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Live online workshop

Claude Certified Architect — CCAR-F Exam Prep

Assoc. Prof. Ts. Dr. Yu Yong Poh

Assoc. Prof. Ts. Dr. Yu Yong Poh Data Science & AI Specialist

View agenda

Seats are capped

Small enough to ask about your own work.

The written track tells you what the answer is. This tells you why.

All five CCAR-F domains worked through live, plus the full question bank and a graded practice exam. The written lessons stay free — this is the explained version, with someone to ask.

Engineers and solution architects sitting the CCAR-F.

What you’ll learn

All five CCAR-F domains worked through live, plus the full question bank and a graded practice exam. The written lessons stay free — this is the explained version, with someone to ask.

Work through all five exam domains with a worked example each
Sit a graded practice exam and see where you actually stand
Read a failing agent trace and name the cause
Walk in knowing the shape of every question type

Workshop agenda

3 live sessions · 10 hours · 5 modules

Module 1 Agentic architecture and orchestration 4 topics · free sample lesson
  • The agentic loop and stop_reason Free sample
  • Chaining, routing and parallelisation
  • Orchestrator-workers and evaluator-optimizer
  • Error classification and propagation
Module 2 Claude Code configuration and workflows 3 topics
  • Settings files and precedence
  • Hooks: events, exit codes and decisions
  • Skills and custom slash commands
Module 3 Prompt engineering and structured output 2 topics
  • Structured outputs: two distinct features
  • Evaluating prompts: datasets, grading, regression
Module 4 Tool design and MCP integration 2 topics
  • Tool descriptions are the primary lever
  • MCP security and production hardening
Module 5 Context management and reliability 2 topics
  • Prompt caching mechanics
  • Production RAG: multi-index, citation, grounding
Who teaches it

Learn directly from Assoc. Prof. Ts. Dr. Yu Yong Poh

Assoc. Prof. Ts. Dr. Yu Yong Poh

Assoc. Prof. Ts. Dr. Yu Yong Poh

Data Science & AI Specialist

Over 15 years in Data Science and AI. Formerly Head of Data Science at a commercial bank, where he led major enterprise data and AI initiatives, and a consultant across healthcare, manufacturing and digital marketing. Engineering PhD from Universiti Malaya and an MBOT-registered Professional Technologist.

PhD (Engineering), Universiti Malaya Ex-Head of Data Science, commercial bank MBOT Professional Technologist

Who this course is for

Engineers sitting the CCAR-F: You have read the written track and want the reasoning behind the answers, not just the answers.

Solution architects: You are designing agentic systems for a client and need to defend the tradeoffs in a review.

Anyone who has shipped an agent that broke: Most of this course is failure modes — where agents actually go wrong and how you see it coming.

Prerequisites

The one course here with real prerequisites:

  • You can read code. The examples are Python and TypeScript and are not explained line by line.
  • You have called an LLM API yourself, at least once, and seen a tool-use loop.
  • Read the free written lessons first. This course explains them; it does not replace them.

What’s included

Three live sessions, ten hours

All five exam domains, worked live, with somebody to ask when an answer does not make sense.

The graded practice exam

The 241-question bank, scored server-side against your account. The only place an attempt is recorded.

The full written track

All 54 lessons stay free and always will. Each video links to the written version beside it.

The recording, kept

Every session recorded and yours to rewatch indefinitely, along with re-runs when the tools change.

Certificate of completion

Ours, not Anthropic's — a verifiable record that you did the preparation, not the exam.

This course is not for you if…

  • You want the official Anthropic certification. This is exam preparation; the exam is sat with Anthropic.
  • You are new to LLM APIs. The written track is free — start there.
  • You want a course on training or fine-tuning models. This is about building systems on top of them.
  • You are after a Python course.

Frequently asked questions

Is this live, or recorded?

Live. You join the instructor online on the scheduled dates and can ask questions as you go. Every session is recorded, so you keep the recording afterwards and can rewatch it — but the session itself happens at a fixed time.

What if I miss a session?

You still get the recording and the materials, and you can join the same session on a later run at no extra cost. Seats are limited, so tell us in advance if you can.

How long do I keep the recording?

Indefinitely. The recording, the materials and your certificate are bought outright, not rented — including re-recorded sessions when a tool changes underneath it.

Can I claim this under HRDC?

Not through this page. An HRDC claim needs an invoice raised against your employer's grant before training starts, so those go through our normal invoice route. Buying here is the fast path for individuals paying for themselves.

Can I buy seats for my team?

This page sells one seat, tied to one email. For team licensing, a private cohort or an on-site run, talk to us — it usually works out cheaper than buying seats one at a time.

What if it is not what I expected?

Email hello@aitraining2u.com within 14 days and we refund you. Access is withdrawn when the refund clears. We would rather give the money back than have someone sit on a course they are not using.

How do I pay?

Card, FPX or GrabPay, through Stripe's own checkout. Your card details never touch our site. An invoice is issued automatically, which is usually what finance wants.

Do I need an account first?

No. Pay first — we create the account against the email you paid with. Then sign in with Google or a 6-digit code sent to that address. There is no password to invent.

Do I get a certificate?

Yes, on completing every lesson. It carries a serial anyone can check at aitraining2u.com/verify without going through us, which is the part that matters when an employer is verifying it.

Take the seat.

3 live sessions, 10 hours with the instructor, and the recording afterwards. RM697, once.

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Claude Certified Architect — CCAR-F Exam Prep

RM697 · 13 lessons · lifetime