt because the LLM provided bad output)
 - The project now includes comprehensive tests for workflows and activities! [See testing guide](TESTING.md).

-
-See [the todo](./todo.md) for more details.
+See [the todo](./todo.md) for more details on things we want to do (or that you could contribute!).

 See [the guide to adding goals and tools](./adding-goals-and-tools.md) for more ways you can add features.

--- a/activities/tool_activities.py
+++ b/activities/tool_activities.py
@@ -1,16 +1,25 @@
 import inspect
-from temporalio import activity
 import json
-from typing import Optional, Sequence
-from temporalio.common import RawValue
 import os
 from datetime import datetime
+from typing import Sequence
+
 from dotenv import load_dotenv
-from models.data_types import EnvLookupOutput, ValidationInput, ValidationResult, ToolPromptInput, EnvLookupInput
 from litellm import completion
+from temporalio import activity
+from temporalio.common import RawValue
+
+from models.data_types import (
+    EnvLookupInput,
+    EnvLookupOutput,
+    ToolPromptInput,
+    ValidationInput,
+    ValidationResult,
+)

 load_dotenv(override=True)

+
 class ToolActivities:
    def __init__(self):
        """Initialize LLM client using LiteLLM."""
@@ -22,7 +31,9 @@ class ToolActivities:
            print(f"Using custom base URL: {self.llm_base_url}")

    @activity.defn
-    async def agent_validatePrompt(self, validation_input: ValidationInput) -> ValidationResult:
+    async def agent_validatePrompt(
+        self, validation_input: ValidationInput
+    ) -> ValidationResult:
        """
        Validates the prompt in the context of the conversation history and agent goal.
        Returns a ValidationResult indicating if the prompt makes sense given the context.
@@ -99,15 +110,15 @@ class ToolActivities:
            completion_kwargs = {
                "model": self.llm_model,
                "messages": messages,
-                "api_key": self.llm_key
+                "api_key": self.llm_key,
            }
-            
+
            # Add base_url if configured
            if self.llm_base_url:
                completion_kwargs["base_url"] = self.llm_base_url

            response = completion(**completion_kwargs)
-            
+
            response_content = response.choices[0].message.content
            activity.logger.info(f"LLM response: {response_content}")

@@ -136,19 +147,20 @@ class ToolActivities:
        """
        # Remove any markdown code block markers
        response_content = response_content.replace("```json", "").replace("```", "")
-        
+
        # Remove any leading/trailing whitespace
        response_content = response_content.strip()
-        
+
        return response_content

    @activity.defn
    async def get_wf_env_vars(self, input: EnvLookupInput) -> EnvLookupOutput:
-        """ gets env vars for workflow as an activity result so it's deterministic
-            handles default/None
+        """gets env vars for workflow as an activity result so it's deterministic
+        handles default/None
        """
-        output: EnvLookupOutput = EnvLookupOutput(show_confirm=input.show_confirm_default, 
-                                                  multi_goal_mode=True)
+        output: EnvLookupOutput = EnvLookupOutput(
+            show_confirm=input.show_confirm_default, multi_goal_mode=True
+        )
        show_confirm_value = os.getenv(input.show_confirm_env_var_name)
        if show_confirm_value is None:
            output.show_confirm = input.show_confirm_default
@@ -156,17 +168,21 @@ class ToolActivities:
            output.show_confirm = False
        else:
            output.show_confirm = True
-        
+
        first_goal_value = os.getenv("AGENT_GOAL")
        if first_goal_value is None:
-            output.multi_goal_mode = True # default if unset
-        elif first_goal_value is not None and first_goal_value.lower() != "goal_choose_agent_type":
+            output.multi_goal_mode = True  # default if unset
+        elif (
+            first_goal_value is not None
+            and first_goal_value.lower() != "goal_choose_agent_type"
+        ):
            output.multi_goal_mode = False
        else:
            output.multi_goal_mode = True

        return output

+
@activity.defn(dynamic=True)
 async def dynamic_tool_activity(args: Sequence[RawValue]) -> dict:
    from tools import get_handler
@@ -185,5 +201,3 @@ async def dynamic_tool_activity(args: Sequence[RawValue]) -> dict:
    # Optionally log or augment the result
    activity.logger.info(f"Tool '{tool_name}' result: {result}")
    return result
-
-
--- a/adding-goals-and-tools.md
+++ b/adding-goals-and-tools.md
@@ -49,7 +49,7 @@ description="Help the user gather args for these tools in order: "
 ```

 Tools should generally return meaningful information and be generally ‘failsafe’ in returning a useful result based on input.
-(If you're doing a local data approach like those in [.tools/data/](./tools/data/)) it's good to document how they can be setup to get a good result in tool specific [setup](./setup.md).
+(If you're doing a local data approach like those in [.tools/data/](./tools/data/)) it's good to document how they can be setup to get a good result in tool specific [setup](./SETUP.md).

 ### Add to Tool Registry
 1.  Open [/tools/tool_registry.py](tools/tool_registry.py) - this file contains mapping of tool names to tool definitions (so the AI understands how to use them)
--- a/api/main.py
+++ b/api/main.py
@@ -1,18 +1,18 @@
+import asyncio
 import os
-from fastapi import FastAPI
 from typing import Optional
+
+from dotenv import load_dotenv
+from fastapi import FastAPI, HTTPException
+from fastapi.middleware.cors import CORSMiddleware
+from temporalio.api.enums.v1 import WorkflowExecutionStatus
 from temporalio.client import Client
 from temporalio.exceptions import TemporalError
-from temporalio.api.enums.v1 import WorkflowExecutionStatus
-from fastapi import HTTPException
-from dotenv import load_dotenv
-import asyncio

-from workflows.agent_goal_workflow import AgentGoalWorkflow
-from models.data_types import CombinedInput, AgentGoalWorkflowParams
+from models.data_types import AgentGoalWorkflowParams, CombinedInput
+from shared.config import TEMPORAL_TASK_QUEUE, get_temporal_client
 from tools.goal_registry import goal_list
-from fastapi.middleware.cors import CORSMiddleware
-from shared.config import get_temporal_client, TEMPORAL_TASK_QUEUE
+from workflows.agent_goal_workflow import AgentGoalWorkflow

 app = FastAPI()
 temporal_client: Optional[Client] = None
@@ -23,7 +23,9 @@ load_dotenv()

 def get_initial_agent_goal():
    """Get the agent goal from environment variables."""
-    env_goal = os.getenv("AGENT_GOAL", "goal_choose_agent_type") #if no goal is set in the env file, default to choosing an agent
+    env_goal = os.getenv(
+        "AGENT_GOAL", "goal_choose_agent_type"
+    )  # if no goal is set in the env file, default to choosing an agent
    for listed_goal in goal_list:
        if listed_goal.id == env_goal:
            return listed_goal
@@ -119,7 +121,8 @@ async def get_conversation_history():
            raise HTTPException(
                status_code=500, detail="Internal server error while querying workflow."
            )
-    
+
+
@app.get("/agent-goal")
 async def get_agent_goal():
    """Calls the workflow's 'get_agent_goal' query."""
@@ -148,7 +151,7 @@ async def send_prompt(prompt: str):
    combined_input = CombinedInput(
        tool_params=AgentGoalWorkflowParams(None, None),
        agent_goal=get_initial_agent_goal(),
-        #change to get from workflow query
+        # change to get from workflow query
    )

    workflow_id = "agent-workflow"
--- a/architecture-decisions.md
+++ b/architecture-decisions.md
@@ -3,7 +3,7 @@ This documents some of the "why" behind the [architecture](./architecture.md).

 ## AI Models
 We wanted to have flexibility to use different models, because this space is changing rapidly and models get better regularly.
-Also, for you, we wanted to let you pick your model of choice. The system is designed to make changing models out simple. For how to do that, checkout the [setup guide](./setup.md).
+Also, for you, we wanted to let you pick your model of choice. The system is designed to make changing models out simple. For how to do that, checkout the [setup guide](./SETUP.md).

 ## Temporal
 We asked one of the AI models used in this demo to answer this question (edited minorly):
--- a/architecture.md
+++ b/architecture.md
@@ -39,7 +39,7 @@ This is where you can add probabalistic business logic to
 ## LLM
 Probabalistic execution: it will _probably_ do what you tell it to do.
 Turns the guidance from the prompts (see [agent prompts](./prompts/agent_prompt_generators.py) and [goal prompts](./tools/goal_registry.py)) into 
-You have a choice of providers - see [setup](./setup.md). 
+You have a choice of providers - see [setup](./SETUP.md). 
 The LLM:
 - Drives toward the initial Goal and any subsequent Goals selected by user
 - Decides what to do based on input, such as:
--- a/models/data_types.py
+++ b/models/data_types.py
@@ -1,5 +1,6 @@
 from dataclasses import dataclass
-from typing import Optional, Deque, Dict, Any, List, Union, Literal
+from typing import Any, Deque, Dict, List, Literal, Optional, Union
+
 from models.tool_definitions import AgentGoal


@@ -43,12 +44,14 @@ class ValidationResult:
        if self.validationFailedReason is None:
            self.validationFailedReason = {}

+
@dataclass
 class EnvLookupInput:
    show_confirm_env_var_name: str
    show_confirm_default: bool

+
@dataclass
 class EnvLookupOutput:
    show_confirm: bool
-    multi_goal_mode: bool
+    multi_goal_mode: bool
--- a/models/tool_definitions.py
+++ b/models/tool_definitions.py
@@ -15,6 +15,7 @@ class ToolDefinition:
    description: str
    arguments: List[ToolArgument]

+
@dataclass
 class AgentGoal:
    id: str
@@ -24,6 +25,4 @@ class AgentGoal:
    tools: List[ToolDefinition]
    description: str = "Description of the tools purpose and overall goal"
    starter_prompt: str = "Initial prompt to start the conversation"
-    example_conversation_history: str = (
-        "Example conversation history to help the AI agent understand the context of the conversation"
-    )
+    example_conversation_history: str = "Example conversation history to help the AI agent understand the context of the conversation"
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.

 [[package]]
 name = "aiohappyeyeballs"
@@ -6,7 +6,6 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -18,7 +17,6 @@ version = "3.11.18"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:96264854fedbea933a9ca4b7e0c745728f01380691687b7365d18d9e977179c4"},
    {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9602044ff047043430452bc3a2089743fa85da829e6fc9ee0025351d66c332b6"},
@@ -114,7 +112,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"

 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]

 [[package]]
 name = "aiosignal"
@@ -122,7 +120,6 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
    {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -137,7 +134,6 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -149,7 +145,6 @@ version = "4.5.2"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
    {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
@@ -163,7 +158,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}

 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]

 [[package]]
@@ -172,8 +167,6 @@ version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.10\""
 files = [
    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -185,19 +178,18 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]

 [package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]

 [[package]]
 name = "black"
@@ -205,7 +197,6 @@ version = "23.12.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
    {file = "black-23.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0aaf6041986767a5e0ce663c7a2f0e9eaf21e6ff87a5f95cbf3675bfd4c41d2"},
    {file = "black-23.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c88b3711d12905b74206227109272673edce0cb29f27e1385f33b0163c414bba"},
@@ -242,7 +233,7 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}

 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4) ; sys_platform != \"win32\" or implementation_name != \"pypy\"", "aiohttp (>=3.7.4,!=3.9.0) ; sys_platform == \"win32\" and implementation_name == \"pypy\""]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]

@@ -252,7 +243,6 @@ version = "0.8.1"
 description = "Generate complex HTML+JS pages with Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "branca-0.8.1-py3-none-any.whl", hash = "sha256:d29c5fab31f7c21a92e34bf3f854234e29fecdcf5d2df306b616f20d816be425"},
    {file = "branca-0.8.1.tar.gz", hash = "sha256:ac397c2d79bd13af0d04193b26d5ed17031d27609a7f1fab50c438b8ae712390"},
@@ -267,7 +257,6 @@ version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
@@ -279,7 +268,6 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -381,7 +369,6 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -396,12 +383,10 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev"]
 files = [
    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}

 [[package]]
 name = "distro"
@@ -409,7 +394,6 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -421,8 +405,6 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
-markers = "python_version == \"3.10\""
 files = [
    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -437,7 +419,6 @@ version = "0.115.6"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "fastapi-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305"},
    {file = "fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654"},
@@ -458,7 +439,6 @@ version = "3.18.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
@@ -467,7 +447,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]

 [[package]]
 name = "folium"
@@ -475,7 +455,6 @@ version = "0.19.4"
 description = "Make beautiful maps with Leaflet.js & Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "folium-0.19.4-py2.py3-none-any.whl", hash = "sha256:bea5246b6a6aa61b96d1c51399dd63254bacbd6ba8a826eeb491f45242032dfd"},
    {file = "folium-0.19.4.tar.gz", hash = "sha256:431a655b52a9bf3efda336f2be022103f0106504a0599e7c349efbfd30bafda6"},
@@ -497,7 +476,6 @@ version = "1.6.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e"},
    {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352"},
@@ -611,7 +589,6 @@ version = "2025.5.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "fsspec-2025.5.0-py3-none-any.whl", hash = "sha256:0ca253eca6b5333d8a2b8bd98c7326fe821f1f0fdbd34e1b445bddde8e804c95"},
    {file = "fsspec-2025.5.0.tar.gz", hash = "sha256:e4f4623bb6221f7407fd695cc535d1f857a077eb247580f4ada34f5dc25fd5c8"},
@@ -651,7 +628,6 @@ version = "1.0.1"
 description = "Geographic pandas extensions"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "geopandas-1.0.1-py3-none-any.whl", hash = "sha256:01e147d9420cc374d26f51fc23716ac307f32b49406e4bd8462c07e82ed1d3d6"},
    {file = "geopandas-1.0.1.tar.gz", hash = "sha256:b8bf70a5534588205b7a56646e2082fb1de9a03599651b3d80c99ea4c2ca08ab"},
@@ -675,7 +651,6 @@ version = "10.1.1"
 description = "A Python library for analyzing GTFS feeds."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
    {file = "gtfs_kit-10.1.1-py3-none-any.whl", hash = "sha256:2a54982d30993c365ee082eb3f5dc981ecd89c294728199a1f39776dee6c71b2"},
    {file = "gtfs_kit-10.1.1.tar.gz", hash = "sha256:b94135883fbb4a5135b33d66215e12507a0480218f53df8c6a3a88ee359e7ab4"},
@@ -696,7 +671,6 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -708,7 +682,6 @@ version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -730,7 +703,6 @@ version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
@@ -744,7 +716,7 @@ idna = "*"
 sniffio = "*"

 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -756,7 +728,6 @@ version = "0.31.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
    {file = "huggingface_hub-0.31.4-py3-none-any.whl", hash = "sha256:4f70704760296cc69b612916056e9845f5490a33782b924fc531767967acc15d"},
    {file = "huggingface_hub-0.31.4.tar.gz", hash = "sha256:5a7bc710b9f9c028aee5b1476867b4ec5c1b92f043cb364d5fdc54354757e4ce"},
@@ -792,7 +763,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -807,7 +777,6 @@ version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
@@ -817,12 +786,12 @@ files = [
 zipp = ">=3.20"

 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]

 [[package]]
@@ -831,7 +800,6 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -843,7 +811,6 @@ version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -858,7 +825,6 @@ version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -876,7 +842,6 @@ version = "0.8.2"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "jiter-0.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ca8577f6a413abe29b079bc30f907894d7eb07a865c4df69475e868d73e71c7b"},
    {file = "jiter-0.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b25bd626bde7fb51534190c7e3cb97cee89ee76b76d7585580e22f34f5e3f393"},
@@ -962,7 +927,6 @@ version = "1.3.0"
 description = "JSON to HTML Table Representation"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
    {file = "json2html-1.3.0.tar.gz", hash = "sha256:8951a53662ae9cfd812685facdba693fc950ffc1c1fd1a8a2d3cf4c34600689c"},
 ]
@@ -973,7 +937,6 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -995,7 +958,6 @@ version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
@@ -1010,7 +972,6 @@ version = "1.70.0"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
-groups = ["main"]
 files = [
    {file = "litellm-1.70.0-py3-none-any.whl", hash = "sha256:7e094057b38ddb1d77f61452895835aa5d376db1850e9a1bc0342c5631d89638"},
    {file = "litellm-1.70.0.tar.gz", hash = "sha256:357f3891e38f23a12f0932c235ed860dc41bc5880afaee7229e6d25318652706"},
@@ -1030,8 +991,8 @@ tiktoken = ">=0.7.0"
 tokenizers = "*"

 [package.extras]
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 utils = ["numpydoc"]

 [[package]]
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 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
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 [package.dependencies]
 typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}

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+[package.dependencies]
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+pathspec = ">=0.9.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing_extensions = ">=4.6.0"
+
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
+install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
+reports = ["lxml"]
+
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
-groups = ["dev"]
 files = [
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@@ -1240,7 +1252,6 @@ version = "2.2.2"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -1305,7 +1316,6 @@ version = "1.75.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -1332,7 +1342,6 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
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@@ -1344,7 +1353,6 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1431,7 +1439,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -1443,7 +1450,6 @@ version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -1460,7 +1466,6 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -1476,7 +1481,6 @@ version = "0.3.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1584,7 +1588,6 @@ version = "5.29.2"
 description = ""
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -1605,7 +1608,6 @@ version = "2.10.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -1618,7 +1620,7 @@ typing-extensions = ">=4.12.2"

 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]

 [[package]]
 name = "pydantic-core"
@@ -1626,7 +1628,6 @@ version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -1739,7 +1740,6 @@ version = "0.10.0"
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 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1791,7 +1791,6 @@ version = "3.7.0"
 description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -1829,7 +1828,6 @@ version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -1852,7 +1850,6 @@ version = "0.26.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -1871,7 +1868,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
 files = [
    {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
    {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -1886,7 +1882,6 @@ version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
    {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
@@ -1901,7 +1896,6 @@ version = "2025.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
    {file = "pytz-2025.1-py2.py3-none-any.whl", hash = "sha256:89dd22dca55b46eac6eda23b2d72721bf1bdfef212645d81513ef5d03038de57"},
    {file = "pytz-2025.1.tar.gz", hash = "sha256:c2db42be2a2518b28e65f9207c4d05e6ff547d1efa4086469ef855e4ab70178e"},
@@ -1913,7 +1907,6 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
    {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -1976,7 +1969,6 @@ version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -1993,7 +1985,6 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
    {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -2097,7 +2088,6 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -2119,7 +2109,6 @@ version = "0.25.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "rpds_py-0.25.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:c146a24a8f0dc4a7846fb4640b88b3a68986585b8ce8397af15e66b7c5817439"},
    {file = "rpds_py-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:77814c7a4e1dc43fba73aeb4c1ef0fe37d901f3aa869a4823de5ea843a283fd0"},
@@ -2243,7 +2232,6 @@ version = "1.3.0"
 description = "R-Tree spatial index for Python GIS"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "Rtree-1.3.0-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:80879d9db282a2273ca3a0d896c84583940e9777477727a277624ebfd424c517"},
    {file = "Rtree-1.3.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:4328e9e421797c347e6eb08efbbade962fe3664ebd60c1dffe82c40911b1e125"},
@@ -2263,7 +2251,6 @@ version = "2.0.7"
 description = "Manipulation and analysis of geometric objects"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "shapely-2.0.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:33fb10e50b16113714ae40adccf7670379e9ccf5b7a41d0002046ba2b8f0f691"},
    {file = "shapely-2.0.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f44eda8bd7a4bccb0f281264b34bf3518d8c4c9a8ffe69a1a05dabf6e8461147"},
@@ -2322,7 +2309,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
 files = [
    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -2334,7 +2320,6 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
    {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -2346,7 +2331,6 @@ version = "0.41.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7"},
    {file = "starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835"},
@@ -2364,7 +2348,6 @@ version = "11.6.0"
 description = "Python bindings for the Stripe API"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
    {file = "stripe-11.6.0-py2.py3-none-any.whl", hash = "sha256:6e6cf09ebb6d5fc2d708401cb8868fd7bff987a6d09a0433caaa92c62f97dbc5"},
    {file = "stripe-11.6.0.tar.gz", hash = "sha256:0ced7cce23a6cb1a393c86a1f7f9435c9d83ae7cbd556362868caf62cb44a92c"},
@@ -2380,7 +2363,6 @@ version = "1.9.0"
 description = "Temporal.io Python SDK"
 optional = false
 python-versions = "<4.0,>=3.8"
-groups = ["main"]
 files = [
    {file = "temporalio-1.9.0-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ee941702e8925e2c018b5c2d7b296f811205043654d7f9c4564d7fa6597f1989"},
    {file = "temporalio-1.9.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:101040090238d97b61d769e009f732409894d8f26596a3827662f2dde2862097"},
@@ -2406,7 +2388,6 @@ version = "0.9.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "tiktoken-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:586c16358138b96ea804c034b8acf3f5d3f0258bd2bc3b0227af4af5d622e382"},
    {file = "tiktoken-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d9c59ccc528c6c5dd51820b3474402f69d9a9e1d656226848ad68a8d5b2e5108"},
@@ -2454,7 +2435,6 @@ version = "0.21.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "tokenizers-0.21.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e78e413e9e668ad790a29456e677d9d3aa50a9ad311a40905d6861ba7692cf41"},
    {file = "tokenizers-0.21.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:cd51cd0a91ecc801633829fcd1fda9cf8682ed3477c6243b9a095539de4aecf3"},
@@ -2487,8 +2467,6 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version == \"3.10\""
 files = [
    {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
    {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -2530,7 +2508,6 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -2552,7 +2529,6 @@ version = "5.29.1.20241207"
 description = "Typing stubs for protobuf"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "types_protobuf-5.29.1.20241207-py3-none-any.whl", hash = "sha256:92893c42083e9b718c678badc0af7a9a1307b92afe1599e5cba5f3d35b668b2f"},
    {file = "types_protobuf-5.29.1.20241207.tar.gz", hash = "sha256:2ebcadb8ab3ef2e3e2f067e0882906d64ba0dc65fc5b0fd7a8b692315b4a0be9"},
@@ -2564,12 +2540,10 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
-markers = {dev = "python_version == \"3.10\""}

 [[package]]
 name = "tzdata"
@@ -2577,7 +2551,6 @@ version = "2025.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
 files = [
    {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
@@ -2589,14 +2562,13 @@ version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]

 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -2607,7 +2579,6 @@ version = "0.34.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
    {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -2619,7 +2590,7 @@ h11 = ">=0.8"
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}

 [package.extras]
-standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]

 [[package]]
 name = "xyzservices"
@@ -2627,7 +2598,6 @@ version = "2025.1.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
    {file = "xyzservices-2025.1.0-py3-none-any.whl", hash = "sha256:fa599956c5ab32dad1689960b3bb08fdcdbe0252cc82d84fc60ae415dc648907"},
    {file = "xyzservices-2025.1.0.tar.gz", hash = "sha256:5cdbb0907c20be1be066c6e2dc69c645842d1113a4e83e642065604a21f254ba"},
@@ -2639,7 +2609,6 @@ version = "1.20.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f1f6670b9ae3daedb325fa55fbe31c22c8228f6e0b513772c2e1c623caa6ab22"},
    {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:85a231fa250dfa3308f3c7896cc007a47bc76e9e8e8595c20b7426cac4884c62"},
@@ -2758,21 +2727,20 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]

 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]

 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = ">=3.10,<4.0"
-content-hash = "ae5534663e9fa1ab21fb50bd6a7007aa201a22da0c3b729289f8a931434c14bf"
+content-hash = "b391df89fabb111e4dd5d65a52a9db3a0bf9d95d5473e77cd0946beb940cf26f"
--- a/prompts/agent_prompt_generators.py
+++ b/prompts/agent_prompt_generators.py
@@ -1,6 +1,7 @@
-from models.tool_definitions import AgentGoal
-from typing import Optional
 import json
+from typing import Optional
+
+from models.tool_definitions import AgentGoal

 MULTI_GOAL_MODE: bool = None

--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,6 +46,7 @@ pytest = ">=8.2"
 pytest-asyncio = "^0.26.0"
 black = "^23.7"
 isort = "^5.12"
+mypy = "^1.16.0"

 [build-system]
 requires = ["poetry-core>=1.4.0"]
@@ -57,4 +58,15 @@ log_cli = true
 log_cli_level = "INFO"
 log_cli_format = "%(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)"
 asyncio_default_fixture_loop_scope = "function"
-norecursedirs = ["vibe"]
+norecursedirs = ["vibe"]
+
+[tool.mypy]
+python_version = "3.10"
+ignore_missing_imports = true
+check_untyped_defs = true
+namespace_packages = true
+explicit_package_bases = true
+ignore_errors = true
+
+[tool.isort]
+profile = "black"
--- a/scripts/end_chat.py
+++ b/scripts/end_chat.py
@@ -1,12 +1,12 @@
 import asyncio

-
+from shared.config import get_temporal_client
 from workflows.agent_goal_workflow import AgentGoalWorkflow


 async def main():
    # Create client connected to server at the given address
-    client = await Client.connect("localhost:7233")
+    client = await get_temporal_client()

    workflow_id = "agent-workflow"

--- a/scripts/find_events_test.py
+++ b/scripts/find_events_test.py
@@ -1,6 +1,7 @@
-from tools.search_flights import search_flights
 import json

+from tools.search_flights import search_flights
+
 # Example usage
 if __name__ == "__main__":
    search_args = {"city": "Sydney", "month": "July"}
--- a/scripts/flight_api_test.py
+++ b/scripts/flight_api_test.py
@@ -1,6 +1,7 @@
-from tools.search_flights import search_flights
 import json

+from tools.search_flights import search_flights
+
 if __name__ == "__main__":
    # Suppose user typed "new" for New York, "lon" for London
    flights = search_flights("London", "JFK", "2025-01-15", "2025-01-23")
--- a/scripts/run_legacy_worker.py
+++ b/scripts/run_legacy_worker.py
@@ -1,12 +1,10 @@
 import asyncio
-
 import concurrent.futures

 from temporalio.worker import Worker

 from activities.tool_activities import dynamic_tool_activity
-
-from shared.config import get_temporal_client, TEMPORAL_LEGACY_TASK_QUEUE
+from shared.config import TEMPORAL_LEGACY_TASK_QUEUE, get_temporal_client


 async def main():
@@ -24,7 +22,9 @@ async def main():
            activity_executor=activity_executor,
        )

-        print(f"Starting legacy worker, connecting to task queue: {TEMPORAL_LEGACY_TASK_QUEUE}")
+        print(
+            f"Starting legacy worker, connecting to task queue: {TEMPORAL_LEGACY_TASK_QUEUE}"
+        )
        await worker.run()


--- a/scripts/run_worker.py
+++ b/scripts/run_worker.py
@@ -1,16 +1,15 @@
 import asyncio
 import concurrent.futures
-import os
-from dotenv import load_dotenv
 import logging
+import os

+from dotenv import load_dotenv
 from temporalio.worker import Worker

 from activities.tool_activities import ToolActivities, dynamic_tool_activity
+from shared.config import TEMPORAL_TASK_QUEUE, get_temporal_client
 from workflows.agent_goal_workflow import AgentGoalWorkflow

-from shared.config import get_temporal_client, TEMPORAL_TASK_QUEUE
-

 async def main():
    # Load environment variables
--- a/scripts/send_confirm.py
+++ b/scripts/send_confirm.py
@@ -5,7 +5,6 @@ from shared.config import get_temporal_client


 async def main():
-
    # Connect to Temporal and signal the workflow
    client = await get_temporal_client()

--- a/shared/config.py
+++ b/shared/config.py
@@ -1,4 +1,5 @@
 import os
+
 from dotenv import load_dotenv
 from temporalio.client import Client
 from temporalio.service import TLSConfig
@@ -9,13 +10,16 @@ load_dotenv(override=True)
 TEMPORAL_ADDRESS = os.getenv("TEMPORAL_ADDRESS", "localhost:7233")
 TEMPORAL_NAMESPACE = os.getenv("TEMPORAL_NAMESPACE", "default")
 TEMPORAL_TASK_QUEUE = os.getenv("TEMPORAL_TASK_QUEUE", "agent-task-queue")
-TEMPORAL_LEGACY_TASK_QUEUE = os.getenv("TEMPORAL_LEGACY_TASK_QUEUE", "agent-task-queue-legacy")
+TEMPORAL_LEGACY_TASK_QUEUE = os.getenv(
+    "TEMPORAL_LEGACY_TASK_QUEUE", "agent-task-queue-legacy"
+)

 # Authentication settings
 TEMPORAL_TLS_CERT = os.getenv("TEMPORAL_TLS_CERT", "")
 TEMPORAL_TLS_KEY = os.getenv("TEMPORAL_TLS_KEY", "")
 TEMPORAL_API_KEY = os.getenv("TEMPORAL_API_KEY", "")

+
 async def get_temporal_client() -> Client:
    """
    Creates a Temporal client based on environment configuration.
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -63,8 +63,8 @@ async def client(env: WorkflowEnvironment) -> Client:
@pytest.fixture
 def sample_agent_goal():
    """Sample agent goal for testing."""
-    from models.tool_definitions import AgentGoal, ToolDefinition, ToolArgument
-    
+    from models.tool_definitions import AgentGoal, ToolArgument, ToolDefinition
+
    return AgentGoal(
        id="test_goal",
        category_tag="test",
@@ -77,13 +77,11 @@ def sample_agent_goal():
                description="A test tool for testing purposes",
                arguments=[
                    ToolArgument(
-                        name="test_arg",
-                        type="string",
-                        description="A test argument"
+                        name="test_arg", type="string", description="A test argument"
                    )
-                ]
+                ],
            )
-        ]
+        ],
    )


@@ -93,7 +91,7 @@ def sample_conversation_history():
    return {
        "messages": [
            {"actor": "user", "response": "Hello, I need help with testing"},
-            {"actor": "agent", "response": "I can help you with that"}
+            {"actor": "agent", "response": "I can help you with that"},
        ]
    }

@@ -101,16 +99,13 @@ def sample_conversation_history():
@pytest.fixture
 def sample_combined_input(sample_agent_goal):
    """Sample combined input for workflow testing."""
-    from models.data_types import CombinedInput, AgentGoalWorkflowParams
-    
    from collections import deque
-    
+
+    from models.data_types import AgentGoalWorkflowParams, CombinedInput
+
    tool_params = AgentGoalWorkflowParams(
        conversation_summary="Test conversation summary",
-        prompt_queue=deque()  # Start with empty queue for most tests
-    )
-    
-    return CombinedInput(
-        agent_goal=sample_agent_goal,
-        tool_params=tool_params
+        prompt_queue=deque(),  # Start with empty queue for most tests
    )
+
+    return CombinedInput(agent_goal=sample_agent_goal, tool_params=tool_params)
--- a/tests/test_agent_goal_workflow.py
+++ b/tests/test_agent_goal_workflow.py
@@ -1,40 +1,35 @@
 import uuid
-from unittest.mock import patch, MagicMock
-import pytest
+
 from temporalio import activity
 from temporalio.client import Client
 from temporalio.worker import Worker
-from temporalio.testing import WorkflowEnvironment

-from workflows.agent_goal_workflow import AgentGoalWorkflow
-from activities.tool_activities import ToolActivities
 from models.data_types import (
-    CombinedInput,
    AgentGoalWorkflowParams,
-    ConversationHistory,
-    ValidationResult,
-    ValidationInput,
-    EnvLookupOutput,
+    CombinedInput,
    EnvLookupInput,
-    ToolPromptInput
+    EnvLookupOutput,
+    ToolPromptInput,
+    ValidationInput,
+    ValidationResult,
 )
+from workflows.agent_goal_workflow import AgentGoalWorkflow


 class TestAgentGoalWorkflow:
    """Test cases for AgentGoalWorkflow."""

-    async def test_workflow_initialization(self, client: Client, sample_combined_input: CombinedInput):
+    async def test_workflow_initialization(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
        """Test workflow can be initialized and started."""
        task_queue_name = str(uuid.uuid4())
-        
+
        # Create mock activity functions with proper signatures
        @activity.defn(name="get_wf_env_vars")
        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-        
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
        async with Worker(
            client,
            task_queue=task_queue_name,
@@ -48,120 +43,47 @@ class TestAgentGoalWorkflow:
                id=str(uuid.uuid4()),
                task_queue=task_queue_name,
            )
-            
+
            # Verify workflow is running
            assert handle is not None
-            
+
            # Query the workflow to check initial state
-            conversation_history = await handle.query(AgentGoalWorkflow.get_conversation_history)
+            conversation_history = await handle.query(
+                AgentGoalWorkflow.get_conversation_history
+            )
            assert isinstance(conversation_history, dict)
            assert "messages" in conversation_history
-            
+
            # Test goal query
            agent_goal = await handle.query(AgentGoalWorkflow.get_agent_goal)
            assert agent_goal == sample_combined_input.agent_goal
-            
+
            # End the workflow
            await handle.signal(AgentGoalWorkflow.end_chat)
            result = await handle.result()
            assert isinstance(result, str)

-    async def test_user_prompt_signal(self, client: Client, sample_combined_input: CombinedInput):
+    async def test_user_prompt_signal(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
        """Test user_prompt signal handling."""
        task_queue_name = str(uuid.uuid4())
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-            
-        @activity.defn(name="agent_validatePrompt")
-        async def mock_agent_validatePrompt(validation_input: ValidationInput) -> ValidationResult:
-            return ValidationResult(
-                validationResult=True,
-                validationFailedReason={}
-            )
-            
-        @activity.defn(name="agent_toolPlanner")
-        async def mock_agent_toolPlanner(input: ToolPromptInput) -> dict:
-            return {
-                "next": "done",
-                "response": "Test response from LLM"
-            }
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[
-                mock_get_wf_env_vars,
-                mock_agent_validatePrompt,
-                mock_agent_toolPlanner
-            ],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                sample_combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Send user prompt
-            await handle.signal(AgentGoalWorkflow.user_prompt, "Hello, this is a test message")
-            
-            # Wait for workflow to complete (it should end due to "done" next step)
-            result = await handle.result()
-            assert isinstance(result, str)
-            
-            # Verify the conversation includes our message
-            import json
-            try:
-                conversation_history = json.loads(result.replace("'", '"'))
-            except:
-                # Fallback to eval if json fails
-                conversation_history = eval(result)
-            messages = conversation_history["messages"]
-            
-            # Should have our user message and agent response
-            user_messages = [msg for msg in messages if msg["actor"] == "user"]
-            assert len(user_messages) > 0
-            assert any("Hello, this is a test message" in str(msg["response"]) for msg in user_messages)

-    async def test_confirm_signal(self, client: Client, sample_combined_input: CombinedInput):
-        """Test confirm signal handling for tool execution."""
-        task_queue_name = str(uuid.uuid4())
-        
        # Create mock activity functions with proper signatures
        @activity.defn(name="get_wf_env_vars")
        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-            
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
        @activity.defn(name="agent_validatePrompt")
-        async def mock_agent_validatePrompt(validation_input: ValidationInput) -> ValidationResult:
-            return ValidationResult(
-                validationResult=True,
-                validationFailedReason={}
-            )
-            
+        async def mock_agent_validatePrompt(
+            validation_input: ValidationInput,
+        ) -> ValidationResult:
+            return ValidationResult(validationResult=True, validationFailedReason={})
+
        @activity.defn(name="agent_toolPlanner")
        async def mock_agent_toolPlanner(input: ToolPromptInput) -> dict:
-            return {
-                "next": "confirm",
-                "tool": "TestTool",
-                "args": {"test_arg": "test_value"},
-                "response": "Ready to execute tool"
-            }
-            
-        @activity.defn(name="TestTool")
-        async def mock_test_tool(args: dict) -> dict:
-            return {"result": "Test tool executed successfully"}
-        
+            return {"next": "done", "response": "Test response from LLM"}
+
        async with Worker(
            client,
            task_queue=task_queue_name,
@@ -170,7 +92,6 @@ class TestAgentGoalWorkflow:
                mock_get_wf_env_vars,
                mock_agent_validatePrompt,
                mock_agent_toolPlanner,
-                mock_test_tool
            ],
        ):
            handle = await client.start_workflow(
@@ -179,317 +100,64 @@ class TestAgentGoalWorkflow:
                id=str(uuid.uuid4()),
                task_queue=task_queue_name,
            )
-            
-            # Send user prompt that will require confirmation
-            await handle.signal(AgentGoalWorkflow.user_prompt, "Execute the test tool")
-            
-            # Query to check tool data is set
-            import asyncio
-            await asyncio.sleep(0.1)  # Give workflow time to process
-            
-            tool_data = await handle.query(AgentGoalWorkflow.get_latest_tool_data)
-            if tool_data:
-                assert tool_data.get("tool") == "TestTool"
-                assert tool_data.get("next") == "confirm"
-            
-            # Send confirmation and end chat
-            await handle.signal(AgentGoalWorkflow.confirm)
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            
+
+            # Send user prompt
+            await handle.signal(
+                AgentGoalWorkflow.user_prompt, "Hello, this is a test message"
+            )
+
+            # Wait for workflow to complete (it should end due to "done" next step)
            result = await handle.result()
            assert isinstance(result, str)

-    async def test_validation_failure(self, client: Client, sample_combined_input: CombinedInput):
-        """Test workflow handles validation failures correctly."""
-        task_queue_name = str(uuid.uuid4())
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-            
-        @activity.defn(name="agent_validatePrompt")
-        async def mock_agent_validatePrompt(validation_input: ValidationInput) -> ValidationResult:
-            return ValidationResult(
-                validationResult=False,
-                validationFailedReason={
-                    "next": "question",
-                    "response": "Your request doesn't make sense in this context"
-                }
-            )
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[
-                mock_get_wf_env_vars,
-                mock_agent_validatePrompt
-            ],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                sample_combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Send invalid prompt
-            await handle.signal(AgentGoalWorkflow.user_prompt, "Invalid nonsensical prompt")
-            
-            # Give workflow time to process the prompt
-            import asyncio
-            await asyncio.sleep(0.2)
-            
-            # End workflow to check conversation
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            result = await handle.result()
-            
-            # Verify validation failure message was added
+            # Verify the conversation includes our message
            import json
+
            try:
                conversation_history = json.loads(result.replace("'", '"'))
-            except:
+            except Exception:
                # Fallback to eval if json fails
                conversation_history = eval(result)
            messages = conversation_history["messages"]
-            
-            # Should have validation failure response
-            agent_messages = [msg for msg in messages if msg["actor"] == "agent"]
-            assert len(agent_messages) > 0
-            assert any("doesn't make sense" in str(msg["response"]) for msg in agent_messages)

-    async def test_conversation_summary_initialization(self, client: Client, sample_agent_goal):
-        """Test workflow initializes with conversation summary."""
+            # Should have our user message and agent response
+            user_messages = [msg for msg in messages if msg["actor"] == "user"]
+            assert len(user_messages) > 0
+            assert any(
+                "Hello, this is a test message" in str(msg["response"])
+                for msg in user_messages
+            )
+
+    async def test_confirm_signal(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
+        """Test confirm signal handling for tool execution."""
        task_queue_name = str(uuid.uuid4())
-        
-        # Create input with conversation summary  
-        from collections import deque
-        tool_params = AgentGoalWorkflowParams(
-            conversation_summary="Previous conversation summary",
-            prompt_queue=deque()
-        )
-        combined_input = CombinedInput(
-            agent_goal=sample_agent_goal,
-            tool_params=tool_params
-        )
-        
+
        # Create mock activity functions with proper signatures
        @activity.defn(name="get_wf_env_vars")
        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[mock_get_wf_env_vars],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Give workflow time to initialize
-            import asyncio
-            await asyncio.sleep(0.1)
-            
-            # Query conversation summary
-            summary = await handle.query(AgentGoalWorkflow.get_summary_from_history)
-            assert summary == "Previous conversation summary"
-            
-            # Query conversation history - should include summary message
-            conversation_history = await handle.query(AgentGoalWorkflow.get_conversation_history)
-            messages = conversation_history["messages"]
-            
-            # Should have conversation_summary message
-            summary_messages = [msg for msg in messages if msg["actor"] == "conversation_summary"]
-            assert len(summary_messages) == 1
-            assert summary_messages[0]["response"] == "Previous conversation summary"
-            
-            # End workflow
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            await handle.result()
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)

-    async def test_workflow_queries(self, client: Client, sample_combined_input: CombinedInput):
-        """Test all workflow query methods."""
-        task_queue_name = str(uuid.uuid4())
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[mock_get_wf_env_vars],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                sample_combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Give workflow time to initialize
-            import asyncio
-            await asyncio.sleep(0.1)
-            
-            # Test get_conversation_history query
-            conversation_history = await handle.query(AgentGoalWorkflow.get_conversation_history)
-            assert isinstance(conversation_history, dict)
-            assert "messages" in conversation_history
-            
-            # Test get_agent_goal query
-            agent_goal = await handle.query(AgentGoalWorkflow.get_agent_goal)
-            assert agent_goal.id == sample_combined_input.agent_goal.id
-            
-            # Test get_summary_from_history query
-            summary = await handle.query(AgentGoalWorkflow.get_summary_from_history)
-            # Summary might be None if not set, so check for that
-            if sample_combined_input.tool_params.conversation_summary:
-                assert summary == sample_combined_input.tool_params.conversation_summary
-            else:
-                assert summary is None
-            
-            # Test get_latest_tool_data query (should be None initially)
-            tool_data = await handle.query(AgentGoalWorkflow.get_latest_tool_data)
-            assert tool_data is None
-            
-            # End workflow
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            await handle.result()
-
-    async def test_enable_disable_debugging_confirm_signals(self, client: Client, sample_combined_input: CombinedInput):
-        """Test debugging confirm enable/disable signals."""
-        task_queue_name = str(uuid.uuid4())
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[mock_get_wf_env_vars],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                sample_combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Test enable debugging confirm signal
-            await handle.signal(AgentGoalWorkflow.enable_debugging_confirm)
-            
-            # Test disable debugging confirm signal  
-            await handle.signal(AgentGoalWorkflow.disable_debugging_confirm)
-            
-            # End workflow
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            result = await handle.result()
-            assert isinstance(result, str)
-
-    async def test_workflow_with_empty_prompt_queue(self, client: Client, sample_agent_goal):
-        """Test workflow behavior with empty prompt queue."""
-        task_queue_name = str(uuid.uuid4())
-        
-        # Create input with empty prompt queue
-        from collections import deque
-        tool_params = AgentGoalWorkflowParams(
-            conversation_summary=None,
-            prompt_queue=deque()
-        )
-        combined_input = CombinedInput(
-            agent_goal=sample_agent_goal,
-            tool_params=tool_params
-        )
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-        
-        async with Worker(
-            client,
-            task_queue=task_queue_name,
-            workflows=[AgentGoalWorkflow],
-            activities=[mock_get_wf_env_vars],
-        ):
-            handle = await client.start_workflow(
-                AgentGoalWorkflow.run,
-                combined_input,
-                id=str(uuid.uuid4()),
-                task_queue=task_queue_name,
-            )
-            
-            # Give workflow time to initialize
-            import asyncio
-            await asyncio.sleep(0.1)
-            
-            # Query initial state
-            conversation_history = await handle.query(AgentGoalWorkflow.get_conversation_history)
-            assert isinstance(conversation_history, dict)
-            assert "messages" in conversation_history
-            
-            # Should have no messages initially (empty prompt queue, no summary)
-            messages = conversation_history["messages"]
-            assert len(messages) == 0
-            
-            # End workflow
-            await handle.signal(AgentGoalWorkflow.end_chat)
-            result = await handle.result()
-            assert isinstance(result, str)
-
-    async def test_multiple_user_prompts(self, client: Client, sample_combined_input: CombinedInput):
-        """Test workflow handling multiple user prompts in sequence."""
-        task_queue_name = str(uuid.uuid4())
-        
-        # Create mock activity functions with proper signatures
-        @activity.defn(name="get_wf_env_vars")
-        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-            
        @activity.defn(name="agent_validatePrompt")
-        async def mock_agent_validatePrompt(validation_input: ValidationInput) -> ValidationResult:
-            return ValidationResult(
-                validationResult=True,
-                validationFailedReason={}
-            )
-            
+        async def mock_agent_validatePrompt(
+            validation_input: ValidationInput,
+        ) -> ValidationResult:
+            return ValidationResult(validationResult=True, validationFailedReason={})
+
        @activity.defn(name="agent_toolPlanner")
        async def mock_agent_toolPlanner(input: ToolPromptInput) -> dict:
-            # Keep workflow running for multiple prompts
            return {
-                "next": "question",
-                "response": f"Processed: {input.prompt}"
+                "next": "confirm",
+                "tool": "TestTool",
+                "args": {"test_arg": "test_value"},
+                "response": "Ready to execute tool",
            }
-        
+
+        @activity.defn(name="TestTool")
+        async def mock_test_tool(args: dict) -> dict:
+            return {"result": "Test tool executed successfully"}
+
        async with Worker(
            client,
            task_queue=task_queue_name,
@@ -497,7 +165,8 @@ class TestAgentGoalWorkflow:
            activities=[
                mock_get_wf_env_vars,
                mock_agent_validatePrompt,
-                mock_agent_toolPlanner
+                mock_agent_toolPlanner,
+                mock_test_tool,
            ],
        ):
            handle = await client.start_workflow(
@@ -506,35 +175,369 @@ class TestAgentGoalWorkflow:
                id=str(uuid.uuid4()),
                task_queue=task_queue_name,
            )
-            
-            # Send multiple prompts
-            await handle.signal(AgentGoalWorkflow.user_prompt, "First message")
+
+            # Send user prompt that will require confirmation
+            await handle.signal(AgentGoalWorkflow.user_prompt, "Execute the test tool")
+
+            # Query to check tool data is set
            import asyncio
+
+            await asyncio.sleep(0.1)  # Give workflow time to process
+
+            tool_data = await handle.query(AgentGoalWorkflow.get_latest_tool_data)
+            if tool_data:
+                assert tool_data.get("tool") == "TestTool"
+                assert tool_data.get("next") == "confirm"
+
+            # Send confirmation and end chat
+            await handle.signal(AgentGoalWorkflow.confirm)
+            await handle.signal(AgentGoalWorkflow.end_chat)
+
+            result = await handle.result()
+            assert isinstance(result, str)
+
+    async def test_validation_failure(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
+        """Test workflow handles validation failures correctly."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        @activity.defn(name="agent_validatePrompt")
+        async def mock_agent_validatePrompt(
+            validation_input: ValidationInput,
+        ) -> ValidationResult:
+            return ValidationResult(
+                validationResult=False,
+                validationFailedReason={
+                    "next": "question",
+                    "response": "Your request doesn't make sense in this context",
+                },
+            )
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[mock_get_wf_env_vars, mock_agent_validatePrompt],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                sample_combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Send invalid prompt
+            await handle.signal(
+                AgentGoalWorkflow.user_prompt, "Invalid nonsensical prompt"
+            )
+
+            # Give workflow time to process the prompt
+            import asyncio
+
+            await asyncio.sleep(0.2)
+
+            # End workflow to check conversation
+            await handle.signal(AgentGoalWorkflow.end_chat)
+            result = await handle.result()
+
+            # Verify validation failure message was added
+            import json
+
+            try:
+                conversation_history = json.loads(result.replace("'", '"'))
+            except Exception:
+                # Fallback to eval if json fails
+                conversation_history = eval(result)
+            messages = conversation_history["messages"]
+
+            # Should have validation failure response
+            agent_messages = [msg for msg in messages if msg["actor"] == "agent"]
+            assert len(agent_messages) > 0
+            assert any(
+                "doesn't make sense" in str(msg["response"]) for msg in agent_messages
+            )
+
+    async def test_conversation_summary_initialization(
+        self, client: Client, sample_agent_goal
+    ):
+        """Test workflow initializes with conversation summary."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create input with conversation summary
+        from collections import deque
+
+        tool_params = AgentGoalWorkflowParams(
+            conversation_summary="Previous conversation summary", prompt_queue=deque()
+        )
+        combined_input = CombinedInput(
+            agent_goal=sample_agent_goal, tool_params=tool_params
+        )
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[mock_get_wf_env_vars],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Give workflow time to initialize
+            import asyncio
+
            await asyncio.sleep(0.1)
-            
-            await handle.signal(AgentGoalWorkflow.user_prompt, "Second message") 
+
+            # Query conversation summary
+            summary = await handle.query(AgentGoalWorkflow.get_summary_from_history)
+            assert summary == "Previous conversation summary"
+
+            # Query conversation history - should include summary message
+            conversation_history = await handle.query(
+                AgentGoalWorkflow.get_conversation_history
+            )
+            messages = conversation_history["messages"]
+
+            # Should have conversation_summary message
+            summary_messages = [
+                msg for msg in messages if msg["actor"] == "conversation_summary"
+            ]
+            assert len(summary_messages) == 1
+            assert summary_messages[0]["response"] == "Previous conversation summary"
+
+            # End workflow
+            await handle.signal(AgentGoalWorkflow.end_chat)
+            await handle.result()
+
+    async def test_workflow_queries(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
+        """Test all workflow query methods."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[mock_get_wf_env_vars],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                sample_combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Give workflow time to initialize
+            import asyncio
+
            await asyncio.sleep(0.1)
-            
-            await handle.signal(AgentGoalWorkflow.user_prompt, "Third message")
-            await asyncio.sleep(0.1)
-            
+
+            # Test get_conversation_history query
+            conversation_history = await handle.query(
+                AgentGoalWorkflow.get_conversation_history
+            )
+            assert isinstance(conversation_history, dict)
+            assert "messages" in conversation_history
+
+            # Test get_agent_goal query
+            agent_goal = await handle.query(AgentGoalWorkflow.get_agent_goal)
+            assert agent_goal.id == sample_combined_input.agent_goal.id
+
+            # Test get_summary_from_history query
+            summary = await handle.query(AgentGoalWorkflow.get_summary_from_history)
+            # Summary might be None if not set, so check for that
+            if sample_combined_input.tool_params.conversation_summary:
+                assert summary == sample_combined_input.tool_params.conversation_summary
+            else:
+                assert summary is None
+
+            # Test get_latest_tool_data query (should be None initially)
+            tool_data = await handle.query(AgentGoalWorkflow.get_latest_tool_data)
+            assert tool_data is None
+
+            # End workflow
+            await handle.signal(AgentGoalWorkflow.end_chat)
+            await handle.result()
+
+    async def test_enable_disable_debugging_confirm_signals(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
+        """Test debugging confirm enable/disable signals."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[mock_get_wf_env_vars],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                sample_combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Test enable debugging confirm signal
+            await handle.signal(AgentGoalWorkflow.enable_debugging_confirm)
+
+            # Test disable debugging confirm signal
+            await handle.signal(AgentGoalWorkflow.disable_debugging_confirm)
+
            # End workflow
            await handle.signal(AgentGoalWorkflow.end_chat)
            result = await handle.result()
            assert isinstance(result, str)
-            
+
+    async def test_workflow_with_empty_prompt_queue(
+        self, client: Client, sample_agent_goal
+    ):
+        """Test workflow behavior with empty prompt queue."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create input with empty prompt queue
+        from collections import deque
+
+        tool_params = AgentGoalWorkflowParams(
+            conversation_summary=None, prompt_queue=deque()
+        )
+        combined_input = CombinedInput(
+            agent_goal=sample_agent_goal, tool_params=tool_params
+        )
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[mock_get_wf_env_vars],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Give workflow time to initialize
+            import asyncio
+
+            await asyncio.sleep(0.1)
+
+            # Query initial state
+            conversation_history = await handle.query(
+                AgentGoalWorkflow.get_conversation_history
+            )
+            assert isinstance(conversation_history, dict)
+            assert "messages" in conversation_history
+
+            # Should have no messages initially (empty prompt queue, no summary)
+            messages = conversation_history["messages"]
+            assert len(messages) == 0
+
+            # End workflow
+            await handle.signal(AgentGoalWorkflow.end_chat)
+            result = await handle.result()
+            assert isinstance(result, str)
+
+    async def test_multiple_user_prompts(
+        self, client: Client, sample_combined_input: CombinedInput
+    ):
+        """Test workflow handling multiple user prompts in sequence."""
+        task_queue_name = str(uuid.uuid4())
+
+        # Create mock activity functions with proper signatures
+        @activity.defn(name="get_wf_env_vars")
+        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
+        @activity.defn(name="agent_validatePrompt")
+        async def mock_agent_validatePrompt(
+            validation_input: ValidationInput,
+        ) -> ValidationResult:
+            return ValidationResult(validationResult=True, validationFailedReason={})
+
+        @activity.defn(name="agent_toolPlanner")
+        async def mock_agent_toolPlanner(input: ToolPromptInput) -> dict:
+            # Keep workflow running for multiple prompts
+            return {"next": "question", "response": f"Processed: {input.prompt}"}
+
+        async with Worker(
+            client,
+            task_queue=task_queue_name,
+            workflows=[AgentGoalWorkflow],
+            activities=[
+                mock_get_wf_env_vars,
+                mock_agent_validatePrompt,
+                mock_agent_toolPlanner,
+            ],
+        ):
+            handle = await client.start_workflow(
+                AgentGoalWorkflow.run,
+                sample_combined_input,
+                id=str(uuid.uuid4()),
+                task_queue=task_queue_name,
+            )
+
+            # Send multiple prompts
+            await handle.signal(AgentGoalWorkflow.user_prompt, "First message")
+            import asyncio
+
+            await asyncio.sleep(0.1)
+
+            await handle.signal(AgentGoalWorkflow.user_prompt, "Second message")
+            await asyncio.sleep(0.1)
+
+            await handle.signal(AgentGoalWorkflow.user_prompt, "Third message")
+            await asyncio.sleep(0.1)
+
+            # End workflow
+            await handle.signal(AgentGoalWorkflow.end_chat)
+            result = await handle.result()
+            assert isinstance(result, str)
+
            # Parse result and verify multiple messages
            import json
+
            try:
                conversation_history = json.loads(result.replace("'", '"'))
-            except:
+            except Exception:
                conversation_history = eval(result)
            messages = conversation_history["messages"]
-            
+
            # Should have at least one user message (timing dependent)
            user_messages = [msg for msg in messages if msg["actor"] == "user"]
            assert len(user_messages) >= 1
-            
+
            # Verify at least the first message was processed
            message_texts = [str(msg["response"]) for msg in user_messages]
-            assert any("First message" in text for text in message_texts)
+            assert any("First message" in text for text in message_texts)
--- a/tests/test_tool_activities.py
+++ b/tests/test_tool_activities.py
@@ -1,19 +1,18 @@
-import os
-import uuid
 import json
-from unittest.mock import patch, MagicMock, AsyncMock
+import os
+from unittest.mock import AsyncMock, MagicMock, patch
+
 import pytest
 from temporalio.client import Client
-from temporalio.worker import Worker
 from temporalio.testing import ActivityEnvironment

 from activities.tool_activities import ToolActivities, dynamic_tool_activity
 from models.data_types import (
+    EnvLookupInput,
+    EnvLookupOutput,
+    ToolPromptInput,
    ValidationInput,
    ValidationResult,
-    ToolPromptInput,
-    EnvLookupInput,
-    EnvLookupOutput
 )


@@ -25,63 +24,66 @@ class TestToolActivities:
        self.tool_activities = ToolActivities()

    @pytest.mark.asyncio
-    async def test_agent_validatePrompt_valid_prompt(self, sample_agent_goal, sample_conversation_history):
+    async def test_agent_validatePrompt_valid_prompt(
+        self, sample_agent_goal, sample_conversation_history
+    ):
        """Test agent_validatePrompt with a valid prompt."""
        validation_input = ValidationInput(
            prompt="I need help with the test tool",
            conversation_history=sample_conversation_history,
-            agent_goal=sample_agent_goal
+            agent_goal=sample_agent_goal,
        )
-        
+
        # Mock the agent_toolPlanner to return a valid response
-        mock_response = {
-            "validationResult": True,
-            "validationFailedReason": {}
-        }
-        
-        with patch.object(self.tool_activities, 'agent_toolPlanner', new_callable=AsyncMock) as mock_planner:
+        mock_response = {"validationResult": True, "validationFailedReason": {}}
+
+        with patch.object(
+            self.tool_activities, "agent_toolPlanner", new_callable=AsyncMock
+        ) as mock_planner:
            mock_planner.return_value = mock_response
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.agent_validatePrompt,
-                validation_input
+                self.tool_activities.agent_validatePrompt, validation_input
            )
-            
+
            assert isinstance(result, ValidationResult)
            assert result.validationResult is True
            assert result.validationFailedReason == {}
-            
+
            # Verify the mock was called with correct parameters
            mock_planner.assert_called_once()

    @pytest.mark.asyncio
-    async def test_agent_validatePrompt_invalid_prompt(self, sample_agent_goal, sample_conversation_history):
+    async def test_agent_validatePrompt_invalid_prompt(
+        self, sample_agent_goal, sample_conversation_history
+    ):
        """Test agent_validatePrompt with an invalid prompt."""
        validation_input = ValidationInput(
            prompt="asdfghjkl nonsense",
            conversation_history=sample_conversation_history,
-            agent_goal=sample_agent_goal
+            agent_goal=sample_agent_goal,
        )
-        
+
        # Mock the agent_toolPlanner to return an invalid response
        mock_response = {
            "validationResult": False,
            "validationFailedReason": {
                "next": "question",
-                "response": "Your request doesn't make sense in this context"
-            }
+                "response": "Your request doesn't make sense in this context",
+            },
        }
-        
-        with patch.object(self.tool_activities, 'agent_toolPlanner', new_callable=AsyncMock) as mock_planner:
+
+        with patch.object(
+            self.tool_activities, "agent_toolPlanner", new_callable=AsyncMock
+        ) as mock_planner:
            mock_planner.return_value = mock_response
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.agent_validatePrompt,
-                validation_input
+                self.tool_activities.agent_validatePrompt, validation_input
            )
-            
+
            assert isinstance(result, ValidationResult)
            assert result.validationResult is False
            assert "doesn't make sense" in str(result.validationFailedReason)
@@ -90,29 +92,31 @@ class TestToolActivities:
    async def test_agent_toolPlanner_success(self):
        """Test agent_toolPlanner with successful LLM response."""
        prompt_input = ToolPromptInput(
-            prompt="Test prompt",
-            context_instructions="Test context instructions"
+            prompt="Test prompt", context_instructions="Test context instructions"
        )
-        
+
        # Mock the completion function
        mock_response = MagicMock()
        mock_response.choices = [MagicMock()]
-        mock_response.choices[0].message.content = '{"next": "confirm", "tool": "TestTool", "response": "Test response"}'
-        
-        with patch('activities.tool_activities.completion') as mock_completion:
+        mock_response.choices[
+            0
+        ].message.content = (
+            '{"next": "confirm", "tool": "TestTool", "response": "Test response"}'
+        )
+
+        with patch("activities.tool_activities.completion") as mock_completion:
            mock_completion.return_value = mock_response
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.agent_toolPlanner,
-                prompt_input
+                self.tool_activities.agent_toolPlanner, prompt_input
            )
-            
+
            assert isinstance(result, dict)
            assert result["next"] == "confirm"
            assert result["tool"] == "TestTool"
            assert result["response"] == "Test response"
-            
+
            # Verify completion was called with correct parameters
            mock_completion.assert_called_once()
            call_args = mock_completion.call_args[1]
@@ -125,27 +129,25 @@ class TestToolActivities:
    async def test_agent_toolPlanner_with_custom_base_url(self):
        """Test agent_toolPlanner with custom base URL configuration."""
        # Set up tool activities with custom base URL
-        with patch.dict(os.environ, {'LLM_BASE_URL': 'https://custom.endpoint.com'}):
+        with patch.dict(os.environ, {"LLM_BASE_URL": "https://custom.endpoint.com"}):
            tool_activities = ToolActivities()
-            
+
            prompt_input = ToolPromptInput(
-                prompt="Test prompt",
-                context_instructions="Test context instructions"
+                prompt="Test prompt", context_instructions="Test context instructions"
            )
-            
+
            mock_response = MagicMock()
            mock_response.choices = [MagicMock()]
-            mock_response.choices[0].message.content = '{"next": "done", "response": "Test"}'
-            
-            with patch('activities.tool_activities.completion') as mock_completion:
+            mock_response.choices[
+                0
+            ].message.content = '{"next": "done", "response": "Test"}'
+
+            with patch("activities.tool_activities.completion") as mock_completion:
                mock_completion.return_value = mock_response
-                
+
                activity_env = ActivityEnvironment()
-                await activity_env.run(
-                    tool_activities.agent_toolPlanner,
-                    prompt_input
-                )
-                
+                await activity_env.run(tool_activities.agent_toolPlanner, prompt_input)
+
                # Verify base_url was included in the call
                call_args = mock_completion.call_args[1]
                assert "base_url" in call_args
@@ -155,41 +157,37 @@ class TestToolActivities:
    async def test_agent_toolPlanner_json_parsing_error(self):
        """Test agent_toolPlanner handles JSON parsing errors."""
        prompt_input = ToolPromptInput(
-            prompt="Test prompt",
-            context_instructions="Test context instructions"
+            prompt="Test prompt", context_instructions="Test context instructions"
        )
-        
+
        # Mock the completion function to return invalid JSON
        mock_response = MagicMock()
        mock_response.choices = [MagicMock()]
-        mock_response.choices[0].message.content = 'Invalid JSON response'
-        
-        with patch('activities.tool_activities.completion') as mock_completion:
+        mock_response.choices[0].message.content = "Invalid JSON response"
+
+        with patch("activities.tool_activities.completion") as mock_completion:
            mock_completion.return_value = mock_response
-            
+
            activity_env = ActivityEnvironment()
            with pytest.raises(Exception):  # Should raise JSON parsing error
                await activity_env.run(
-                    self.tool_activities.agent_toolPlanner,
-                    prompt_input
+                    self.tool_activities.agent_toolPlanner, prompt_input
                )

    @pytest.mark.asyncio
    async def test_get_wf_env_vars_default_values(self):
        """Test get_wf_env_vars with default values."""
        env_input = EnvLookupInput(
-            show_confirm_env_var_name="SHOW_CONFIRM",
-            show_confirm_default=True
+            show_confirm_env_var_name="SHOW_CONFIRM", show_confirm_default=True
        )
-        
+
        # Clear environment variables
        with patch.dict(os.environ, {}, clear=True):
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.get_wf_env_vars,
-                env_input
+                self.tool_activities.get_wf_env_vars, env_input
            )
-            
+
            assert isinstance(result, EnvLookupOutput)
            assert result.show_confirm is True  # default value
            assert result.multi_goal_mode is True  # default value
@@ -198,21 +196,18 @@ class TestToolActivities:
    async def test_get_wf_env_vars_custom_values(self):
        """Test get_wf_env_vars with custom environment values."""
        env_input = EnvLookupInput(
-            show_confirm_env_var_name="SHOW_CONFIRM",
-            show_confirm_default=True
+            show_confirm_env_var_name="SHOW_CONFIRM", show_confirm_default=True
        )
-        
+
        # Set environment variables
-        with patch.dict(os.environ, {
-            'SHOW_CONFIRM': 'false',
-            'AGENT_GOAL': 'specific_goal'
-        }):
+        with patch.dict(
+            os.environ, {"SHOW_CONFIRM": "false", "AGENT_GOAL": "specific_goal"}
+        ):
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.get_wf_env_vars,
-                env_input
+                self.tool_activities.get_wf_env_vars, env_input
            )
-            
+
            assert isinstance(result, EnvLookupOutput)
            assert result.show_confirm is False  # from env var
            assert result.multi_goal_mode is False  # from env var
@@ -220,20 +215,22 @@ class TestToolActivities:
    def test_sanitize_json_response(self):
        """Test JSON response sanitization."""
        # Test with markdown code blocks
-        response_with_markdown = "```json\n{\"test\": \"value\"}\n```"
+        response_with_markdown = '```json\n{"test": "value"}\n```'
        sanitized = self.tool_activities.sanitize_json_response(response_with_markdown)
        assert sanitized == '{"test": "value"}'
-        
+
        # Test with extra whitespace
-        response_with_whitespace = "  \n{\"test\": \"value\"}  \n"
-        sanitized = self.tool_activities.sanitize_json_response(response_with_whitespace)
+        response_with_whitespace = '  \n{"test": "value"}  \n'
+        sanitized = self.tool_activities.sanitize_json_response(
+            response_with_whitespace
+        )
        assert sanitized == '{"test": "value"}'

    def test_parse_json_response_success(self):
        """Test successful JSON parsing."""
        json_string = '{"next": "confirm", "tool": "TestTool"}'
        result = self.tool_activities.parse_json_response(json_string)
-        
+
        assert isinstance(result, dict)
        assert result["next"] == "confirm"
        assert result["tool"] == "TestTool"
@@ -241,7 +238,7 @@ class TestToolActivities:
    def test_parse_json_response_failure(self):
        """Test JSON parsing with invalid JSON."""
        invalid_json = "Not valid JSON"
-        
+
        with pytest.raises(Exception):  # Should raise JSON parsing error
            self.tool_activities.parse_json_response(invalid_json)

@@ -255,26 +252,22 @@ class TestDynamicToolActivity:
        # Mock the activity info and payload converter
        mock_info = MagicMock()
        mock_info.activity_type = "TestTool"
-        
+
        mock_payload_converter = MagicMock()
        mock_payload = MagicMock()
        mock_payload.payload = b'{"test_arg": "test_value"}'
        mock_payload_converter.from_payload.return_value = {"test_arg": "test_value"}
-        
+
        # Mock the handler function
        def mock_handler(args):
            return {"result": f"Handled {args['test_arg']}"}
-        
-        with patch('temporalio.activity.info', return_value=mock_info), \
-             patch('temporalio.activity.payload_converter', return_value=mock_payload_converter), \
-             patch('tools.get_handler', return_value=mock_handler):
-            
+
+        with patch("temporalio.activity.info", return_value=mock_info), patch(
+            "temporalio.activity.payload_converter", return_value=mock_payload_converter
+        ), patch("tools.get_handler", return_value=mock_handler):
            activity_env = ActivityEnvironment()
-            result = await activity_env.run(
-                dynamic_tool_activity,
-                [mock_payload]
-            )
-            
+            result = await activity_env.run(dynamic_tool_activity, [mock_payload])
+
            assert isinstance(result, dict)
            assert result["result"] == "Handled test_value"

@@ -284,26 +277,22 @@ class TestDynamicToolActivity:
        # Mock the activity info and payload converter
        mock_info = MagicMock()
        mock_info.activity_type = "AsyncTestTool"
-        
+
        mock_payload_converter = MagicMock()
        mock_payload = MagicMock()
        mock_payload.payload = b'{"test_arg": "async_test"}'
        mock_payload_converter.from_payload.return_value = {"test_arg": "async_test"}
-        
+
        # Mock the async handler function
        async def mock_async_handler(args):
            return {"async_result": f"Async handled {args['test_arg']}"}
-        
-        with patch('temporalio.activity.info', return_value=mock_info), \
-             patch('temporalio.activity.payload_converter', return_value=mock_payload_converter), \
-             patch('tools.get_handler', return_value=mock_async_handler):
-            
+
+        with patch("temporalio.activity.info", return_value=mock_info), patch(
+            "temporalio.activity.payload_converter", return_value=mock_payload_converter
+        ), patch("tools.get_handler", return_value=mock_async_handler):
            activity_env = ActivityEnvironment()
-            result = await activity_env.run(
-                dynamic_tool_activity,
-                [mock_payload]
-            )
-            
+            result = await activity_env.run(dynamic_tool_activity, [mock_payload])
+
            assert isinstance(result, dict)
            assert result["async_result"] == "Async handled async_test"

@@ -314,21 +303,17 @@ class TestToolActivitiesIntegration:
    @pytest.mark.asyncio
    async def test_activities_in_worker(self, client: Client):
        """Test activities can be registered and executed in a worker."""
-        task_queue_name = str(uuid.uuid4())
+        # task_queue_name = str(uuid.uuid4())
        tool_activities = ToolActivities()
-        
+
        # Test get_wf_env_vars activity using ActivityEnvironment
        env_input = EnvLookupInput(
-            show_confirm_env_var_name="TEST_CONFIRM",
-            show_confirm_default=False
+            show_confirm_env_var_name="TEST_CONFIRM", show_confirm_default=False
        )
-        
+
        activity_env = ActivityEnvironment()
-        result = await activity_env.run(
-            tool_activities.get_wf_env_vars,
-            env_input
-        )
-        
+        result = await activity_env.run(tool_activities.get_wf_env_vars, env_input)
+
        assert isinstance(result, EnvLookupOutput)
        assert isinstance(result.show_confirm, bool)
        assert isinstance(result.multi_goal_mode, bool)
@@ -336,36 +321,36 @@ class TestToolActivitiesIntegration:

 class TestEdgeCases:
    """Test edge cases and error handling."""
-    
+
    def setup_method(self):
        """Set up test environment for each test."""
        self.tool_activities = ToolActivities()

    @pytest.mark.asyncio
-    async def test_agent_validatePrompt_with_empty_conversation_history(self, sample_agent_goal):
+    async def test_agent_validatePrompt_with_empty_conversation_history(
+        self, sample_agent_goal
+    ):
        """Test validation with empty conversation history."""
        validation_input = ValidationInput(
            prompt="Test prompt",
            conversation_history={"messages": []},
-            agent_goal=sample_agent_goal
+            agent_goal=sample_agent_goal,
        )
-        
-        mock_response = {
-            "validationResult": True,
-            "validationFailedReason": {}
-        }
-        
-        with patch.object(self.tool_activities, 'agent_toolPlanner', new_callable=AsyncMock) as mock_planner:
+
+        mock_response = {"validationResult": True, "validationFailedReason": {}}
+
+        with patch.object(
+            self.tool_activities, "agent_toolPlanner", new_callable=AsyncMock
+        ) as mock_planner:
            mock_planner.return_value = mock_response
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.agent_validatePrompt,
-                validation_input
+                self.tool_activities.agent_validatePrompt, validation_input
            )
-            
+
            assert isinstance(result, ValidationResult)
-            assert result.validationResult == True
+            assert result.validationResult
            assert result.validationFailedReason == {}

    @pytest.mark.asyncio
@@ -373,22 +358,22 @@ class TestEdgeCases:
        """Test toolPlanner with very long prompt."""
        long_prompt = "This is a very long prompt " * 100
        tool_prompt_input = ToolPromptInput(
-            prompt=long_prompt,
-            context_instructions="Test context instructions"
+            prompt=long_prompt, context_instructions="Test context instructions"
        )
-        
+
        # Mock the completion response
        mock_response = MagicMock()
        mock_response.choices = [MagicMock()]
-        mock_response.choices[0].message.content = '{"next": "done", "response": "Processed long prompt"}'
-        
-        with patch('activities.tool_activities.completion', return_value=mock_response):
+        mock_response.choices[
+            0
+        ].message.content = '{"next": "done", "response": "Processed long prompt"}'
+
+        with patch("activities.tool_activities.completion", return_value=mock_response):
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.agent_toolPlanner,
-                tool_prompt_input
+                self.tool_activities.agent_toolPlanner, tool_prompt_input
            )
-            
+
            assert isinstance(result, dict)
            assert result["next"] == "done"
            assert "Processed long prompt" in result["response"]
@@ -397,15 +382,15 @@ class TestEdgeCases:
    async def test_sanitize_json_with_various_formats(self):
        """Test JSON sanitization with various input formats."""
        # Test markdown code blocks
-        markdown_json = "```json\n{\"test\": \"value\"}\n```"
+        markdown_json = '```json\n{"test": "value"}\n```'
        result = self.tool_activities.sanitize_json_response(markdown_json)
        assert result == '{"test": "value"}'
-        
+
        # Test with extra whitespace
-        whitespace_json = "   \n  {\"test\": \"value\"}  \n  "
+        whitespace_json = '   \n  {"test": "value"}  \n  '
        result = self.tool_activities.sanitize_json_response(whitespace_json)
        assert result == '{"test": "value"}'
-        
+
        # Test already clean JSON
        clean_json = '{"test": "value"}'
        result = self.tool_activities.sanitize_json_response(clean_json)
@@ -423,44 +408,38 @@ class TestEdgeCases:
        # Test with "true" string
        with patch.dict(os.environ, {"TEST_CONFIRM": "true"}):
            env_input = EnvLookupInput(
-                show_confirm_env_var_name="TEST_CONFIRM",
-                show_confirm_default=False
+                show_confirm_env_var_name="TEST_CONFIRM", show_confirm_default=False
            )
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.get_wf_env_vars,
-                env_input
+                self.tool_activities.get_wf_env_vars, env_input
            )
-            
-            assert result.show_confirm == True
-        
+
+            assert result.show_confirm
+
        # Test with "false" string
        with patch.dict(os.environ, {"TEST_CONFIRM": "false"}):
            env_input = EnvLookupInput(
-                show_confirm_env_var_name="TEST_CONFIRM", 
-                show_confirm_default=True
+                show_confirm_env_var_name="TEST_CONFIRM", show_confirm_default=True
            )
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.get_wf_env_vars,
-                env_input
+                self.tool_activities.get_wf_env_vars, env_input
            )
-            
-            assert result.show_confirm == False
-        
+
+            assert not result.show_confirm
+
        # Test with missing env var (should use default)
        with patch.dict(os.environ, {}, clear=True):
            env_input = EnvLookupInput(
-                show_confirm_env_var_name="MISSING_VAR",
-                show_confirm_default=True
+                show_confirm_env_var_name="MISSING_VAR", show_confirm_default=True
            )
-            
+
            activity_env = ActivityEnvironment()
            result = await activity_env.run(
-                self.tool_activities.get_wf_env_vars,
-                env_input
+                self.tool_activities.get_wf_env_vars, env_input
            )
-            
-            assert result.show_confirm == True
+
+            assert result.show_confirm
--- a/tests/workflowtests/agent_goal_workflow_test.py
+++ b/tests/workflowtests/agent_goal_workflow_test.py
@@ -1,25 +1,22 @@
+import concurrent.futures
 import uuid
+from contextlib import contextmanager
+
+from temporalio import activity
 from temporalio.client import Client, WorkflowExecutionStatus
 from temporalio.worker import Worker
-from temporalio import activity
-import concurrent.futures
-from temporalio.testing import WorkflowEnvironment
+
 from api.main import get_initial_agent_goal
 from models.data_types import (
-    AgentGoalWorkflowParams, 
+    AgentGoalWorkflowParams,
    CombinedInput,
-    ValidationResult,
-    ValidationInput,
-    EnvLookupOutput,
    EnvLookupInput,
-    ToolPromptInput
+    EnvLookupOutput,
+    ToolPromptInput,
+    ValidationInput,
+    ValidationResult,
 )
 from workflows.agent_goal_workflow import AgentGoalWorkflow
-from activities.tool_activities import ToolActivities, dynamic_tool_activity
-from unittest.mock import patch
-from dotenv import load_dotenv
-import os
-from contextlib import contextmanager


@contextmanager
@@ -29,57 +26,49 @@ def my_context():
    print("Cleanup")


-
 async def test_flight_booking(client: Client):
+    # load_dotenv("test_flights_single.env")

-    #load_dotenv("test_flights_single.env")
-    
    with my_context() as value:
        print(f"Working with {value}")
-    
-        
+
        # Create the test environment
-        #env = await WorkflowEnvironment.start_local()
-        #client = env.client
+        # env = await WorkflowEnvironment.start_local()
+        # client = env.client
        task_queue_name = str(uuid.uuid4())
        workflow_id = str(uuid.uuid4())

        # Create mock activity functions with proper signatures
        @activity.defn(name="get_wf_env_vars")
        async def mock_get_wf_env_vars(input: EnvLookupInput) -> EnvLookupOutput:
-            return EnvLookupOutput(
-                show_confirm=True,
-                multi_goal_mode=True
-            )
-            
+            return EnvLookupOutput(show_confirm=True, multi_goal_mode=True)
+
        @activity.defn(name="agent_validatePrompt")
-        async def mock_agent_validatePrompt(validation_input: ValidationInput) -> ValidationResult:
-            return ValidationResult(
-                validationResult=True,
-                validationFailedReason={}
-            )
-            
+        async def mock_agent_validatePrompt(
+            validation_input: ValidationInput,
+        ) -> ValidationResult:
+            return ValidationResult(validationResult=True, validationFailedReason={})
+
        @activity.defn(name="agent_toolPlanner")
        async def mock_agent_toolPlanner(input: ToolPromptInput) -> dict:
-            return {
-                "next": "done",
-                "response": "Test response from LLM"
-            }
+            return {"next": "done", "response": "Test response from LLM"}

-        with concurrent.futures.ThreadPoolExecutor(max_workers=100) as activity_executor:        
+        with concurrent.futures.ThreadPoolExecutor(
+            max_workers=100
+        ) as activity_executor:
            worker = Worker(
-                client, 
+                client,
                task_queue=task_queue_name,
                workflows=[AgentGoalWorkflow],
                activities=[
                    mock_get_wf_env_vars,
                    mock_agent_validatePrompt,
-                    mock_agent_toolPlanner
+                    mock_agent_toolPlanner,
                ],
                activity_executor=activity_executor,
            )

-            async with worker:                 
+            async with worker:
                initial_agent_goal = get_initial_agent_goal()
                # Create combined input
                combined_input = CombinedInput(
@@ -87,30 +76,36 @@ async def test_flight_booking(client: Client):
                    agent_goal=initial_agent_goal,
                )

-                prompt="Hello!"
+                prompt = "Hello!"

-                #async with Worker(client, task_queue=task_queue_name, workflows=[AgentGoalWorkflow], activities=[ToolActivities.agent_validatePrompt, ToolActivities.agent_toolPlanner, dynamic_tool_activity]):
+                # async with Worker(client, task_queue=task_queue_name, workflows=[AgentGoalWorkflow], activities=[ToolActivities.agent_validatePrompt, ToolActivities.agent_toolPlanner, dynamic_tool_activity]):

                # todo set goal categories for scenarios
                handle = await client.start_workflow(
                    AgentGoalWorkflow.run,
                    combined_input,
-                    id=workflow_id, 
+                    id=workflow_id,
                    task_queue=task_queue_name,
                    start_signal="user_prompt",
                    start_signal_args=[prompt],
                )
                # todo send signals to simulate user input
                # await handle.signal(AgentGoalWorkflow.user_prompt, "book flights") # for multi-goal
-                await handle.signal(AgentGoalWorkflow.user_prompt, "sydney in september")
-                assert WorkflowExecutionStatus.RUNNING == (await handle.describe()).status
+                await handle.signal(
+                    AgentGoalWorkflow.user_prompt, "sydney in september"
+                )
+                assert (
+                    WorkflowExecutionStatus.RUNNING == (await handle.describe()).status
+                )

-                
-                #assert ["Hello, user1", "Hello, user2"] == await handle.result()
-                await handle.signal(AgentGoalWorkflow.user_prompt, "I'm all set, end conversation")
-                
-                #assert WorkflowExecutionStatus.COMPLETED == (await handle.describe()).status
+                # assert ["Hello, user1", "Hello, user2"] == await handle.result()
+                await handle.signal(
+                    AgentGoalWorkflow.user_prompt, "I'm all set, end conversation"
+                )
+
+                # assert WorkflowExecutionStatus.COMPLETED == (await handle.describe()).status

                result = await handle.result()
-                #todo dump workflow history for analysis optional
-                #todo assert result is good
+                print(f"Workflow result: {result}")
+                # todo dump workflow history for analysis optional
+                # todo assert result is good
--- a/thirdparty/train_api.py
+++ b/thirdparty/train_api.py
@@ -1,9 +1,9 @@
-from http.server import HTTPServer, BaseHTTPRequestHandler
-from urllib.parse import parse_qs, urlparse
 import json
-import time
 import random
 import string
+import time
+from http.server import BaseHTTPRequestHandler, HTTPServer
+from urllib.parse import parse_qs, urlparse


 def parse_datetime(datetime_str):
@@ -213,4 +213,4 @@ def run_server():


 if __name__ == "__main__":
-    run_server()
+    run_server()
--- a/tools/init.py
+++ b/tools/init.py
@@ -1,35 +1,24 @@
-from .search_fixtures import search_fixtures
-from .search_flights import search_flights
-from .search_trains import search_trains
-from .search_trains import book_trains
-from .create_invoice import create_invoice
-from .find_events import find_events
-from .list_agents import list_agents
 from .change_goal import change_goal
-from .transfer_control import transfer_control
-
-from .hr.current_pto import current_pto
-from .hr.book_pto import book_pto
-from .hr.future_pto_calc import future_pto_calc
-from .hr.checkpaybankstatus import checkpaybankstatus
-
+from .create_invoice import create_invoice
+from .ecommerce.get_order import get_order
+from .ecommerce.list_orders import list_orders
+from .ecommerce.track_package import track_package
 from .fin.check_account_valid import check_account_valid
 from .fin.get_account_balances import get_account_balance
 from .fin.move_money import move_money
 from .fin.submit_loan_application import submit_loan_application
-
-from .ecommerce.get_order import get_order
-from .ecommerce.track_package import track_package
-from .ecommerce.list_orders import list_orders
-
-from .food.get_menu import get_menu
-from .food.get_menu_item_details import get_menu_item_details
-from .food.add_to_cart import add_to_cart
-from .food.place_order import place_order
-from .food.check_order_status import check_order_status
-
+from .find_events import find_events
 from .give_hint import give_hint
 from .guess_location import guess_location
+from .hr.book_pto import book_pto
+from .hr.checkpaybankstatus import checkpaybankstatus
+from .hr.current_pto import current_pto
+from .hr.future_pto_calc import future_pto_calc
+from .list_agents import list_agents
+from .search_fixtures import search_fixtures
+from .search_flights import search_flights
+from .search_trains import book_trains, search_trains
+from .transfer_control import transfer_control


 def get_handler(tool_name: str):
@@ -73,16 +62,6 @@ def get_handler(tool_name: str):
        return track_package
    if tool_name == "ListOrders":
        return list_orders
-    if tool_name == "GetMenu":
-        return get_menu
-    if tool_name == "GetMenuItemDetails":
-        return get_menu_item_details
-    if tool_name == "AddToCart":
-        return add_to_cart
-    if tool_name == "PlaceOrder":
-        return place_order
-    if tool_name == "CheckOrderStatus":
-        return check_order_status
    if tool_name == "GiveHint":
        return give_hint
    if tool_name == "GuessLocation":
--- a/tools/change_goal.py
+++ b/tools/change_goal.py
@@ -1,9 +1,8 @@
 def change_goal(args: dict) -> dict:
-
    new_goal = args.get("goalID")
    if new_goal is None:
        new_goal = "goal_choose_agent_type"

    return {
        "new_goal": new_goal,
-    }
+    }
--- a/tools/create_invoice.py
+++ b/tools/create_invoice.py
@@ -1,4 +1,5 @@
 import os
+
 import stripe
 from dotenv import load_dotenv

--- a/tools/data/food_ordering_data.json
+++ b/tools/data/food_ordering_data.json
@@ -1,122 +0,0 @@
-{
-  "restaurants": [
-    {
-      "id": "rest_001",
-      "name": "Tony's Pizza Palace",
-      "menu": [
-        {
-          "id": "item_001",
-          "name": "Margherita Pizza",
-          "category": "Pizza",
-          "price": 14.99,
-          "description": "Fresh mozzarella, tomato sauce, basil",
-          "available": true
-        },
-        {
-          "id": "item_002",
-          "name": "Pepperoni Pizza",
-          "category": "Pizza",
-          "price": 16.99,
-          "description": "Classic pepperoni with mozzarella and tomato sauce",
-          "available": true
-        },
-        {
-          "id": "item_003",
-          "name": "Caesar Salad",
-          "category": "Salad",
-          "price": 9.99,
-          "description": "Romaine lettuce, parmesan, croutons, caesar dressing",
-          "available": true
-        },
-        {
-          "id": "item_004",
-          "name": "Garlic Bread",
-          "category": "Sides",
-          "price": 5.99,
-          "description": "Fresh baked bread with garlic butter",
-          "available": true
-        },
-        {
-          "id": "item_005",
-          "name": "Tiramisu",
-          "category": "Dessert",
-          "price": 7.99,
-          "description": "Classic Italian dessert with coffee and mascarpone",
-          "available": true
-        }
-      ]
-    }
-  ],
-  "carts": {
-    "steve@example.com": {
-      "restaurant_id": "rest_001",
-      "items": []
-    }
-  },
-  "orders": [
-    {
-      "id": "order_001",
-      "customer_email": "john.doe@example.com",
-      "restaurant_id": "rest_001",
-      "items": [
-        {
-          "item_id": "item_001",
-          "quantity": 1,
-          "price": 14.99
-        },
-        {
-          "item_id": "item_004",
-          "quantity": 2,
-          "price": 5.99
-        }
-      ],
-      "total": 26.97,
-      "status": "delivered",
-      "order_date": "2025-05-29T18:30:00Z",
-      "estimated_delivery": "2025-05-29T19:15:00Z",
-      "actual_delivery": "2025-05-29T19:12:00Z"
-    },
-    {
-      "id": "order_002",
-      "customer_email": "jane.smith@example.com",
-      "restaurant_id": "rest_001",
-      "items": [
-        {
-          "item_id": "item_002",
-          "quantity": 1,
-          "price": 16.99
-        }
-      ],
-      "total": 16.99,
-      "status": "preparing",
-      "order_date": "2025-05-30T12:00:00Z",
-      "estimated_delivery": "2025-05-30T12:45:00Z"
-    },
-    {
-      "id": "order_58539a70",
-      "customer_email": "steve@example.com",
-      "restaurant_id": "rest_001",
-      "items": [
-        {
-          "item_id": "item_001",
-          "quantity": 1,
-          "price": 14.99
-        },
-        {
-          "item_id": "item_002",
-          "quantity": 1,
-          "price": 16.99
-        },
-        {
-          "item_id": "item_004",
-          "quantity": 1,
-          "price": 5.99
-        }
-      ],
-      "total": 37.97,
-      "status": "preparing",
-      "order_date": "2025-05-30T20:28:18.444162Z",
-      "estimated_delivery": "2025-05-30T20:58:18.444169Z"
-    }
-  ]
-}
--- a/tools/ecommerce/get_order.py
+++ b/tools/ecommerce/get_order.py
@@ -1,16 +1,18 @@
-from pathlib import Path
 import json
+from pathlib import Path
+

 # this is made to demonstrate functionality but it could just as durably be an API call
 # called as part of a temporal activity with automatic retries
 def get_order(args: dict) -> dict:
-    
    order_id = args.get("order_id")

-    file_path = Path(__file__).resolve().parent.parent / "data" / "customer_order_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "customer_order_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    with open(file_path, "r") as file:
        data = json.load(file)
    order_list = data["orders"]
@@ -18,6 +20,6 @@ def get_order(args: dict) -> dict:
    for order in order_list:
        if order["id"] == order_id:
            return order
-        
+
    return_msg = "Order " + order_id + " not found."
-    return {"error": return_msg}
+    return {"error": return_msg}
--- a/tools/ecommerce/list_orders.py
+++ b/tools/ecommerce/list_orders.py
@@ -1,17 +1,20 @@
-from pathlib import Path
 import json
+from pathlib import Path
+

 def sorting(e):
-  return e['order_date']
+    return e["order_date"]
+

 def list_orders(args: dict) -> dict:
-    
    email_address = args.get("email_address")

-    file_path = Path(__file__).resolve().parent.parent / "data" / "customer_order_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "customer_order_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    with open(file_path, "r") as file:
        data = json.load(file)
    order_list = data["orders"]
@@ -24,7 +27,6 @@ def list_orders(args: dict) -> dict:
    if len(rtn_order_list) > 0:
        rtn_order_list.sort(key=sorting)
        return {"orders": rtn_order_list}
-    else:    
+    else:
        return_msg = "No orders for customer " + email_address + " found."
        return {"error": return_msg}
-
--- a/tools/ecommerce/track_package.py
+++ b/tools/ecommerce/track_package.py
@@ -1,49 +1,59 @@
 import http
-import os
 import json
-
+import os
 from pathlib import Path

-#Send back dummy data in the correct format - to use the real API, 1) change this to be track_package_fake and 2) change the below track_package_real to be track_package 
+
+# Send back dummy data in the correct format - to use the real API, 1) change this to be track_package_fake and 2) change the below track_package_real to be track_package
 def track_package(args: dict) -> dict:
-    
    tracking_id = args.get("tracking_id")
-    file_path = Path(__file__).resolve().parent.parent / "data" / "dummy_tracking_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "dummy_tracking_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    with open(file_path, "r") as file:
        data = json.load(file)
    package_list = data["packages"]

    for package in package_list:
        if package["TrackingNumber"] == tracking_id:
-                scheduled_delivery_date = package["ScheduledDeliveryDate"]
-                carrier = package["Carrier"]
-                status_summary = package["StatusSummary"]
-                tracking_details = package.get("TrackingDetails", [])
-                last_tracking_update = ""
-                if tracking_details and tracking_details is not None and tracking_details[0] is not None:
-                    last_tracking_update = tracking_details[0]["EventDateTimeInDateTimeFormat"]
-                
-                tracking_link = ""
-                if carrier == "USPS":
-                    tracking_link = f"https://tools.usps.com/go/TrackConfirmAction?qtc_tLabels1={tracking_id}"
-                elif carrier == "UPS":
-                    tracking_link = f"https://www.ups.com/track?track=yes&trackNums={tracking_id}"
+            scheduled_delivery_date = package["ScheduledDeliveryDate"]
+            carrier = package["Carrier"]
+            status_summary = package["StatusSummary"]
+            tracking_details = package.get("TrackingDetails", [])
+            last_tracking_update = ""
+            if (
+                tracking_details
+                and tracking_details is not None
+                and tracking_details[0] is not None
+            ):
+                last_tracking_update = tracking_details[0][
+                    "EventDateTimeInDateTimeFormat"
+                ]
+
+            tracking_link = ""
+            if carrier == "USPS":
+                tracking_link = f"https://tools.usps.com/go/TrackConfirmAction?qtc_tLabels1={tracking_id}"
+            elif carrier == "UPS":
+                tracking_link = (
+                    f"https://www.ups.com/track?track=yes&trackNums={tracking_id}"
+                )
+
+            return {
+                "scheduled_delivery_date": scheduled_delivery_date,
+                "carrier": carrier,
+                "status_summary": status_summary,
+                "tracking_link": tracking_link,
+                "last_tracking_update": last_tracking_update,
+            }

-                return {
-                    "scheduled_delivery_date": scheduled_delivery_date,
-                    "carrier": carrier,
-                    "status_summary": status_summary,
-                    "tracking_link": tracking_link,
-                    "last_tracking_update": last_tracking_update
-                }
- 
    return_msg = "Package not found with tracking info " + tracking_id
    return {"error": return_msg}

-'''Format of response:
+
+"""Format of response:
 {
    "TrackingNumber": "",
    "Delivered": false,
@@ -94,9 +104,10 @@ def track_package(args: dict) -> dict:
        }
    ]
 }
-'''
-def track_package_real(args: dict) -> dict:
+"""

+
+def track_package_real(args: dict) -> dict:
    tracking_id = args.get("tracking_id")

    api_key = os.getenv("RAPIDAPI_KEY")
@@ -127,11 +138,17 @@ def track_package_real(args: dict) -> dict:
    status_summary = json_data["StatusSummary"]
    tracking_details = json_data.get("TrackingDetails", [])
    last_tracking_update = ""
-    if tracking_details and tracking_details is not None and tracking_details[0] is not None:
+    if (
+        tracking_details
+        and tracking_details is not None
+        and tracking_details[0] is not None
+    ):
        last_tracking_update = tracking_details[0]["EventDateTimeInDateTimeFormat"]
    tracking_link = ""
    if carrier == "USPS":
-        tracking_link = f"https://tools.usps.com/go/TrackConfirmAction?qtc_tLabels1={tracking_id}"
+        tracking_link = (
+            f"https://tools.usps.com/go/TrackConfirmAction?qtc_tLabels1={tracking_id}"
+        )
    elif carrier == "UPS":
        tracking_link = f"https://www.ups.com/track?track=yes&trackNums={tracking_id}"

@@ -140,5 +157,5 @@ def track_package_real(args: dict) -> dict:
        "carrier": carrier,
        "status_summary": status_summary,
        "tracking_link": tracking_link,
-        "last_tracking_update": last_tracking_update
-    }
+        "last_tracking_update": last_tracking_update,
+    }
--- a/tools/fin/check_account_valid.py
+++ b/tools/fin/check_account_valid.py
@@ -1,24 +1,31 @@
-from pathlib import Path
 import json
+from pathlib import Path
+

 # this is made to demonstrate functionality but it could just as durably be an API call
 # called as part of a temporal activity with automatic retries
 def check_account_valid(args: dict) -> dict:
-    
    email = args.get("email")
    account_id = args.get("account_id")

-    file_path = Path(__file__).resolve().parent.parent / "data" / "customer_account_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "customer_account_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    with open(file_path, "r") as file:
        data = json.load(file)
    account_list = data["accounts"]

    for account in account_list:
        if account["email"] == email or account["account_id"] == account_id:
-            return{"status": "account valid"}
-        
-    return_msg = "Account not found with email address " + email + " or account ID: " + account_id
-    return {"error": return_msg}
+            return {"status": "account valid"}
+
+    return_msg = (
+        "Account not found with email address "
+        + email
+        + " or account ID: "
+        + account_id
+    )
+    return {"error": return_msg}
--- a/tools/fin/get_account_balances.py
+++ b/tools/fin/get_account_balances.py
@@ -1,23 +1,33 @@
-from pathlib import Path
 import json
+from pathlib import Path
+

 # this is made to demonstrate functionality but it could just as durably be an API call
 # this assumes it's a valid account - use check_account_valid() to verify that first
 def get_account_balance(args: dict) -> dict:
-    
    account_key = args.get("email_address_or_account_ID")

-    file_path = Path(__file__).resolve().parent.parent / "data" / "customer_account_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "customer_account_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    with open(file_path, "r") as file:
        data = json.load(file)
    account_list = data["accounts"]

    for account in account_list:
        if account["email"] == account_key or account["account_id"] == account_key:
-            return{ "name": account["name"], "email": account["email"], "account_id": account["account_id"], "checking_balance": account["checking_balance"], "savings_balance": account["savings_balance"], "bitcoin_balance": account["bitcoin_balance"], "account_creation_date": account["account_creation_date"] }
-        
+            return {
+                "name": account["name"],
+                "email": account["email"],
+                "account_id": account["account_id"],
+                "checking_balance": account["checking_balance"],
+                "savings_balance": account["savings_balance"],
+                "bitcoin_balance": account["bitcoin_balance"],
+                "account_creation_date": account["account_creation_date"],
+            }
+
    return_msg = "Account not found with for " + account_key
-    return {"error": return_msg}
+    return {"error": return_msg}
--- a/tools/fin/move_money.py
+++ b/tools/fin/move_money.py
@@ -1,16 +1,12 @@
-import os
-from pathlib import Path
 import json
-from temporalio.client import Client
+import os
 from dataclasses import dataclass
-from typing import Optional
-import asyncio
+from pathlib import Path
+
 from temporalio.exceptions import WorkflowAlreadyStartedError
+
 from shared.config import get_temporal_client

-
-from enum import Enum, auto
-
 # enums for the java enum
 # class ExecutionScenarios(Enum):
 #     HAPPY_PATH = 0
@@ -32,7 +28,6 @@ class MoneyMovementWorkflowParameterObj:
 # this is made to demonstrate functionality but it could just as durably be an API call
 # this assumes it's a valid account - use check_account_valid() to verify that first
 async def move_money(args: dict) -> dict:
-
    account_key = args.get("email_address_or_account_ID")
    account_type: str = args.get("accounttype")
    amount = args.get("amount")
@@ -101,7 +96,6 @@ async def move_money(args: dict) -> dict:
 async def start_workflow(
    amount_cents: int, from_account_name: str, to_account_name: str
 ) -> str:
-
    start_real_workflow = os.getenv("FIN_START_REAL_WORKFLOW")
    if start_real_workflow is not None and start_real_workflow.lower() == "false":
        START_REAL_WORKFLOW = False
@@ -128,7 +122,7 @@ async def start_workflow(
                task_queue="MoneyTransferJava",  # Task queue name
            )
            return handle.id
-        except WorkflowAlreadyStartedError as e:
+        except WorkflowAlreadyStartedError:
            existing_handle = client.get_workflow_handle(workflow_id=workflow_id)
            return existing_handle.id
    else:
--- a/tools/fin/submit_loan_application.py
+++ b/tools/fin/submit_loan_application.py
@@ -1,18 +1,10 @@
-from datetime import date, timedelta
 import os
-from pathlib import Path
-import json
-from temporalio.client import (
-    Client,
-    WithStartWorkflowOperation,
-    WorkflowHandle,
-    WorkflowUpdateFailedError,
-)
-from temporalio import common
 from dataclasses import dataclass
-from typing import Optional
-import asyncio
-from temporalio.exceptions import WorkflowAlreadyStartedError
+from datetime import date
+
+from temporalio import common
+from temporalio.client import WithStartWorkflowOperation, WorkflowUpdateFailedError
+
 from shared.config import get_temporal_client


@@ -24,39 +16,55 @@ class TransactionRequest:
    sourceAccount: str
    targetAccount: str

+
@dataclass
 class TxResult:
    transactionId: str
    status: str

-#demonstrate starting a workflow and early return pattern while the workflow continues
+
+# demonstrate starting a workflow and early return pattern while the workflow continues
 async def submit_loan_application(args: dict) -> dict:
    account_key = args.get("email_address_or_account_ID")
    amount = args.get("amount")

-    loan_status: dict = await start_workflow(amount=amount,account_name=account_key)
+    loan_status: dict = await start_workflow(amount=amount, account_name=account_key)

    if loan_status.get("error") is None:
-        return {'status': loan_status.get("loan_application_status"), 'detailed_status': loan_status.get("application_details"), 'next_step': loan_status.get("advisement"), 'confirmation_id': loan_status.get("transaction_id")}  
+        return {
+            "status": loan_status.get("loan_application_status"),
+            "detailed_status": loan_status.get("application_details"),
+            "next_step": loan_status.get("advisement"),
+            "confirmation_id": loan_status.get("transaction_id"),
+        }
    else:
        print(loan_status)
        return loan_status
-    
+

 # Async function to start workflow
-async def start_workflow(amount: str, account_name: str, )-> dict:
- 
+async def start_workflow(
+    amount: str,
+    account_name: str,
+) -> dict:
    start_real_workflow = os.getenv("FIN_START_REAL_WORKFLOW")
    if start_real_workflow is not None and start_real_workflow.lower() == "false":
-        START_REAL_WORKFLOW = False
-        return {'loan_application_status': "applied", 'application_details': "loan application is submitted and initial validation is complete",'transaction_id': "APPLICATION"+account_name, 'advisement': "You'll receive a confirmation for final approval in three business days", }  
+        # START_REAL_WORKFLOW = False
+        return {
+            "loan_application_status": "applied",
+            "application_details": "loan application is submitted and initial validation is complete",
+            "transaction_id": "APPLICATION" + account_name,
+            "advisement": "You'll receive a confirmation for final approval in three business days",
+        }
    else:
-        START_REAL_WORKFLOW = True
-         # Connect to Temporal 
+        # START_REAL_WORKFLOW = True
+        # Connect to Temporal
        client = await get_temporal_client()
-    
+
        # Define the workflow ID and task queue
-        workflow_id = "LOAN_APPLICATION-"+account_name+"-"+date.today().strftime('%Y-%m-%d')
+        workflow_id = (
+            "LOAN_APPLICATION-" + account_name + "-" + date.today().strftime("%Y-%m-%d")
+        )
        task_queue = "LatencyOptimizationTEST"

        # Create a TransactionRequest (matching the Java workflow's expected input)
@@ -83,21 +91,27 @@ async def start_workflow(amount: str, account_name: str, )-> dict:
                )
            )
        except WorkflowUpdateFailedError:
-            print("aww man got exception WorkflowUpdateFailedError" )
+            print("aww man got exception WorkflowUpdateFailedError")
            tx_result = None
            return_msg = "Loan could not be processed for " + account_name
            return {"error": return_msg}

        workflow_handle = await start_op.workflow_handle()
+        print(f"Workflow started with ID: {workflow_handle.id}")
        print(tx_result)

-        print(f"Update result: Transaction ID = {tx_result.transactionId}, Message = {tx_result.status}")
+        print(
+            f"Update result: Transaction ID = {tx_result.transactionId}, Message = {tx_result.status}"
+        )

        # Optionally, wait for the workflow to complete and get the final result
        # final_result = await handle.result()
        # print(f"Workflow completed with result: {final_result}")

-
-        # return {'status': loan_status.get("loan_status"), 'detailed_status': loan_status.get("results"), 'next_step': loan_status.get("advisement"), 'confirmation_id': loan_status.get("workflowID")}  
-        return {'loan_application_status': "applied", 'application_details': "loan application is submitted and initial validation is complete",'transaction_id': tx_result.transactionId, 'advisement': "You'll receive a confirmation for final approval in three business days", }  
-    
+        # return {'status': loan_status.get("loan_status"), 'detailed_status': loan_status.get("results"), 'next_step': loan_status.get("advisement"), 'confirmation_id': loan_status.get("workflowID")}
+        return {
+            "loan_application_status": "applied",
+            "application_details": "loan application is submitted and initial validation is complete",
+            "transaction_id": tx_result.transactionId,
+            "advisement": "You'll receive a confirmation for final approval in three business days",
+        }
--- a/tools/find_events.py
+++ b/tools/find_events.py
@@ -1,6 +1,6 @@
+import json
 from datetime import datetime
 from pathlib import Path
-import json


 def find_events(args: dict) -> dict:
--- a/tools/food/add_to_cart.py
+++ b/tools/food/add_to_cart.py
@@ -1,63 +0,0 @@
-from pathlib import Path
-import json
-
-def add_to_cart(args: dict) -> dict:
-    customer_email = args.get("customer_email")
-    item_id = args.get("item_id")
-    quantity = int(args.get("quantity", 1))
-    restaurant_id = args.get("restaurant_id", "rest_001")
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "food_ordering_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-    
-    with open(file_path, "r") as file:
-        data = json.load(file)
-    
-    # Find the item to get its price
-    item_price = None
-    item_name = None
-    for restaurant in data["restaurants"]:
-        if restaurant["id"] == restaurant_id:
-            for item in restaurant["menu"]:
-                if item["id"] == item_id:
-                    item_price = item["price"]
-                    item_name = item["name"]
-                    break
-    
-    if item_price is None:
-        return {"error": f"Item {item_id} not found."}
-    
-    # Initialize cart if it doesn't exist
-    if customer_email not in data["carts"]:
-        data["carts"][customer_email] = {
-            "restaurant_id": restaurant_id,
-            "items": []
-        }
-    
-    # Check if item already in cart
-    cart = data["carts"][customer_email]
-    existing_item = None
-    for cart_item in cart["items"]:
-        if cart_item["item_id"] == item_id:
-            existing_item = cart_item
-            break
-    
-    if existing_item:
-        existing_item["quantity"] += quantity
-    else:
-        cart["items"].append({
-            "item_id": item_id,
-            "quantity": quantity,
-            "price": item_price
-        })
-    
-    # Save back to file
-    with open(file_path, "w") as file:
-        json.dump(data, file, indent=2)
-    
-    return {
-        "status": "success",
-        "message": f"Added {quantity} x {item_name} to cart",
-        "cart": cart
-    }
--- a/tools/food/check_order_status.py
+++ b/tools/food/check_order_status.py
@@ -1,28 +0,0 @@
-from pathlib import Path
-import json
-
-def check_order_status(args: dict) -> dict:
-    order_id = args.get("order_id")
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "food_ordering_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-    
-    with open(file_path, "r") as file:
-        data = json.load(file)
-    
-    orders = data["orders"]
-    
-    for order in orders:
-        if order["id"] == order_id:
-            return {
-                "order_id": order["id"],
-                "status": order["status"],
-                "order_date": order["order_date"],
-                "estimated_delivery": order["estimated_delivery"],
-                "actual_delivery": order.get("actual_delivery"),
-                "total": order["total"],
-                "items": order["items"]
-            }
-    
-    return {"error": f"Order {order_id} not found."}
--- a/tools/food/get_menu.py
+++ b/tools/food/get_menu.py
@@ -1,23 +0,0 @@
-from pathlib import Path
-import json
-
-def get_menu(args: dict) -> dict:
-    restaurant_id = args.get("restaurant_id", "rest_001")
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "food_ordering_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-    
-    with open(file_path, "r") as file:
-        data = json.load(file)
-    
-    restaurants = data["restaurants"]
-    
-    for restaurant in restaurants:
-        if restaurant["id"] == restaurant_id:
-            return {
-                "restaurant_name": restaurant["name"],
-                "menu": restaurant["menu"]
-            }
-    
-    return {"error": f"Restaurant {restaurant_id} not found."}
--- a/tools/food/get_menu_item_details.py
+++ b/tools/food/get_menu_item_details.py
@@ -1,23 +0,0 @@
-from pathlib import Path
-import json
-
-def get_menu_item_details(args: dict) -> dict:
-    item_id = args.get("item_id")
-    restaurant_id = args.get("restaurant_id", "rest_001")
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "food_ordering_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-    
-    with open(file_path, "r") as file:
-        data = json.load(file)
-    
-    restaurants = data["restaurants"]
-    
-    for restaurant in restaurants:
-        if restaurant["id"] == restaurant_id:
-            for item in restaurant["menu"]:
-                if item["id"] == item_id:
-                    return item
-    
-    return {"error": f"Menu item {item_id} not found."}
--- a/tools/food/place_order.py
+++ b/tools/food/place_order.py
@@ -1,57 +0,0 @@
-from pathlib import Path
-import json
-import uuid
-from datetime import datetime, timedelta
-
-def place_order(args: dict) -> dict:
-    customer_email = args.get("customer_email")
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "food_ordering_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-    
-    with open(file_path, "r") as file:
-        data = json.load(file)
-    
-    # Check if cart exists
-    if customer_email not in data["carts"] or not data["carts"][customer_email]["items"]:
-        return {"error": "Cart is empty. Please add items to cart first."}
-    
-    cart = data["carts"][customer_email]
-    
-    # Calculate total
-    total = sum(item["price"] * item["quantity"] for item in cart["items"])
-    
-    # Create order
-    order_id = f"order_{str(uuid.uuid4())[:8]}"
-    order_date = datetime.now().isoformat() + "Z"
-    estimated_delivery = (datetime.now() + timedelta(minutes=30)).isoformat() + "Z"
-    
-    new_order = {
-        "id": order_id,
-        "customer_email": customer_email,
-        "restaurant_id": cart["restaurant_id"],
-        "items": cart["items"],
-        "total": round(total, 2),
-        "status": "preparing",
-        "order_date": order_date,
-        "estimated_delivery": estimated_delivery
-    }
-    
-    # Add order to data
-    data["orders"].append(new_order)
-    
-    # Clear cart
-    data["carts"][customer_email] = {"restaurant_id": cart["restaurant_id"], "items": []}
-    
-    # Save back to file
-    with open(file_path, "w") as file:
-        json.dump(data, file, indent=2)
-    
-    return {
-        "status": "success",
-        "order_id": order_id,
-        "total": round(total, 2),
-        "estimated_delivery": estimated_delivery,
-        "message": "Order placed successfully!"
-    }
--- a/tools/give_hint.py
+++ b/tools/give_hint.py
@@ -1,10 +1,10 @@
 TREASURE_LOCATION = {
-        "address": "300 Lenora",
-        "city": "Seattle",
-        "state_full": "Washington",
-        "state_abbrev": "WA",
-        "zip": "98121",
-        "country": "USA"
+    "address": "300 Lenora",
+    "city": "Seattle",
+    "state_full": "Washington",
+    "state_abbrev": "WA",
+    "zip": "98121",
+    "country": "USA",
 }

 HINTS = [
@@ -12,8 +12,8 @@ HINTS = [
    "state of " + TREASURE_LOCATION["state_full"],
    "city of " + TREASURE_LOCATION["city"],
    "at a company HQ",
-    "The company's tech traces its roots to a project called Cadence", #thanks, Grok
-    "The company offers a tool that lets developers write code as if it's running forever, no matter what crashes", #thanks, Grok
+    "The company's tech traces its roots to a project called Cadence",  # thanks, Grok
+    "The company offers a tool that lets developers write code as if it's running forever, no matter what crashes",  # thanks, Grok
 ]
 ''' Additional Grok provided hints about Temporal:
 "This company was founded by two engineers who previously worked on a system named after a South American river at Uber."
@@ -26,16 +26,14 @@ HINTS = [
 "They’re backed by big venture capital names like Sequoia, betting on their vision for reliable software."
 "The company’s name might remind you of a word for something fleeting, yet their tech is built to last."'''

+
 def give_hint(args: dict) -> dict:
    hint_total = args.get("hint_total")
    if hint_total is None:
        hint_total = 0
-    
+
    index = hint_total % len(HINTS)
    hint_text = HINTS[index]

    hint_total = hint_total + 1
-    return {
-        "hint_number": hint_total,
-        "hint": hint_text 
-    }
+    return {"hint_number": hint_total, "hint": hint_text}
--- a/tools/goal_registry.py
+++ b/tools/goal_registry.py
@@ -1,7 +1,8 @@
 import os
 from typing import List
-from models.tool_definitions import AgentGoal
+
 import tools.tool_registry as tool_registry
+from models.tool_definitions import AgentGoal

 # Turn on Silly Mode - this should be a description of the persona you'd like the bot to have and can be a single word or a phrase.
 # Example if you want the bot to be a specific person, like Mario or Christopher Walken, or to describe a specific tone:
@@ -310,7 +311,7 @@ goal_fin_check_account_balances = AgentGoal(
 )

 # this tool checks account balances, and uses ./data/customer_account_data.json as dummy data
-# it also uses a separate workflow/tool, see ./setup.md for details
+# it also uses a separate workflow/tool, see ./SETUP.md for details
 goal_fin_move_money = AgentGoal(
    id="goal_fin_move_money",
    category_tag="fin",
@@ -350,7 +351,7 @@ goal_fin_move_money = AgentGoal(
 )

 # this starts a loan approval process
-# it also uses a separate workflow/tool, see ./setup.md for details
+# it also uses a separate workflow/tool, see ./SETUP.md for details
 goal_fin_loan_application = AgentGoal(
    id="goal_fin_loan_application",
    category_tag="fin",
@@ -454,50 +455,6 @@ goal_ecomm_list_orders = AgentGoal(
    ),
 )

-# ----- Food Ordering Goal -----
-goal_food_ordering = AgentGoal(
-    id="goal_food_ordering",
-    category_tag="food",
-    agent_name="Food Ordering Assistant",
-    agent_friendly_description="Order food from Tony's Pizza Palace. Browse menu, add items to cart, and place orders.",
-    tools=[
-        tool_registry.food_get_menu_tool,
-        tool_registry.food_get_menu_item_details_tool,
-        tool_registry.food_add_to_cart_tool,
-        tool_registry.food_place_order_tool,
-        tool_registry.food_check_order_status_tool,
-    ],
-    description="The user wants to order food from Tony's Pizza Palace. Help them browse the menu, learn about menu items, add items to their cart, and place an order. To assist with that goal, help the user gather args for these tools in order: "
-    "1. GetMenu: Show the restaurant menu. This tool is optional if the user already knows what they want. "
-    "2. GetMenuItemDetails: Get details about specific menu items. This tool is optional and can be used multiple times. "
-    "3. AddToCart: Add menu items to the customer's cart. This tool can be used multiple times to add different items. "
-    "4. PlaceOrder: Place the order for items in the cart. "
-    "5. CheckOrderStatus: Check the status of a placed order. This tool is optional and used after placing an order.",
-    starter_prompt=starter_prompt_generic,
-    example_conversation_history="\n ".join(
-        [
-            "user: I'd like to order some food",
-            "agent: Great! I can help you order food from Tony's Pizza Palace. Would you like to see the menu first?",
-            "user: Yes, please show me the menu",
-            "user_confirmed_tool_run: <user clicks confirm on GetMenu tool>",
-            "tool_result: {'restaurant_name': 'Tony\\'s Pizza Palace', 'menu': [{'id': 'item_001', 'name': 'Margherita Pizza', 'category': 'Pizza', 'price': 14.99, 'description': 'Fresh mozzarella, tomato sauce, basil', 'available': True}, {'id': 'item_002', 'name': 'Pepperoni Pizza', 'category': 'Pizza', 'price': 16.99, 'description': 'Classic pepperoni with mozzarella and tomato sauce', 'available': True}]}",
-            "agent: Here's the menu from Tony's Pizza Palace: \n"
-            "Pizza: \n"
-            "- Margherita Pizza ($14.99): Fresh mozzarella, tomato sauce, basil \n"
-            "- Pepperoni Pizza ($16.99): Classic pepperoni with mozzarella and tomato sauce \n"
-            "What would you like to add to your cart? I'll need your email address to create your order.",
-            "user: I'd like a Margherita Pizza. My email is john.doe@example.com",
-            "user_confirmed_tool_run: <user clicks confirm on AddToCart tool>",
-            "tool_result: {'status': 'success', 'message': 'Added 1 x Margherita Pizza to cart', 'cart': {'restaurant_id': 'rest_001', 'items': [{'item_id': 'item_001', 'quantity': 1, 'price': 14.99}]}}",
-            "agent: Perfect! I've added 1 Margherita Pizza to your cart. Would you like to add anything else or are you ready to place your order?",
-            "user: I'm ready to place the order",
-            "user_confirmed_tool_run: <user clicks confirm on PlaceOrder tool>",
-            "tool_result: {'status': 'success', 'order_id': 'order_12345678', 'total': 14.99, 'estimated_delivery': '2025-05-30T13:30:00Z', 'message': 'Order placed successfully!'}",
-            "agent: Order placed successfully! Your order ID is order_12345678 and the total is $14.99. Your food should be delivered by 1:30 PM today. You can check your order status anytime using the order ID.",
-        ]
-    ),
-)
-
 # Add the goals to a list for more generic processing, like listing available agents
 goal_list: List[AgentGoal] = []
 goal_list.append(goal_choose_agent_type)
@@ -512,7 +469,6 @@ goal_list.append(goal_fin_move_money)
 goal_list.append(goal_fin_loan_application)
 goal_list.append(goal_ecomm_list_orders)
 goal_list.append(goal_ecomm_order_status)
-goal_list.append(goal_food_ordering)


 # for multi-goal, just set list agents as the last tool
--- a/tools/guess_location.py
+++ b/tools/guess_location.py
@@ -1,7 +1,7 @@
 from .give_hint import TREASURE_LOCATION

+
 def guess_location(args: dict) -> dict:
-    
    guess_address = args.get("address").lower()
    guess_city = args.get("city").lower()
    guess_state = args.get("state").lower()
@@ -11,8 +11,12 @@ def guess_location(args: dict) -> dict:
    else:
        compare_state = TREASURE_LOCATION.get("state_full").lower()

-    #Check for the street address to be included in the guess to account for "st" vs "street" or leaving Street off entirely
-    if TREASURE_LOCATION.get("address").lower() in guess_address and TREASURE_LOCATION.get("city").lower() == guess_city and compare_state == guess_state:
+    # Check for the street address to be included in the guess to account for "st" vs "street" or leaving Street off entirely
+    if (
+        TREASURE_LOCATION.get("address").lower() in guess_address
+        and TREASURE_LOCATION.get("city").lower() == guess_city
+        and compare_state == guess_state
+    ):
        return {"treasure_found": "True"}
    else:
-        return {"treasure_found": "False"}
+        return {"treasure_found": "False"}
--- a/tools/hr/book_pto.py
+++ b/tools/hr/book_pto.py
@@ -1,11 +1,10 @@
 def book_pto(args: dict) -> dict:
-    
    email = args.get("email")
    start_date = args.get("start_date")
    end_date = args.get("end_date")

-    print(f"[BookPTO] Totally would send an email confirmation of PTO from {start_date} to {end_date} to {email} here!")
+    print(
+        f"[BookPTO] Totally would send an email confirmation of PTO from {start_date} to {end_date} to {email} here!"
+    )

-    return {
-        "status": "success"
-    }
+    return {"status": "success"}
--- a/tools/hr/checkpaybankstatus.py
+++ b/tools/hr/checkpaybankstatus.py
@@ -1,9 +1,4 @@
-from pathlib import Path
-import json
-
-
 def checkpaybankstatus(args: dict) -> dict:
-    
    email = args.get("email")

    if email == "grinch@grinch.com":
@@ -12,4 +7,4 @@ def checkpaybankstatus(args: dict) -> dict:

    # could do logic here or look up data but for now everyone but the grinch is getting paid
    return_msg = "connected"
-    return {"status": return_msg}
+    return {"status": return_msg}
--- a/tools/hr/current_pto.py
+++ b/tools/hr/current_pto.py
@@ -1,26 +1,27 @@
-from pathlib import Path
 import json
+from pathlib import Path


 def current_pto(args: dict) -> dict:
-    
    email = args.get("email")

-    file_path = Path(__file__).resolve().parent.parent / "data" / "employee_pto_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "employee_pto_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    data = json.load(open(file_path))
    employee_list = data["theCompany"]["employees"]

    for employee in employee_list:
        if employee["email"] == email:
            num_hours = int(employee["currentPTOHrs"])
-            num_days = float(num_hours/8)
+            num_days = float(num_hours / 8)
            return {
                "num_hours": num_hours,
                "num_days": num_days,
            }
-        
+
    return_msg = "Employee not found with email address " + email
-    return {"error": return_msg}
+    return {"error": return_msg}
--- a/tools/hr/future_pto_calc.py
+++ b/tools/hr/future_pto_calc.py
@@ -1,43 +1,59 @@
 import json
-import pandas
-from pathlib import Path
 from datetime import date, datetime
+from pathlib import Path
+
+import pandas
 from dateutil.relativedelta import relativedelta


 def future_pto_calc(args: dict) -> dict:
-    
-    file_path = Path(__file__).resolve().parent.parent / "data" / "employee_pto_data.json"
+    file_path = (
+        Path(__file__).resolve().parent.parent / "data" / "employee_pto_data.json"
+    )
    if not file_path.exists():
        return {"error": "Data file not found."}
-    
+
    start_date = datetime.strptime(args.get("start_date"), "%Y-%m-%d").date()
    end_date = datetime.strptime(args.get("end_date"), "%Y-%m-%d").date()
    email = args.get("email")

-    #Next, set up the ability to calculate how much PTO will be added to the user's total by the start of the PTO request
+    # Next, set up the ability to calculate how much PTO will be added to the user's total by the start of the PTO request
    today = date.today()

    if today > start_date:
-        return_msg = "PTO start date " + args.get("start_date") + "cannot be in the past"
+        return_msg = (
+            "PTO start date " + args.get("start_date") + "cannot be in the past"
+        )
        return {"error": return_msg}
-    
+
    if end_date < start_date:
-        return_msg = "PTO end date " + args.get("end_date") + " must be after PTO start date " + args.get("start_date")
+        return_msg = (
+            "PTO end date "
+            + args.get("end_date")
+            + " must be after PTO start date "
+            + args.get("start_date")
+        )
        return {"error": return_msg}
-    
-    #Get the number of business days, and then business hours (assume 8 hr biz day), included in the PTO request
-    biz_days_of_request = len(pandas.bdate_range(start=start_date, end=end_date, inclusive="both"))
+
+    # Get the number of business days, and then business hours (assume 8 hr biz day), included in the PTO request
+    biz_days_of_request = len(
+        pandas.bdate_range(start=start_date, end=end_date, inclusive="both")
+    )
    if biz_days_of_request == 0:
-        return_msg = "There are no business days between " + args.get("start_date") + " and " + args.get("end_date")
+        return_msg = (
+            "There are no business days between "
+            + args.get("start_date")
+            + " and "
+            + args.get("end_date")
+        )
        return {"error": return_msg}
    biz_hours_of_request = biz_days_of_request * 8
-    
-    #Assume PTO is added on the first of every month - month math compares rolling dates, so compare the PTO request with the first day of the current month.
+
+    # Assume PTO is added on the first of every month - month math compares rolling dates, so compare the PTO request with the first day of the current month.
    today_first_of_month = date(today.year, today.month, 1)
    time_difference = relativedelta(start_date, today_first_of_month)
    months_to_accrue = time_difference.years * 12 + time_difference.months
-    
+
    data = json.load(open(file_path))
    employee_list = data["theCompany"]["employees"]

@@ -47,12 +63,14 @@ def future_pto_calc(args: dict) -> dict:
        if employee["email"] == email:
            current_pto_hours = int(employee["currentPTOHrs"])
            hrs_added_per_month = int(employee["hrsAddedPerMonth"])
-            pto_available_at_start = current_pto_hours + (months_to_accrue * hrs_added_per_month)
+            pto_available_at_start = current_pto_hours + (
+                months_to_accrue * hrs_added_per_month
+            )
            pto_hrs_remaining_after = pto_available_at_start - biz_hours_of_request
            if pto_hrs_remaining_after >= 0:
                enough_pto = True
            return {
-                "enough_pto": enough_pto, 
+                "enough_pto": enough_pto,
                "pto_hrs_remaining_after": str(pto_hrs_remaining_after),
            }

--- a/tools/list_agents.py
+++ b/tools/list_agents.py
@@ -1,19 +1,23 @@
 import os
+
 import tools.goal_registry as goals

-def list_agents(args: dict) -> dict:

+def list_agents(args: dict) -> dict:
    goal_categories_start = os.getenv("GOAL_CATEGORIES")
    if goal_categories_start is None:
-        goal_categories = ["all"] # default to 'all' categories
+        goal_categories = ["all"]  # default to 'all' categories
    else:
-        goal_categories_start.strip().lower() # handle extra spaces or non-lowercase
+        goal_categories_start.strip().lower()  # handle extra spaces or non-lowercase
        goal_categories = goal_categories_start.split(",")

    # if multi-goal-mode, add agent_selection as a goal (defaults to True)
-    if "agent_selection" not in goal_categories :
-        first_goal_value = os.getenv("AGENT_GOAL")        
-        if first_goal_value is None or first_goal_value.lower() == "goal_choose_agent_type":
+    if "agent_selection" not in goal_categories:
+        first_goal_value = os.getenv("AGENT_GOAL")
+        if (
+            first_goal_value is None
+            or first_goal_value.lower() == "goal_choose_agent_type"
+        ):
            goal_categories.append("agent_selection")

    # always show goals labeled as "system," like the goal chooser
@@ -33,7 +37,7 @@ def list_agents(args: dict) -> dict:
                        "goal_id": goal.id,
                        "agent_description": goal.agent_friendly_description,
                    }
-            )
+                )
    return {
        "agents": agents,
    }
--- a/tools/search_fixtures.py
+++ b/tools/search_fixtures.py
@@ -1,7 +1,8 @@
 import os
-import requests
 import random
-from datetime import datetime, timedelta, date
+from datetime import date, datetime, timedelta
+
+import requests
 from dotenv import load_dotenv

 PREMIER_LEAGUE_CLUBS_DATA = [
--- a/tools/search_flights.py
+++ b/tools/search_flights.py
@@ -1,9 +1,10 @@
-import os
-import json
 import http.client
-from dotenv import load_dotenv
+import json
+import os
 import urllib.parse

+from dotenv import load_dotenv
+

 def search_airport(query: str) -> list:
    """
--- a/tools/tool_registry.py
+++ b/tools/tool_registry.py
@@ -1,4 +1,4 @@
-from models.tool_definitions import ToolDefinition, ToolArgument
+from models.tool_definitions import ToolArgument, ToolDefinition

 # ----- System tools -----
 list_agents_tool = ToolDefinition(
@@ -397,89 +397,3 @@ ecomm_track_package = ToolDefinition(
        ),
    ],
 )
-
-# ----- Food Ordering Use Case Tools -----
-food_get_menu_tool = ToolDefinition(
-    name="GetMenu",
-    description="Get the menu for a restaurant. Defaults to Tony's Pizza Palace if no restaurant specified.",
-    arguments=[
-        ToolArgument(
-            name="restaurant_id",
-            type="string",
-            description="ID of the restaurant (defaults to rest_001 for Tony's Pizza Palace)",
-        ),
-    ],
-)
-
-food_get_menu_item_details_tool = ToolDefinition(
-    name="GetMenuItemDetails",
-    description="Get detailed information about a specific menu item.",
-    arguments=[
-        ToolArgument(
-            name="item_id",
-            type="string",
-            description="ID of the menu item to get details for",
-        ),
-        ToolArgument(
-            name="restaurant_id",
-            type="string",
-            description="ID of the restaurant (defaults to rest_001 for Tony's Pizza Palace)",
-        ),
-    ],
-)
-
-food_add_to_cart_tool = ToolDefinition(
-    name="AddToCart",
-    description="Add a menu item to the customer's cart.",
-    arguments=[
-        ToolArgument(
-            name="customer_email",
-            type="string",
-            description="Email address of the customer",
-        ),
-        ToolArgument(
-            name="item_id",
-            type="string",
-            description="ID of the menu item to add to cart",
-        ),
-        ToolArgument(
-            name="quantity",
-            type="number",
-            description="Quantity of the item to add (defaults to 1)",
-        ),
-        ToolArgument(
-            name="restaurant_id",
-            type="string",
-            description="ID of the restaurant (defaults to rest_001 for Tony's Pizza Palace)",
-        ),
-    ],
-)
-
-food_place_order_tool = ToolDefinition(
-    name="PlaceOrder",
-    description="Place an order for the items in the customer's cart.",
-    arguments=[
-        ToolArgument(
-            name="customer_email",
-            type="string",
-            description="Email address of the customer",
-        ),
-        ToolArgument(
-            name="userConfirmation",
-            type="string",
-            description="Indication of user's desire to place the order",
-        ),
-    ],
-)
-
-food_check_order_status_tool = ToolDefinition(
-    name="CheckOrderStatus",
-    description="Check the status of a food order.",
-    arguments=[
-        ToolArgument(
-            name="order_id",
-            type="string",
-            description="ID of the order to check status for",
-        ),
-    ],
-)
--- a/tools/transfer_control.py
+++ b/tools/transfer_control.py
@@ -1,7 +1,7 @@
 import shared.config

-def transfer_control(args: dict) -> dict:

+def transfer_control(args: dict) -> dict:
    return {
        "new_goal": shared.config.AGENT_GOAL,
-    }
+    }
--- a/workflows/agent_goal_workflow.py
+++ b/workflows/agent_goal_workflow.py
@@ -1,31 +1,35 @@
 from collections import deque
 from datetime import timedelta
-from typing import Dict, Any, Union, List, Optional, Deque, TypedDict
+from typing import Any, Deque, Dict, List, Optional, TypedDict, Union

-from temporalio.common import RetryPolicy
 from temporalio import workflow
+from temporalio.common import RetryPolicy

-from models.data_types import ConversationHistory, EnvLookupOutput, NextStep, ValidationInput, EnvLookupInput
+from models.data_types import (
+    ConversationHistory,
+    EnvLookupInput,
+    EnvLookupOutput,
+    NextStep,
+    ValidationInput,
+)
 from models.tool_definitions import AgentGoal
-from workflows.workflow_helpers import LLM_ACTIVITY_START_TO_CLOSE_TIMEOUT, \
-    LLM_ACTIVITY_SCHEDULE_TO_CLOSE_TIMEOUT
 from workflows import workflow_helpers as helpers
+from workflows.workflow_helpers import (
+    LLM_ACTIVITY_SCHEDULE_TO_CLOSE_TIMEOUT,
+    LLM_ACTIVITY_START_TO_CLOSE_TIMEOUT,
+)

 with workflow.unsafe.imports_passed_through():
    from activities.tool_activities import ToolActivities
-    from prompts.agent_prompt_generators import (
-        generate_genai_prompt
-    )
-    from models.data_types import (
-        CombinedInput,
-        ToolPromptInput,
-    )
+    from models.data_types import CombinedInput, ToolPromptInput
+    from prompts.agent_prompt_generators import generate_genai_prompt
    from tools.goal_registry import goal_list

 # Constants
 MAX_TURNS_BEFORE_CONTINUE = 250

-#ToolData as part of the workflow is what's accessible to the UI - see LLMResponse.jsx for example
+
+# ToolData as part of the workflow is what's accessible to the UI - see LLMResponse.jsx for example
 class ToolData(TypedDict, total=False):
    next: NextStep
    tool: str
@@ -33,6 +37,7 @@ class ToolData(TypedDict, total=False):
    response: str
    force_confirm: bool = True

+
@workflow.defn
 class AgentGoalWorkflow:
    """Workflow that manages tool execution with user confirmation and conversation history."""
@@ -43,16 +48,21 @@ class AgentGoalWorkflow:
        self.conversation_summary: Optional[str] = None
        self.chat_ended: bool = False
        self.tool_data: Optional[ToolData] = None
-        self.confirmed: bool = False # indicates that we have confirmation to proceed to run tool
+        self.confirmed: bool = (
+            False  # indicates that we have confirmation to proceed to run tool
+        )
        self.tool_results: List[Dict[str, Any]] = []
        self.goal: AgentGoal = {"tools": []}
-        self.show_tool_args_confirmation: bool = True # set from env file in activity lookup_wf_env_settings
-        self.multi_goal_mode: bool = False # set from env file in activity lookup_wf_env_settings
+        self.show_tool_args_confirmation: bool = (
+            True  # set from env file in activity lookup_wf_env_settings
+        )
+        self.multi_goal_mode: bool = (
+            False  # set from env file in activity lookup_wf_env_settings
+        )

    # see ../api/main.py#temporal_client.start_workflow() for how the input parameters are set
    @workflow.run
    async def run(self, combined_input: CombinedInput) -> str:
-
        """Main workflow execution method."""
        # setup phase, starts with blank tool_params and agent_goal prompt as defined in tools/goal_registry.py
        params = combined_input.tool_params
@@ -68,12 +78,12 @@ class AgentGoalWorkflow:
        if params and params.prompt_queue:
            self.prompt_queue.extend(params.prompt_queue)

-        waiting_for_confirm = False 
+        waiting_for_confirm = False
        current_tool = None

        # This is the main interactive loop. Main responsibilities:
        #   - Selecting and changing goals as directed by the user
-        #   - reacting to user input (from signals) 
+        #   - reacting to user input (from signals)
        #   - validating user input to make sure it makes sense with the current goal and tools
        #   - calling the LLM through activities to determine next steps and prompts
        #   - executing the selected tools via activities
@@ -87,7 +97,7 @@ class AgentGoalWorkflow:
            if self.chat_should_end():
                return f"{self.conversation_history}"

-            # Execute the tool 
+            # Execute the tool
            if self.ready_for_tool_execution(waiting_for_confirm, current_tool):
                waiting_for_confirm = await self.execute_tool(current_tool)
                continue
@@ -96,10 +106,12 @@ class AgentGoalWorkflow:
            if self.prompt_queue:
                # get most recent prompt
                prompt = self.prompt_queue.popleft()
-                workflow.logger.info(f"workflow step: processing message on the prompt queue, message is {prompt}")
-                
+                workflow.logger.info(
+                    f"workflow step: processing message on the prompt queue, message is {prompt}"
+                )
+
                # Validate user-provided prompts
-                if self.is_user_prompt(prompt): 
+                if self.is_user_prompt(prompt):
                    self.add_message("user", prompt)

                    # Validate the prompt before proceeding
@@ -120,18 +132,25 @@ class AgentGoalWorkflow:

                    # If validation fails, provide that feedback to the user - i.e., "your words make no sense, puny human" end this iteration of processing
                    if not validation_result.validationResult:
-                        workflow.logger.warning(f"Prompt validation failed: {validation_result.validationFailedReason}")
-                        self.add_message("agent", validation_result.validationFailedReason)
+                        workflow.logger.warning(
+                            f"Prompt validation failed: {validation_result.validationFailedReason}"
+                        )
+                        self.add_message(
+                            "agent", validation_result.validationFailedReason
+                        )
                        continue

                # If valid, proceed with generating the context and prompt
                context_instructions = generate_genai_prompt(
-                    agent_goal=self.goal, 
-                    conversation_history = self.conversation_history, 
-                    multi_goal_mode=self.multi_goal_mode, 
-                    raw_json=self.tool_data)
-                
-                prompt_input = ToolPromptInput(prompt=prompt, context_instructions=context_instructions)
+                    agent_goal=self.goal,
+                    conversation_history=self.conversation_history,
+                    multi_goal_mode=self.multi_goal_mode,
+                    raw_json=self.tool_data,
+                )
+
+                prompt_input = ToolPromptInput(
+                    prompt=prompt, context_instructions=context_instructions
+                )

                # connect to LLM and execute to get next steps
                tool_data = await workflow.execute_activity_method(
@@ -151,20 +170,24 @@ class AgentGoalWorkflow:
                next_step = tool_data.get("next")
                current_tool = tool_data.get("tool")

-                workflow.logger.info(f"next_step: {next_step}, current tool is {current_tool}")
+                workflow.logger.info(
+                    f"next_step: {next_step}, current tool is {current_tool}"
+                )

                # make sure we're ready to run the tool & have everything we need
                if next_step == "confirm" and current_tool:
                    args = tool_data.get("args", {})
-                    # if we're missing arguments, ask for them 
-                    if await helpers.handle_missing_args(current_tool, args, tool_data, self.prompt_queue):
+                    # if we're missing arguments, ask for them
+                    if await helpers.handle_missing_args(
+                        current_tool, args, tool_data, self.prompt_queue
+                    ):
                        continue

                    waiting_for_confirm = True

-                    # We have needed arguments, if we want to force the user to confirm, set that up                    
+                    # We have needed arguments, if we want to force the user to confirm, set that up
                    if self.show_tool_args_confirmation:
-                        self.confirmed = False # set that we're not confirmed 
+                        self.confirmed = False  # set that we're not confirmed
                        workflow.logger.info("Waiting for user confirm signal...")
                    # if we have all needed arguments (handled above) and not holding for a debugging confirm, proceed:
                    else:
@@ -174,14 +197,11 @@ class AgentGoalWorkflow:
                    workflow.logger.info("All steps completed. Resetting goal.")
                    self.change_goal("goal_choose_agent_type")

-
-                
                # else if the next step is to be done with the conversation such as if the user requests it via asking to "end conversation"
                elif next_step == "done":
-                    
                    self.add_message("agent", tool_data)

-                    #here we could send conversation to AI for analysis
+                    # here we could send conversation to AI for analysis

                    # end the workflow
                    return str(self.conversation_history)
@@ -192,10 +212,10 @@ class AgentGoalWorkflow:
                    self.prompt_queue,
                    self.goal,
                    MAX_TURNS_BEFORE_CONTINUE,
-                    self.add_message
+                    self.add_message,
                )

-    #Signal that comes from api/main.py via a post to /send-prompt
+    # Signal that comes from api/main.py via a post to /send-prompt
    @workflow.signal
    async def user_prompt(self, prompt: str) -> None:
        """Signal handler for receiving user prompts."""
@@ -205,28 +225,28 @@ class AgentGoalWorkflow:
            return
        self.prompt_queue.append(prompt)

-    #Signal that comes from api/main.py via a post to /confirm
+    # Signal that comes from api/main.py via a post to /confirm
    @workflow.signal
    async def confirm(self) -> None:
        """Signal handler for user confirmation of tool execution."""
        workflow.logger.info("Received user signal: confirmation")
        self.confirmed = True

-    #Signal that comes from api/main.py via a post to /end-chat
+    # Signal that comes from api/main.py via a post to /end-chat
    @workflow.signal
    async def end_chat(self) -> None:
        """Signal handler for ending the chat session."""
        workflow.logger.info("signal received: end_chat")
        self.chat_ended = True

-    #Signal that can be sent from Temporal Workflow UI to enable debugging confirm and override .env setting
+    # Signal that can be sent from Temporal Workflow UI to enable debugging confirm and override .env setting
    @workflow.signal
    async def enable_debugging_confirm(self) -> None:
        """Signal handler for enabling debugging confirm UI & associated logic."""
        workflow.logger.info("signal received: enable_debugging_confirm")
        self.enable_debugging_confirm = True

-    #Signal that can be sent from Temporal Workflow UI to disable debugging confirm and override .env setting
+    # Signal that can be sent from Temporal Workflow UI to disable debugging confirm and override .env setting
    @workflow.signal
    async def disable_debugging_confirm(self) -> None:
        """Signal handler for disabling debugging confirm UI & associated logic."""
@@ -237,7 +257,7 @@ class AgentGoalWorkflow:
    def get_conversation_history(self) -> ConversationHistory:
        """Query handler to retrieve the full conversation history."""
        return self.conversation_history
-    
+
    @workflow.query
    def get_agent_goal(self) -> AgentGoal:
        """Query handler to retrieve the current goal of the agent."""
@@ -245,7 +265,7 @@ class AgentGoalWorkflow:

    @workflow.query
    def get_summary_from_history(self) -> Optional[str]:
-        """Query handler to retrieve the conversation summary if available. 
+        """Query handler to retrieve the conversation summary if available.
        Used only for continue as new of the workflow."""
        return self.conversation_summary

@@ -272,9 +292,9 @@ class AgentGoalWorkflow:
        )

    def change_goal(self, goal: str) -> None:
-        """ Change the goal (usually on request of the user).
-        
-        Args: 
+        """Change the goal (usually on request of the user).
+
+        Args:
            goal: goal to change to)
        """
        if goal is not None:
@@ -283,8 +303,9 @@ class AgentGoalWorkflow:
                    self.goal = listed_goal
                    workflow.logger.info("Changed goal to " + goal)
            if goal is None:
-                workflow.logger.warning("Goal not set after goal reset, probably bad.") # if this happens, there's probably a problem with the goal list
-        
+                workflow.logger.warning(
+                    "Goal not set after goal reset, probably bad."
+                )  # if this happens, there's probably a problem with the goal list

    # workflow function that defines if chat should end
    def chat_should_end(self) -> bool:
@@ -293,9 +314,11 @@ class AgentGoalWorkflow:
            return True
        else:
            return False
-    
+
    # define if we're ready for tool execution
-    def ready_for_tool_execution(self, waiting_for_confirm: bool, current_tool: Any) -> bool:
+    def ready_for_tool_execution(
+        self, waiting_for_confirm: bool, current_tool: Any
+    ) -> bool:
        if self.confirmed and waiting_for_confirm and current_tool and self.tool_data:
            return True
        else:
@@ -304,19 +327,19 @@ class AgentGoalWorkflow:
    # LLM-tagged prompts start with "###"
    # all others are from the user
    def is_user_prompt(self, prompt) -> bool:
-         if prompt.startswith("###"):
-             return False
-         else:
-             return True
-         
+        if prompt.startswith("###"):
+            return False
+        else:
+            return True
+
    # look up env settings in an activity so they're part of history
-    async def lookup_wf_env_settings(self, combined_input: CombinedInput)->None:
+    async def lookup_wf_env_settings(self, combined_input: CombinedInput) -> None:
        env_lookup_input = EnvLookupInput(
-            show_confirm_env_var_name = "SHOW_CONFIRM", 
-            show_confirm_default = True,
+            show_confirm_env_var_name="SHOW_CONFIRM",
+            show_confirm_default=True,
        )
-        env_output:EnvLookupOutput = await workflow.execute_activity_method(
-            ToolActivities.get_wf_env_vars, 
+        env_output: EnvLookupOutput = await workflow.execute_activity_method(
+            ToolActivities.get_wf_env_vars,
            env_lookup_input,
            start_to_close_timeout=LLM_ACTIVITY_START_TO_CLOSE_TIMEOUT,
            retry_policy=RetryPolicy(
@@ -325,11 +348,13 @@ class AgentGoalWorkflow:
        )
        self.show_tool_args_confirmation = env_output.show_confirm
        self.multi_goal_mode = env_output.multi_goal_mode
-    
+
    # execute the tool - return False if we're not waiting for confirm anymore (always the case if it works successfully)
-    # 
-    async def execute_tool(self, current_tool: str)->bool:
-        workflow.logger.info(f"workflow step: user has confirmed, executing the tool {current_tool}")
+    #
+    async def execute_tool(self, current_tool: str) -> bool:
+        workflow.logger.info(
+            f"workflow step: user has confirmed, executing the tool {current_tool}"
+        )
        self.confirmed = False
        waiting_for_confirm = False
        confirmed_tool_data = self.tool_data.copy()
@@ -342,21 +367,27 @@ class AgentGoalWorkflow:
            self.tool_data,
            self.tool_results,
            self.add_message,
-            self.prompt_queue
+            self.prompt_queue,
        )

        # set new goal if we should
        if len(self.tool_results) > 0:
-            if "ChangeGoal" in self.tool_results[-1].values() and "new_goal" in self.tool_results[-1].keys():
+            if (
+                "ChangeGoal" in self.tool_results[-1].values()
+                and "new_goal" in self.tool_results[-1].keys()
+            ):
                new_goal = self.tool_results[-1].get("new_goal")
                self.change_goal(new_goal)
-            elif "ListAgents" in self.tool_results[-1].values() and self.goal.id != "goal_choose_agent_type":
+            elif (
+                "ListAgents" in self.tool_results[-1].values()
+                and self.goal.id != "goal_choose_agent_type"
+            ):
                self.change_goal("goal_choose_agent_type")
        return waiting_for_confirm
-        
+
    # debugging helper - drop this in various places in the workflow to get status
    # also don't forget you can look at the workflow itself and do queries if you want
-    def print_useful_workflow_vars(self, status_or_step:str) -> None:
+    def print_useful_workflow_vars(self, status_or_step: str) -> None:
        print(f"***{status_or_step}:***")
        if self.goal:
            print(f"current goal: {self.goal.id}")
@@ -367,4 +398,3 @@ class AgentGoalWorkflow:
        else:
            print("no tool data initialized yet")
        print(f"self.confirmed: {self.confirmed}")
-    
--- a/workflows/workflow_helpers.py
+++ b/workflows/workflow_helpers.py
@@ -1,8 +1,9 @@
 from datetime import timedelta
-from typing import Dict, Any, Deque
+from typing import Any, Deque, Dict
+
 from temporalio import workflow
-from temporalio.exceptions import ActivityError
 from temporalio.common import RetryPolicy
+from temporalio.exceptions import ActivityError

 from models.data_types import ConversationHistory, ToolPromptInput
 from prompts.agent_prompt_generators import (
Author	SHA1	Message	Date
Steve Androulakis	1811e4cf59	README for contribs	2025-06-01 09:00:11 -07:00
Steve Androulakis	157c337d23	README for contribs	2025-06-01 08:59:52 -07:00
Steve Androulakis	e52ddd3e5e	straggler linted file	2025-06-01 08:58:19 -07:00
Steve Androulakis	eb06cf5c8d	Enhance Dev Experience and Code Quality (#41 ) * Format codebase to satisfy linters * fixing pylance and ruff-checked files * contributing md, and type and formatting fixes * setup file capitalization * test fix	2025-06-01 08:54:59 -07:00