The previous posts in this series made the case for why behavioral alignment alone won’t hold once AI systems gain memory, tool use, and recursive self-improvement. Constraint-by-Balance proposes a structural answer: embed harm-balancing logic directly into the agent’s runtime flow, so that constraint operates independently of optimization. This post lays out what that means in…