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…
> but some others will pick up where he left off, with more modest goals Already happening :-) https://github.com/Dicklesworthstone/beads_rust
The other area I'd like to see some software engineering thinking that's more open ended is on regression testing: ways of storing or referencing old versions of texts to see if the agent can complete old transformations properly even with a context change that patches up a weakness in a transformation that is desirable. This is tricky as it interacts with something essential in software engineering, the ability to run test suites and responding to the outcome. I don't think we know yet when to apply what fidelity of testing, e.g. one-shot on snippets versus a more realistic test based on git worktrees.
This is not something you'd want for every context, but a lot of my effort is spent building up prompt fragments to normalize and clean up the code coming out of a model that did some ad-hoc work that meets the test coverage bar, which constrains it decently into having achieved "something." Kind of like a prototype. But often, a lot of ungratifying massaging is required to even cover the annoying but not dangerous tics of the LLM, to bring clarity to where it wrote, well, very bad and unprincipled code...as it does sometimes.