Causal loop diagrams, act as the frontend portion of token mechanism design, where you layout the ecosystem relationships that you want to either analyze or design for.

Casually looped makes it possible to share your insights about your token ecosystem for the first time in a way, that  can be forked, iterated on and contributed back to the commons or your personal project that is a part of the natural development workflow.

This translation from closed diagram to code, makes it possible to support, discovery, token dynamics and leverage the power of LLMs to provide visual aid in understanding token ecosystems. 

This will materially lift the engineering process, by allowing people new to the field and non technical people access to systems thinking with minimal overhead.