Fast Python: Using PythoC Performance for Native Speed

Achieve massive PythoC performance gains by compiling Python to native C binaries. Ahmad Wael explores how this LLVM-powered DSL compiler provides 40x speedups for CPU-bound tasks, handles manual memory management, and builds standalone executables. Learn the technical nuances of native compilation and when to skip the interpreter for true performance.

Metropolis-Hastings Algorithm: Why Senior Quants Use MCMC

Stop chasing AI hype and learn the real workhorse of quantitative finance: the Metropolis-Hastings Algorithm. This guide explains why MCMC is essential for sampling from complex, unnormalized distributions and how to implement it in Python without needing impossible integrals. Master detailed balance and ergodicity to build more robust probabilistic systems today.