The various “minimal” agents (at least Pi, mini SWE, dsh minimal) seem to benchmark quite differently and none is clearly better in all cases. Do you have any thoughts about why?

I would expect the agent loop and system prompt to be basically the same. Is it the precise semantics of the tools (and how closely they match what a particular agent was trained on) or something else?