SeaForge

SeaForge is a Gemini-powered self-learning loop made for Autonomous Surface Vessel manufacturers to test their ships against real Navy mission briefs. Gemini 3.5 runs mission simulations with the cheapest components, learns everything about how it breaks, and iterates to find the cheapest configuration to complete the mission. With each iteration, Gemini stores a persistent memory based on which components repeatedly failed, under what environmental conditions, etc. and continuously improves every simulation.