Sachin Nandanwar

Thanks! That was exactly what I wanted to convey through this article. Working with shared state and multiple agents, durable workflows feel much closer to how production systems actually operate.

Thank you for your comment. Absolutely !!! Couldn't have said it more better . Agents are unpredictable .Observability isn't an optional implementation.. it's the foundation for debugging, optimization, and governance. Through this article I tried to highlight the best tools at your disposal to implement observability in MAF . Soon I will be posting a new article how to leverage observability metrics and use them to build insightful dashboards in Grafana.

Thank Shlomo for your comment. I’ve also written another article on Azure AI Search REST APIs that explains how to communicate Azure AI Search knowledge bases through API's.I hope you might find that also interesting. https://www.azureguru.net/azure-ai-search-rest-api-s-for-fabric-one-lake-unstructured-data

Great stuff !!!