Tournament Hub

Simulators, prediction games, and fan challenges by baplab. First active tournament: 2026 FIFA World Cup.

Coming Soon ⚙️ Automation

Automation Lab

Scripts, scrapers, and pipelines that do the boring work automatically. Built for real problems, shared openly.

48 teams, 12 groups, and 495 ways the bracket can resolve. Why the new format changes everything about tournament paths.

Coming Soon 🤖 AI

Generative models, LLM pipelines, and machine learning experiments. Some useful, some just interesting.

✍️ Lab Notes

Analysis, guides, and updates on simulations, AI experiments, and data science.

❤️ Support

If you find the lab useful or just enjoy what's being built here, support keeps it running and new projects coming.