Clean the context before it hits the model. AgentSkin keeps task-relevant facts and strips low-value API, JSON, and terminal noise.
Autonomy Ratings is an independent ratings initiative for autonomous systems — measuring whether agents can be trusted with access, authority, tools, data, and money.
The independent rating agency for autonomous systems.
In development. Brand and metric names are working titles while the public rating methodology is prepared.
Other public products and experiments from Nichols AI. AgentSkin is the context layer; these are the places it lives beside.
Applied AI systems, agent infrastructure, production software, and business automation.
Turn YouTube videos, webpages, and documents into clean notes without the copy-paste mess.
A public build experiment from the Nichols AI lab, available directly on GitHub.