With Syberia, experimenting with a model is the same as getting it ready for production.
Syberia encourages clear separation of structure and has built-in support for testing and continuous integration.
R codebases are typically loosely organized collections of scripts. By enforcing a structure that encourages separating out components for re-use and enabling automated testing, several long-term effects on the modeling process should emerge: