Sushanth Mangalore

Not every workflow needs an agent, and forcing agentic AI where it doesn't fit adds nondeterminism, cost, and failure modes a deterministic design would have avoided.

With 200+ AWS services and a growing ecosystem of third-party solutions, making the right architectural choices can feel overwhelming. This session introduces a capability-first approach for moving from business goals to technology choices in a structured manner.

When you’re architecting workloads, you have a choice of over 200 AWS services. However, it doesn’t have to be overwhelming to pick the right services for your architecture.

Auto scaling is the ability to increase or decrease the desired count of tasks in your Amazon ECS service automatically. In this chalk talk, dive deep into the auto scaling mechanisms of Amazon ECS, including capacity provider and Amazon ECS Service Auto Scaling, for both Amazon EC2 and AWS Fargate workloads.

When you’re architecting your workloads, you have a choice of 200+ services on AWS. However, it doesn't have to be overwhelming to pick the right services for your architecture.

Auto scaling is a powerful function of Amazon ECS that provides the ability to increase or decrease the desired count of tasks in your Amazon ECS service automatically.