Show HN: Mandate – treating AI agents like economic actors, not scripts (github.com)

The Mandate SDK has been unveiled as a foundational tool for enforcing AI agents' authority in real-time, transforming them from mere scripts to accountable economic actors. Unlike traditional AI systems that operate under prompt-based authority, Mandate allows for mechanical enforcement of rules, imposing hard limits on spending and defining specific permitted actions. This shift is crucial as AI agents increasingly interact with the real world, making decisions that carry financial and operational consequences. The SDK tackles critical issues like budget overruns and tool misuse by providing an audit trail, consistent policies for action execution, and robust state management. Key technical features include a layered execution model leveraging Redis for distributed state management, atomic operations to prevent race conditions, and various charging policies that accommodate different API behaviors (e.g., charging based on success vs. attempts). The Mandate SDK ensures that every action remains explainable, deterministic, and fail-closed—meaning unknown actions are automatically denied. This infrastructure not only enhances accountability and compliance for enterprises but also streamlines the governance of AI agents, making it a significant advancement for the AI/ML community seeking to implement safer and more responsible AI systems.