Reviewed blueprint · 2026-08-21
Prepare for AIF-C01AWS Certified AI Practitioner
AIF-C01 · 65 questions
LLM SYSTEMS ENGINEERING · OPEN COURSE
Making the demo work is the easy part.Make it survive production.
Build the system you will need when your CTO asks what it costs, why it failed, and how to stop it. All content lives in a public repository: inspect it, use it, and improve it through pull requests.
No account or emailProgress is stored under a pseudonym. The course does not retain the code, prompts, or documents you use inside its tools.
First result15 min · inspectable chunking plan
Hands-on39 labs · 12 browser tools
Editorial reviewAug 23, 2026
Full path325–405 h
Verified challenge
Prove you can build LLM systems.Then prove it under pressure.
The official challenge serves 20 private questions, one at a time. Accuracy comes first; speed raises the score only when the decision is correct. One verifiable attempt per edition.
- Verifiable achievement certificate
- Pseudonymous passkey
- Speed counts
- Zero cookies
Official exams
Is an official exam already on your calendar?
Prepare for AWS AI Practitioner or NVIDIA Generative AI LLMs with mock exams and domain repair. Club Quiz is our own challenge and does not replace either certification.
Reviewed blueprint · 2026-08-21
Prepare for NCA-GENLNVIDIA-Certified Associate: Generative AI LLMs
NCA-GENL · 50 questions
The path
From your first client to a system another engineer can audit.
Module 01 is the entry point. From there you work through retrieval, agents, and operations before building a reproducible field project.
Start here · Module 0115–18 h
Model Interfaces and Foundations
A multi-provider client with visible cost, latency, and errors.
Module 0238–45 h
Context and Output Contracts
Versioned contracts and regression gates in CI.
Module 0350–60 h
Retrieval Engineering
RAG with citations, abstention, and evaluation.
Module 0450–60 h
Agent and Tool Interfaces
Typed tools, MCP, and authority boundaries.
Module 0525–35 h
Harness Engineering
Compare harnesses through injected failures.
Module 0625–35 h
Loop Engineering
Loops with budgets, stopping, and resumption.
Module 0725–35 h
Graph Engineering
Connect state, knowledge, and provenance.
Module 0850–60 h
Production Engineering for LLM Systems
SLOs, cost, security, and a runbook.
Module 0947–57 h
Field Project
A real system another engineer can audit.
Try it here
Paste a document. See exactly what your retrieval pipeline will ingest.
Change chunk size and overlap. The output shows every fragment and how much context you duplicate. Your text never leaves this page.
Open all 12 toolsWhat you leave with
Leave with work that holds up in a technical interview.
Your field project includes reviewable architecture and a reproducible demo. The evals expose its failures; the runbook shows you can operate it.
Clear Club Quiz and you can also attribute its verifiable achievement certificate to your professional profile.
Build my portfolio- 01A bounded system that is deployed and documented
- 02Negative cases another engineer can reproduce
- 03A technical defense of your decisions and trade-offs
Why trust it
When the stack changes, you can see exactly what changed here.
Every lesson preserves its sources, the pull request that changed it, and its reviewer. That trail is why you can trust the material; you do not need to study the process before starting.
- Last review
- Aug 23, 2026
- Traceable resources
- 143
- Public history
- PR + author per change
20 / 30 / 1
Reading prepares you. The clock reveals how you decide.
Try five questions without spending your attempt. When you are ready, enter the official edition and sign only the result you choose to make public.