SCX.ai - Agentic Context Engineering Demo

An interactive web demo showcasing SCX.ai's Agentic Context Engineering (ACE) technology for self-improving AI systems.

🌐 Visit SCX.ai | 📄 Research Paper

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🚀 What is SCX.ai's ACE Technology?

SCX.ai brings you Agentic Context Engineering — a breakthrough framework where AI models evolve their own playbooks through a modular process of:

1. Generator - Produces reasoning trajectories using the playbook
2. Reflector - Analyzes outputs and tags strategies as helpful/harmful
3. Curator - Updates the playbook with delta context items

Key Benefits

• 86.9% Faster Adaptation - Lower latency through incremental delta updates
• +10.6% Accuracy Gain - Preserves domain-specific knowledge
• Zero Retraining - Self-improves without labeled data or fine-tuning

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🛠️ Quick Start

Prerequisites

• Node.js 18+
• SCX.ai API key

Installation

# Clone the repo
git clone https://github.com/Monty1122/ace-demo.git
cd ace-demo

# Install dependencies
npm install

# Set up environment variables
cp .env.example .env.local
# Edit .env.local with your SCX.ai API key

# Run development server
npm run dev

Environment Variables

Create a .env.local file:

LLM_API_URL=https://api.scx.ai/v1
LLM_API_KEY=your-scx-ai-api-key
LLM_MODEL=DeepSeek-V3.1

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📁 Project Structure

ace-demo/
├── app/
│   ├── page.tsx          # Landing page with SCX.ai branding
│   ├── demo/
│   │   └── page.tsx      # Interactive ACE demo
│   ├── api/
│   │   └── ace/
│   │       └── route.ts  # ACE pipeline API
│   ├── layout.tsx
│   └── globals.css
├── public/
│   ├── scx-logo-long.png
│   └── scx-logo-square.png
├── package.json
└── README.md

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🎨 Features

• Interactive Demo - Run the three-agent pipeline on sample problems
• Live Playbook View - Watch the playbook evolve with helpful/harmful counters
• Agent Visualization - Animated pipeline showing Generator → Reflector → Curator
• Sample Problems - Pre-loaded financial NER and calculation examples
• Custom Questions - Try your own questions with SCX.ai's AI

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🔗 Links

• SCX.ai Website - Learn more about SCX.ai
• ACE Research Paper - Read the academic paper
• Original ACE Repository - Open source implementation

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📝 About SCX.ai

SCX.ai is revolutionizing how AI systems learn and adapt. Our platform enables enterprises to deploy AI that continuously improves through real-world usage — no retraining needed.

The Future of Self-Improving AI

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Powered by SCX.ai • Based on research from Stanford & SambaNova