amazon-augmented-ai.hashnode.devRetraining ML Models with Amazon A2I Results: Building Continuous Improvement PipelinesIn our previous articles, we explored what Amazon Augmented AI (A2I) is and how to build custom human review loops. Now it’s time to dive into the final and most exciting part: how to close the feedback loop and continuously improve your machine lear...Jul 12, 2025·4 min read
amazon-augmented-ai.hashnode.devBuilding Custom Human Review Loops with Amazon Augmented AI (A2I)In our last article, we explored the architecture of Amazon Augmented AI (A2I) and how it enables human-in-the-loop workflows with minimal overhead. Now, it’s time to get hands-on and walk through the process of creating a custom human review loop us...Jul 11, 2025·3 min read
amazon-augmented-ai.hashnode.devInside the Engine: Architecture of Amazon Augmented AI (A2I) and Creating Custom Human Review WorkflowsIn our previous article, we explored what Amazon Augmented AI (A2I) is and how it brings together human judgment and machine learning to create more trustworthy, accurate workflows. Now, let’s go deeper. In this post, we’ll explore the architecture b...Jul 10, 2025·4 min read
amazon-augmented-ai.hashnode.devUnderstanding Amazon Augmented AI (A2I): Adding the Human Touch to Artificial IntelligenceIn the world of Artificial Intelligence and Machine Learning, automation is often seen as the holy grail. But even the smartest machines can get confused, especially when decisions require nuance, context, or careful judgment. So what do you do when ...Jul 9, 2025·4 min read
k8s-kubernetes.hashnode.devKubernetes From Zero to Hero – Part 8: ConfigMaps and Secrets – Managing Application Configuration the Right WayRecap: What We Learned Previously In our previous blog, we: Introduced Ingress and Ingress Controllers Understood how Ingress routes traffic based on paths or hostnames Deployed an Ingress Controller to expose multiple services under the same doma...Feb 17, 2025·3 min read