How I Adapted Self-Critique Loops for a One-Person Builder Stack. The MINDCHANGE Axis Result Was Negative.
A solo developer adapted existing self-critique methods for large language models to fit within a single-agent, single-session framework suitable for a one-person operation. The new MINDCHANGE pattern includes three stages: negative-self, self-audit, and mind-change, aiming to differentiate genuine weaknesses from superficial critiques. This approach was tested with five different models, including Claude Opus 4.7 and Gemini 3.5 Flash, and is designed to be cost-effective for frequent, automated use. AI
IMPACT Enables more efficient and cost-effective self-improvement for LLMs in constrained environments.
