# Distributed General-Purpose Agent Networks: Architecture, Key Mechanisms, and Prototypes arXiv: https://arxiv.org/abs/2606.17368 ยท HTML: https://mlsanity.com/paper/2606.17368/ ## Key facts - Cited by 3 papers in the map (data through 14 Oct 2026). - Placed in General LLM agent frameworks and benchmarks, one of 16 directions in LLM agents and tool use. - Builds on 23 of its 50 references that are in the map. - First posted on arXiv 15 Jun 2026. ## Placed in - LLM agents and tool use / [General LLM agent frameworks and benchmarks](https://mlsanity.com/agents/general-llm-agent-frameworks-and-benchmarks/) ## Builds on (most cited first, 23 of 23) - [Generative Agents: Interactive Simulacra of Human Behavior](https://mlsanity.com/paper/2304.03442/) (2023) - [Large Language Model based Multi-Agents: A Survey of Progress and Challenges](https://mlsanity.com/paper/2402.01680/) (2024) - [Cognitive Architectures for Language Agents](https://mlsanity.com/paper/2309.02427/) (2023) - [AgentNet: Decentralized Evolutionary Coordination for LLM-based Multi-Agent Systems](https://mlsanity.com/paper/2504.00587/) (2025) - [Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence](https://mlsanity.com/paper/2407.07061/) (2024) - [Complexity of Mechanism Design](https://mlsanity.com/paper/1408.1486/) (2014) - [Internet of Agents: Fundamentals, Applications, and Challenges](https://mlsanity.com/paper/2505.07176/) (2025) - [Robust Reinforcement Learning as a Stackelberg Game via Adaptively-Regularized Adversarial Training](https://mlsanity.com/paper/2202.09514/) (2022) - [Agent Name Service (ANS): A Universal Directory for Secure AI Agent Discovery and Interoperability](https://mlsanity.com/paper/2505.10609/) (2025) - [Beyond DNS: Unlocking the Internet of AI Agents via the NANDA Index and Verified AgentFacts](https://mlsanity.com/paper/2507.14263/) (2025) - [IDs for AI Systems](https://mlsanity.com/paper/2406.12137/) (2024) - [LOKA Protocol: A Decentralized Framework for Trustworthy and Ethical AI Agent Ecosystems](https://mlsanity.com/paper/2504.10915/) (2025) - [Identity Management for Agentic AI: The new frontier of authorization, authentication, and security for an AI agent world](https://mlsanity.com/paper/2510.25819/) (2025) - [DRF: LLM-AGENT Dynamic Reputation Filtering Framework](https://mlsanity.com/paper/2509.05764/) (2025) - [Coral Protocol: Open Infrastructure Connecting The Internet of Agents](https://mlsanity.com/paper/2505.00749/) (2025) - [Reputation as a Solution to Cooperation Collapse in LLM-based MASs](https://mlsanity.com/paper/2505.05029/) (2025) - [GossipSub: Attack-Resilient Message Propagation in the Filecoin and ETH2.0 Networks](https://mlsanity.com/paper/2007.02754/) (2020) - [Deep Automated Mechanism Design for Integrating Ad Auction and Allocation in Feed](https://mlsanity.com/paper/2401.01656/) (2024) - [Bottom-Up Reputation Promotes Cooperation with Multi-Agent Reinforcement Learning](https://mlsanity.com/paper/2502.01971/) (2025) - [Talk, Judge, Cooperate: Gossip-Driven Indirect Reciprocity in Self-Interested LLM Agents](https://mlsanity.com/paper/2602.07777/) (2026) - [Bodyless Block Propagation: TPS Fully Scalable Blockchain with Pre-Validation](https://mlsanity.com/paper/2204.08769/) (2022) - [Scaling Blockchains with Error Correction Codes: A Survey on Coded Blockchains](https://mlsanity.com/paper/2208.09255/) (2022) - [PREAMBLE and IMRECEIVING for Improved Large Message Handling in libp2p GossipSub](https://mlsanity.com/paper/2505.17337/) (2025) ## Built on by (most cited first, 3 of 3) - [The Civilization Framework: Sovereign-Anchored Communication Between Personal Multi-Agent Systems](https://mlsanity.com/paper/2609.03425/) (2026) - [SemDHT: Certified Semantic Discovery for Peer-to-Peer Agent Networks over Exact-Key DHTs](https://mlsanity.com/paper/2609.23539/) (2026) - [PANDA: A Decentralized Architecture with Flexible Orchestration for Scalable, Fault-Tolerant Multi-Agent Systems](https://mlsanity.com/paper/2609.38482/) (2026) ## Abstract (arXiv) Large language models have accelerated the transition from passive conversational assistants to autonomous agents that can understand goals, plan actions, invoke tools, and execute multi-step tasks. Yet the capability of a single agent remains constrained by its local data, tool permissions, runtime environment, and governance boundary. This paper studies distributed general-purpose agent networks: open peer-to-peer networks in which heterogeneous agents deployed on personal devices, edge nodes, or autonomous computing environments can discover one another, establish trust, negotiate cooperation rules, and execute open-ended tasks. We argue that such networks cannot be obtained by simply combining existing peer-to-peer overlays with conventional multi-agent systems. Unlike traditional P2P networks, agent networks must propagate semantic declarations about intentions, capabilities, states, and cooperation constraints. We therefore propose a layered architecture centered on a protocol adaptation layer that connects upper-level task semantics with lower-level network operations. Based on this architecture, the paper identifies three core mechanism problems: semantic announcement propagation for collaborator discovery, verifiable identity and multi-topic reputation for cooperation governance, and semantic-gradient mechanism design for open task execution. For each problem, we present a technical route, including bodyless gossip with sequential logs, BAID-based identity binding with MG-EigenTrust reputation, and a Stackelberg-style mechanism-generation loop driven by semantic attribution feedback. We further report prototype overhead results for BAID-style tiered verification and mechanism-level simulations of MG-EigenTrust under cross-topic disguise-collusion attacks. The resulting framework provides a system-level foundation for open, trustworthy, and scalable agent collaboration.