# AI Code Generation: Code Security & Quality, Benefits, Risks & Top Tools

DevFeed: [AI Code Generation: Code Security & Quality, Benefits, Risks & Top Tools](<https://devfeed.tech/articles/ai-code-generation-code-security-quality-benefits-risks-top-tools-7803.md>)

Original publisher: [Read original article](<https://snyk.io/blog/ai-code-generation-code-security-quality-benefits-risks-top-tools/>)

Author: Stephen Thoemmes

Published: 2025-03-11T05:00:00Z

Content type: article

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Code generation](<https://devfeed.tech/topics/code-generation.md>), [Security](<https://devfeed.tech/topics/security.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>), [ChatGPT](<https://devfeed.tech/topics/chatgpt.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [code-generation](<https://devfeed.tech/tags/code-generation.md>), [code-security](<https://devfeed.tech/tags/code-security.md>), [developer](<https://devfeed.tech/tags/developer.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [megawatt](<https://devfeed.tech/tags/megawatt.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [quality](<https://devfeed.tech/tags/quality.md>), [security](<https://devfeed.tech/tags/security.md>), [snyk](<https://devfeed.tech/tags/snyk.md>), [snyk-code](<https://devfeed.tech/tags/snyk-code.md>)

## AI overview

AI code generation tools use large language models and other AI systems to generate, improve, translate, refactor, and test code. They can accelerate development and improve productivity, but developers must address security and quality risks in AI-generated code.

## Source excerpt

AI code generation accelerates development, enhances productivity, and reduces coding fatigue. However, it also introduces security risks and challenges. Learn how AI-powered coding works, its benefits and limitations, and how to secure AI-generated code using Snyk's security tools.