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Kakao Combines AI with SCAN Static Analysis for Real-Time Detection of Security and Configuration Errors

·2025.09.19 00:00

Key point

Kakao has built a system that integrates its static analysis tool SCAN with AI models to detect and review code security vulnerabilities and configuration errors in real time.

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Details

Kakao has built an analysis system that integrates its existing static analysis tool SCAN with AI models to improve accuracy and explainability. This system analyzes security vulnerabilities based on OWASP Top 10 standards and code complexity (cognitive/cyclomatic complexity), going beyond simple rule-based detection by using AI to understand context and identify complex security issues such as XSS. Additionally, AI detects logical conflicts or missing required values in configuration files such as YAML/JSON in real time, providing feedback to developers or triggering deployment blocks. This forms a hybrid quality defense line that combines the fast filtering of static analysis with the context-based deep analysis of AI.

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