The model demonstrates particular strength in professional office work and finance applications, representing a significant advancement in self-improving AI agent capabilities. The analysis warns that the window between vulnerability discovery and weaponization has collapsed to hours, creating an asymmetry where attackers gain disproportionate benefits. Current patch cycles and response processes weren’t designed for this environment,…