> has anyone found a good way to improve code quality? just wondering ...

  - keep prompts focused on atomic tasks.
  - use expert prompting[0] when possible.
  - require coding agents to verify changes.
  - require coding agents to create/update unit tests with 100% coverage.
  - use git to commit/revert atomic tasks manually.
  - leverage planning capabilities to review instead of recover.
  - consider using something like Karpathy guidelines[1].
  - leverage Constraint Programming[2] concepts when
    formulating prompts.

0 - https://arxiv.org/pdf/2305.14688

1 - https://github.com/multica-ai/andrej-karpathy-skills

2 - https://en.wikipedia.org/wiki/Constraint_programming