AWS launches autonomous tech debt remediation tool in preview

AWS has released a preview of a new capability within its AWS Transform service, focused on automating the detection and remediation of technical debt. The tool, called AWS Transform – continuous modernization, is designed to address the growing challenge of maintaining codebases as engineering teams scale and AI-assisted development accelerates the pace of change. By providing continuous, autonomous analysis and remediation, AWS aims to reduce the manual effort traditionally required to manage technical debt across large portfolios of applications and services.

What AWS Transform – continuous modernization offers

The new capability allows organizations to scan their code repositories against configurable baselines, identifying issues such as end-of-life dependencies, deprecated frameworks, and security vulnerabilities. These baselines can be customized to include organization-specific policies, such as approved libraries or internal coding standards. Once findings are detected, the tool prioritizes them and can autonomously generate pull requests to remediate the issues, notifying the relevant teams for review or approval.

AWS Transform – continuous modernization integrates with AWS Security Agent to include security vulnerabilities in its analysis, ensuring that security findings are treated with the same prioritization and workflow as other technical debt. The tool supports two operational modes: continuous mode for day-to-day maintenance, such as upgrading libraries or applying security patches, and campaign mode for larger modernization projects, like framework migrations or runtime upgrades.

How it works

The tool connects to an organization’s source control system, such as GitHub, and begins scanning repositories against predefined or custom policies. Within hours, it generates a dashboard showing the status of each repository, including the severity of findings, the number of affected files, and the specific technical debt patterns detected. Users can then select high-priority findings and launch a remediation campaign, which generates pull requests for the affected repositories. The dashboard provides real-time updates on the progress of these campaigns, including which pull requests have been created, merged, or require further action.

For example, if an organization has deprecated an internal library or standardized on a particular logging pattern, these rules can be codified as policies within AWS Transform. The tool will then continuously monitor repositories for compliance and generate pull requests to address deviations. This eliminates the need for manual status check-ins and reduces the risk of regressions, particularly as AI-assisted development tools accelerate the pace of code changes.

Why this matters for platform teams

Engineering organizations often spend a significant portion of their IT budgets—up to 30%, according to AWS—managing technical debt. Traditional approaches rely on a combination of point tools and manual processes, which can be time-consuming and prone to errors. AWS Transform – continuous modernization aims to streamline this workflow by providing a unified platform for detection, prioritization, and remediation. By automating these tasks, the tool frees up engineering capacity for higher-value work, such as innovation or feature development.

Availability and next steps

AWS Transform – continuous modernization is available in preview starting 17 June 2026. Organizations can access the tool through the AWS Transform web application, the AWS Transform Kiro Power interface, or via MCP and skills for integration with existing coding agents. AWS has provided documentation to help users get started, including guidance on configuring baselines, launching remediation campaigns, and monitoring progress.