BapLab

Interactive data apps, simulations, automation tools, and public experiments.

BapLab builds small, public-facing tools that turn complex systems into interactive models, workflows, and explainers.

LIVE PRODUCT

Live now: World Cup 2026 Simulator

Explore live-state simulations, team profiles, group forecasts, match forecasts, and score distributions.

Open simulator →

Interactive simulations

Turn complex formats into playable models, scenario tools, and clearer paths through messy systems.

Data workflows

Prototype practical tools for repetitive data work, automation, and structured analysis.

Public experiments

Ship small experiments, visual explainers, and data stories before they become larger products.

🏆 Tournament Hub

Tournament Hub

Tournament simulators, public forecast pages, team profiles, leaderboards, and fan tools by BapLab. Active now: 2026 FIFA World Cup live simulator and Fan Zone leaderboard.

Live WC26 Simulator Fan Zone Leaderboard

Explore Tournament Hub

Coming Soon ⚙️ Automation

Automation Lab

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

📊 Data Story

The 2026 World Cup Is a Path Problem

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

Read story →

Coming Soon 🤖 AI

AI Experiments

Small AI-assisted tools, data workflows, and model experiments. Practical first, weird when useful.

✍️ Lab Notes

Latest from the Lab

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

Read Blog

💖 Support

Support the Lab

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

Become a Patron