I use beads quite a bit, but not as steve intended. And definitely the opposite of "Gas Town," where I use the note-taking capability and integration with Git (that is, as something of a glorified Makefile and database) to debug contexts, to close the loop and increase accuracy over time. Nevertheless, it has been useful for large batch runs over my code base: the record has been processing for thirty hours straight while getting something useful, and enough trace data to make further improvements.

Steve has gone "a bit" loopy, in a (so far) self aware manner, but he has some kind of insight into the software engineering process, I think. Yet, I predict beads will break under the weight of no-supervision eventually if he keeps churning it, but some others will pick up where he left off, with more modest goals. He did, to his credit, kill off several generations of project before this one in a similar category.