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Remove old code and autogen references
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.gitignore

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*.xsd.cs
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*.whl
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!autogen_core-0.3.dev0-py3-none-any.whl
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.azure
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.github/copilot-instructions.md

README.md

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The Multi-Agent Custom Automation Engine solution accelerator allows users to specify tasks and have them automatically processed by a group of AI agents, each specialized in different aspects of the business. This automation not only saves time but also ensures accuracy and consistency in task execution.
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### Technology Note
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This accelerator uses the AutoGen framework from Microsoft Research. This is an open source project that is maintained by [Microsoft Research’s AI Frontiers Lab](https://www.microsoft.com/research/lab/ai-frontiers/). Please see this [blog post](https://devblogs.microsoft.com/autogen/microsofts-agentic-frameworks-autogen-and-semantic-kernel/) for the latest information on using the AutoGen framework in production solutions.
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<div align="center">
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### Additional resources
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[AutoGen Framework Documentation](https://microsoft.github.io/autogen/dev/user-guide/core-user-guide/index.html)
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[Semantic Kernel Documentation](https://learn.microsoft.com/en-us/semantic-kernel/)
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[Azure OpenAI Service Documentation](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/use-your-data)
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[Azure AI Foundry Documentation](https://learn.microsoft.com/en-us/azure/ai-foundry/)
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[Azure Container App documentation](https://learn.microsoft.com/en-us/azure/azure-functions/functions-how-to-custom-container?tabs=core-tools%2Cacr%2Cazure-cli2%2Cazure-cli&pivots=container-apps)
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TRANSPARENCY_FAQS.md

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## What are the limitations of Multi Agent: Custom Automation Engine – Solution Accelerator? How can users minimize the impact Multi Agent: Custom Automation Engine – Solution Accelerator’s limitations when using the system?
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The system allows users to review, reorder and approve steps generated in a plan, ensuring human oversight. The system uses function calling with LLMs to perform actions, users can approve or modify these actions. Users of the accelerator should review the system prompts provided and update as per their organizational guidance. Users should run their own evaluation flow either using the guidance provided in the GitHub repository or their choice of evaluation methods.
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Note that the Multi Agent: Custom Automation Engine – Solution Accelerator relies on the AutoGen Multi Agent framework. AutoGen has published their own [list of limitations and impacts](https://github.com/microsoft/autogen/blob/gaia_multiagent_v01_march_1st/TRANSPARENCY_FAQS.md#what-are-the-limitations-of-autogen-how-can-users-minimize-the-impact-of-autogens-limitations-when-using-the-system).
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## What operational factors and settings allow for effective and responsible use of Multi Agent: Custom Automation Engine – Solution Accelerator?
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Effective and responsible use of the Multi Agent: Custom Automation Engine – Solution Accelerator depends on several operational factors and settings. The system is designed to perform reliably and safely across a range of business tasks that it was evaluated for. Users can customize certain settings, such as the planning language model used by the system, the types of tasks that agents are assigned, and the specific actions that agents can take (e.g., sending emails or scheduling orientation sessions for new employees). However, it's important to note that these choices may impact the system's behavior in real-world scenarios.

documentation/CustomizeSolution.md

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Example (for a `BakerAgent`):
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```python
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from autogen_core.components.tools import FunctionTool, Tool
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from typing import List
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async def bake_cookies(cookie_type: str, quantity: int) -> str:

documentation/DeploymentGuide.md

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```
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**Using a Different Database in Cosmos:**
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You can set the solution up to use a different database in Cosmos. For example, you can name it something like autogen-dev. To do this:
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You can set the solution up to use a different database in Cosmos. For example, you can name it something like macae-dev. To do this:
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1. Change the environment variable **COSMOSDB_DATABASE** to the new database name.
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2. You will need to create the database in the Cosmos DB account. You can do this from the Data Explorer pane in the portal, click on the drop down labeled "_+ New Container_" and provide all the necessary details.
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documentation/ManualAzureDeployment.md

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value: \<Cosmos endpoint>
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name: 'COSMOSDB_DATABASE'
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value: 'autogen'
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value: 'macae'
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Note: To change the default, you will need to create the database in Cosmos
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name: 'COSMOSDB_CONTAINER'

src/backend/.env.sample

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COSMOSDB_ENDPOINT=
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COSMOSDB_DATABASE=autogen
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COSMOSDB_DATABASE=macae
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COSMOSDB_CONTAINER=memory
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AZURE_OPENAI_ENDPOINT=

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