mlsanityData to 7 Oct 2026

AESP: A Human-Sovereign Economic Protocol for AI Agents with Privacy-Preserving Settlement

arXiv 2603.00318 ↗First posted 27 Feb 2026cs.CR cs.AIcited by 2

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Abstract (arXiv)

As AI agents increasingly perform economic tasks on behalf of humans, a fundamental tension arises between agent autonomy and human control over financial assets. We present the Agent Economic Sovereignty Protocol (AESP), a layered protocol in which agents transact autonomously at machine speed on crypto-native infrastructure while remaining cryptographically bound to human-defined governance boundaries. AESP enforces the invariant that agents are economically capable but never economically sovereign through five mechanisms: (1) a deterministic eight-check policy engine with tiered escalation; (2) human-in-the-loop review with automatic, explicit, and biometric tiers; (3) EIP-712 dual-signed commitments with escrow; (4) HKDF-based context-isolated privacy with batched consolidation; and (5) an ACE-GF-based cryptographic substrate. We formalize two testable hypotheses on security coverage and latency overhead, and specify a complete evaluation methodology with baselines and ablation design. The protocol is implemented as an open-source TypeScript SDK (208 tests, ten modules) with interoperability via MCP and A2A.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 13 of its 35 references that are in the map. First posted on arXiv 27 Feb 2026.

Builds on

13 of 35 references.

References · 13

  1. 2022Training language models to follow instructions with human feedbackcited by 15,712
  2. 2017Deep reinforcement learning from human preferencescited by 3,846
  3. 2026Intelligent AI Delegationcited by 16
  4. 2026Autonomous Agents on Blockchains: Standards, Execution Models, and Trust Boundariescited by 12
  5. 2025Trustless Autonomy: Understanding Motivations, Benefits, and Governance Dilemmas in Self-Sovereign Decentralized AI Agentscited by 10
  6. 2026AgentGuardian: Learning Access Control Policies to Govern AI Agent Behaviorcited by 9
  7. 2026The Agent Economy: A Blockchain-Based Foundation for Autonomous AI Agentscited by 7
  8. 2026Sovereign Agents: Towards Infrastructural Sovereignty and Diffused Accountability in Decentralized AIcited by 6
  9. 2024AI, Global Governance, and Digital Sovereigntycited by 4
  10. 2026Toward Safe and Responsible AI Agents: A Three-Pillar Model for Transparency, Accountability, and Trustworthinesscited by 3
  11. 2024SoK: Trusting Self-Sovereign Identitycited by 2
  12. 2025Securing AI Agents: Implementing Role-Based Access Control for Industrial Applicationscited by 2
1 more
  1. 2018Solving the Buyer and Seller's Dilemma: A Dual-Deposit Escrow Smart Contract for Provably Cheat-Proof Delivery and Payment for a Digital Good without a Trusted Mediatorcited by 1

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 2.

2 papers.

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  1. 2026Behavioral Governance for Autonomous AI Agents: The AgentBound Framework
  2. 2026NostrAgent: A Decentralized Identity and Delegation Architecture for Sovereign Agentic Systems
  3. 2026Device-Native Autonomous Agents for Privacy-Preserving Negotiations
  4. 2026ClawCoin: An Agentic AI-Native Cryptocurrency for Decentralized Agent Economies
  5. 2025The Aegis Protocol: A Foundational Security Framework for Autonomous AI Agents
  6. 2025Can We Govern the Agent-to-Agent Economy?
  7. 2026Protocol-Level Attacks on Agentic Commerce Platforms: A Cross-Platform Taxonomy, AIP-Bench, and Unified Defense
  8. 2026Insuring Every Action: An Authority Frontier Framework for Runtime Actuarial Control of Autonomous AI Agents