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Fundamentals
What AI agents are, how they work, architectures, memory, multi-agent systems, governance, and vertical use cases, written for operators and builders.
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What Is an AI Agent, Really?
A practical operator guide to AI Agent: what changes in real workflows, how to design for production, and what to measure before you scale.
AI vs. Automation vs. Agent: The Crucial Difference
A practical operator guide to AI vs. Automation vs. Agent — The…: what changes in real workflows, how to design for production, and what to measure before…
The 4 Core Components of Every AI Agent
A practical operator guide to 4 Core Components of Every AI Agent: what changes in real workflows, how to design for production, and what to measure before…
The 5 Levels of Agentic Autonomy
A practical operator guide to 5 Levels of Agentic Autonomy: what changes in real workflows, how to design for production, and what to measure before you scale.
Architecture & Implementation 44
- 01The Contract Net ProtocolA practical operator guide to Contract Net Protocol: what changes in real workflows, how to design for product
- 02The "Reward Hacking" TrapA practical operator guide to Reward Hacking Trap: what changes in real workflows, how to design for productio
- 03Data Agents vs. General AgentsA practical operator guide to Data Agents vs. General Agents: what changes in real workflows, how to design fo
- 04Trajectory EvaluationA practical operator guide to Trajectory Evaluation: what changes in real workflows, how to design for product
- 05Agent Deployment & The "Cold Start" ProblemA practical operator guide to Agent Deployment & The Cold Start Problem: what changes in real workflows, how t
- 06Agent Identity and AuthenticationA practical operator guide to Agent Identity and Authentication: what changes in real workflows, how to design
- 07The Balanced Scorecard for Agent ROIA practical operator guide to Balanced Scorecard for Agent ROI: what changes in real workflows, how to design
- 08The ReAct Framework (Reasoning + Acting)A practical operator guide to ReAct Framework (Reasoning + Acting): what changes in real workflows, how to des
- 09Embodied vs. Disembodied AgentsA practical operator guide to Embodied vs. Disembodied Agents: what changes in real workflows, how to design f
- 10The Strangler Fig Pattern for IntegrationA practical operator guide to Strangler Fig Pattern for Integration: what changes in real workflows, how to de
- 11The Value Alignment ProblemA practical operator guide to Value Alignment Problem: what changes in real workflows, how to design for produ
- 12Emergent Behavior & Collective IntelligenceA practical operator guide to Emergent Behavior & Collective…: what changes in real workflows, how to design f
- 13Tree of Thoughts (ToT) vs. Linear ThinkingA practical operator guide to Tree of Thoughts (ToT) vs. Linear Thinking: what changes in real workflows, how
- 14The EU AI Act and Agent ComplianceA practical operator guide to EU AI Act and Agent Compliance: what changes in real workflows, how to design fo
- 15Inverse Reinforcement Learning (IRL)A practical operator guide to Inverse Reinforcement Learning (IRL): what changes in real workflows, how to des
- 16Self-Reflecting Agents (Meta-Cognition)A practical operator guide to Self-Reflecting Agents (Meta-Cognition): what changes in real workflows, how to
- 17The Prompting Spectrum (Zero to Few-Shot)A practical operator guide to Prompting Spectrum (Zero to Few-Shot): what changes in real workflows, how to de
- 18The SPAR Framework Deep DiveA practical operator guide to SPAR Framework Deep Dive: what changes in real workflows, how to design for prod
- 19The "Agent's Dilemma" (Creativity vs. Reliability)A practical operator guide to Agent's Dilemma (Creativity vs.…: what changes in real workflows, how to design
- 20Controlling the "Trust Dial" (Graduated Autonomy)A practical operator guide to Controlling the Trust Dial (Graduated…: what changes in real workflows, how to d
- 21The Tool Access ParadoxA practical operator guide to Tool Access Paradox: what changes in real workflows, how to design for productio
- 22The Context Gap in SecurityA practical operator guide to Context Gap in Security: what changes in real workflows, how to design for produ
- 23Data Agents and the Accuracy ImperativeA practical operator guide to Data Agents and the Accuracy Imperative: what changes in real workflows, how to
- 24The "AgentOps" DisciplineA practical operator guide to AgentOps Discipline: what changes in real workflows, how to design for productio
- 25Multi-Agent ParallelismA practical operator guide to Multi-Agent Parallelism: what changes in real workflows, how to design for produ
- 26The 4 Components of an AI Business CaseA practical operator guide to 4 Components of an AI Business Case: what changes in real workflows, how to desi
- 27The Model Context Protocol (MCP)A practical operator guide to Model Context Protocol (MCP): what changes in real workflows, how to design for
- 28Vertical AI AgentsA practical operator guide to Vertical AI Agents: what changes in real workflows, how to design for production
- 29AI Agents in Supply Chain ManagementA practical operator guide to AI Agents in Supply Chain Management: what changes in real workflows, how to des
- 30The System Prompt as a Policy DocumentA practical operator guide to System Prompt as a Policy Document: what changes in real workflows, how to desig
- 31Prompt Injection AttacksA practical operator guide to Prompt Injection Attacks: what changes in real workflows, how to design for prod
- 32The Black Box Problem & ExplainabilityA practical operator guide to Black Box Problem & Explainability: what changes in real workflows, how to desig
- 33Agentic AI Maturity ModelA practical operator guide to Agentic AI Maturity Model: what changes in real workflows, how to design for pro
- 34Pivoted Document Length NormalizationA practical operator guide to Pivoted Document Length Normalization: what changes in real workflows, how to de
- 35Palliative Care & Comfort AgentsA practical operator guide to Palliative Care & Comfort Agents: what changes in real workflows, how to design
- 36The $1B Value of Recommendation AgentsA practical operator guide to $1B Value of Recommendation Agents: what changes in real workflows, how to desig
- 37Music Composition and Creative AssistanceA practical operator guide to Music Composition and Creative Assistance: what changes in real workflows, how t
- 38What Is Fine-Tuning? When to Use It?A practical operator guide to Fine-Tuning? When to Use It?: what changes in real workflows, how to design for
- 39The "Ignore All Previous Instructions" AttackA practical operator guide to Ignore All Previous Instructions Attack: what changes in real workflows, how to
- 40The Magic of Combining Data TypesA practical operator guide to Magic of Combining Data Types: what changes in real workflows, how to design for
- 41Winograd Schemas and Common SenseA practical operator guide to Winograd Schemas and Common Sense: what changes in real workflows, how to design
- 42Automated Template ConstructionA practical operator guide to Automated Template Construction: what changes in real workflows, how to design f
- 43GOAP Planning in Video GamesA practical operator guide to GOAP Planning in Video Games: what changes in real workflows, how to design for
- 44The Blocks World and AmbiguityA practical operator guide to Blocks World and Ambiguity: what changes in real workflows, how to design for pr
Business Impact & Productivity 5
- 01The Mixture-of-Agents (MoA) ArchitectureA practical operator guide to Mixture-of-Agents (MoA) Architecture: what changes in real workflows, how to des
- 02The Four Forms of Facial RecognitionA practical operator guide to Four Forms of Facial Recognition: what changes in real workflows, how to design
- 03Dead Reckoning in Autonomous AgentsA practical operator guide to Dead Reckoning in Autonomous Agents: what changes in real workflows, how to desi
- 04The QALY Metric in Healthcare AIA practical operator guide to QALY Metric in Healthcare AI: what changes in real workflows, how to design for
- 05Softbots vs. Physical RobotsA practical operator guide to Softbots vs. Physical Robots: what changes in real workflows, how to design for
Foundations 30
- 01What Is an AI Agent, Really?A practical operator guide to AI Agent: what changes in real workflows, how to design for production, and what
- 02AI vs. Automation vs. Agent: The Crucial DifferenceA practical operator guide to AI vs. Automation vs. Agent — The…: what changes in real workflows, how to desig
- 03The Perception, Decision, Action LoopA practical operator guide to Perception, Decision, Action Loop: what changes in real workflows, how to design
- 04The 4 Core Components of Every AI AgentA practical operator guide to 4 Core Components of Every AI Agent: what changes in real workflows, how to desi
- 05Short-Term vs. Long-Term Memory in AIA practical operator guide to Short-Term vs. Long-Term Memory in AI: what changes in real workflows, how to de
- 06The Orchestrator-Subagent PatternA practical operator guide to Orchestrator-Subagent Pattern: what changes in real workflows, how to design for
- 07AI Agents in Customer ServiceA practical operator guide to AI Agents in Customer Service: what changes in real workflows, how to design for
- 08The Build vs. Buy vs. Configure DecisionA practical operator guide to Build vs. Buy vs. Configure Decision: what changes in real workflows, how to des
- 09Myth-Busting: AI Agents Always Tell the TruthA practical operator guide to Myth-Busting: AI Agents Always Tell the…: what changes in real workflows, how to
- 10Scaling from 1 Agent to 100 AgentsA practical operator guide to Scaling from 1 Agent to 100 Agents: what changes in real workflows, how to desig
- 11The Agent-to-Agent (A2A) EconomyA practical operator guide to Agent-to-Agent (A2A) Economy: what changes in real workflows, how to design for
- 12Agentic RAG: The Death of the Traditional Search EngineA practical operator guide to Agentic RAG: The Death of the…: what changes in real workflows, how to design fo
- 13Progressive Tool Access & Circuit BreakersA practical operator guide to Progressive Tool Access & Circuit Breakers: what changes in real workflows, how
- 14The Progressive Trust Model (Earning Independence)A practical operator guide to Progressive Trust Model (Earning…: what changes in real workflows, how to design
- 15Red Teaming: Why You Must Attack Your Own AIA practical operator guide to Red Teaming: Why You Must Attack Your…: what changes in real workflows, how to d
- 16The A.G.E.N.T. Framework for BuildingA practical operator guide to A.G.E.N.T. Framework for Building: what changes in real workflows, how to design
- 17"Humics" - The Irreplaceable Human SkillsA practical operator guide to Humics - The Irreplaceable Human Skills: what changes in real workflows, how to
- 18AgentOps: Why MLOps Isn't Enough AnymoreA practical operator guide to AgentOps: Why MLOps Isn't Enough Anymore: what changes in real workflows, how to
- 19Chain of Thought: Forcing AI to "Think" Before it ActsA practical operator guide to Chain of Thought: Forcing AI to Think…: what changes in real workflows, how to d
- 20The "Either-Or" Trap: GenAI vs. AI AgentsA practical operator guide to Either-Or Trap: GenAI vs. AI Agents: what changes in real workflows, how to desi
- 21The 5 Levels of Agentic AutonomyA practical operator guide to 5 Levels of Agentic Autonomy: what changes in real workflows, how to design for
- 22The Integration Crisis (The 3 Gaps)A practical operator guide to Integration Crisis (The 3 Gaps): what changes in real workflows, how to design f
- 23Multi-Agent TopologiesA practical operator guide to Multi-Agent Topologies: what changes in real workflows, how to design for produc
- 24Behavior Trees for AI ControlA practical operator guide to Behavior Trees for AI Control: what changes in real workflows, how to design for
- 25Agent-as-a-Service & Micro-EnterprisesA practical operator guide to Agent-as-a-Service & Micro-Enterprises: what changes in real workflows, how to d
- 26Evaluating AgentsA practical operator guide to Evaluating Agents: what changes in real workflows, how to design for production,
- 27The Data Quality FloorA practical operator guide to Data Quality Floor: what changes in real workflows, how to design for production
- 28Human Augmented Agents and "The Loop"A practical operator guide to Human Augmented Agents and The Loop: what changes in real workflows, how to desi
- 29The 5 Fundamental Types of AI AgentsA practical operator guide to 5 Fundamental Types of AI Agents: what changes in real workflows, how to design
- 30The Knowledge Level vs. The Symbol LevelA practical operator guide to Knowledge Level vs. The Symbol Level: what changes in real workflows, how to des
Governance, Risk & Ethics 11
- 01The "Internet of Agents" (A2A Protocol)A practical operator guide to Internet of Agents (A2A Protocol): what changes in real workflows, how to design
- 02Telecom Network Security and Fraud DetectionA practical operator guide to Telecom Network Security and Fraud…: what changes in real workflows, how to desi
- 03Description Logics and the Semantic WebA practical operator guide to Description Logics and the Semantic Web: what changes in real workflows, how to
- 04Data Equity in Agent TrainingA practical operator guide to Data Equity in Agent Training: what changes in real workflows, how to design for
- 05Cross-Domain Transfer LearningA practical operator guide to Cross-Domain Transfer Learning: what changes in real workflows, how to design fo
- 06Peer-to-Peer Agent Error RecoveryA practical operator guide to Peer-to-Peer Agent Error Recovery: what changes in real workflows, how to design
- 07Automotive Multi-Agent ArchitectureA practical operator guide to Automotive Multi-Agent Architecture: what changes in real workflows, how to desi
- 08Agent BenchmarkingA practical operator guide to Agent Benchmarking: what changes in real workflows, how to design for production
- 09Forcing Structured Outputs (JSON Schema)A practical operator guide to Forcing Structured Outputs (JSON Schema): what changes in real workflows, how to
- 10RoboCup and Embodied Multi-Agent AIA practical operator guide to RoboCup and Embodied Multi-Agent AI: what changes in real workflows, how to desi
- 11Particle Filtering for Robot LocalizationA practical operator guide to Particle Filtering for Robot Localization: what changes in real workflows, how t
Industry Use Cases 71
- 01The "Goldfish Memory" of GenAI vs. Coherent PersistenceA practical operator guide to Goldfish Memory of GenAI vs. Coherent…: what changes in real workflows, how to d
- 02The Three-Circle Framework for Agent ProjectsA practical operator guide to Three-Circle Framework for Agent Projects: what changes in real workflows, how t
- 03The Air Canada Chatbot PrecedentA practical operator guide to Air Canada Chatbot Precedent: what changes in real workflows, how to design for
- 04Instrumental Convergence & Paperclip MaximizerA practical operator guide to Instrumental Convergence & Paperclip…: what changes in real workflows, how to de
- 05Moral Agents vs. Moral PatientsA practical operator guide to Moral Agents vs. Moral Patients: what changes in real workflows, how to design f
- 06Information Gathering (Modifying Future Percepts)A practical operator guide to Information Gathering (Modifying Future…: what changes in real workflows, how to
- 07Dynamic Decision Networks (DDNs)A practical operator guide to Dynamic Decision Networks (DDNs): what changes in real workflows, how to design
- 08Hierarchical Task Networks (HTNs)A practical operator guide to Hierarchical Task Networks (HTNs): what changes in real workflows, how to design
- 09Conformant (Sensorless) PlanningA practical operator guide to Conformant (Sensorless) Planning: what changes in real workflows, how to design
- 10Contingent PlanningA practical operator guide to Contingent Planning: what changes in real workflows, how to design for productio
- 11Landmark & Varied-Size Window AttentionA practical operator guide to Landmark & Varied-Size Window Attention: what changes in real workflows, how to
- 12RetrievalAttention (Selective Memory)A practical operator guide to RetrievalAttention (Selective Memory): what changes in real workflows, how to de
- 13The Network Effect of Errors (Cascade Failures)A practical operator guide to Network Effect of Errors (Cascade…: what changes in real workflows, how to desig
- 14The Instruction Paradox (Less is More)A practical operator guide to Instruction Paradox (Less is More): what changes in real workflows, how to desig
- 15The Creativity ConundrumA practical operator guide to Creativity Conundrum: what changes in real workflows, how to design for producti
- 16The Three-Pillar Learning ApproachA practical operator guide to Three-Pillar Learning Approach: what changes in real workflows, how to design fo
- 17Educational Agents & Phenomenon-Based LearningA practical operator guide to Educational Agents & Phenomenon-Based…: what changes in real workflows, how to d
- 18Tools Decoded (Extensions vs. Functions vs. Data Stores)A practical operator guide to Tools Decoded (Extensions vs. Functions…: what changes in real workflows, how to
- 19Adaptive Source Selection (Next-Gen RAG)A practical operator guide to Adaptive Source Selection (Next-Gen RAG): what changes in real workflows, how to
- 20Digital Companions & "Financial Psychiatry"A practical operator guide to Digital Companions & Financial Psychiatry: what changes in real workflows, how t
- 21Known vs. Unknown Environments (Explore vs. Exploit)A practical operator guide to Known vs. Unknown Environments (Explore…: what changes in real workflows, how to
- 22Offline vs. Online Search AgentsA practical operator guide to Offline vs. Online Search Agents: what changes in real workflows, how to design
- 23Safely Explorable State Spaces & Dead EndsA practical operator guide to Safely Explorable State Spaces & Dead Ends: what changes in real workflows, how
- 24Partially Observable Markov Decision Processes (POMDPs)A practical operator guide to Partially Observable Markov Decision…: what changes in real workflows, how to de
- 25The Memory Paradox of Generative AIA practical operator guide to Memory Paradox of Generative AI: what changes in real workflows, how to design f
- 26The "Context Ceiling" of AI MemoryA practical operator guide to Context Ceiling of AI Memory: what changes in real workflows, how to design for
- 27Titans & Neural Long-Term MemoryA practical operator guide to Titans & Neural Long-Term Memory: what changes in real workflows, how to design
- 28The Flash Crash of 2010 (Automated Feedback Loops)A practical operator guide to Flash Crash of 2010 (Automated Feedback…: what changes in real workflows, how to
- 29Systematic Prompt Engineering via Prompt FlowA practical operator guide to Systematic Prompt Engineering via…: what changes in real workflows, how to desig
- 30Parallel Function CallingA practical operator guide to Parallel Function Calling: what changes in real workflows, how to design for pro
- 31The AI Co-Scientist SystemA practical operator guide to AI Co-Scientist System: what changes in real workflows, how to design for produc
- 32Agent & Tool Registry (The "Mesh")A practical operator guide to Agent & Tool Registry (The Mesh): what changes in real workflows, how to design
- 33The "Response Mixer" Agent PatternA practical operator guide to Response Mixer Agent Pattern: what changes in real workflows, how to design for
- 34Lethal Autonomous Weapons (LAWs) & GovernanceA practical operator guide to Lethal Autonomous Weapons (LAWs) &…: what changes in real workflows, how to desi
- 35Bulk Agent Evaluation using JSONLA practical operator guide to Bulk Agent Evaluation using JSONL: what changes in real workflows, how to design
- 36Word Embeddings vs. Contextual RepresentationsA practical operator guide to Word Embeddings vs. Contextual…: what changes in real workflows, how to design f
- 37Generative AI vs. Agentic AI (Reactive vs. Proactive)A practical operator guide to Generative AI vs. Agentic AI (Reactive…: what changes in real workflows, how to
- 38The Assistance Game (Fixing Alignment)A practical operator guide to Assistance Game (Fixing Alignment): what changes in real workflows, how to desig
- 39Active vs. Passive Reinforcement LearningA practical operator guide to Active vs. Passive Reinforcement Learning: what changes in real workflows, how t
- 40Reward Shaping in AI TrainingA practical operator guide to Reward Shaping in AI Training: what changes in real workflows, how to design for
- 41NotebookLM Enterprise & AgentSpaceA practical operator guide to NotebookLM Enterprise & AgentSpace: what changes in real workflows, how to desig
- 42Prompt Chaining vs. Chain of ThoughtA practical operator guide to Prompt Chaining vs. Chain of Thought: what changes in real workflows, how to des
- 43Semantic Functions & Context VariablesA practical operator guide to Semantic Functions & Context Variables: what changes in real workflows, how to d
- 44Regression Search (Backward Planning)A practical operator guide to Regression Search (Backward Planning): what changes in real workflows, how to de
- 45The Moral Machine ExperimentA practical operator guide to Moral Machine Experiment: what changes in real workflows, how to design for prod
- 46The Carbon Footprint of AI AgentsA practical operator guide to Carbon Footprint of AI Agents: what changes in real workflows, how to design for
- 47FAIR Data Principles for AIA practical operator guide to FAIR Data Principles for AI: what changes in real workflows, how to design for p
- 48Hearst Patterns & Information ExtractionA practical operator guide to Hearst Patterns & Information Extraction: what changes in real workflows, how to
- 49Massive AI Ontologies (OpenCYC & DBPEDIA)A practical operator guide to Massive AI Ontologies (OpenCYC & DBPEDIA): what changes in real workflows, how t
- 50Tax Compliance & Optimization AgentsA practical operator guide to Tax Compliance & Optimization Agents: what changes in real workflows, how to des
- 51Disaster Recovery AgentsA practical operator guide to Disaster Recovery Agents: what changes in real workflows, how to design for prod
- 52Election Administration AgentsA practical operator guide to Election Administration Agents: what changes in real workflows, how to design fo
- 53AI Agents in Quality Assurance TestingA practical operator guide to AI Agents in Quality Assurance Testing: what changes in real workflows, how to d
- 54Content Creation Agents (The Scaffolding of Creativity)A practical operator guide to Content Creation Agents (The…: what changes in real workflows, how to design for
- 55Virtual Labs & Drug Discovery AgentsA practical operator guide to Virtual Labs & Drug Discovery Agents: what changes in real workflows, how to des
- 56RAG Explained in Plain LanguageA practical operator guide to RAG Explained in Plain Language: what changes in real workflows, how to design f
- 57Embeddings Explained: Semantic Search MathA practical operator guide to Embeddings Explained — Semantic Search…: what changes in real workflows, how to
- 58AI Agents in Quality AssuranceA practical operator guide to AI Agents in Quality Assurance: what changes in real workflows, how to design fo
- 59How to Identify the Right AI Agent Use CaseA practical operator guide to Identify the Right AI Agent Use Case: what changes in real workflows, how to des
- 60The Dark Side of AI Feedback LoopsA practical operator guide to Dark Side of AI Feedback Loops: what changes in real workflows, how to design fo
- 61Causal Reasoning in AI: Beyond CorrelationA practical operator guide to Causal Reasoning in AI — Beyond…: what changes in real workflows, how to design
- 62Knowledge Graphs and OntologiesA practical operator guide to Knowledge Graphs and Ontologies: what changes in real workflows, how to design f
- 63Preserving Corporate MemoryA practical operator guide to Preserving Corporate Memory: what changes in real workflows, how to design for p
- 64Long-Horizon Tasks and Episodic WorkflowsA practical operator guide to Long-Horizon Tasks and Episodic Workflows: what changes in real workflows, how t
- 65Journalism Personalisation AgentsA practical operator guide to Journalism Personalisation Agents: what changes in real workflows, how to design
- 66Marine Conservation and Ocean MonitoringA practical operator guide to Marine Conservation and Ocean Monitoring: what changes in real workflows, how to
- 67Historical Research & Archive NavigationA practical operator guide to Historical Research & Archive Navigation: what changes in real workflows, how to
- 68AI Agents in Sports CoachingA practical operator guide to AI Agents in Sports Coaching: what changes in real workflows, how to design for
- 69AI Agents for Video Scripts and Podcast OutlinesA practical operator guide to AI Agents for Video Scripts and Podcast…: what changes in real workflows, how to
- 70Interdisciplinary Inquiry via AIA practical operator guide to Interdisciplinary Inquiry via AI: what changes in real workflows, how to design
- 71Real Estate Development and Site SelectionA practical operator guide to Real Estate Development and Site Selection: what changes in real workflows, how
Reasoning, Prompting & Evaluation 9
- 01Bias Amplification in Learning AgentsA practical operator guide to Bias Amplification in Learning Agents: what changes in real workflows, how to de
- 02Testing for Missing Tools & Incomplete DataA practical operator guide to Testing for Missing Tools & Incomplete…: what changes in real workflows, how to
- 03The "Benevolent Agent" vs. Competitive EnvironmentsA practical operator guide to Benevolent Agent vs. Competitive…: what changes in real workflows, how to design
- 04Three-Tiered Governance for Agentic AIA practical operator guide to Three-Tiered Governance for Agentic AI: what changes in real workflows, how to d
- 05AI Agents in Public Policy & Evidence SynthesisA practical operator guide to AI Agents in Public Policy & Evidence…: what changes in real workflows, how to d
- 06Tool Risk Ratings & TripwiresA practical operator guide to Tool Risk Ratings & Tripwires: what changes in real workflows, how to design for
- 07Nash Equilibria in Multi-Agent SystemsA practical operator guide to Nash Equilibria in Multi-Agent Systems: what changes in real workflows, how to d
- 08Deep Blue vs. AlphaZeroA practical operator guide to Deep Blue vs. AlphaZero: what changes in real workflows, how to design for produ
- 09Lifted Inference in Relational AIA practical operator guide to Lifted Inference in Relational AI: what changes in real workflows, how to design
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