I’ve poked around plenty of online platforms, and even on something like 5 gringo, where I’ve played a bit, digging into the math with open-source tools really opened my eyes. Seeing the odds laid out cleanly helped me chill out with my bets instead of chasing streaks. Your push for transparency hits home, and the code-first approach makes it way easier to stay grounded.