Projects

Build portfolio-grade AI systems. Each project has a business problem, requirements, architecture, milestones, acceptance criteria and a deployment checklist.

Beginner2 projects

Foundations

AI Chatbot

Your first production LLM application

Create an AI chatbot that can hold a coherent conversation, maintain history, stream responses, and refuse harmful requests.

LLM APIsStreamingPromptingGuardrails

5 milestones~4h

Foundations

Document Summariser

Summarise long documents with chunking and map-reduce

Summarise 50-page documents within token limits while preserving key points, entities and structure.

ChunkingMap-ReducePrompting

4 milestones~5h

Intermediate2 projects

Intermediate

RAG Assistant

Production retrieval-augmented generation over your documents

Answer questions over a private document set with citations, confidence scores, and graceful 'I don't know' behaviour.

RAGEmbeddingsVector SearchReranking+2

6 milestones~12h

Advanced

Research Agent

Autonomous multi-step research with tool calling

Answer complex research questions by autonomously searching, reading and synthesising multiple sources with citations.

AgentsTool CallingPlanningReAct+1

5 milestones~10h

Advanced1 project

Expert

Multi-Agent Research Platform

Specialised agents orchestrated to solve complex research

Produce research reports that require multiple specialised perspectives — research, analysis, writing — with parallelism and quality control.

Multi-AgentOrchestrationWorkflow GraphsHuman-in-the-Loop

5 milestones~16h

FDE Capstone1 project

Expert

Enterprise Knowledge Assistant

FDE capstone: ship an enterprise AI assistant end-to-end

A large enterprise needs an internal AI assistant over policies, procedures and knowledge bases with strict access control, audit compliance, cost ceilings and gradual rollout.

FDEArchitectureRBACAudit+3

6 milestones~40h