Academic exploration of DeepCode AI
Learn about symbolic and hybrid AI and go deeper with academic papers.
DeepCode AI has always been the backbone of Snyk Code, which is why it's the fastest, most accurate SAST on the market.
DeepCode AI, powering the Snyk platform, utilizes multiple AI models, is trained on security-specific data, and is all curated by top security researchers to give you all the power of AI without any of the drawbacks.
AI built for security
With 25M+ data flow cases, 11 supported languages, and multiple AI models, Snyk's DeepCode AI was designed to find and fix vulnerabilities and manage tech debt.
AI that boosts productivity
DeepCode AI powers Snyk's one-click security fixes and comprehensive app coverage, letting developers build fast while staying secure.
AI you can trust
Our specialized DeepCode AI is built and refined by top-tier researchers that use training data from millions of open source projects — never customer data.
Single-model AI like ChatGPT is powerful, but it comes with limitations and hallucinations. DeepCode AI's hybrid approach uses multiple models and security-specific training sets for one purpose — to secure applications.
Snyk employs an industry-unique process to create the DeepCode AI knowledge base that powers Snyk Code. By combining symbolic and generative AI, several machine learning methods, and the expertise of Snyk security researchers, we ensure a high-level of accuracy without hallucinations.
DeepCode AI Fix recommendations are automatically scanned by Snyk Code to ensure they won’t introduce new issues before they are even shown to the developer. Devs can quickly review the suggested fix — provided in-line with their code right from the IDE — and adjust if needed.
Write your own queries using DeepCode AI logic (with autocomplete) and leverage the hybrid AI to instantly find matches in your code. It’s easy for your team to create, test, run, and save rules with the help of DeepCode AI.
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Learn how DeepCode AI, the purpose-built AI powering the Snyk platform, increases developer productivity and security at the same time.