Prompting as Strategic Action

Prompting, evaluated through Habermas's framework, is strategic action raised to a science. The prompt engineer studies the model's response patterns to exploit them — not to understand the model but to extract maximum value from it. Chain-of-thought prompting, few-shot examples, system prompt optimization — each technique mimics communicative engagement while remaining purely instrumental. The instruction 'let's think through this step by step' looks communicative; in practice it is a statistical manipulation. The practice is legitimate within its domain — builders legitimately want implementations, lawyers legitimately want briefs, analysts legitimately want cleaned datasets. The danger emerges when the strategic orientation generalizes: when the cognitive habits cultivated through thousands of hours of prompting begin to structure every communicative encounter, including the ones where understanding, not output, is what matters.