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Lesson 07 of 10 · published

How to Keep Learning

~17 min · evaluation, staying-current, l7

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피파 한 줄 정리: Learning loop: follow → test → compare → build taste. 읽는 게 아니라 *손으로* 비교하는 게 학습 가속. Side-by-side가 단일 평가보다 훨씬 빨라.

Continuous learning in generative media isn't about consuming more information — it's about building a practice loop where you absorb, test, reflect, and adapt. Think of it like a martial art: you don't get better by watching YouTube fights. You get better by drilling techniques, sparring, reviewing your performance, and adjusting.

The Four-Part Learning Loop

┌─── FOLLOW ───┐
     │ Curated        │
     │ sources only   │
     ▼               │
┌─────────┐         │
│  TEST    │◀────────┘
│ Hands-on │
│ with your│
│ prompts  │
└────┬─────┘
     │
     ▼
┌─────────┐
│ COMPARE  │
│ Side-by- │
│ side,    │
│ honest   │
└────┬─────┘
     │
     ▼
┌─────────┐
│ BUILD    │──────▶ Loop back to FOLLOW
│ TASTE    │        with sharper eye
│ Reflect, │
│ document │
└──────────┘

Follow: Curate Your Information Diet

Pick 3–5 sources you trust and check them weekly. Quality over quantity. Good sources share prompts, show failures alongside successes, and provide specific technical analysis rather than emotional reactions.

Recommended source types:

  • One official blog from the ecosystem you use most (e.g., OpenAI blog, Midjourney announcements)
  • One independent comparison channel that tests models head-to-head
  • One community forum where practitioners share real workflows (not just showcase results)
  • One newsletter that summarizes weekly developments in 5 minutes

Test: Hands-On Exploration

Reading about models is not the same as using them. Set aside time for deliberate testing:

Compare: Honest Side-by-Side Assessment

Comparison is where learning accelerates. When you see two outputs from different models side by side, you notice things you'd miss evaluating them individually: color differences, compositional choices, detail handling, text accuracy. Keep a comparison journal — even a simple folder of screenshots with notes.

Build Taste: The Metacognitive Layer

After testing and comparing, reflect on what you learned. Update your mental model of each tool. Adjust your prompt strategies. This reflection step is what transforms experience into expertise. Without it, you're just generating images; with it, you're developing craft.

Key Takeaways
  • Follow a curated information diet (3–5 sources), test hands-on weekly, compare honestly, and reflect to build taste.
  • Reading about models is not a substitute for using them. Schedule deliberate practice sessions.
  • Side-by-side comparison accelerates learning faster than any other technique.
  • The reflection step — updating your mental model of each tool — transforms experience into expertise.

Code

예시 코드·text
Weekly Practice Session (30-60 minutes):

Monday: Model comparison day
  - Take one prompt from your standard test set
  - Run it on 2-3 models you use
  - Compare results side by side
  - Note which model handles which aspect better

Wednesday: Technique day
  - Pick one technique you haven't tried:
    reference images, inpainting, style mixing,
    negative prompting, ControlNet, etc.
  - Spend 30 min exploring it with your actual work

Friday: Free exploration day
  - No specific goal
  - Try prompts outside your usual domain
  - Generate for fun, not for production
  - This is where serendipitous discoveries happen

External links

Exercise

다음 4주 동안 hands-on testing 주간 30분 schedule. 매 session 다른 모델·기법. 학습한 것 문서화. 월말까지 새 모델 평가 markedly 빠르게.

Progress

Progress is local-only — sign in to sync across devices.
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