Legal authority, enforceability, liability allocation and pathways to remedy.
FATF reframes DeFi regulation around observable control rather than claims of decentralisation, but its fallback for systems without an identifiable controller shifts enforcement toward adjacent intermediaries without defining the legitimacy, evidence standards, or redress required for that indirect control regime.
The paper’s decisive analytical move is to relocate AI agent compliance from model classification to action inventory: what the agent can touch, change, disclose, delegate, or trigger is the real regulatory map. Its unresolved weakness is that it treats provider compliance architecture as the main control surface while leaving legitimacy, redress, and affected-party power underdeveloped.
The report’s deepest contribution is to show that openness without enforceable constraints is not neutral openness at all, but a governance vacuum in which shared informational resources are converted into proprietary advantage by actors with the scale to extract without reciprocating.
The paper’s real contribution is not the rhetoric of agent personhood, but the claim that legality for agents must be infrastructural: identity, constraints, evidence, adjudication, and portability have to travel with the system rather than be bolted on after harm occurs.
AI regulation is being shaped not only by technical architectures but by metaphors that silently define where risk, responsibility, and accountability are presumed to sit.
Effective environmental governance of AI will require regulation to shift from facility-level reporting toward model-level transparency, especially around inference costs and reasoning-heavy systems.
Regulatory capability has to be evidenced, infrastructure-backed, and tied to authority at runtime, otherwise self-assessment becomes polished theatre.
South Asia’s pragmatic AI governance path will only become credible when soft-law coordination is backed by enforceable controls, sovereign infrastructure choices, and real labour protections.