Debug and Optimize Existing Actuarial Code

Identifying errors or inefficiencies in complex actuarial code can be challenging and time-consuming. Actuaries can paste code snippets into an LLM interface and ask for help identifying bugs, explaining logic, suggesting optimizations, or ensuring adherence to best practices. This acts like having an expert coding partner available on demand. For example, an actuary could ask an LLM why their IBNR calculation code is producing unexpected results.