Academic exploration of DeepCode AI
Learn about symbolic and hybrid AI and go deeper with academic papers.
Read blogWith 8 years in software development, DeepCode AI powers Snyk Code, which is why it's the fastest, most accurate, and most intelligently prioritized SAST and AI code review tool on the market.
DeepCode AI powers the Snyk platform, utilizing multiple fine-tuned AI models and security-specific data curated by top security specialists, to give you all the power of AI in your security, without any of the drawbacks.
With 25M+ data flow cases, 19+ supported languages, and multiple AI models, Snyk's DeepCode AI code analyzer was designed to find, autofix, and prioritize vulnerabilities, and manage tech debt.
DeepCode AI powers Snyk Code's over-80%-accurate security autofixes, and comprehensive app coverage, letting developers build fast while staying secure.
Our specialized DeepCode AI is built and refined by top-tier researchers that use training data from millions of permissively licensed open source projects with verified code fixes — never customer data.
Single-model AI like GPT-4 is powerful, but it comes with privacy issues, limitations, and hallucinations. Self-hosted DeepCode AI ensures data privacy whilst delivering AI code analyses and fixes, and 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 pre-scanned by Snyk Code to ensure that they won’t introduce new security issues when implemented. Devs can choose their preferred fix — provided in-line with their code right from the IDE — and click once to apply the fix instantly.
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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Academic exploration of DeepCode AI
Learn about symbolic and hybrid AI and go deeper with academic papers.
Read blogAI-generated security fixes in Snyk Code
Learn about DeepCode AI Fix’s security-crafted autofix suggestions.
Read blogHow Snyk uses AI to secure AI
LLMs like GPT-4 are powerful, but it takes a hybrid AI to tackle security.
Read blogDocumentation
Autofix code issues with Snyk IDE plugin
Learn how to scan and autofix your code in seconds, without breaking development rhythm.
View docsLearn how DeepCode AI, the purpose-built AI powering the Snyk platform, increases developer productivity and security at the same time, reducing mean time to remediate (MTTR) by 84% or more.