KNMarkov

AI Agents & Automation

Build agents that
actually work.

A 4-6 week intensive on building autonomous AI agents. From single-agent tool use to multi-agent orchestration, with a focus on reliability and production deployment.

AI Agent Architecture Diagram

Curriculum

Six weeks of building

Agent Fundamentals
Weeks 1-2

Agent Fundamentals

What agents are (and aren't), ReAct and tool-use patterns, memory systems and context management, single-agent architectures.

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What agents are (and aren't)
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ReAct and tool-use patterns
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Memory systems and context management
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Single-agent architectures
Multi-Agent Systems
Weeks 3-4

Multi-Agent Systems

Agent orchestration patterns, delegation and supervisor architectures, inter-agent communication, error handling and recovery.

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Agent orchestration patterns
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Delegation and supervisor architectures
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Inter-agent communication
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Error handling and recovery
Production Deployment
Week 5

Production Deployment

Observability and logging, cost management at scale, safety guardrails and human-in-the-loop, performance optimization.

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Observability and logging
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Cost management at scale
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Safety guardrails and human-in-the-loop
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Performance optimization
Capstone Project
Week 6

Capstone Project

Design a multi-agent system, build end-to-end with tool integration, deploy with monitoring, present and peer review.

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Design a multi-agent system
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Build end-to-end with tool integration
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Deploy with monitoring
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Present and peer review

Projects

What you’ll build

Research agent

Research agent

An agent that searches, synthesizes, and summarizes information from multiple sources with citation tracking.

Code review agent

Code review agent

Automated code review with tool integration — reads PRs, runs analysis, provides structured feedback.

Multi-agent workflow

Multi-agent workflow

A supervisor agent that delegates tasks to specialized sub-agents, managing state and error recovery.

Capstone: Production agent system

Capstone: Production agent system

End-to-end agent deployment with monitoring, cost controls, safety guardrails, and human-in-the-loop escalation.

Details

Prerequisites & requirements

Build AI agents.

Enroll your team or schedule a custom program on agent architectures.