> The database dictates the workflow, hands the LLM a highly constrained task, and runs external validation on the output before the state is ever allowed to advance.

This sounds like where lat.md[0] is headed. Only thing is it doesn't do task constraint. Generally I find the path these tools are taking interesting.

[0] https://github.com/1st1/lat.md