LocalStack and LogicStar have collaborated to integrate AI-driven, self-healing automation into cloud development workflows, enhancing the ability to test and debug AWS services locally. LocalStack allows engineers to emulate AWS services on their laptops, while LogicStar uses AI to autonomously investigate, reproduce, and fix bugs. This integration ensures that bugs identified during local testing can be automatically addressed by LogicStar before reaching production, streamlining the debugging process. LogicStar's method involves sandboxed reproduction of issues, multi-agent fixes, and rigorous validation, ensuring only verified solutions are proposed. LocalStack's team has successfully utilized LogicStar to resolve complex bugs within its codebase, demonstrating significant time savings and accuracy in debugging. This partnership capitalizes on recent advancements in AI, observability, and DevOps practices to offer a more efficient and reliable development workflow, ultimately facilitating faster releases and improved software quality without increasing engineering resources.