Enrolling now · live cohorts, six weeks
Learn AI by building it, live, with people who ship it.
Small live cohorts, hands-on labs in your browser and honest progress tracking. Every week you build something real, and you can prove it.



Live now · Week 3 session
4 of 4 checks passingLab: agent with three tools
+2.1 h focused this week
- Prompting
- Structured output
- Embeddings
- RAG with citations
- Tool use
- MCP servers
- Agent loops
- Eval suites
- Guardrails
- Tracing
- Cost and latency
- Prompt injection defense
- Capstone demo day
- weeks, live
- 0
- hours of hands-on labs
- 0
- live sessions and office hours
- 0
- seats per cohort
- 0
Six weeks, six things you will build
Every week ends with something real you can show
Week 01~3h lab
Foundations
Live: How LLMs work; prompting; structured output; the Claude API
You build: Prompt library + extraction script
Week 02~4h lab
Retrieval (RAG)
Live: Embeddings, chunking, pgvector, answers with citations
You build: RAG bot over your own documents
Week 03~4h lab
Tools and agents
Live: Tool use, the agent loop, MCP servers
You build: Working task agent
Week 04~4h lab
Evals and reliability
Live: Eval sets, model-graded evals, regression tests, guardrails
You build: Eval report with a pass rate
Week 05~4h lab
Shipping to production
Live: Deployment, tracing, cost and latency, prompt injection and data privacy
You build: Live endpoint + cost dashboard
Week 06~5h lab
Capstone
Live: Capstone working session; demo day
You build: Demo, write-up, certificate
Featured cohort
Applied AI Engineering
Build, evaluate and ship LLM apps and agents
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See the full syllabus
How a NeoMonarch cohort works
Step 1Learn live
A 2-hour session each week with the instructor, recorded and captioned for anyone who misses it.
Step 2Build in a real lab
A ready-to-code workspace opens next to the instructions. AI access is included, with a budget, so no keys or surprise bills.
Step 3See your progress
Lab checks, attendance and active time show you where you stand. You see exactly what your instructor sees.
For instructors
Teach on NeoMonarch
Bring your expertise and your audience. We handle payments, live rooms, labs and progress tracking. Keep 90% of what your own audience pays.
- Payouts through Stripe, every week
- Hands-on labs without running servers
- A dashboard showing who is stuck, and why
Instructor applications open in Phase 2.
