Outcome Predictor
Predict the outcome of an AoE4 1v1 from player history, civ picks, and map context.
AoE4
AoE4 Lab
Tools for Age of Empires IV: outcome prediction now, replay scraping and parsing next.
Replay Parsing
Turn raw AoE4 replay files into structured match data — players, civs, maps, and build timings.
Replay Harvest
Scrape and collect AoE4 replay files at scale to feed the parsing and modeling pipeline.