349 lines
10 KiB
Markdown
349 lines
10 KiB
Markdown
# LangGraph Agent Framework - Implementation Summary
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## Overview
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Successfully implemented a comprehensive LangGraph.js-based agentic framework for the Bandit Runner application. The framework runs entirely in Cloudflare Durable Objects and provides a beautiful retro terminal UI for interacting with autonomous agents that solve the OverTheWire Bandit wargame.
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## ✅ What Was Implemented
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### 1. Core Backend Components
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#### **State Management** (`src/lib/agents/bandit-state.ts`)
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- Comprehensive TypeScript interfaces for agent state
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- Level goals for all 34 Bandit levels
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- Command and thought log tracking
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- Checkpoint system for pause/resume functionality
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#### **LLM Provider Layer** (`src/lib/agents/llm-provider.ts`)
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- OpenRouter integration supporting multiple models:
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- OpenAI (GPT-4o, GPT-4o Mini)
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- Anthropic (Claude 3.5 Sonnet, Claude 3 Haiku)
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- Meta (Llama 3.1)
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- DeepSeek, Gemini, Mistral, and more
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- Streaming and non-streaming response modes
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- Abstraction layer for easy provider switching
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#### **SSH Tool Wrappers** (`src/lib/agents/tools.ts`)
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- `ssh_connect` - Establish SSH connections
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- `ssh_exec` - Execute commands with safety allowlist
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- `validate_password` - Test passwords via SSH
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- `ssh_disconnect` - Close connections
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- Command validation and security checks
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#### **LangGraph State Machine** (`src/lib/agents/graph.ts`)
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- State graph with nodes:
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- `plan_level` - LLM plans next command
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- `execute_command` - Runs SSH command
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- `validate_result` - Checks for password
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- `advance_level` - Moves to next level
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- Conditional edges based on agent status
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- Integration with LangChain tools
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#### **Error Handling** (`src/lib/agents/error-handler.ts`)
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- Error classification (network, SSH, timeout, API)
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- Retry strategies with exponential backoff
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- Cost tracking for LLM API calls
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- Spending limit enforcement
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#### **Storage Layer** (`src/lib/storage/run-storage.ts`)
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- Durable Object storage interface
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- D1 database schema for run metadata
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- R2 storage for JSONL logs
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- Password vault with encryption
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- Data lifecycle management (DO → D1 → R2)
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### 2. Durable Object Implementation
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#### **BanditAgentDO** (`src/lib/durable-objects/BanditAgentDO.ts`)
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- Runs LangGraph state machine
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- WebSocket server for real-time streaming
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- HTTP endpoints for agent control:
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- `/start` - Start new run
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- `/pause` - Pause execution
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- `/resume` - Resume from checkpoint
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- `/command` - Manual command injection
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- `/retry` - Retry current level
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- `/status` - Get current state
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- Alarm-based auto-cleanup after 2 hours
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- State persistence in DO storage
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### 3. API Routes
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#### **Agent Lifecycle** (`src/app/api/agent/[runId]/route.ts`)
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- POST endpoints for all agent actions
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- GET endpoint for status queries
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- Durable Object proxy layer
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- Error handling and validation
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#### **WebSocket Route** (`src/app/api/agent/[runId]/ws/route.ts`)
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- WebSocket upgrade handling
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- Bidirectional communication with Durable Object
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- Real-time event streaming
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### 4. Frontend Components
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#### **WebSocket Hook** (`src/hooks/useAgentWebSocket.ts`)
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- React hook for WebSocket management
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- Auto-reconnect with exponential backoff
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- Event handlers for terminal and chat updates
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- Connection state tracking
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- Ping/pong keep-alive
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#### **Agent Control Panel** (`src/components/agent-control-panel.tsx`)
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- Model selection dropdown
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- Level range selector (0-33)
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- Streaming mode toggle
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- Start/Pause/Resume/Stop buttons
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- Status indicators (idle/running/paused/complete/failed)
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- Connection status display
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#### **Enhanced Terminal Interface** (`src/components/terminal-chat-interface.tsx`)
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- Integrated with WebSocket for real-time updates
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- Split-pane layout (terminal left, agent chat right)
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- Command history with arrow keys
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- Panel switching (Ctrl+K/J, ESC)
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- Support for manual intervention when paused
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- Beautiful retro styling with scan lines and grid patterns
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- System messages for agent events
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- Thinking indicators
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### 5. WebSocket Event System
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#### **Event Handlers** (`src/lib/websocket/agent-events.ts`)
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- Standardized event types:
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- `terminal_output` - Command execution
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- `agent_message` - Agent commentary
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- `thinking` - Agent reasoning
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- `tool_call` - Tool execution
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- `level_complete` - Level advancement
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- `run_complete` - Full run completion
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- `error` - Error messages
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- Event routing to terminal and chat displays
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- Timestamp and metadata tracking
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### 6. Configuration
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#### **Wrangler** (`wrangler.jsonc`)
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- Durable Object bindings configured
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- Environment variables for SSH proxy
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- Placeholders for D1 and R2 (ready to uncomment)
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- Secret management instructions
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#### **TypeScript** (`src/types/env.d.ts`)
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- Environment type declarations
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- Cloudflare binding types
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- Type safety for all env variables
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### 7. Dependencies Installed
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```json
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{
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"@langchain/langgraph": "latest",
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"@langchain/core": "latest",
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"@langchain/openai": "latest",
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"zod": "latest"
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}
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```
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## 🚧 What Still Needs to Be Done
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### 1. SSH Proxy Service (CRITICAL)
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- Build the Node.js SSH proxy (see `SSH-PROXY-README.md`)
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- Deploy to Fly.io/Railway/Render
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- Update `SSH_PROXY_URL` in wrangler.jsonc
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### 2. Durable Object Export
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- Export BanditAgentDO in worker entry point
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- Configure migration tag for DO deployment
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### 3. LangGraph Integration Refinement
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- Test graph execution in Workers environment
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- May need to use `@langchain/langgraph/web` entry point
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- Add manual config passing to avoid `async_hooks` issues
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- Integrate actual tool execution (currently mocked)
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### 4. D1 and R2 Setup
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- Create D1 database: `wrangler d1 create bandit-runs`
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- Run schema migrations
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- Create R2 bucket: `wrangler r2 bucket create bandit-logs`
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- Uncomment bindings in wrangler.jsonc
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### 5. Secrets Configuration
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```bash
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wrangler secret put OPENROUTER_API_KEY
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wrangler secret put ENCRYPTION_KEY
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```
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### 6. Testing
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- Unit tests for graph nodes
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- Integration tests for WebSocket
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- Mock SSH proxy for development
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- Load testing for concurrent runs
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### 7. Advanced Features (Future)
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- Run history and comparison UI
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- Export functionality (JSONL, CSV)
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- Keyboard shortcuts reference modal
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- Run templates and presets
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- Cost analytics dashboard
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- Multi-run leaderboard
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## 📝 Key Files Created
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```
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bandit-runner-app/src/
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├── lib/
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│ ├── agents/
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│ │ ├── bandit-state.ts (State schema, level goals)
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│ │ ├── llm-provider.ts (OpenRouter integration)
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│ │ ├── tools.ts (SSH tool wrappers)
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│ │ ├── graph.ts (LangGraph state machine)
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│ │ └── error-handler.ts (Retry logic, cost tracking)
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│ ├── durable-objects/
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│ │ └── BanditAgentDO.ts (Durable Object implementation)
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│ ├── storage/
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│ │ └── run-storage.ts (DO/D1/R2 storage layer)
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│ └── websocket/
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│ └── agent-events.ts (Event handlers)
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├── app/api/agent/[runId]/
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│ ├── route.ts (HTTP API routes)
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│ └── ws/
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│ └── route.ts (WebSocket route)
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├── components/
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│ ├── agent-control-panel.tsx (Control panel UI)
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│ └── terminal-chat-interface.tsx (Enhanced terminal)
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├── hooks/
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│ └── useAgentWebSocket.ts (WebSocket React hook)
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└── types/
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└── env.d.ts (Environment types)
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```
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## 🎯 How to Use
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### 1. Local Development
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```bash
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cd bandit-runner-app
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pnpm install
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pnpm dev
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```
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### 2. Configure SSH Proxy
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Build and deploy the SSH proxy service (see `SSH-PROXY-README.md`), then update:
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```bash
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export SSH_PROXY_URL=https://your-proxy.fly.dev
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```
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### 3. Set API Key
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```bash
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export OPENROUTER_API_KEY=sk-or-...
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```
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### 4. Start a Run
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1. Open http://localhost:3000
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2. Select a model (e.g., GPT-4o Mini)
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3. Choose level range (e.g., 0-5)
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4. Click START
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5. Watch the agent work in real-time!
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### 5. Manual Intervention
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- Click PAUSE to stop the agent
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- Type commands in the terminal (left pane)
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- Message the agent in chat (right pane)
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- Click RESUME to continue
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## 🏗️ Architecture Highlights
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### Execution Flow
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```
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User clicks START
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↓
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POST /api/agent/{runId}/start
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↓
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Durable Object spawned/retrieved
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↓
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LangGraph state machine initialized
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↓
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WebSocket connection established
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↓
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Graph executes: plan → execute → validate → advance
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↓
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Events streamed to UI in real-time
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↓
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State checkpointed in DO storage
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↓
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On completion: metadata saved to D1, logs to R2
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```
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### WebSocket Event Flow
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```
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Durable Object
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↓ (WebSocket)
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API Route /ws
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↓
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useAgentWebSocket hook
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↓ (handleAgentEvent)
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Terminal/Chat UI updates
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```
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### State Persistence
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```
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Active State: Durable Object (in-memory)
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Checkpoints: Durable Object storage
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Metadata: D1 Database (when configured)
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Logs: R2 Bucket (when configured)
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```
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## 🎨 UI Features
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- **Retro Terminal Aesthetic**: Scan lines, grid patterns, CRT-style
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- **Dual Panels**: Terminal (left) + Agent Chat (right)
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- **Real-time Updates**: WebSocket streaming
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- **Status Indicators**: Connection, run state, level progress
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- **Model Selection**: 10+ LLM models via OpenRouter
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- **Manual Control**: Pause, resume, manual commands
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- **Keyboard Navigation**: Ctrl+K/J panel switching, arrow keys for history
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## 🔐 Security
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- SSH target hardcoded to `bandit.labs.overthewire.org:2220`
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- Command allowlist enforcement
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- Password redaction in logs
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- R2 encryption for sensitive data
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- Rate limiting (to be implemented)
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- Automatic cleanup of stale runs
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## 📊 Next Steps
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1. **Deploy SSH Proxy** - Build from `SSH-PROXY-README.md`
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2. **Test Integration** - Run end-to-end test with a simple level
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3. **Refine LangGraph** - Ensure Workers compatibility
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4. **Add D1/R2** - Set up persistent storage
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5. **Production Deploy** - Deploy to Cloudflare Workers
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6. **Monitor & Iterate** - Track performance, costs, success rates
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## 🎉 What's Amazing
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- **Full LangGraph.js** in Cloudflare Durable Objects
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- **Multi-LLM Support** via OpenRouter (10+ models)
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- **Beautiful UI** with retro terminal aesthetic
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- **Real-time Streaming** via WebSocket
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- **Pause/Resume** with state checkpointing
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- **Manual Intervention** for debugging
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- **Extensible** architecture for future features
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## 🙏 Acknowledgments
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- Built on Next.js, OpenNext, Cloudflare Workers
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- Powered by LangGraph.js and LangChain
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- UI components from shadcn/ui
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- Inspired by the OverTheWire Bandit wargame
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