What are the key architectural differences between Julia and traditional HPC languages like C++ or Fortran?

Julia uses JIT compilation and dynamic multiple dispatch, while C++/Fortran rely on static compilation.

Julia provides runtime specialization and dynamic method dispatch, enabling flexibility without sacrificing performance. C++ and Fortran rely on compile-time optimization. Julia trades startup latency for runtime flexibility, whereas C++ prioritizes predictable execution and minimal runtime overhead.