| "record_id","source_record_key","citation_key","canonical_citation_key","canonical_record_id","title","authors","first_public_date","url","source_family","source_tier","screening_stage","screening_role","retrieval_route","decision_reason_code","alias_mapping" | |
| "SCREEN-001","li2026moltbook","li2026moltbook","li2026moltbook","SCREEN-001","The Moltbook Illusion: Separating Human Influence from Emergent Behavior in AI Agent Societies","Li","2026-02-07","https://arxiv.org/abs/2602.07432","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook / OpenClaw" | |
| "SCREEN-002","shi2026human","shi2026human","shi2026human","SCREEN-002","Human Control Is the Anchor, Not the Answer: Early Divergence of Oversight in Agentic AI Communities","Shi & DiFranzo","2026-02-10","https://arxiv.org/abs/2602.09286","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook" | |
| "SCREEN-003","shi2026visibility","shi2026visibility","shi2026visibility","SCREEN-003","When Visibility Outpaces Verification: Delayed Verification and Narrative Lock-in in Agentic AI Discourse","Shi & DiFranzo","2026-02-11","https://arxiv.org/abs/2602.11412","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook" | |
| "SCREEN-004","zerhoudi2026behind","zerhoudi2026behind","zerhoudi2026behind","SCREEN-004","Behind the Prompt: The Agent-User Problem in Information Retrieval","Zerhoudi et al.","2026-03-04","https://arxiv.org/abs/2603.03630","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-005","mathew2026conversation","mathew2026conversation","mathew2026conversation","SCREEN-005","From Conversation to Command Execution: A Comparative Threat Modeling and Risk Analysis of OpenClaw and ChatGPT","Mathew","2026-02-28","https://zenodo.org/records/18811875","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-006","wang2026devil","wang2026devil","wang2026devil","SCREEN-006","The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies","Wang et al.","2026-02-10","https://arxiv.org/abs/2602.09877","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-007","ruffini2026sorcerer","ruffini2026sorcerer","ruffini2026sorcerer","SCREEN-007","From The Sorcerer's Apprentice to Crystal Nights: Security Implications from Moltbot/Moltbook to Greg Egan's Crystal Nights","Ruffini & Castaldo","2026-02-15","https://zenodo.org/records/18443680","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbot / Moltbook" | |
| "SCREEN-008","li2026position","li2026position","li2026position","SCREEN-008","Position: AI Agents Are Not (Yet) a Panacea for Social Simulation","Li & Tao","2026-02-19","https://arxiv.org/abs/2603.00113","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-009","chen2026trajectory","chen2026trajectory","chen2026trajectory","SCREEN-009","A Trajectory-Based Safety Audit of Clawdbot (OpenClaw)","Chen et al.","2026-02-16","https://arxiv.org/abs/2602.14364","direct","Tier 1","included_direct","included_direct","alias_search","","Clawdbot / OpenClaw" | |
| "SCREEN-010","wang2026assistant","wang2026assistant","wang2026assistant","SCREEN-010","From Assistant to Double Agent: Formalizing and Benchmarking Attacks on OpenClaw for Personalized Local AI Agent","Wang et al.","2026-02-09","https://arxiv.org/abs/2602.08412","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-011","dong2026clawdrain","dong2026clawdrain","dong2026clawdrain","SCREEN-011","Clawdrain: Exploiting Tool-Calling Chains for Stealthy Token Exhaustion in OpenClaw Agents","Dong et al.","2026-03-01","https://arxiv.org/abs/2603.00902","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-012","Ge2026GovernanceAF","Ge2026GovernanceAF","Ge2026GovernanceAF","SCREEN-012","Governance Architecture for Autonomous Agent Systems: Threats, Framework, and Engineering Practice","Ge","2026-03-07","https://arxiv.org/abs/2603.07191","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-013","vanbeek2026hardenedshell","vanbeek2026hardenedshell","vanbeek2026hardenedshell","SCREEN-013","The Hardened Shell: Evaluating Safety and Sovereignty in the OpenClaw Agent Architecture","van Beek & Mezo","2026-02-03","https://zenodo.org/records/18471237","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-014","bhardwaj2026formal","bhardwaj2026formal","bhardwaj2026formal","SCREEN-014","Formal Analysis and Supply Chain Security for Agentic AI Skills","Bhardwaj","2026-02-27","https://arxiv.org/abs/2603.00195","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw skills" | |
| "SCREEN-015","Jin2026ProofofGuardrailIA","Jin2026ProofofGuardrailIA","Jin2026ProofofGuardrailIA","SCREEN-015","Proof-of-Guardrail in AI Agents and What (Not) to Trust from It","Jin et al.","2026-03-06","https://arxiv.org/abs/2603.05786","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw" | |
| "SCREEN-016","zhan2026systems","zhan2026systems","zhan2026systems","SCREEN-016","Systems-Level Attack Surface of Edge Agent Deployments on IoT","Zhan et al.","2026-02-26","https://arxiv.org/abs/2602.22525","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw-like edge agents" | |
| "SCREEN-017","du2026clawmobile","du2026clawmobile","du2026clawmobile","SCREEN-017","ClawMobile: Rethinking Smartphone-Native Agentic Systems","Du et al.","2026-02-26","https://arxiv.org/abs/2602.22942","direct","Tier 1","included_direct","included_direct","alias_search","","ClawMobile / OpenClaw-inspired" | |
| "SCREEN-018","chen2026openclaw","chen2026openclaw","chen2026openclaw","SCREEN-018","When OpenClaw AI Agents Teach Each Other: Peer Learning Patterns in the Moltbook Community","Chen et al.","2026-02-16","https://arxiv.org/abs/2602.14477","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook" | |
| "SCREEN-019","Chen2026OpenClawAA","Chen2026OpenClawAA","Chen2026OpenClawAA","SCREEN-019","OpenClaw AI Agents as Informal Learners at Moltbook: Characterizing an Emergent Learning Community at Scale","Chen et al.","2026-02-21","https://arxiv.org/abs/2602.18832","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook" | |
| "SCREEN-020","mukherjee2026moltgraph","mukherjee2026moltgraph","mukherjee2026moltgraph","SCREEN-020","MoltGraph: A Longitudinal Temporal Graph Dataset of Moltbook for Coordinated-Agent Detection","Mukherjee et al.","2026-02-28","https://arxiv.org/abs/2603.00646","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-021","amin2026model","amin2026model","amin2026model","SCREEN-021","How to Model AI Agents as Personas?: Applying the Persona Ecosystem Playground to 41,300 Posts on Moltbook for Behavioral Insights","Amin et al.","2026-03-03","https://arxiv.org/abs/2603.03140","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-022","weidener2026openclawreview","weidener2026openclaw","weidener2026openclaw","SCREEN-022","From Agent-Only Social Networks to Autonomous Scientific Research: Lessons from OpenClaw and Moltbook, and the Architecture of ClawdLab and Beach.Science","Weidener et al.","2026-02-23","https://arxiv.org/abs/2602.19810","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook / ClawdLab" | |
| "SCREEN-023","manik2026openclaw","manik2026openclaw","manik2026openclaw","SCREEN-023","OpenClaw Agents on Moltbook: Risky Instruction Sharing and Norm Enforcement in an Agent-Only Social Network","Manik & Wang","2026-02-02","https://arxiv.org/abs/2602.02625","direct","Tier 1","included_direct","included_direct","alias_search","","OpenClaw / Moltbook" | |
| "SCREEN-024","lin2026exploring","lin2026exploring","lin2026exploring","SCREEN-024","Exploring Silicon-Based Societies: An Early Study of the Moltbook Agent Community","Lin et al.","2026-02-02","https://arxiv.org/abs/2602.02613","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-025","eziz2026fast","eziz2026fast","eziz2026fast","SCREEN-025","Fast Response or Silence: Conversation Persistence in an AI-Agent Social Network","Eziz","2026-02-07","https://arxiv.org/abs/2602.07667","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-026","de2026collective","de2026collective","de2026collective","SCREEN-026","Collective Behavior of AI Agents: the Case of Moltbook","De Marzo & Garcia","2026-02-09","https://arxiv.org/abs/2602.09270","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-027","jiang2026humans","jiang2026humans","jiang2026humans","SCREEN-027","""Humans welcome to observe"": A First Look at the Agent Social Network Moltbook","Jiang et al.","2026-02-02","https://arxiv.org/abs/2602.10127","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-028","holtz2026anatomy","holtz2026anatomy","holtz2026anatomy","SCREEN-028","The Anatomy of the Moltbook Social Graph","Holtz","2026-02-03","https://arxiv.org/abs/2602.10131","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-029","li2026rise","li2026rise","li2026rise","SCREEN-029","The Rise of AI Agent Communities: Large-Scale Analysis of Discourse and Interaction on Moltbook","Li et al.","2026-02-13","https://arxiv.org/abs/2602.12634","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-030","feng2026moltnet","feng2026moltnet","feng2026moltnet","SCREEN-030","MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook","Feng et al.","2026-02-13","https://arxiv.org/abs/2602.13458","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-031","zhu2026comparative","zhu2026comparative","zhu2026comparative","SCREEN-031","A Comparative Analysis of Social Network Topology in Reddit and Moltbook","Zhu et al.","2026-02-14","https://arxiv.org/abs/2602.13920","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook / Reddit" | |
| "SCREEN-032","li2026does","li2026does","li2026does","SCREEN-032","Does Socialization Emerge in AI Agent Society? A Case Study of Moltbook","Li et al.","2026-02-15","https://arxiv.org/abs/2602.14299","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-033","hou2026structural","hou2026structural","hou2026structural","SCREEN-033","Structural Divergence Between AI-Agent and Human Social Networks in Moltbook","Hou & Ji","2026-02-13","https://arxiv.org/abs/2602.15064","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-034","price2026let","price2026let","price2026let","SCREEN-034","Let There Be Claws: An Early Social Network Analysis of AI Agents on Moltbook","Price et al.","2026-02-23","https://arxiv.org/abs/2602.20044","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-035","yee2026molt","yee2026molt","yee2026molt","SCREEN-035","Molt Dynamics: Emergent Social Phenomena in Autonomous AI Agent Populations","Yee & Sharma","2026-03-03","https://arxiv.org/abs/2603.03555","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-036","shekkizhar2026interaction","shekkizhar2026interaction","shekkizhar2026interaction","SCREEN-036","Interaction Theater: A case of LLM Agents Interacting at Scale","Shekkizhar & Earle","2026-02-23","https://arxiv.org/abs/2602.20059","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-037","Dub2026WhatDA","Dub2026WhatDA","Dub2026WhatDA","SCREEN-037","What Do AI Agents Talk About? Emergent Communication Structure in the First AI-Only Social Network","Dube et al.","2026-03-09","https://arxiv.org/abs/2603.07880","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-038","zhang2026agents","zhang2026agents","zhang2026agents","SCREEN-038","Agents in the Wild: Safety, Society, and the Illusion of Sociality on Moltbook","Zhang et al.","2026-02-07","https://arxiv.org/abs/2602.13284","direct","Tier 1","included_direct","included_direct","alias_search","","Moltbook" | |
| "SCREEN-039","introducingopenclaw2026","introducingopenclaw2026","introducingopenclaw2026","SCREEN-039","Introducing OpenClaw","Steinberger","2026-01-29","https://openclaw.ai/blog/introducing-openclaw","official","Tier 2","included_context","included_context","official","","OpenClaw / Clawd" | |
| "SCREEN-040","openclaw2026repo","openclaw2026repo","openclaw2026repo","SCREEN-040","OpenClaw: Personal AI Assistant","OpenClaw","2026","https://github.com/openclaw/openclaw","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-041","openclaw2026vision","openclaw2026vision","openclaw2026vision","SCREEN-041","OpenClaw Vision","OpenClaw","2026","https://github.com/openclaw/openclaw/blob/main/VISION.md","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-042","openclaw2026tools","openclaw2026tools","openclaw2026tools","SCREEN-042","Tools (OpenClaw)","OpenClaw","2026","https://docs.openclaw.ai/tools","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-043","openclaw2026docs","openclaw2026docs","openclaw2026docs","SCREEN-043","OpenClaw Documentation","OpenClaw","2026","https://docs.openclaw.ai/","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-044","openclaw2026virustotal","openclaw2026virustotal","openclaw2026virustotal","SCREEN-044","OpenClaw Partners with VirusTotal for Skill Security","OpenClaw","2026-02-07","https://openclaw.ai/blog/virustotal-partnership","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-045","openclaw2026security","openclaw2026security","openclaw2026security","SCREEN-045","OpenClaw Security","OpenClaw","2026","https://docs.openclaw.ai/gateway/security","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-046","openclaw2026threatmodel","openclaw2026threatmodel","openclaw2026threatmodel","SCREEN-046","OpenClaw Threat Model Atlas","OpenClaw","2026","https://github.com/openclaw/openclaw/blob/main/docs/security/THREAT-MODEL-ATLAS.md","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-047","gautam2026observatory","gautam2026observatory","gautam2026observatory","SCREEN-047","Moltbook Observatory Archive","Gautam & Riegler","2026","https://huggingface.co/datasets/SimulaMet/moltbook-observatory-archive","official","Tier 2","included_context","included_context","official","","Moltbook" | |
| "SCREEN-048","openclaw2026securitypolicy","openclaw2026securitypolicy","openclaw2026securitypolicy","SCREEN-048","OpenClaw Security Overview","OpenClaw","2026","https://github.com/openclaw/openclaw/security","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-049","openclaw2026formalverification","openclaw2026formalverification","openclaw2026formalverification","SCREEN-049","Formal Verification (Security Models)","OpenClaw","2026","https://docs.openclaw.ai/security/formal-verification","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-050","moltbook2026website","moltbook2026website","moltbook2026website","SCREEN-050","Moltbook","Moltbook","2026-01-28","https://www.moltbook.com/","official","Tier 2","included_context","included_context","official","","Moltbook" | |
| "SCREEN-051","moltbook2026developers","moltbook2026developers","moltbook2026developers","SCREEN-051","Build Apps for AI Agents","Moltbook","2026","https://www.moltbook.com/developers","official","Tier 2","included_context","included_context","official","","Moltbook" | |
| "SCREEN-052","openclaw2026browser","openclaw2026browser","openclaw2026browser","SCREEN-052","Browser (OpenClaw-managed)","OpenClaw","2026","https://docs.openclaw.ai/tools/browser","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-053","openclaw2026localmodels","openclaw2026localmodels","openclaw2026localmodels","SCREEN-053","Local Models","OpenClaw","2026","https://docs.openclaw.ai/gateway/local-models","official","Tier 2","included_context","included_context","official","","OpenClaw" | |
| "SCREEN-054","wiz2026moltbook","wiz2026moltbook","wiz2026moltbook","SCREEN-054","Exposed Moltbook Database Reveals Millions of API Keys","Wiz Research","2026-02-02","https://www.wiz.io/blog/exposed-moltbook-database-reveals-millions-of-api-keys","official","Tier 2","included_context","included_context","official","","Moltbook" | |
| "SCREEN-055","openclaw2026clawhub","openclaw2026clawhub","openclaw2026clawhub","SCREEN-055","ClawHub: Skill Directory for OpenClaw","OpenClaw","2026","https://github.com/openclaw/clawhub","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-056","openclaw2026skillsrepo","openclaw2026skillsrepo","openclaw2026skillsrepo","SCREEN-056","OpenClaw Skills Archive","OpenClaw","2026","https://github.com/openclaw/skills","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-057","openclaw2026acpx","openclaw2026acpx","openclaw2026acpx","SCREEN-057","ACPX: Headless CLI Client for Stateful Agent Client Protocol Sessions","OpenClaw","2026","https://github.com/openclaw/acpx","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-058","openclaw2026nixopenclaw","openclaw2026nixopenclaw","openclaw2026nixopenclaw","SCREEN-058","nix-openclaw","OpenClaw","2026","https://github.com/openclaw/nix-openclaw","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-059","openclaw2026ansible","openclaw2026ansible","openclaw2026ansible","SCREEN-059","OpenClaw Ansible Installer","OpenClaw","2026","https://github.com/openclaw/openclaw-ansible","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-060","grasl2026openclawmcp","grasl2026openclawmcp","grasl2026openclawmcp","SCREEN-060","OpenClaw MCP Server","Grasl","2026","https://github.com/freema/openclaw-mcp","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-061","jin2026clawguard","jin2026clawguard","jin2026clawguard","SCREEN-061","Verifiable-ClawGuard","Jin et al.","2026","https://github.com/SaharaLabsAI/Verifiable-ClawGuard","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-062","wang2026openclawrl","wang2026openclawrl","wang2026openclawrl","SCREEN-062","OpenClaw-RL","Wang et al.","2026","https://github.com/Gen-Verse/OpenClaw-RL","project","Tier 2","included_context","included_context","project","","OpenClaw" | |
| "SCREEN-063","moltbook2026webrepo","moltbook2026webrepo","moltbook2026webrepo","SCREEN-063","Moltbook Web","Moltbook","2026","https://github.com/moltbook/moltbook-web-client-application","project","Tier 2","included_context","included_context","project","","Moltbook" | |
| "SCREEN-064","moltbook2026apirepo","moltbook2026apirepo","moltbook2026apirepo","SCREEN-064","moltbook-api","Moltbook","2026","https://github.com/moltbook/api","project","Tier 2","included_context","included_context","project","","Moltbook" | |
| "SCREEN-065","page2021prisma","page2021prisma","page2021prisma","SCREEN-065","The PRISMA 2020 statement: an updated guideline for reporting systematic reviews","Page et al.","2021","https://www.bmj.com/content/372/bmj.n71","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-066","garousi2019guidelines","garousi2019guidelines","garousi2019guidelines","SCREEN-066","Guidelines for including grey literature and conducting multivocal literature reviews in software engineering","Garousi et al.","2019","https://doi.org/10.1016/j.infsof.2018.09.006","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-067","hartung2025ai","hartung2025ai","hartung2025ai","SCREEN-067","AI, agentic models and lab automation for scientific discovery—the beginning of scAInce","Hartung","2025","https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1649155/full","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-068","wang2024autonomousagents","wang2024survey","wang2024survey","SCREEN-068","A Survey on Large Language Model based Autonomous Agents","Wang et al.","2024","https://link.springer.com/article/10.1007/s11704-024-40231-1","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-069","cheng2024exploringagents","cheng2024exploring","cheng2024exploring","SCREEN-069","Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects","Cheng et al.","2024","https://arxiv.org/abs/2401.03428","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-070","guo2024multiagents","guo2024large","guo2024large","SCREEN-070","Large Language Model based Multi-Agents: A Survey of Progress and Challenges","Guo et al.","2024","https://www.ijcai.org/proceedings/2024/0892.pdf","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-071","chen2024llmmas","chen2024survey","chen2024survey","SCREEN-071","A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application","Chen et al.","2024","https://arxiv.org/abs/2412.17481","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-072","tran2025collaboration","tran2025multi","tran2025multi","SCREEN-072","Multi-Agent Collaboration Mechanisms: A Survey of LLMs","Tran et al.","2025","https://arxiv.org/abs/2501.06322","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-073","yan2025beyondselftalk","yan2025beyond","yan2025beyond","SCREEN-073","Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems","Yan et al.","2025","https://arxiv.org/abs/2502.14321","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-074","zou2025llmhas","zou2025llm","zou2025llm","SCREEN-074","LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey","Zou et al.","2025","https://arxiv.org/abs/2505.00753","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-075","yu2025trustagents","yu2025survey","yu2025survey","SCREEN-075","A Survey on Trustworthy LLM Agents: Threats and Countermeasures","Yu et al.","2025","https://arxiv.org/abs/2503.09648","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-076","gao2025selfevolving","gao2025survey","gao2025survey","SCREEN-076","A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence","Gao et al.","2025","https://arxiv.org/abs/2507.21046","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-077","zhang2026thinkertosociety","Zhang2026FromTT","Zhang2026FromTT","SCREEN-077","From Thinker to Society: Security in Hierarchical Autonomy Evolution of AI Agents","Zhang et al.","2026","https://arxiv.org/abs/2603.07496","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-078","jiang2026sok","jiang2026sok","jiang2026sok","SCREEN-078","SoK: Agentic Skills—Beyond Tool Use in LLM Agents","Jiang et al.","2026","https://arxiv.org/abs/2602.20867","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-079","liang2026skillnet","liang2026skillnet","liang2026skillnet","SCREEN-079","SkillNet: Create, Evaluate, and Connect AI Skills","Liang et al.","2026","https://arxiv.org/abs/2603.04448","adjacent","Tier 3","included_context","included_context","snowball","","" | |
| "SCREEN-080","weidener2026openclaw","weidener2026openclaw","weidener2026openclaw","SCREEN-022","OpenClaw, Moltbook, and ClawdLab: From Agent-Only Social Networks to Autonomous Scientific Research","Weidener et al.","2026","https://arxiv.org/abs/2602.19810","excluded","Excluded","duplicate_merged","duplicate_merged","alias_search","E4 duplicate/superseded","weidener2026openclawreview" | |
| "SCREEN-081","Zhang2026FromTT","Zhang2026FromTT","Zhang2026FromTT","SCREEN-077","From Thinker to Society: Security in Hierarchical Autonomy Evolution of AI Agents","Zhang et al.","2026","https://arxiv.org/abs/2603.07496","excluded","Excluded","duplicate_merged","duplicate_merged","alias_search","E4 duplicate/superseded","zhang2026thinkertosociety" | |
| "SCREEN-082","su2025survey","su2025survey","su2025survey","","A survey on autonomy-induced security risks in large model-based agents","Su et al.","2025","https://arxiv.org/abs/2506.23844","excluded","Excluded","excluded_full_text","excluded_full_text","alias_search","E6 other scope mismatch","" | |
| "SCREEN-083","de2026openclaw","de2026openclaw","de2026openclaw","","OpenCLAW-P2P: A Decentralized Framework for Collective AI Intelligence Towards Artificial General Intelligence","de Lafuente","2026","https://www.researchgate.net/publication/400788567_OpenCLAW-P2P_A_Decentralized_Framework_for_Collective_AI_Intelligence_Towards_Artificial_General_Intelligence","excluded","Excluded","excluded_full_text","excluded_full_text","alias_search","E1 not ecosystem-primary object","" | |
| "SCREEN-084","sulinfunctional","sulinfunctional","sulinfunctional","","Functional Self-Consciousness in Frontier AI Agents: A Case Study of OpenClaw from the Perspective of Confidence-Modulated State Separation","Sulin Zhang","2026","https://zenodo.org/records/18641234","excluded","Excluded","excluded_title_abstract","excluded_title_abstract","alias_search","E3 insufficient retrievable technical detail","" | |
| "SCREEN-085","zhang2026zerocost","zhang2026zerocost","zhang2026zerocost","","AI Zero-Cost Multiplier Effect on White-Collar Labor: An Economic Analysis","Sulin Zhang","2026","https://zenodo.org/records/18437448","excluded","Excluded","excluded_title_abstract","excluded_title_abstract","alias_search","E6 other scope mismatch","" | |