What is DeepCode AI?
DeepCode AI is a purpose-built artificial intelligence system that powers Snyk Code, a static application security testing (SAST) and AI code review tool. With 8 years of software development experience, DeepCode AI enables Snyk Code to be one of the fastest, most accurate, and intelligently prioritized SAST tools on the market.
Key Features of DeepCode AI
- Multiple fine-tuned AI models for code security
- Security-specific data curated by top specialists
- 25M+ data flow cases
- Support for 19+ programming languages
- 80% accurate security autofixes
- Comprehensive application coverage
- Self-hosted to ensure data privacy
- Hybrid AI approach combining symbolic and generative AI
How DeepCode AI Works
DeepCode AI employs a unique process to create its knowledge base:
- Combines symbolic and generative AI
- Utilizes several machine learning methods
- Incorporates expertise from Snyk security researchers
- Ensures high accuracy without hallucinations
This hybrid approach allows DeepCode AI to provide unmatched scanning accuracy and developer-friendly features.
Benefits of Using DeepCode AI
- Secure AI-generated code
- Boost developer productivity
- Trustworthy AI built on permissively licensed open-source projects
- Privacy-focused with self-hosted deployment
- Accurate code analysis and fixes
- Simplified custom rules creation with DeepCode AI Search
Pricing
While specific pricing details are not provided in the given content, Snyk offers a free plan for users to get started with their AI code security tools. For more detailed pricing information, users are encouraged to contact Snyk directly or check their website.
Helpful Tips for Using DeepCode AI
- Leverage the AI-powered autofixes to quickly resolve security issues
- Use DeepCode AI Search to create custom rules for your specific needs
- Take advantage of the in-line fix recommendations provided in your IDE
- Explore the comprehensive app coverage to ensure all aspects of your application are secure
- Utilize the hybrid AI approach to benefit from both symbolic and generative AI capabilities
Frequently Asked Questions
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How accurate are DeepCode AI's autofixes? DeepCode AI Fix recommendations are reported to have 80% accuracy.
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Does DeepCode AI use customer data for training? No, DeepCode AI is built and refined using training data from millions of permissively licensed open source projects with verified code fixes, never customer data.
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How does DeepCode AI compare to single-model AI like GPT-4? DeepCode AI uses multiple models and security-specific training sets, ensuring data privacy and focusing solely on securing applications, unlike general-purpose AI models.
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Can I create custom rules with DeepCode AI? Yes, you can use DeepCode AI Search to write your own queries and leverage the hybrid AI to find matches in your code.
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How does DeepCode AI help with AI-generated code? DeepCode AI is designed to secure AI-generated code, ensuring that code produced by AI tools meets security standards.