Amazon Web Services introduced an AI-agent-built local emulator for cloud application tests, letting developers check supported AWS calls without an account while warning that the tool does not reproduce production security controls.
Developers can send requests to a local endpoint through AWS software development kits or command-line tools. AWS says implemented operations return the responses or errors expected from AWS; requests for unsupported operations receive HTTP 501. Resource state exists only in memory and is cleared when the emulator stops.
AWS says the emulator is intended for development and testing, not production or security testing. Its implementation is strongest for control-plane APIs, which configure services. Support for data-plane functions and infrastructure-as-code varies by service and feature. The tool does not evaluate AWS Identity and Access Management (IAM) policies as AWS does, and it does not model cross-account or cross-Region behavior.
Linux users can install the emulator through RPM or Debian packages; AWS directs macOS and Windows users to Docker. There is no additional service fee for the emulator, although users pay for real AWS resources when they deploy applications to AWS.
AWS says autonomous agents built the emulator using 438 AWS API models. In a guest post, Swaminathan Sivasubramanian said it covers more than 200 AWS services. AWS says the agents create tests against real AWS services, identify gaps and propose fixes that must pass automated build, security and fidelity checks. AWS senior principal engineer Matthew Goldberg said his team did not write or review the code.
Simon Willison reported 29,684 commits during the project’s first three weeks. AWS launch materials describe thousands of commits but do not confirm Willison’s precise count or time period.
Telemetry starts enabled. AWS documentation says it reports usage and errors, excludes request and response contents, code, credentials and personal data, and can be disabled by users.
Sivasubramanian wrote that AWS would share more about the project at re:Invent but gave no date for that discussion.


