Aidress vs Mirrors

are utilities designed to be called by a model: their inputs are designed to be generated by models, and their outputs are designed to be passed back to models.

Mirrors rebuilds the systems your AI agents call and replays real sessions against every prompt, tool, or model change before it reaches production.

About Aidress

are utilities designed to be called by a model: their inputs are designed to be generated by models, and their outputs are designed to be passed back to models. A toolkit is a collection of tools meant to be used together. The following table shows tools that can be used as code interpreters: Tool/Toolkit Supported Languages Sandbox Lifetime Supports File Uploads Return Types Supports Self-Hosting . The following table shows tools that can be used to automate tasks in productivity tools: Tool/Toolkit Pricing .

About Mirrors

Mirrors rebuilds the systems your AI agents call and replays real sessions against every prompt, tool, or model change before it reaches production. Schema, seed data, and tool behavior mined into a runnable copy of the systems your agent calls, including the internal tools nobody will give you a test instance of. Every change is tested against past sessions before it merges. The Replay screen diffs each recorded production call against its counterpart in the environment, so you can see where the two agree and where they drift before you trust it with a merge gate.