Recursive Self-Correcting Coder
A coding prompt that forces the model to run mental unit tests and fix bugs before outputting a single line of code.
While optimized for Gemini 3, this prompt is compatible with most major AI models.
Analyze, explain, and debug code snippets using Gemini 3's understanding and execution capabilities.
Edit the prompt above then feed it directly to your favorite AI model
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A coding prompt that forces the model to run mental unit tests and fix bugs before outputting a single line of code.
Diagnose and fix Python errors by analyzing stack traces and code context.
Goes beyond fixing code to explain what was wrong and what the developer likely misunderstood when writing it. Builds understanding, not just fixes.
Generates Python code for data visualization and analysis. Creates interactive dashboards, statistical plots, and exploratory data analysis visualizations using Matplotlib, Seaborn, and Plotly.