AI image editing orchestrator - prompt optimization with 12-point constraint rule set and Replicate API integration
JavaScriptOpen Source
The problem
What's broken without this
🎯
Prompt drift across edits
Generative models produce inconsistent results when you make sequential edits without explicit constraints, breaking visual coherence.
⏱️
Manual prompt engineering
Writing detailed, constraint-aware prompts for each image edit requires domain expertise and takes minutes per iteration.
🚫
Unintended model behaviors
Image models hallucinate unwanted details or ignore spatial/stylistic requirements without a structured rule framework.
The difference
Why it matters
✗ Without
Manual work
Slow iteration
Repeated mistakes
✓ With this
12-point constraint rule set prevents hallucination and drift
Converts high-level edit intents into production-ready prompts automatically
Tracks spatial rules (position, scale, lighting) explicitly in prompt structure
Under the hood
How it works
📥
Define edit intent + constraints
You specify the target object, edit type (device swap, style transfer, etc.), elements to preserve, and spatial/lighting rules.
⚙️
Apply 12-point constraint rule set
The prompt builder evaluates your intent against rules for composition, lighting, interactions, and forbidden elements, then synthesizes a detailed prompt.
🎬
Send to Replicate API
The optimized prompt is sent to a generative image model, which produces an edited image respecting all specified constraints.
What it does
Core capabilities
⚡
Fast
Optimized for speed and efficiency.
🎯
Reliable
Built to work consistently.
🔌
Integrates
Works with your existing tools.
Instead of rewriting prompts for every edit, you define constraints once and the system generates consistent, rule-compliant prompts for each variation.
arc-web/Claude-Creative-Director
Codebase
Built with care
💻
JavaScript
Built in JavaScript for type safety and reliability.
🏗️
Architecture
SDK/Library
📦
Key deps
dotenv, replicate
🔓
Open Source (MIT / PolyForm)
Fork it, extend it, ship it. It's yours.
Built by
Mike Ensor Arc Web
AI automation, marketing technology, building tools that work.
Mike builds open-source AI tools for agencies, marketers, and operators who are done waiting for software to catch up. All Arc Web projects are open source by default — fork them, extend them, ship them.