mlsanityData to 7 Oct 2026

Agentic Web: Weaving the Next Web with AI Agents

arXiv 2507.21206 ↗First posted 28 Jul 2025cs.AI cs.LGcited by 43

On the map: LLM agents and tool use → Web, search, and research agents

Abstract (arXiv)

The emergence of AI agents powered by large language models (LLMs) marks a pivotal shift toward the Agentic Web, a new phase of the internet defined by autonomous, goal-driven interactions. In this paradigm, agents interact directly with one another to plan, coordinate, and execute complex tasks on behalf of users. This transition from human-driven to machine-to-machine interaction allows intent to be delegated, relieving users from routine digital operations and enabling a more interactive, automated web experience. In this paper, we present a structured framework for understanding and building the Agentic Web. We trace its evolution from the PC and Mobile Web eras and identify the core technological foundations that support this shift. Central to our framework is a conceptual model consisting of three key dimensions: intelligence, interaction, and economics. These dimensions collectively enable the capabilities of AI agents, such as retrieval, recommendation, planning, and collaboration. We analyze the architectural and infrastructural challenges involved in creating scalable agentic systems, including communication protocols, orchestration strategies, and emerging paradigms such as the Agent Attention Economy. We conclude by discussing the potential applications, societal risks, and governance issues posed by agentic systems, and outline research directions for developing open, secure, and intelligent ecosystems shaped by both human intent and autonomous agent behavior. A continuously updated collection of relevant studies for agentic web is available at: https://github.com/SafeRL-Lab/agentic-web.

Key facts. Cited by 43 papers in the map (data through 7 Oct 2026). Placed in Web, search, and research agents, one of 16 directions in LLM agents and tool use. Builds on 124 of its 270 references that are in the map. First posted on arXiv 28 Jul 2025.

Builds on

124 of 270 references.

Closest ancestors · 10

Same direction, newest first

  1. 2025Deep Research Agents: A Systematic Examination And Roadmap22 Jun
  2. 2025Build the web for agents, not agents for the web12 Jun
  3. 2025An Illusion of Progress? Assessing the Current State of Web Agents2 Apr
  4. 2025Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents31 Mar
  5. 2025Agent Laboratory: Using LLM Agents as Research Assistants8 Jan
  6. 2024Agentic Information Retrieval13 Oct
  7. 2024Data Interpreter: An LLM Agent For Data Science28 Feb
  8. 2024DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning27 Feb
  9. 2024VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks24 Jan
  10. 2023WebArena: A Realistic Web Environment for Building Autonomous Agents25 Jul

Other references · 114

  1. 2017Attention Is All You Needcited by 59,932
  2. 2023GPT-4 Technical Reportcited by 18,132
  3. 2024The Llama 3 Herd of Modelscited by 14,192
  4. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  5. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
  6. 2025DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learningcited by 6,146
  7. 2024GPT-4o System Cardcited by 4,467
  8. 2023Qwen Technical Reportcited by 3,273
  9. 2023RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Controlcited by 2,993
  10. 2024OpenVLA: An Open-Source Vision-Language-Action Modelcited by 2,777
  11. 2023PaLM-E: An Embodied Multimodal Language Modelcited by 2,037
  12. 2022RT-1: Robotics Transformer for Real-World Control at Scalecited by 2,007
38 more
  1. 2023AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversationcited by 1,906
  2. 2023ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIscited by 1,880
  3. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,761
  4. 2021WebGPT: Browser-assisted question-answering with human feedbackcited by 1,722
  5. 2016Concrete Problems in AI Safetycited by 1,582
  6. 2018Self-Attentive Sequential Recommendationcited by 1,169
  7. 2025GR00T N1: An Open Foundation Model for Generalist Humanoid Robotscited by 1,167
  8. 2020ALFWorld: Aligning Text and Embodied Environments for Interactive Learningcited by 1,143
  9. 2023Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversationscited by 1,124
  10. 2017Neural Collaborative Filteringcited by 1,108
  11. 2022Red Teaming Language Models with Language Modelscited by 983
  12. 2020Beyond Accuracy: Behavioral Testing of NLP models with CheckListcited by 979
  13. 2019BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformercited by 952
  14. 2023Open X-Embodiment: Robotic Learning Datasets and RT-X Modelscited by 849
  15. 2023Gemini: A Family of Highly Capable Multimodal Modelscited by 810
  16. 2019Adversarial NLI: A New Benchmark for Natural Language Understandingcited by 798
  17. 2016Wide & Deep Learning for Recommender Systemscited by 745
  18. 2024DeepSeek-V3 Technical Reportcited by 724
  19. 2022Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learnedcited by 702
  20. 2015Session-based Recommendations with Recurrent Neural Networkscited by 685
  21. 2017DeepFM: A Factorization-Machine based Neural Network for CTR Predictioncited by 673
  22. 2023AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviorscited by 580
  23. 2017Adversarial Examples for Evaluating Reading Comprehension Systemscited by 568
  24. 2023Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Modelscited by 551
  25. 2022Improving alignment of dialogue agents via targeted human judgementscited by 527
  26. 2021Dynabench: Rethinking Benchmarking in NLPcited by 447
  27. 2025Multi-Agent Collaboration Mechanisms: A Survey of LLMscited by 424
  28. 2024Agentless: Demystifying LLM-based Software Engineering Agentscited by 400
  29. 2025Accelerating scientific discovery with Co-Scientistcited by 353
  30. 2024Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perceptioncited by 283
  31. 2018Reinforcement Learning on Web Interfaces Using Workflow-Guided Explorationcited by 282
  32. 2024Agent-SafetyBench: Evaluating the Safety of LLM Agentscited by 280
  33. 2024R-Judge: Benchmarking Safety Risk Awareness for LLM Agentscited by 268
  34. 2024Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Securitycited by 257
  35. 2025Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directionscited by 257
  36. 2023Auto-GPT for Online Decision Making: Benchmarks and Additional Opinionscited by 250
  37. 2020HateCheck: Functional Tests for Hate Speech Detection Modelscited by 215
  38. 2024Agent Q: Advanced Reasoning and Learning for Autonomous AI Agentscited by 201

50 most cited of 114 All 114 (JSON)

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 13; 2026: 30.

43 papers.

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  1. 2025Memento: Fine-tuning LLM Agents without Fine-tuning LLMscited by 119
  2. 2026A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agentscited by 47
  3. 2026AgenticPay: A Multi-Agent LLM Negotiation System for Buyer-Seller Transactionscited by 11
  4. 2026From Model Scaling to System Scaling: Scaling the Harness in Agentic AIcited by 8
  5. 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Webcited by 7
  6. 2026ACE-Router: Generalizing History-Aware Routing from MCP Tools to the Agent Webcited by 7
  7. 2025Agentic Services Computingcited by 6
  8. 2025UFO3: Weaving the Digital Agent Galaxycited by 6
  9. 2025Toward a Safe Internet of Agentscited by 6
  10. 2026When Bots Take the Bait: Exposing and Mitigating the Emerging Social Engineering Attack in Web Automation Agentcited by 6
  11. 2025Memento 2: Learning by Stateful Reflective Memorycited by 5
  12. 2026MonoScale: Scaling Multi-Agent System with Monotonic Improvementcited by 5
31 more
  1. 2026Long Context, Less Focus: A Scaling Gap in LLMs Revealed through Privacy and Personalizationcited by 5
  2. 2026InfoSeeker: A Scalable Hierarchical Parallel Agent Framework for Web Information Seekingcited by 5
  3. 2025Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economycited by 4
  4. 2026Auditing Preferences for Brands and Cultures in LLMscited by 4
  5. 2025ALLOY: Generating Reusable Agent Workflows from User Demonstrationcited by 3
  6. 2026SPILLage: Agentic Oversharing on the Webcited by 3
  7. 2026AWCP: A Workspace Delegation Protocol for Deep-Engagement Collaboration across Remote Agentscited by 3
  8. 2026Dissociative Identity: Language Model Agents Lack Grounding for Reputation Mechanismscited by 3
  9. 2025Throttling Web Agents Using Reasoning Gatescited by 2
  10. 2025EnvX: Agentize Everything with Agentic AIcited by 2
  11. 2025Ripple Effect Protocol: Coordinating Agent Populationscited by 2
  12. 2025SoDA: An Efficient Interaction Paradigm for the Agentic Webcited by 2
  13. 2026DeepXiv-SDK: An Agentic Data Interface for Scientific Literaturecited by 2
  14. 2026Synergy: A Next-Generation General-Purpose Agent for Open Agentic Webcited by 2
  15. 2026AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Webcited by 2
  16. 2026WebUncertainty: Dual-Level Uncertainty Driven Planning and Reasoning For Autonomous Web Agentcited by 2
  17. 2026GRAIL: A Deep-Granularity Hybrid Resonance Framework for Real-Time Agent Discovery via SLM-Enhanced Indexingcited by 2
  18. 2026The Verifiable Action Card: Trustworthy Human-in-the-Loop Control for Secure Autonomous Agentscited by 2
  19. 2025Internet 3.0: Architecture for a Web-of-Agents with it's Algorithm for Ranking Agentscited by 1
  20. 2026From Secure Agentic AI to Secure Agentic Web: Challenges, Threats, and Future Directionscited by 1
  21. 2026Broken Gates: Re-evaluating Web Bot Defenses in the Age of LLM Agentscited by 1
  22. 2026CI4A: Semantic Component Interfaces for Agents Empowering Web Automationcited by 0
  23. 2026Distributed Legal Infrastructure for a Trustworthy Agentic Webcited by 0
  24. 2026Internal APIs Are All You Need: Shadow APIs, Shared Discovery, and the Case Against Browser-First Agent Architecturescited by 0
  25. 2026Fighting AI with AI: AI-Agent Augmented DNS Blocking of LLM Services during Student Evaluationscited by 0
  26. 2026A Prompt-Aware Structuring Framework for Reliable Reuse of AI-Generated Content in the Agentic Webcited by 0
  27. 2026Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaborationcited by 0
  28. 2026EMBL AI Librarian: Life-Sciences Knowledge Layer for AI Agentscited by 0
  29. 2026An Efficient and Effective Agentic Group Shilling Attack on Recommender Systemscited by 0
  30. 2026AnyAct: Universal Action for Self-Evolving Agentscited by 0
  31. 2026AgentWebRec: Compact Evidence Fusion over the Agent Web for Personalized Recommendationcited by 0

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  1. 2026Agentic Artificial Intelligence (AI): Architectures, Taxonomies, and Evaluation of Large Language Model Agents
  2. 2025Building the Web for Agents: A Declarative Framework for Agent-Web Interaction
  3. 2026Infrastructure for the Agentic Web: Gap Analysis and Architecture from the Agentverse Platform
  4. 2026AI Planning Framework for LLM-Based Web Agents
  5. 2025REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites
  6. 2025From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents
  7. 2024Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems
  8. 2025Distinguishing Autonomous AI Agents from Collaborative Agentic Systems: A Comprehensive Framework for Understanding Modern Intelligent Architectures