Modern software development techniques are creating flaws faster than they can be fixed. While using third-party libraries, microservices, code generators, large language models (LLMs), etc., has remarkably increased productivity and flexibility in development, it has also increased the rate of generating insecure code. An automated and intelligent solution is needed to bridge the widening gap between the introduction and remediation of flaws.