In my experience this complete lack of reproducibility is what happens when you throw LLMs at a complicate problem without sufficient shaping, workflows, etc. G

In my experience this complete lack of reproducibility is what happens when you throw LLMs at a complicate problem without sufficient shaping, workflows, etc. Go ahead, let LLMs invoke LLMs invoke LLMs and by the end you'll get an output that's really well written but completely different run to run.