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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.