Azure / Azure/azure-sdk-for-python
AzureAISearchTool: Filter should not be defined at the agent level
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For [Azure AI Search Tool](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/ai-search?view=foundry&tabs=keys%2Cazurecli&pivots=python), `filter` is defined at the agent level. As per the documentation, filter applies to all queries the agent makes to the index. As a result, if an application has multiple filters, it needs to maintain multiple agents. New filters would require newer agent instances (This could be a maintenance nightmare since each agent can have multiple version).
Azure AI Search tool is being considered as one of the alternatives to On-Your-Data. But, there, filter string can be generated dynamically and can be passed as a string while making chat.completions.create calls.
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cc: @xiangyan99, @guygregory
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