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Lesson 09 of 10 · published

The Evolving Ecosystem

~16 min · evaluation, staying-current, l9

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피파 한 줄 정리: Ecosystem 3 tier: 소비자 platform (쉬움·제한적), API (유연·기술적), local (privacy·custom). 프로는 셋 다 써. ComfyUI = local의 Photoshop.

The generative media ecosystem is like a city that's being built while you live in it. New buildings go up every month, some old ones get demolished (remember Sora?), roads get rerouted, and entire neighborhoods transform. Understanding the city's layout — not just individual buildings — helps you navigate even as specifics change.

The Three Deployment Tiers

Tier 1: Consumer Platforms

Web apps and mobile apps with friendly interfaces. Midjourney (Discord/web), ChatGPT's image generation, Google's AI Studio. These prioritize ease of use over control. Good for: beginners, quick ideation, one-off generation. Limited for: high-volume production, automation, custom workflows.

Tier 2: APIs and Developer Platforms

Programmatic access that integrates into your own tools and workflows. OpenAI API (GPT-Image), Runway API, Google Vertex AI (Imagen), Replicate, Fal.ai. These prioritize flexibility and automation. Good for: production pipelines, batch processing, custom applications. Require: programming knowledge or workflow tools that wrap the APIs.

Tier 3: Local/Self-Hosted Models

Open-source or open-weight models running on your own hardware. FLUX via ComfyUI, Stable Diffusion via InvokeAI, Wan 2.6 for video, Voxtral for voice. These prioritize privacy, customization, and independence. Good for: fine-tuning, private content, unlimited generation, offline work. Require: GPU hardware (16GB+ VRAM for most current models), technical setup.

Ecosystem Map

PLATFORMS (Easy, Limited)          APIs (Flexible, Technical)
┌────────────────────┐            ┌────────────────────┐
│ Midjourney Web     │            │ OpenAI API         │
│ ChatGPT Images     │            │ Runway API         │
│ Google AI Studio   │            │ Vertex AI / Imagen │
│ Kling Web          │            │ Replicate          │
│ Hailuo Web         │            │ Fal.ai             │
└────────────────────┘            └────────────────────┘

LOCAL MODELS (Full Control, Hardware Required)
┌───────────────────────────────────────────────┐
│ FLUX (ComfyUI, InvokeAI, Forge)               │
│ Stable Diffusion (thousands of fine-tunes)     │
│ Wan 2.6 / LTX-2 (video)                       │
│ Voxtral (voice, 16GB+ GPU)                    │
└───────────────────────────────────────────────┘

CREATIVE TOOLS INTEGRATION
┌───────────────────────────────────────────────┐
│ Photoshop (Generative Fill, powered by Adobe  │
│   Firefly)                                    │
│ Canva (built-in AI generation)                │
│ Figma (AI plugins)                            │
│ DaVinci Resolve + Runway (video editing)      │
│ ComfyUI (visual node-based workflow builder)  │
└───────────────────────────────────────────────┘

The Integration Trend

The most significant ecosystem shift is integration into existing creative tools. Rather than using standalone AI generators, creators increasingly access AI generation from within their familiar editing environments. Photoshop's Generative Fill, Canva's AI features, and DaVinci Resolve's integration with external generators represent this trend. The implication: you may not need to choose between tools; they'll work together.

The ComfyUI Revolution

ComfyUI deserves special mention as a visual, node-based workflow builder for local models. It lets you construct complex generation pipelines — chaining ControlNet, LoRA loading, upscaling, and editing into reusable visual workflows — without writing code. For power users who want maximum control without programming, ComfyUI is becoming the Photoshop of AI generation.

Key Takeaways
  • The ecosystem has three tiers: consumer platforms (easy), APIs (flexible), and local models (full control). Most professionals use multiple tiers.
  • Integration into existing creative tools (Photoshop, Canva, DaVinci Resolve) is the biggest ecosystem trend.
  • ComfyUI enables powerful local workflows with visual node-based pipeline construction.
  • Start simple, graduate to complexity as your needs grow. Don't over-engineer your setup early.

External links

Exercise

정기 task 1개. 3 tier (consumer platform·API·local model) 각각에서 어떻게 할지 계획. Tradeoff 문서화. 필요 변할 때 upgrade path 확보.

Progress

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