Semih Smile worked on the gensyn-ai/rl-swarm repository, focusing on improving the reliability of swarm-based game logic using Python. During this period, Semih addressed a critical bug in the SwarmGameManager by ensuring that participation signals could not become negative, which previously led to invalid game states. The solution involved resetting non-positive signal values to zero, thereby enforcing non-negative participation and stabilizing swarm coordination. This hotfix was delivered promptly with clear commit metadata, reflecting strong code hygiene. Semih’s work demonstrated a solid grasp of Python programming and game development principles, contributing to more robust and predictable swarm signal calculations.