What you'll learn
- Understand agent loops, tools and when to use workflows vs agents
- Apply proven patterns: chaining, routing, orchestrator-workers, evaluator-optimizer
- Build agents with the OpenAI Agents SDK: handoffs, guardrails, tracing
- Create role-based agent teams with CrewAI
- Build stateful, human-in-the-loop agents with LangGraph
- Run multi-agent conversations with AutoGen
- Build and connect your own MCP servers
- Ship a multi-agent capstone end-to-end
Curriculum
6 modules · 20 topics · hands-on labs in every module
Week 1: Foundations of Agents4 topics
- What makes a system 'agentic'
- Agent loop, tools and memory
- Workflow patterns vs autonomous agents
- Project: career assistant agent for your own profile
Week 2: OpenAI Agents SDK3 topics
- Agents, tools and handoffs
- Guardrails and tracing
- Project: deep-research agent
Week 3: CrewAI3 topics
- Crews, agents, tasks and roles
- Structured outputs and memory
- Project: AI engineering team that writes and tests code
Week 4: LangGraph3 topics
- Graphs, state and checkpointing
- Human-in-the-loop and long-term memory
- Project: browser-using sidekick agent
Week 5: AutoGen3 topics
- Multi-agent conversations
- Agents that create other agents
- Distributed agent runtimes
Week 6: Model Context Protocol (MCP)4 topics
- MCP hosts, clients and servers
- Building your own MCP server (Python & TypeScript)
- Connecting agents to real tools and data
- Capstone: multi-agent trading-floor simulation
Requirements
- AI Engineering 1 (or equivalent LLM experience)
- Comfortable with Python or JavaScript
About this program
Agents are where AI moves from answering questions to doing work. This is Part 2 of the AI Engineering program, taught by an engineer who helped build agent frameworks at LangChain.
You will compare the major frameworks hands-on and learn when to reach for each.
After this program you can join the 6-month internship and take part in the ownership model: build an Incred vertical and earn a share, sell your product locally, or pitch your own idea for funding.
Your mentor
Amit Singh
CTO, Incred Applications Pvt Ltd · IIT Delhi alumnus
Leads the global engineering team of incred.golf across Germany, London, Croatia, India and Denver. Ex-lead at LangChain; previously with NVIDIA and IBM.