3 Levels of Prompting: From Commands to Reasoning
goyalshaliniuk · x · 2026-08-16
The article outlines three levels of prompting:
- Level 1 (Surface): Basic zero/few-shot commands like "Summarize this."
- Level 2 (Context-Driven): Defining role, tone, format, and constraints with examples for consistency.
- Level 3 (Reasoning-Based): Using Chain-of-Thought and reflection to shift from text generation to problem-solving.
The key is moving from asking questions to thinking with AI.
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