Analysisreinforcement learningreplay analysistiming distributionsreverse engineering
Universal VSRG Bot Achieves Top Rankings
4.9
Relevance Score
A group built a universal Vertical Scrolling Rhythm Game (VSRG) bot using mathematics, signal processing, reinforcement learning, and replay-derived human timing profiles, and used it to rank in top 20 worldwide on osu!. They scraped thousands of replays from top players to model human inconsistency and calibrated latency to produce believable inputs; community replay analysis eventually led to bans despite lack of software evidence.
