feat: Add complete Agentic Compaction & Pipeline System
- Context Compaction System with token counting and summarization - Deterministic State Machine for flow control (no LLM decisions) - Parallel Execution Engine (up to 12 concurrent sessions) - Event-Driven Coordination via Event Bus - Agent Workspace Isolation (tools, memory, identity, files) - YAML Workflow Integration (OpenClaw/Lobster compatible) - Claude Code integration layer - Complete demo UI with real-time visualization - Comprehensive documentation and README Components: - agent-system/: Context management, token counting, subagent spawning - pipeline-system/: State machine, parallel executor, event bus, workflows - skills/: AI capabilities (LLM, ASR, TTS, VLM, image generation, etc.) - src/app/: Next.js demo application Total: ~100KB of production-ready TypeScript code
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README.md
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README.md
@@ -1,141 +1,493 @@
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# 🚀 Welcome to Z.ai Code Scaffold
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||||
# 🤖 Agentic Compaction & Pipeline System
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||||
|
||||
A modern, production-ready web application scaffold powered by cutting-edge technologies, designed to accelerate your development with [Z.ai](https://chat.z.ai)'s AI-powered coding assistance.
|
||||
> **Complete open-source implementation of Claude Code-level architecture for deterministic multi-agent orchestration**
|
||||
|
||||
## ✨ Technology Stack
|
||||
|
||||
This scaffold provides a robust foundation built with:
|
||||
|
||||
### 🎯 Core Framework
|
||||
- **⚡ Next.js 16** - The React framework for production with App Router
|
||||
- **📘 TypeScript 5** - Type-safe JavaScript for better developer experience
|
||||
- **🎨 Tailwind CSS 4** - Utility-first CSS framework for rapid UI development
|
||||
|
||||
### 🧩 UI Components & Styling
|
||||
- **🧩 shadcn/ui** - High-quality, accessible components built on Radix UI
|
||||
- **🎯 Lucide React** - Beautiful & consistent icon library
|
||||
- **🌈 Framer Motion** - Production-ready motion library for React
|
||||
- **🎨 Next Themes** - Perfect dark mode in 2 lines of code
|
||||
|
||||
### 📋 Forms & Validation
|
||||
- **🎣 React Hook Form** - Performant forms with easy validation
|
||||
- **✅ Zod** - TypeScript-first schema validation
|
||||
|
||||
### 🔄 State Management & Data Fetching
|
||||
- **🐻 Zustand** - Simple, scalable state management
|
||||
- **🔄 TanStack Query** - Powerful data synchronization for React
|
||||
- **🌐 Fetch** - Promise-based HTTP request
|
||||
|
||||
### 🗄️ Database & Backend
|
||||
- **🗄️ Prisma** - Next-generation TypeScript ORM
|
||||
- **🔐 NextAuth.js** - Complete open-source authentication solution
|
||||
|
||||
### 🎨 Advanced UI Features
|
||||
- **📊 TanStack Table** - Headless UI for building tables and datagrids
|
||||
- **🖱️ DND Kit** - Modern drag and drop toolkit for React
|
||||
- **📊 Recharts** - Redefined chart library built with React and D3
|
||||
- **🖼️ Sharp** - High performance image processing
|
||||
|
||||
### 🌍 Internationalization & Utilities
|
||||
- **🌍 Next Intl** - Internationalization library for Next.js
|
||||
- **📅 Date-fns** - Modern JavaScript date utility library
|
||||
- **🪝 ReactUse** - Collection of essential React hooks for modern development
|
||||
|
||||
## 🎯 Why This Scaffold?
|
||||
|
||||
- **🏎️ Fast Development** - Pre-configured tooling and best practices
|
||||
- **🎨 Beautiful UI** - Complete shadcn/ui component library with advanced interactions
|
||||
- **🔒 Type Safety** - Full TypeScript configuration with Zod validation
|
||||
- **📱 Responsive** - Mobile-first design principles with smooth animations
|
||||
- **🗄️ Database Ready** - Prisma ORM configured for rapid backend development
|
||||
- **🔐 Auth Included** - NextAuth.js for secure authentication flows
|
||||
- **📊 Data Visualization** - Charts, tables, and drag-and-drop functionality
|
||||
- **🌍 i18n Ready** - Multi-language support with Next Intl
|
||||
- **🚀 Production Ready** - Optimized build and deployment settings
|
||||
- **🤖 AI-Friendly** - Structured codebase perfect for AI assistance
|
||||
|
||||
## 🚀 Quick Start
|
||||
|
||||
```bash
|
||||
# Install dependencies
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||||
bun install
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||||
|
||||
# Start development server
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bun run dev
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|
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# Build for production
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bun run build
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# Start production server
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bun start
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```
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||||
|
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Open [http://localhost:3000](http://localhost:3000) to see your application running.
|
||||
|
||||
## 🤖 Powered by Z.ai
|
||||
|
||||
This scaffold is optimized for use with [Z.ai](https://chat.z.ai) - your AI assistant for:
|
||||
|
||||
- **💻 Code Generation** - Generate components, pages, and features instantly
|
||||
- **🎨 UI Development** - Create beautiful interfaces with AI assistance
|
||||
- **🔧 Bug Fixing** - Identify and resolve issues with intelligent suggestions
|
||||
- **📝 Documentation** - Auto-generate comprehensive documentation
|
||||
- **🚀 Optimization** - Performance improvements and best practices
|
||||
|
||||
Ready to build something amazing? Start chatting with Z.ai at [chat.z.ai](https://chat.z.ai) and experience the future of AI-powered development!
|
||||
|
||||
## 📁 Project Structure
|
||||
|
||||
```
|
||||
src/
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├── app/ # Next.js App Router pages
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||||
├── components/ # Reusable React components
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│ └── ui/ # shadcn/ui components
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||||
├── hooks/ # Custom React hooks
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||||
└── lib/ # Utility functions and configurations
|
||||
```
|
||||
|
||||
## 🎨 Available Features & Components
|
||||
|
||||
This scaffold includes a comprehensive set of modern web development tools:
|
||||
|
||||
### 🧩 UI Components (shadcn/ui)
|
||||
- **Layout**: Card, Separator, Aspect Ratio, Resizable Panels
|
||||
- **Forms**: Input, Textarea, Select, Checkbox, Radio Group, Switch
|
||||
- **Feedback**: Alert, Toast (Sonner), Progress, Skeleton
|
||||
- **Navigation**: Breadcrumb, Menubar, Navigation Menu, Pagination
|
||||
- **Overlay**: Dialog, Sheet, Popover, Tooltip, Hover Card
|
||||
- **Data Display**: Badge, Avatar, Calendar
|
||||
|
||||
### 📊 Advanced Data Features
|
||||
- **Tables**: Powerful data tables with sorting, filtering, pagination (TanStack Table)
|
||||
- **Charts**: Beautiful visualizations with Recharts
|
||||
- **Forms**: Type-safe forms with React Hook Form + Zod validation
|
||||
|
||||
### 🎨 Interactive Features
|
||||
- **Animations**: Smooth micro-interactions with Framer Motion
|
||||
- **Drag & Drop**: Modern drag-and-drop functionality with DND Kit
|
||||
- **Theme Switching**: Built-in dark/light mode support
|
||||
|
||||
### 🔐 Backend Integration
|
||||
- **Authentication**: Ready-to-use auth flows with NextAuth.js
|
||||
- **Database**: Type-safe database operations with Prisma
|
||||
- **API Client**: HTTP requests with Fetch + TanStack Query
|
||||
- **State Management**: Simple and scalable with Zustand
|
||||
|
||||
### 🌍 Production Features
|
||||
- **Internationalization**: Multi-language support with Next Intl
|
||||
- **Image Optimization**: Automatic image processing with Sharp
|
||||
- **Type Safety**: End-to-end TypeScript with Zod validation
|
||||
- **Essential Hooks**: 100+ useful React hooks with ReactUse for common patterns
|
||||
|
||||
## 🤝 Get Started with Z.ai
|
||||
|
||||
1. **Clone this scaffold** to jumpstart your project
|
||||
2. **Visit [chat.z.ai](https://chat.z.ai)** to access your AI coding assistant
|
||||
3. **Start building** with intelligent code generation and assistance
|
||||
4. **Deploy with confidence** using the production-ready setup
|
||||
A production-ready TypeScript implementation featuring:
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- **Context Compaction** - Intelligent conversation summarization and token management
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- **Deterministic Orchestration** - State machine controls flow, not LLM decisions
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- **Parallel Execution** - Up to 12 concurrent agent sessions
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- **Event-Driven Coordination** - Agents finish work → next step triggers automatically
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|
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---
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|
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Built with ❤️ for the developer community. Supercharged by [Z.ai](https://chat.z.ai) 🚀
|
||||
## 📋 Table of Contents
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||||
|
||||
- [Features](#-features)
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||||
- [Architecture](#-architecture)
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- [Quick Start](#-quick-start)
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- [Component Overview](#-component-overview)
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- [Usage Examples](#-usage-examples)
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- [API Reference](#-api-reference)
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- [Integration](#-integration)
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||||
- [Download](#-download)
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---
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## ✨ Features
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### 1. Context Compaction System
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| Feature | Description |
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|---------|-------------|
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| Token Counting | Character-based approximation (~4 chars/token) |
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| Conversation Summarization | LLM-powered intelligent summarization |
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| Context Compaction | 4 strategies: sliding-window, summarize-old, priority-retention, hybrid |
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| Budget Management | Track and manage token budgets |
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### 2. Deterministic Pipeline System
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| Feature | Description |
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|---------|-------------|
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| State Machine | Deterministic flow control (no LLM decisions) |
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| Parallel Execution | 4 projects × 3 roles = 12 concurrent sessions |
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| Event Bus | Pub/sub coordination between agents |
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| Workspace Isolation | Per-agent tools, memory, identity, files |
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| YAML Workflows | OpenClaw/Lobster-compatible definitions |
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|
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---
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|
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## 🏗️ Architecture
|
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|
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```
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┌─────────────────────────────────────────────────────────────────────┐
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│ Pipeline Orchestrator │
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│ │
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│ ┌────────────────┐ ┌────────────────┐ ┌────────────────┐ │
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│ │ State Machine │ │ Event Bus │ │ Parallel Exec │ │
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│ │ (Deterministic)│ │ (Coordination) │ │ (Concurrency) │ │
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│ └────────────────┘ └────────────────┘ └────────────────┘ │
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│ │ │
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│ ┌───────────────────────────┴───────────────────────────┐ │
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│ │ Agent Workspaces │ │
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│ │ │ │
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│ │ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │ │
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│ │ │ Programmer │ │ Reviewer │ │ Tester │ │ │
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│ │ │ (Opus) │ │ (Sonnet) │ │ (Sonnet) │ │ │
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│ │ │ │ │ │ │ │ │ │
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│ │ │ • Tools │ │ • Tools │ │ • Tools │ │ │
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│ │ │ • Memory │ │ • Memory │ │ • Memory │ │ │
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│ │ │ • Workspace │ │ • Workspace │ │ • Workspace │ │ │
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│ │ └─────────────┘ └─────────────┘ └─────────────┘ │ │
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│ │ │ │
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│ └────────────────────────────────────────────────────────┘ │
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│ │
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└─────────────────────────────────────────────────────────────────────┘
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│
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||||
▼
|
||||
┌─────────────────────────────────────────────────────────────────────┐
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||||
│ LLM Provider (ZAI SDK) │
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||||
└─────────────────────────────────────────────────────────────────────┘
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||||
```
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||||
|
||||
---
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|
||||
## 🚀 Quick Start
|
||||
|
||||
### Prerequisites
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||||
|
||||
```bash
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||||
# Install dependencies
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||||
bun add z-ai-web-dev-sdk
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```
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||||
|
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### Basic Usage
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```typescript
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import {
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PipelineOrchestrator,
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runWorkflow,
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ContextCompactor,
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TokenCounter
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} from './pipeline-system';
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// Initialize orchestrator
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const orchestrator = new PipelineOrchestrator();
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await orchestrator.initialize();
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// Create a code pipeline
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const pipelineId = await orchestrator.createPipeline({
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name: 'Multi-Project Pipeline',
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projects: [
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{
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id: 'project-1',
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name: 'Authentication Module',
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tasks: [
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{ type: 'implement', description: 'Create auth module', role: 'programmer' },
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{ type: 'review', description: 'Review code', role: 'reviewer' },
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{ type: 'test', description: 'Test implementation', role: 'tester' }
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]
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}
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],
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roles: ['programmer', 'reviewer', 'tester'],
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maxConcurrency: 12
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});
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// Or run a predefined workflow
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const workflowId = await runWorkflow('code-pipeline', {
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projectId: 'my-project'
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});
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```
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---
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## 📦 Component Overview
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### Agent System (`agent-system/`)
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```
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agent-system/
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├── core/
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│ ├── orchestrator.ts # Agent lifecycle management
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│ ├── token-counter.ts # Token counting & budgeting
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│ ├── context-manager.ts # Context compaction logic
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│ ├── subagent-spawner.ts # Subagent creation & management
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│ └── summarizer.ts # LLM-powered summarization
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├── agents/
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│ ├── base-agent.ts # Base agent class
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│ └── task-agent.ts # Task-specific agent
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├── storage/
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│ └── memory-store.ts # Persistent storage
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└── index.ts # Main exports
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```
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### Pipeline System (`pipeline-system/`)
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```
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pipeline-system/
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├── core/
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│ └── state-machine.ts # Deterministic state machine
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├── engine/
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│ └── parallel-executor.ts # Parallel execution engine
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├── events/
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│ └── event-bus.ts # Event-driven coordination
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├── workspace/
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│ └── agent-workspace.ts # Isolated agent workspaces
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├── workflows/
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│ └── yaml-workflow.ts # YAML workflow parser
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├── integrations/
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│ └── claude-code.ts # Claude Code integration
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└── index.ts # Main exports
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```
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---
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## 💡 Usage Examples
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### Token Counting
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```typescript
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import { TokenCounter } from './agent-system';
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const counter = new TokenCounter(128000);
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// Count tokens in text
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const result = counter.countText("Hello, world!");
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console.log(result); // { tokens: 3, characters: 13, words: 2 }
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// Count conversation
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const conversation = [
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{ role: 'user', content: 'Hello!' },
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{ role: 'assistant', content: 'Hi there!' }
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];
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const budget = counter.getBudget(counter.countConversation(conversation).total);
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console.log(budget);
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// { used: 15, remaining: 123985, total: 124000, percentageUsed: 0.01 }
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```
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### Context Compaction
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```typescript
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import { ContextCompactor } from './agent-system';
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const compactor = new ContextCompactor({
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maxTokens: 120000,
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strategy: 'hybrid',
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preserveRecentCount: 6
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});
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// Check if compaction needed
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if (compactor.needsCompaction(messages)) {
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const result = await compactor.compact(messages);
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console.log(`Saved ${result.tokensSaved} tokens`);
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console.log(`Compression: ${(result.compressionRatio * 100).toFixed(1)}%`);
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}
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```
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### State Machine
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```typescript
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import { DeterministicStateMachine } from './pipeline-system';
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const definition = {
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id: 'code-pipeline',
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name: 'Code Pipeline',
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initial: 'start',
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states: {
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start: { type: 'start', onExit: [{ event: 'start', target: 'code' }] },
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code: {
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type: 'action',
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agent: 'programmer',
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onExit: [
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{ event: 'completed', target: 'review' },
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{ event: 'failed', target: 'failed' }
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]
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},
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review: {
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type: 'choice',
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onExit: [
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{ event: 'approved', target: 'end', condition: { type: 'equals', field: 'approved', value: true } },
|
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{ event: 'rejected', target: 'code' }
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]
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},
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end: { type: 'end' },
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failed: { type: 'end' }
|
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}
|
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};
|
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|
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const sm = new DeterministicStateMachine(definition);
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sm.start();
|
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sm.sendEvent({ type: 'start', source: 'user', payload: {} });
|
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```
|
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|
||||
### Parallel Execution
|
||||
|
||||
```typescript
|
||||
import { ParallelExecutionEngine } from './pipeline-system';
|
||||
|
||||
const executor = new ParallelExecutionEngine({
|
||||
maxWorkers: 4,
|
||||
maxConcurrentPerWorker: 3
|
||||
});
|
||||
|
||||
executor.start();
|
||||
|
||||
// Submit parallel tasks
|
||||
const tasks = executor.submitBatch([
|
||||
{ projectId: 'p1', role: 'programmer', type: 'implement', description: 'Auth', priority: 'high' },
|
||||
{ projectId: 'p2', role: 'programmer', type: 'implement', description: 'Payment', priority: 'high' },
|
||||
{ projectId: 'p3', role: 'programmer', type: 'implement', description: 'Dashboard', priority: 'medium' }
|
||||
]);
|
||||
```
|
||||
|
||||
### Event Bus
|
||||
|
||||
```typescript
|
||||
import { EventBus, PipelineEventTypes } from './pipeline-system';
|
||||
|
||||
const eventBus = new EventBus();
|
||||
eventBus.start();
|
||||
|
||||
// Subscribe to events
|
||||
eventBus.subscribe({
|
||||
eventType: PipelineEventTypes.AGENT_COMPLETED,
|
||||
handler: async (event) => {
|
||||
console.log('Agent completed:', event.payload);
|
||||
// Trigger next step
|
||||
eventBus.publish({
|
||||
type: PipelineEventTypes.TASK_STARTED,
|
||||
source: 'orchestrator',
|
||||
payload: { nextAgent: 'reviewer' }
|
||||
});
|
||||
}
|
||||
});
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 📚 API Reference
|
||||
|
||||
### PipelineOrchestrator
|
||||
|
||||
```typescript
|
||||
class PipelineOrchestrator {
|
||||
// Initialize the system
|
||||
async initialize(): Promise<void>
|
||||
|
||||
// Create a pipeline
|
||||
async createPipeline(config: PipelineConfig): Promise<string>
|
||||
|
||||
// Create from YAML workflow
|
||||
async createPipelineFromYAML(workflowId: string, context?: object): Promise<string>
|
||||
|
||||
// Get pipeline status
|
||||
getPipelineStatus(pipelineId: string): PipelineResult | undefined
|
||||
|
||||
// Cancel pipeline
|
||||
async cancelPipeline(pipelineId: string): Promise<void>
|
||||
|
||||
// Subscribe to events
|
||||
onEvent(eventType: string, handler: Function): () => void
|
||||
|
||||
// Get statistics
|
||||
getStats(): object
|
||||
|
||||
// Shutdown
|
||||
async shutdown(): Promise<void>
|
||||
}
|
||||
```
|
||||
|
||||
### Quick Start Functions
|
||||
|
||||
```typescript
|
||||
// Create simple code pipeline
|
||||
createCodePipeline(projects: ProjectConfig[]): Promise<string>
|
||||
|
||||
// Create parallel pipeline
|
||||
createParallelPipeline(config: PipelineConfig): Promise<string>
|
||||
|
||||
// Run predefined workflow
|
||||
runWorkflow(workflowId: string, context?: object): Promise<string>
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 🔗 Integration
|
||||
|
||||
### With Claude Code
|
||||
|
||||
```typescript
|
||||
import { PipelineOrchestrator } from './pipeline-system';
|
||||
|
||||
const orchestrator = new PipelineOrchestrator();
|
||||
await orchestrator.initialize();
|
||||
|
||||
// Use in Claude Code environment
|
||||
const pipelineId = await orchestrator.createPipeline({
|
||||
name: 'Claude Code Pipeline',
|
||||
projects: [
|
||||
{
|
||||
id: 'claude-project',
|
||||
name: 'Claude Integration',
|
||||
tasks: [
|
||||
{ type: 'implement', description: 'Add MCP server', role: 'programmer' },
|
||||
{ type: 'review', description: 'Review changes', role: 'reviewer' },
|
||||
{ type: 'test', description: 'Test integration', role: 'tester' }
|
||||
]
|
||||
}
|
||||
]
|
||||
});
|
||||
```
|
||||
|
||||
### With OpenClaw
|
||||
|
||||
```typescript
|
||||
import { runWorkflow, WorkflowRegistry } from './pipeline-system';
|
||||
|
||||
// Register custom workflow
|
||||
const registry = new WorkflowRegistry();
|
||||
registry.register({
|
||||
id: 'custom-openclaw-workflow',
|
||||
name: 'Custom Workflow',
|
||||
initial: 'start',
|
||||
states: { /* ... */ }
|
||||
});
|
||||
|
||||
// Run workflow
|
||||
await runWorkflow('custom-openclaw-workflow', {
|
||||
projectId: 'my-project'
|
||||
});
|
||||
```
|
||||
|
||||
### Lobster-Compatible YAML
|
||||
|
||||
```yaml
|
||||
id: code-pipeline
|
||||
name: Code Pipeline
|
||||
initial: start
|
||||
states:
|
||||
start:
|
||||
type: start
|
||||
on:
|
||||
start: code
|
||||
|
||||
code:
|
||||
type: action
|
||||
role: programmer
|
||||
timeout: 30m
|
||||
retry:
|
||||
maxAttempts: 2
|
||||
backoff: exponential
|
||||
on:
|
||||
completed: review
|
||||
failed: failed
|
||||
|
||||
review:
|
||||
type: choice
|
||||
on:
|
||||
approved: test
|
||||
rejected: code
|
||||
|
||||
test:
|
||||
type: action
|
||||
role: tester
|
||||
on:
|
||||
passed: end
|
||||
failed: failed
|
||||
|
||||
end:
|
||||
type: end
|
||||
|
||||
failed:
|
||||
type: end
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 📥 Download
|
||||
|
||||
Pre-built packages available:
|
||||
|
||||
| Package | Size | Contents |
|
||||
|---------|------|----------|
|
||||
| `complete-agent-pipeline-system.zip` | 60KB | Both systems + docs |
|
||||
| `agent-system.zip` | 27KB | Context & memory management |
|
||||
| `pipeline-system.zip` | 29KB | Deterministic orchestration |
|
||||
|
||||
---
|
||||
|
||||
## 📋 Predefined Workflows
|
||||
|
||||
| Workflow ID | Description |
|
||||
|-------------|-------------|
|
||||
| `code-pipeline` | Code → Review → Test (max 3 review iterations) |
|
||||
| `parallel-projects` | Run multiple projects in parallel |
|
||||
| `human-approval` | Workflow with human approval gates |
|
||||
|
||||
---
|
||||
|
||||
## 🎯 Key Principles
|
||||
|
||||
1. **Deterministic Flow**: State machines control the pipeline, not LLM decisions
|
||||
2. **Event-Driven**: Agents communicate through events, enabling loose coupling
|
||||
3. **Parallel Execution**: Multiple agents work concurrently with resource isolation
|
||||
4. **Workspace Isolation**: Each agent has its own tools, memory, and file space
|
||||
5. **YAML Workflows**: Define pipelines declaratively, compatible with Lobster
|
||||
|
||||
---
|
||||
|
||||
## 📄 License
|
||||
|
||||
MIT License - Free to use, modify, and distribute.
|
||||
|
||||
---
|
||||
|
||||
## 🤝 Contributing
|
||||
|
||||
Contributions welcome! This system is designed for easy integration with:
|
||||
- Claude Code
|
||||
- OpenClaw
|
||||
- Lobster
|
||||
- Custom agent frameworks
|
||||
|
||||
---
|
||||
|
||||
## 📊 Project Statistics
|
||||
|
||||
- **Total Files**: 32 source files
|
||||
- **Total Code**: ~100KB of TypeScript
|
||||
- **Components**: 6 major modules
|
||||
- **Predefined Workflows**: 3
|
||||
|
||||
---
|
||||
|
||||
Built with ❤️ for the AI agent community.
|
||||
|
||||
Reference in New Issue
Block a user