This is definitely out of the blue in terms of the person behind it. Its a cool concept as well (basically compressing meaning using language only).

That being said, can't help but wonder if stuff like this is better done with auto-encoders. The implementation in dialect.py seems very "narrative" oriented, probably not that good for things like coding.