# DAO-enabled decentralized physical AI: A new paradigm for human-machine collaboration

arXiv: https://arxiv.org/abs/2605.04522 · HTML: https://mlsanity.com/paper/2605.04522/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 29 of its 89 references that are in the map.
- First posted on arXiv 6 May 2026.

## Builds on (most cited first, 29 of 29)

- [Universal and Transferable Adversarial Attacks on Aligned Language Models](https://mlsanity.com/paper/2307.15043/) (2023)
- [Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection](https://mlsanity.com/paper/2302.12173/) (2023)
- [Bias and Fairness in Large Language Models: A Survey](https://mlsanity.com/paper/2309.00770/) (2023)
- [An Early Categorization of Prompt Injection Attacks on Large Language Models](https://mlsanity.com/paper/2402.00898/) (2024)
- [Eliza: A Web3 friendly AI Agent Operating System](https://mlsanity.com/paper/2501.06781/) (2025)
- [Decentralized Governance of Autonomous AI Agents](https://mlsanity.com/paper/2412.17114/) (2024)
- [Designing Digital Voting Systems for Citizens: Achieving Fairness and Legitimacy in Participatory Budgeting](https://mlsanity.com/paper/2310.03501/) (2023)
- [Do the rich get richer? An empirical analysis of the BitCoin transaction network](https://mlsanity.com/paper/1308.3892/) (2013)
- [A Taxonomy for Blockchain-based Decentralized Physical Infrastructure Networks (DePIN)](https://mlsanity.com/paper/2309.16707/) (2023)
- [A Cryptoeconomic Traffic Analysis of Bitcoin's Lightning Network](https://mlsanity.com/paper/1911.09432/) (2019)
- [To incentivize or not: Impact of blockchain-based cryptoeconomic tokens on human information sharing behavior](https://mlsanity.com/paper/2206.03221/) (2022)
- [Bridging Voting and Deliberation with Algorithms: Field Insights from vTaiwan and Kultur Komitee](https://mlsanity.com/paper/2502.05017/) (2025)
- [Trustworthy Decentralized Autonomous Machines: A New Paradigm in Automation Economy](https://mlsanity.com/paper/2504.15676/) (2025)
- [Decrypting Distributed Ledger Design -- Taxonomy, Classification and Blockchain Community Evaluation](https://mlsanity.com/paper/1811.03419/) (2018)
- [Classifying Proposals of Decentralized Autonomous Organizations Using Large Language Models](https://mlsanity.com/paper/2401.07059/) (2024)
- [DAOs of Collective Intelligence? Unraveling the Complexity of Blockchain Governance in Decentralized Autonomous Organizations](https://mlsanity.com/paper/2409.01823/) (2024)
- [Machine Learning-Based Detection of Pump-and-Dump Schemes in Real-Time](https://mlsanity.com/paper/2412.18848/) (2024)
- [AgentDAO: Synthesis of Proposal Transactions Via Abstract DAO Semantics](https://mlsanity.com/paper/2503.10099/) (2025)
- [A "Social Bitcoin" could sustain a democratic digital world](https://mlsanity.com/paper/1604.08168/) (2016)
- [Finance 4.0: Design principles for a value-sensitive cryptoecnomic system to address sustainability](https://mlsanity.com/paper/2105.11955/) (2021)
- [Efficient Social Choice via NLP and Sampling](https://mlsanity.com/paper/2309.12360/) (2023)
- [New Online Communities: Graph Deep Learning on Anonymous Voting Networks to Identify Sybils in Polycentric Governance](https://mlsanity.com/paper/2311.17929/) (2023)
- [Concentration in Governance Control Across Decentralised Finance Protocols](https://mlsanity.com/paper/2501.13377/) (2025)
- [Network Analysis of Uniswap: Centralization and Fragility in the Decentralized Exchange Market](https://mlsanity.com/paper/2503.07834/) (2025)
- [Evaluating DAO Sustainability and Longevity Through On-Chain Governance Metrics](https://mlsanity.com/paper/2504.11341/) (2025)
- [Monero Peer-to-peer Network Topology Analysis](https://mlsanity.com/paper/2504.17809/) (2025)
- [Balancing Security and Liquidity: A Time-Weighted Snapshot Framework for DAO Governance Voting](https://mlsanity.com/paper/2505.00888/) (2025)
- [AI Agent Architecture for Decentralized Trading of Alternative Assets](https://mlsanity.com/paper/2507.11117/) (2025)
- [Swarm Oracle: Trustless Blockchain Agreements through Robot Swarms](https://mlsanity.com/paper/2509.15956/) (2025)

## Built on by (most cited first, 1 of 1)

- [Democracy in the Era of Artificial Intelligence](https://mlsanity.com/paper/2606.13026/) (2026)

## Abstract (arXiv)

We propose DAO-enabled decentralized physical AI (DePAI), a democratic architecture for coordinating humans and autonomous machines in the operation and governance of physical-digital systems. We (1) synthesize foundations in blockchains, decentralized autonomous organizations (DAOs), and cryptoeconomics; (2) connect DAO design with digital-democracy research on deliberation and voting, showing how each can advance the other; (3) position DAO-governed decentralized physical infrastructure networks (DePIN) within a vertically integrated stack that links energy and sensing to connectivity, storage/compute, models, and robots; (4) show how these elements specify workflows that couple machine execution with human oversight, enabling enhanced self-organization of techno-socio-economic systems, which we call DePAI; and (5) analyze risks, including security, centralization, incentive failure, legal exposure, and the crowding-out of intrinsic motivation, and argue for value-sensitive design and continuously adaptive governance. DePAI offers a path to scalable, resilient self-organization that integrates physical infrastructure, AI, and community ownership under transparent rules, on-chain incentives, and permissionless participation, aiming to preserve human autonomy.