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Build a Secure AI Code Execution Workflow Using Daytona SDK
In this Daytona SDK tutorial, we provide a hands-on walkthrough for leveraging Daytona’s secure sandbox environment to execute untrusted or AI-generated Python code safely within Notebook. Beginning with straightforward sandbox creation and basic code execution, the guide demonstrates how to isolate processes, install dependencies, and run simple scripts without jeopardizing the host environment. As the […] The post Build a Secure AI Code Execution Workflow Using Daytona SDK appeared first on MarkTechPost.
In this Daytona SDK tutorial, we provide a hands-on walkthrough for leveraging Daytona’s secure sandbox environment to execute untrusted or AI-generated Python code safely within Notebook. Beginning with straightforward sandbox creation and basic code execution, the guide demonstrates how to isolate processes, install dependencies, and run simple scripts without jeopardizing the host environment. As the tutorial progresses, it delves into data processing with pandas, file operations including reading and writing JSON files, and the execution of complex AI-generated snippets such as recursive functions and sorting algorithms. Finally, it showcases parallel task execution across multiple sandboxes and proper cleanup procedures, ensuring that every resource is managed and disposed of correctly.
import os
import time
import json
from typing import List, Dict, Any
try:
import daytona_sdk
except ImportError:
print("Installing Daytona SDK...")
!pip install daytona-sdk
import daytona_sdk
from daytona_sdk import Daytona, DaytonaConfig, CreateSandboxParamsWe install and import the Daytona SDK (if not already present), then initialize the core Daytona classes (Daytona, DaytonaConfig, and CreateSandboxParams) for configuring and creating secure Python sandboxes. It also brings in standard utilities like os, time, and json for use within those sandboxes.
class DaytonaTutorial:
"""Complete tutorial for Daytona SDK - Secure AI Code Execution Platform"""
def __init__(self, api_key: str):
"""Initialize Daytona client"""
self.config = DaytonaConfig(api_key=api_key)
self.daytona = Daytona(self.config)
self.sandboxes: List[Any] = []
def basic_sandbox_demo(self):
"""Demo 1: Basic sandbox creation and code execution"""
print("
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