# User Segment Comparison

| Habit # | Beginner                     | Intermediate                    | Advanced (Reflective Fluent)                    |
| ------- | ---------------------------- | ------------------------------- | ----------------------------------------------- |
| 1       | Passive, reactive            | Try a few re-prompts            | Architect their sessions intentionally          |
| 2       | Vague aims                   | Task-focused (e.g., code, copy) | Outcome-driven framing with future use in mind  |
| 3       | Speed over quality           | Balance varies                  | Depth-first, meta-cognitive prioritization      |
| 4       | Treat LLM as tool            | Slightly iterative              | Full *co-creation* stance                       |
| 5       | Don’t read model’s reasoning | Surface-level adjustments       | Ask: “What is the model *assuming*?”            |
| 6       | Frustrated by errors         | Try to “fix” prompts            | Use errors as mirrors for reflection            |
| 7       | No *learning loop*           | Occasional reflection           | Track their own LLM fluency growth deliberately |

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