From the source
Liquid AI describes an experiment in which two coding agents, using the best publicly available coding models at the time, were tasked with autonomously building a production-grade byte-pair encoding tokenizer trainer.
The resulting tool, toktoktok, is now open source on GitHub.
The post shares lessons on designing agent loops, specifying goals for multi-domain experts, and setting up verification infrastructure.
