CodeGuardian is a SaaS platform that provides real-time, AI-driven analysis of codebases to identify and flag potential security vulnerabilities, bugs, and inefficiencies. Inspired by the news of LLM code leaks and compromised packages like Axios, CodeGuardian aims to offer a proactive defense layer for developers. It integrates with existing CI/CD pipelines, offering detailed reports and actionable remediation advice. The platform leverages advanced AI models, including techniques for efficient KV cache management, to analyze code for common and novel threats, ensuring code integrity and security before deployment.