Pro Track5.5 Hours•Level: Intermediate•Updated: October 2026

Autonomous Reasoning Agents & Model Context Protocol (MCP)

Move past toy agent frameworks. Design production multi-agent swarms using LangGraph, deterministic state persistence, sandboxed execution, and Anthropic's Model Context Protocol (MCP).

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Curriculum Outcomes & Engineering Deliverables

Implement resilient ReAct feedback loops with tool call schema validation

Construct cyclic state graphs with checkpointing and human-in-the-loop approvals

Build production Model Context Protocol (MCP) servers in Python and TypeScript

Orchestrate hierarchical multi-agent teams with shared short and long-term memory

Included Engineering Deliverables

Production Model Context Protocol (MCP) server in FastMCP

Cyclic LangGraph state machine with time-travel rewind

Sandboxed Docker tool execution engine with syscall whitelisting

Hierarchical Supervisor-Specialist agent team orchestrator

Curriculum Modules

3 Modules • 5 Lessons

Module 012 Lessons

Cognitive Architectures & ReAct Loops

Grounding LLMs in reality through structured reasoning and tool execution.

Beyond Prompting: The ReAct Loop & Function Calling

Interactive • 34 min

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Deterministic State Graphs with LangGraph & Time Travel

Deep Dive • 40 min

Pro

Module 022 Lessons

Model Context Protocol (MCP)

The universal open standard connecting AI models to external tools and data.

Building Production MCP Servers in Python & TypeScript

Code Lab • 35 min

Pro

Dynamic Tool Discovery, Sandboxing & Human-in-the-Loop

Architecture • 38 min

Pro

Module 031 Lessons

Autonomous Multi-Agent Swarms

Coordinating specialist agents with hierarchical supervisory networks.

Hierarchical Supervisor Swarms with Shared Episodic Memory

Interactive • 42 min

Pro

Hardware & GPU Compute

Baseline GPUNot GPU dependent (API/Ollama hybrid)

VRAM Requirement8GB System RAM minimum

Recommended ConfigurationLocal Ollama server + Claude 3.5/3.7 API keys

Prerequisites & Tech Stack

Stack Components

LangGraphFastMCPAnthropic Claude 3.7SQLite CheckpointerDocker SDK

Knowledge Prerequisites

Python async/await
Basic REST/JSON-RPC
LLM Foundations