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AWS Emulator: 100% built by agents

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Screenshot of AWS Emulator: 100% built by agents

AWS Emulator is a downloadable tool for running and testing AWS applications locally, built entirely by autonomous AI agents without engineers writing or reviewing its code. It began as a weekend experiment after an engineer prompted Kiro to create tests from the AWS CLI, verify them against real AWS, and implement an in-memory service that passed those tests. A first version of SQS appeared quickly, but turning the experiment into a product required a system of constraints and quality checks rather than simply giving agents broad freedom.

The system divides work among three agent teams. Test-writing agents use AWS API models and the live cloud to create and verify real-world scenarios, which form a growing suite of tens of thousands of fidelity tests. Issue-finding agents run those tests against the emulator and group failures; fixing agents address individual issues. Each change must pass build, coding-standard, security, and regression checks before merging. Hundreds of agents can work concurrently, reportedly resolving thousands of issues per day, while failed checks send changes back for revision. The release process packages the emulator for download, and its code and tests are published on GitHub under a CC0 license, alongside records of fixed issues and outstanding gaps. The project’s central claim is that reliable autonomous software development depends on bounded tasks, explicit tests, and a rigorous merge gate; further details on fidelity, security, and the agent workflow are planned.

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