Adam Ahmed

Nazarii and I are shaping a game-security evaluation toolkit: a way to run model-assisted investigations in controlled game environments, check the evidence and test whether a candidate fix holds up. We want the output to be something a developer can reproduce and act on.

My focus is the integration work: connecting game environments and their event or replay data to model tools, recording what happened during an investigation, and making the same tests repeatable after a change. We are starting with the questions and test cases that would make a first version worth building.

My broader work explores diffusion-based image and 3D workflows. I’m interested in consistency and control across generation, reconstruction and scene assembly: how references, geometry and constraints can carry through a creative process instead of being lost at each step.