Overview
Daytona sandboxes provide the perfect execution environment for AI coding agents. Build agents that can autonomously write code, run tests, start development servers, and deploy applications - all within secure, isolated environments.Key Capabilities
Autonomous Development
Coding agents can perform complete development workflows:- Scaffold new projects and applications
- Write and edit code across multiple languages
- Install dependencies and manage packages
- Run tests and debug failures
- Start development servers and provide preview links
Secure Execution
All agent operations run in isolated Daytona sandboxes:- LLM-generated code executes safely without host access
- Each sandbox provides a clean, reproducible environment
- Automatic cleanup and resource management
- Preview links for deployed applications
Framework Integration
AgentKit + Inngest
AgentKit provides a powerful framework for building multi-step coding agents with workflow orchestration. Example: Autonomous Web App Builder- Multi-language support (JavaScript, Python, TypeScript, etc.)
- Automatic dev server detection and startup
- File and directory management
- Script and test execution
- Preview link generation for live inspection
Mastra Framework
Mastra provides comprehensive coding agent capabilities with professional development patterns. Example: Full-Stack Development Agent- Secure code execution in multiple languages
- Complete file management with batch operations
- Live development monitoring with directory watching
- Memory system with semantic recall
- Build automation and workflow patterns
Claude Agent SDK
Integrate Claude’s powerful coding capabilities directly in Daytona sandboxes. Example: Single AgentOpenCode SDK
OpenCode provides a complete coding agent that runs entirely in Daytona sandboxes. Example: Interactive Coding Agent- Full file system access (read, write, edit)
- Shell command execution
- Multi-step reasoning and planning
- Preview link support
- Streaming tool events
Multi-Agent Architectures
Hierarchical Agent Systems
Build sophisticated multi-agent systems where a project manager delegates to developer agents. Example: Two-Agent SystemBest Practices
Sandbox Management
Error Handling
Preview Links
Common Patterns
Web App Development
- Agent scaffolds project (React, Vue, etc.)
- Installs dependencies
- Writes application code
- Starts dev server
- Returns preview link
Testing Workflows
- Agent writes test suite
- Runs tests in sandbox
- Reads test output
- Fixes failures iteratively
- Reports final status
Build Automation
- Agent analyzes project structure
- Runs build commands
- Handles build errors
- Optimizes configuration
- Validates output
Related Resources
- Multi-Agent Systems - Advanced agent architectures
- Data Analysis - AI-powered data workflows
- Jupyter Integration - Interactive notebooks
- SDK Reference - Sandbox management API