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bojieli/ai-agent-book
《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码
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Paper → model → repo connections mined from source citations (Tier-1 exact match).
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- FuzzySimilar title/name (fuzzy) · 59%Governed Individuation: Cryptographically Decoupling an Agent's Learning from Its Authority →
“Fuzzy title match (0.73): “Governed Individuation: Cryptographically Decoupling an Agen” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%A Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak Attacks →
“Fuzzy title match (0.73): “A Self-Evolving Multi-Agent Framework Defense against LLM Ja” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%Multi-Agent Orchestration with the Common-Sense Reasoning Capabilities of LLMs for Autonomous Driving →
“Fuzzy title match (0.73): “Multi-Agent Orchestration with the Common-Sense Reasoning Ca” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%RedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill Evolution →
“Fuzzy title match (0.73): “RedEvoAgent: Automatic Red-Teaming Agent with Experience-Dri” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution →
“Fuzzy title match (0.73): “WikiSkill: Compiling Agent Experience into Persistent Knowle” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%BTS-AgentBench: A Deterministic, Replayable Pipeline from Read-Only Telemetry Logs to Agent Benchmarks →
“Fuzzy title match (0.73): “BTS-AgentBench: A Deterministic, Replayable Pipeline from Re” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%On the Maintenance and Co-evolution of Agent Plugins: An Empirical Study of Claude Code Plugin Marketplaces →
“Fuzzy title match (0.73): “On the Maintenance and Co-evolution of Agent Plugins: An Emp” ≈ “bojieli/ai-agent-book””
- FuzzySimilar title/name (fuzzy) · 59%Disclosure-Gated User Simulation for Companion-Agent Evaluation →
“Fuzzy title match (0.73): “Disclosure-Gated User Simulation for Companion-Agent Evaluat” ≈ “bojieli/ai-agent-book””
Implements
paperGoverned Individuation: Cryptographically Decoupling an Agent's Learning from Its AuthoritypaperA Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak AttackspaperMulti-Agent Orchestration with the Common-Sense Reasoning Capabilities of LLMs for Autonomous DrivingpaperRedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill EvolutionpaperWikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill EvolutionpaperBTS-AgentBench: A Deterministic, Replayable Pipeline from Read-Only Telemetry Logs to Agent BenchmarkspaperOn the Maintenance and Co-evolution of Agent Plugins: An Empirical Study of Claude Code Plugin MarketplacespaperDisclosure-Gated User Simulation for Companion-Agent EvaluationpaperCordisBench: Can Language Models Reason About Component Lifecycles in Dynamic Agent Harnesses?paperWhen Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce EvaluationpaperGlossoGen: Emergent Language in Complex Multi-Agent LLM InteractionspaperRetrieved but not ranked: surface-form bias in structural retrieval, from mathematics to agent trajectoriespaperTRIAGE: Three-level Routing and Intelligent Agent Guidance for Efficient ExecutionpaperSelective Agent Guidance via Entropy: Learning Autonomous Policies from Imperfect VLM TeacherspaperA Blind Trust, the Bloody Thrust: When Attacker-Controlled Hook Updates Steer AI Agent Harnesses towards Malicious BehaviorspaperInferring Affective Consciousness in an Artificial Agent: A Case StudypaperCONTINUITY: Security-Context Contracts for Composable LLM Agent ControlspaperThe Mirror Agent Model: a Bayesian Architecture for Interpretable Agent BehaviorpaperWeAgent-MMGenEdit: A Full-Stack Recipe for Multimodal Agentic Image Generation and EditingpaperDoes Your Agent's Memory Survive a Model Upgrade? A Controlled Study of Memory PortabilitypaperTraceLab: Characterizing Coding Agent Workloads for LLM ServingpaperMAGiSt3R: Multi-Agent Feed-forward 3D Reconstruction from Monocular RGB VideospaperSAGEAgent: A Self-Evolving Agent for Cost-Aware Modality Acquisition in Multimodal Survival PredictionpaperCopewell: A Multi-Agent Swarm Architecture for Equitable Mental Wellness SupportpaperHAT-4D: Lifting Monocular Video for 4D Multi-Object Interactions via Human-Agent CollaborationpaperTrustX Agent Risk Classification Framework (ARC): Risk-Tiering Internally Created Agentic AI SystemspaperHULAT2 at MER-TRANS 2026: Governed Multi-Agent Simplification for Spanish Easy-to-Read GenerationpaperThe Energy Society: A Simulation Environment for Studying Agent Cooperation under Survival PressurepaperThe Dynamic Verifiable Multi-Agent Human Agentic Loyalty Loop (DVM-HALL) Model and the Net Human-Agent Score (NHAS) in Autonomous CommercepaperA Multi-Agent System for Autonomous, Fine-Tuning-Free Clinical Symptom Detection: Development and Validation StudypaperLLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent BehaviorpaperA Diagnostic Framework for AI Agent BehaviorpaperSlotGuard: Stop Oversharing Private Local Context in LLM Agent TranscripaperOtap:Structure-Aware Optimal Transport for Evaluating Planning and Execution in Agent TrajectoriespaperReal-World Evaluation of an AI Agent Drafting Translational Impact SummariespaperTRIM: Reducing AI-Generated CodeSlop via Agent Trajectory MinimizationpaperMADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact ModelspaperGEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article GenerationpaperSelf-Evolving World Models for LLM Agent PlanningpaperMECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied EnvironmentspaperSupra Cognitive Modes: A Routed Architecture for Agent MemorypaperTask Decomposition-Guided Reranking for Adaptive Agent Skill RetrievalpaperEEG-SpikeAgent: Agentic Closed-Loop Program Synthesis for Automated EEG Spike DetectionpaperLinguistic Firewall: Geometry as Defense in Multi-Agent Systems RoutingpaperMulti-Agent AI System for Radiology Report Structuring and Quality Assurance with Independent Radiologist EvaluationpaperMyAG: A Graph-Based Framework for Designing and Analyzing Composable LLM Agent SystemspaperSeek to Segment: Active Perception for Panoramic Referring SegmentationpaperAI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-EvolutionpaperToward Continuous Assurance for the Democratization of AI Agent Creation in IndustrypaperAgentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture ProblemspaperGRADRAG: Cross-Component Prompt Adaptation for Coordinated Multi-Agent RAGpaperAgent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin AssessmentpaperStreaming Multi-Agent Autoregressive Diffusion Model with World State RegisterspaperManimAgent: Self-Evolving Multimodal Agents for Visual EducationpaperSenseWalk: Agent-Based Semantic Trajectory Simulation Powered by Large Language Models in Zoned EnvironmentspaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperA Learning-Rate-Gated Failure of GRPO in a Small Language and Vision-Language Model Web Agent: A Controlled Null and Its MechanismpaperATLAS: Discovering Agent Strategies through LLM-Guided Abstraction and Automata LearningpaperWrong but Useful: Trajectory Value Beyond Answer Correctness in Multi-Agent Messages
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Related across the graph
paperCONTINUITY: Security-Context Contracts for Composable LLM Agent ControlspersonRichieMccawpaperHULAT2 at MER-TRANS 2026: Governed Multi-Agent Simplification for Spanish Easy-to-Read GenerationpersonHiAsh02paperTraceLab: Characterizing Coding Agent Workloads for LLM ServingpaperGlossoGen: Emergent Language in Complex Multi-Agent LLM InteractionspaperTrustX Agent Risk Classification Framework (ARC): Risk-Tiering Internally Created Agentic AI SystemspersontoanalienpaperMAGiSt3R: Multi-Agent Feed-forward 3D Reconstruction from Monocular RGB VideospaperSAGEAgent: A Self-Evolving Agent for Cost-Aware Modality Acquisition in Multimodal Survival PredictionpaperMulti-Agent Orchestration with the Common-Sense Reasoning Capabilities of LLMs for Autonomous DrivingpaperToward Continuous Assurance for the Democratization of AI Agent Creation in IndustrypaperA Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak AttackspaperOtap:Structure-Aware Optimal Transport for Evaluating Planning and Execution in Agent TrajectoriespersonRainbow-princepaperCopewell: A Multi-Agent Swarm Architecture for Equitable Mental Wellness Supportpersonthejesh23personCyan95personbojielipaperDisclosure-Gated User Simulation for Companion-Agent EvaluationpaperThe Mirror Agent Model: a Bayesian Architecture for Interpretable Agent BehaviorpaperHAT-4D: Lifting Monocular Video for 4D Multi-Object Interactions via Human-Agent Collaborationpersonjojixyz666personmacktpersonranxi2001paperOn the Maintenance and Co-evolution of Agent Plugins: An Empirical Study of Claude Code Plugin MarketplacespaperAction-Factored Multi-Agent Reinforcement Learning for Scalable Quantum Device TuningpaperRetrieved but not ranked: surface-form bias in structural retrieval, from mathematics to agent trajectoriespaperSelf-Evolving World Models for LLM Agent Planningpersonady-aipaperWikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill EvolutionpaperThe Dynamic Verifiable Multi-Agent Human Agentic Loyalty Loop (DVM-HALL) Model and the Net Human-Agent Score (NHAS) in Autonomous CommercepaperThe Energy Society: A Simulation Environment for Studying Agent Cooperation under Survival PressurepersonFourWindffpaperSeek to Segment: Active Perception for Panoramic Referring SegmentationpaperLinguistic Firewall: Geometry as Defense in Multi-Agent Systems RoutingpaperTask Decomposition-Guided Reranking for Adaptive Agent Skill RetrievalpaperEEG-SpikeAgent: Agentic Closed-Loop Program Synthesis for Automated EEG Spike DetectionpaperA Diagnostic Framework for AI Agent BehaviorpaperGoverned Individuation: Cryptographically Decoupling an Agent's Learning from Its AuthoritypaperTRIM: Reducing AI-Generated CodeSlop via Agent Trajectory MinimizationpersonjinzcdevpaperAI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-EvolutionpersontanapokpaperAgentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture ProblemspaperInferring Affective Consciousness in an Artificial Agent: A Case StudypaperMADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Modelspersongithub-actions[bot]paperAgent-Guided Relational Concept Discovery: Toward Interpretable Surgical Margin AssessmentpaperRedEvoAgent: Automatic Red-Teaming Agent with Experience-Driven Skill EvolutionpaperSenseWalk: Agent-Based Semantic Trajectory Simulation Powered by Large Language Models in Zoned EnvironmentspaperReal-World Evaluation of an AI Agent Drafting Translational Impact SummariespaperManimAgent: Self-Evolving Multimodal Agents for Visual EducationpaperA Learning-Rate-Gated Failure of GRPO in a Small Language and Vision-Language Model Web Agent: A Controlled Null and Its MechanismpaperMyAG: A Graph-Based Framework for Designing and Analyzing Composable LLM Agent SystemspaperWeAgent-MMGenEdit: A Full-Stack Recipe for Multimodal Agentic Image Generation and Editingpersonshao-shuaipersonJeongJaeSoonpaperMECoBench: A Systematic Study of Multimodal Agent Collaboration in Embodied EnvironmentspaperGEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article GenerationnewsChinese AI firm launches 'world's first agentic smartphone' - China Daily - Global EditionpaperSelective Agent Guidance via Entropy: Learning Autonomous Policies from Imperfect VLM TeacherspaperLLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent BehaviorpaperA Multi-Agent System for Autonomous, Fine-Tuning-Free Clinical Symptom Detection: Development and Validation StudypaperTRIAGE: Three-level Routing and Intelligent Agent Guidance for Efficient Executionpersonwhanyu1212personxiaoaozzpaperCordisBench: Can Language Models Reason About Component Lifecycles in Dynamic Agent Harnesses?paperGRADRAG: Cross-Component Prompt Adaptation for Coordinated Multi-Agent RAGpersonWeZZardpersonphaethixpaperA Blind Trust, the Bloody Thrust: When Attacker-Controlled Hook Updates Steer AI Agent Harnesses towards Malicious BehaviorsarticleA field guide to AI agents in 2026modelAgentCore-8BpersonsanthrealpaperWhen Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce EvaluationpaperMulti-Agent AI System for Radiology Report Structuring and Quality Assurance with Independent Radiologist EvaluationpaperATLAS: Discovering Agent Strategies through LLM-Guided Abstraction and Automata LearningpaperSupra Cognitive Modes: A Routed Architecture for Agent MemorypaperSlotGuard: Stop Oversharing Private Local Context in LLM Agent Transcripersonjackiesre721paperBTS-AgentBench: A Deterministic, Replayable Pipeline from Read-Only Telemetry Logs to Agent BenchmarkspaperDoes Your Agent's Memory Survive a Model Upgrade? A Controlled Study of Memory PortabilitypaperWrong but Useful: Trajectory Value Beyond Answer Correctness in Multi-Agent Messagespersonmemisemrepersona00012025paperStreaming Multi-Agent Autoregressive Diffusion Model with World State Registers