The day’s evidence favors practical control of large language model (LLM) coding work. agent-stack gives the most concrete token-saving claims. BotCircuits defines workflow routing outside the model.
Coding-agent adoption is getting practical support at the repo boundary: smaller startup context, code maps, usage logs, explicit workflow files, and review practices that protect domain vocabulary.
The clearest work on this day makes software agents easier to score, easier to rerun, and easier to block when they fail checks.
The most actionable work here pushes software agents into loops with hard execution checks. The clearest near-term builds are a repository repair worker that edits tests alongside code, a compiled workflow tool for…