What are the recent advancements in Code analysis?

I'm writing my Master thesis related to code analysis. I would like to know more about what are the recent advancements in code analysis. What are the security issues faced by companies involved in code analysis. What improvements are needed in code analysis to help the code developer.

Kindly help me to explore more about the above topics. Suggestion of articles related to it are welcome. Thanks in advance.