Category: Artificial Intelligence

The Modernization Challenge Mainframe modernization projects often stall for the same reason; teams cannot capture what the legacy application does with enough precision to rebuild it confidently. The business logic running these applications is sound, it has processed millions of transactions daily for decades. But the applications themselves were written for a different era. They […]

As organizations migrate to AWS at scale, connecting migrated instances to their new storage is a common bottleneck. When workloads move from on-premises NFS servers to Amazon FSx for NetApp ONTAP, teams often mount file systems by hand, minutes per instance that add up to weeks across hundreds or thousands of servers. This solution combines […]

Every domain in a large-scale migration has tools. The network still has people: a handful of them, overbooked, carrying decades of accumulated decisions in their heads. That has just changed. It starts with the network When approaching a large-scale migration to the cloud, nothing moves until the network is ready. Not the database. Not the application. Not […]

Organizations running ASP.NET applications face a common dilemma: adding AI capabilities typically means significant refactoring or building entirely new systems. Your existing REST APIs contain years of valuable business logic, but there’s no straightforward path to make them AI-accessible without a rewrite. What if you could keep your code and add intelligence on top? In […]

When a service evolves quickly, knowing where to look for the latest changes matters just as much as the changes themselves. Today, we’re introducing the AWS Transform for migrations Release Notes. This Releases Notes page, part of the Change Log, the single page where product updates are captured, such as new features and behavioral changes. […]

AWS Transform is a collaborative enterprise IT transformation workbench powered by expert agents that accelerate cloud migration, application modernization, and continuous tech debt reduction. On May 14, 2026, AWS announced general availability of the AWS Transform Agent Toolkit Kiro Power, enabling Professional services organizations (e.g., consulting firms delivering cloud migrations), Independent Software Vendors (ISVs) embedding […]

An AWS Transform custom agent converts PyTorch and Triton kernels to NKI for AWS Trainium, compiling, verifying, and profiling every candidate on real hardware. The same Claude model that cold-solves 6% of kernels reaches 83% inside the agent’s verify-and-fix loop.

Introduction A network migration to AWS moves more than a topology. It also moves the decisions baked into that topology: VLANs grouping unrelated workloads that should have been segmented long ago, firewall rules written for an infrastructure that is now decommissioned, and address ranges fragmented by rack placement rather than logical boundaries. A migration is […]

Introduction You are about to rebuild a mainframe application that has run your organization for 30 years, and here is what most teams underestimate going in: the rebuild is not the hard part. Knowing what you are replacing is. A mainframe estate holds thousands of business rules. They are spread across legacy languages it was […]

This post is co-written with Reshma Nuggehally, Jai Bagmar and Kanai Lal Dutta from Accenture Background: Organizations running mainframes face a critical challenge: 90% are pursuing cloud modernization, yet organizations have transitioned fewer than 20% of workloads. Rising operating costs, retiring talent, and rigid architectures demand a fundamentally different approach. In this post, we explore how […]