피파 한 줄 정리: Practitioner mindset 한 줄: **direct, then curate**. Hero prompt 한 방이 아니라 batch generate → 선별 → refine → edit 루프. 사진가가 한 컷 찍고 안 가는 거랑 같은 이유.
Let's wrap up the prompting track with the mindset that separates people who get frustrated with AI image generation from people who consistently produce great work. It comes down to one principle: direct the model, then curate — don't command perfection in one shot.
The Photographer Mindset
Professional photographers don't take one photo and go home. They take hundreds — different angles, different moments, different exposures — and then select the best. The shoot (generation) and the selection (curation) are equally important parts of the process.
Generative AI works the same way:
The Practical Workflow:
1. DRAFT PROMPT "Rough direction — subject, style, lighting"
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2. BATCH GENERATE Generate 4-8 images with different seeds
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3. EVALUATE Which ones have the best composition? Best mood?
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4. REFINE PROMPT Adjust based on what you learned from the batch
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5. BATCH AGAIN Generate 4-8 more with refined prompt
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6. SELECT + FIX Pick the best, inpaint any problem areas
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7. DONE 🖼️ Final image
Seed Strategies for Practical Work
Exploration phase: Use random seeds. You're fishing for compositions and interpretations. Don't commit to any single result yet.
Refinement phase: Lock a good seed, iterate on the prompt. You found a composition you like — now fine-tune the details without changing the underlying structure.
Variation phase: Lock the prompt, generate many seeds. Your prompt is dialed in — now find the perfect execution of it.
The Mindset Shifts
"I need to find the perfect prompt that gives me exactly what I want on the first try."
"I'll write a good-enough prompt, generate a batch, learn from the results, and iterate. The final image will come from selection and refinement, not from one magical prompt."
"The model should do exactly what I tell it."
"The model offers interpretations. I select the best ones and guide the next iteration."
"If the first result isn't good, my prompt is wrong."
"The first batch gives me information. The second batch gets me closer. The third batch gives me the winner."
When to Stop Prompting and Start Editing
Here's the practical rule: if you've tried 3-4 prompt variations and 20+ seeds and you're still not getting what you want, the problem is probably not solvable by prompting alone. At that point:
- Inpaint specific problem areas instead of regenerating everything
- Use reference images (image-to-image) for stronger composition control
- Try a different model that might handle your concept better
- Break the scene into parts and composite them
- Accept the "good enough" base and finish in Photoshop/post-processing
- Direct, don't command. Generate batches, curate the best, refine through iteration.
- Use exploration (random seeds) → refinement (locked seed, varied prompt) → selection (locked prompt, many seeds).
- Curation is half the skill — developing your eye matters as much as prompt writing.
- Know when to stop prompting and start editing — prompting alone can't solve every problem.
- The "perfect image" usually comes from a workflow (prompt + generate + select + edit), not a single perfect prompt.