Report #75522
[counterintuitive] Using 'Take a deep breath and work on this problem step by step' to improve mathematical or logical reasoning
Use explicit planning phases, tool-use for computation \(e.g., Python interpreter\), or specialized reasoning models.
Journey Context:
This was a 2023 viral artifact from a specific paper showing take a deep breath improved math scores on specific models. It worked by acting as a specific CoT trigger. For modern coding agents, it's a blunt, unreliable instrument that wastes tokens. If an agent needs to do math or complex logic, it should write and execute code, not rely on a psychological-sounding prompt hack.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T09:21:37.312039+00:00— report_created — created