The State and Observer Patterns in a Python Agent Loop

The answer-slip rule on the operational-error path is a useful invariant, but I would test it with one model response containing several tool calls. If the first operational failure raises immediately, adding its error ToolMessage still leaves the later calls in that same assistant message without answer slips.

A second run using the retained memory may then be rejected even though the failed call itself was paired correctly. One option is to append explicit not-executed results for the remaining calls before aborting; another is to discard that unfinished round before reuse. The State objects make that cleanup policy a concrete transition worth testing with a scripted model.