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Multi-Agent Design Patterns: Coordination, Robustness & HCI · LearnSpace
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Multi-Agent Design Patterns: Coordination, Robustness & HCI

Курс от Packt
Средний≈ 9.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Master the core design patterns and coordination strategies for building scalable, reliable, and human-centric multi-agent AI systems. Delve into explainability, compliance, robustness, and effective human-agent collaboration. This course covers the essential patterns and frameworks for coordinating multiple AI agents, ensuring system robustness, and facilitating seamless human-agent interactions. Learners will explore advanced coordination topologies, fault tolerance mechanisms, explainability and compliance strategies, and practical approaches to integrating human oversight. The course provides actionable insights for designing enterprise-ready multi-agent systems that are resilient, transparent, and aligned with organizational requirements. Through a design-patterns-first methodology, the course presents challenges, tradeoffs, and solutions for multi-agent coordination and reliability. Learners will analyze real-world scenarios and implementation guidance to apply these patterns effectively in enterprise contexts. This course is part two of a three-course Specialization designed to build a complete and cohesive understanding of the subject. While it offers valuable skills on its own, you'll gain the most benefit by progressing through all three courses as a structured learning journey. This course is based on Agentic Architectural Patterns for Building Multi-Agent Systems, by Dr. Ali Arsanjani and Juan Pablo Bustos. Packt is one of the world's most prolific publishers of cutting-edge technical content. For over two decades we've made it our mission to curate and publish the knowledge of only the very best technical experts. We focus on real-world courses that help our customers get the job done, with coverage that extends across a wide range of established and cutting-edge technical topics. If you're an individual or an organisation that embraces learning by doing, Packt is the perfect fit for you.

Навыки, которые вы освоите

Agentic systemsAgentic WorkflowsArtificial IntelligenceRetrieval-Augmented GenerationAuthorization (Computing)Context ManagementArtificial Intelligence and Machine Learning (AI/ML)Software Design PatternsLangChainAuthenticationsEnterprise ArchitectureAI OrchestrationAI SecurityAI WorkflowsGenerative AI AgentsPrompt Engineering ToolsSoftware ArchitectureSystems Architecture

Программа курса

6 модулей · 80 учебных материалов

01Multi-Agent Coordination Patterns19 материалов

Mastering Collaboration and Coordination in Multi-Agent Systems

OverviewВидеоIntroductionЧтениеThe Agent Router pattern (intent-based routing)ЧтениеTask Delegation FrameworksЧтение

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Packt - Course Instructors

Преподаватель курса

Multi-Agent Design Patterns: Coordination, Robustness & HCI
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 9.1 ч

6 модулей

Язык: Английский

Часть программы вашего университета
Swarm Architecture (emergent decentralized coordination)Чтение
Agent Composition TopologiesЧтение
Contract-Net Marketplace (Mediator + Bids)Чтение
Supervision Tree with Guarded CapabilitiesЧтение
Multi-Agent PlanningЧтение
Recommending a Multi-Agent Coordination Pattern for Enterprise Workflow AutomationDIALOGUE
Knowledge SharingЧтение
Tool Routing in Multi-Agent ContextsЧтение
ConsensusЧтение
Agent NegotiationЧтение
Resource AllocationЧтение
Conflict ResolutionЧтение
Example implementationЧтение
Formation ControlЧтение
Multi-Agent Coordination ConceptsЗадание
02Explainability and Compliance Agentic Patterns9 материалов

Building Transparent and Reliable Multi-Agent Architectures

OverviewВидеоIntroductionЧтениеInstruction Fidelity AuditingЧтениеFractal Chain-of-Thought EmbeddingЧтениеExplaining Instruction Fidelity Auditing and Fractal Chain-of-Thought in Agentic SystemsDIALOGUEPersistent Instruction AnchoringЧтениеShared Epistemic MemoryЧтениеPattern composition for systemic reliabilityЧтениеExploring Explainability and Compliance in Agentic SystemsЗадание
03Robustness and Fault Tolerance Patterns21 материалов

Building Resilient and Secure Agentic Architectures

OverviewВидеоIntroductionЧтениеPattern chaining in practice: a loan application exampleЧтениеParallel Execution ConsensusЧтениеDelayed Escalation StrategyЧтениеWatchdog Timeout SupervisorЧтениеAdaptive Retry with Prompt MutationЧтениеAuto-Healing Agent ResuscitationЧтениеIncremental CheckpointingЧтениеMajority Voting Across AgentsЧтениеPresenting a Fault Tolerance Strategy for Agentic SystemsDIALOGUECausal Dependency GraphЧтениеAgent Self-DefenseЧтениеAgent Mesh DefenseЧтениеExecution Envelope Isolation (Sandboxing)ЧтениеOptimizing for Translation OverheadЧтениеRate-Limited InvocationЧтениеFallback Model InvocationЧтениеTrust Decay and ScoringЧтениеCanary Agent TestingЧтениеSystem Resilience and Error HandlingЗадание
04Human-Agent Interaction Patterns10 материалов

Mastering Collaboration: Patterns of Human and Agentic AI Interaction

OverviewВидеоIntroductionЧтениеPattern chaining in practice: a corporate travel booking exampleЧтениеAgent Calls Human (Human-in-the-Loop Escalation)ЧтениеExplaining Human-Agent Interaction PatternsDIALOGUEHuman Delegates to AgentЧтениеHuman Calls AgentЧтениеAgent Delegates to AgentЧтениеAgent Calls Proxy AgentЧтениеHuman-Agent Interaction FundamentalsЗадание
05Agent-Level Patterns10 материалов

Mastering Autonomy: Patterns for Intelligent Agent Design

OverviewВидеоIntroductionЧтениеSingle Agent BaselineЧтениеAgent-Specific Context and MemoryЧтениеPresenting Agent-Level Patterns for a New Multi-Agent SystemDIALOGUESensing with RAGЧтениеStructured Reasoning and Self-CorrectionЧтениеMultimodal Sensory InputЧтениеGuidance for enterprise rolloutЧтениеAgent-Level Patterns and System DesignЗадание
06System-Level Patterns for Production Readiness11 материалов

Building Secure and Scalable Agentic Systems in Practice

OverviewВидеоIntroductionЧтениеPattern chaining in practice: an automated supply chain exampleЧтениеTool and Agent RegistryЧтениеExplaining System-Level Patterns for Multi-Agent Production ReadinessDIALOGUEReal-Time Compliance MonitoringЧтениеAgent Authentication and AuthorizationЧтениеImplementation guidanceЧтениеExample implementationЧтениеSystem-Level Patterns for Production ReadinessЗаданиеMulti-Agent Design Patterns: Coordination, Robustness & HCI Final AssessmentЗадание