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Agentic AI Engineering

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🐍 Foundations 2

Python for agents (only the parts that matter)
Git, environments, and the one-page ML mental model
Quiz — Foundations

💬 LLM APIs & prompting 5

Calling LLM APIs (OpenAI, Anthropic, and open source)
Prompt engineering patterns that actually work
Structured outputs — the bridge between LLMs and code
Function calling — giving LLMs hands
Cost optimisation, streaming, and token hygiene
Quiz — LLM APIs & prompting

📚 Retrieval-augmented generation 5

Embeddings and vector databases
Document loaders and chunking strategies
Hybrid search, reranking, and reciprocal rank fusion
Advanced RAG: Self-RAG, CRAG, HyDE, GraphRAG, multi-query
Evaluating RAG with RAGAS and DeepEval
Quiz — Retrieval-augmented generation

🤖 Single-agent systems 5

The agent loop and LangChain LCEL
LangGraph fundamentals: StateGraph, nodes, edges, routing
LangGraph advanced: cycles, HIL, persistence, sub-graphs
Memory for agents: Mem0, LangGraph store, DIY
Reliability, tools, and observability for agents
Quiz — Single-agent systems

🕸️ Multi-agent systems 6

Multi-agent topologies — when one agent is not enough
Multi-agent in LangGraph: supervisor and swarm
CrewAI — role-based crews
Model Context Protocol (MCP) and FastMCP
The A2A protocol and deep agents
n8n workflows and DSPy — programmatic prompting
Quiz — Multi-agent systems

🚀 Production 6

Agent evaluation — offline and online
Guardrails, safety, and the OWASP LLM Top 10
Production observability and cost engineering
Fine-tuning open models with LoRA, QLoRA, and DPO
Self-hosted serving with vLLM (and Ollama, TGI, SGLang)
Deployment, CI/CD, and cloud platforms for agents
Quiz — Production

🎯 Specialisation & interview prep 4

Specialisation tracks — pick one and ship the capstone
Interview prep — system design templates
Interview prep — coding drills
Interview prep — behavioural stories and resume lines

🏆 Final exam

Academy / Agentic AI Engineering / Production

Quiz — Production

8 questions drawn at random from this module. Score 70% or higher to earn the Production badge. Unlimited retakes.

🚀 Module 5 8 questions Pass mark 70%

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