Governance as a Product (GaaP): A Reputation-Weighted Institutional Architecture for Autonomous AI Agent Governance
Wulf A. Kaal · 2026
—Autonomous artificial intelligence agents already act consequentially in finance, medicine, and critical infrastructure, yet the governance that binds them remains either informal and unenforceable or formal and institutionally inoperable. This paper argues that human legal governance fails for two interacting reasons: natural language cannot fully describe the situations governance must cover, and human institutions reason about the rules they do state unreliably. We present Governance as a Product (GaaP), a callable and composable governance ser- vice that addresses both failures through a reputation-weighted institutional architecture rather than a restricted formal logic. GaaP composes four interdependent layers: a weighted directed acyclic graph substrate with non-transferable reputation staking; a translation and validation layer that pairs typed governance primitives and ontology-guided composition with reputation- staked validation pools; deterministic cryptoeconomic enforce- ment; and a temporal layer in which the system governs its own evolution. The architecture trades a formal completeness guarantee for full expressiveness and institutional operability, reducing reasoning error to a bounded and auditable residual. We position GaaP as durable and adaptive infrastructure for the sustainable governance of autonomous systems, able to evolve without ossifying and so to remain valid as technology and norms shift. Index Terms —AI governance, autonomous agents, reputation systems, decentralized autonomous organizations, weighted di- rected acyclic graph, mechanism design, dynamic regulation, sustainable governance I. I NTRODUCTION Autonomous AI agents are not a future prospect but a present institutional fact. They execute trades at sub- millisecond latency, generate medical recommendations, and manage components of critical infrastructure. When such agents make consequential decisions, governance is required at the speed and scale at which the agents themselve
Cite: Wulf A. Kaal, Governance as a Product (GaaP): A Reputation-Weighted Institutional Architecture for Autonomous AI Agent Governance (2026). SSRN: https://ssrn.com/abstract=6886078. https://doi.org/10.2139/ssrn.6886078
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