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AI Systems Expert

Design and lead AI across an organisation, and see the whole system while you do it.

Length
About 21.5 hours: 12.5 of lessons, 9.5 hands-on
Modules
6
Lessons
25
Certificate
TIBLOGICS Certified AI Systems Expert

About 7 weeks at 3 hours a week

What you'll be able to do

  • Model an AI rollout as a system of loops, delays and incentives, and find the leverage point
  • Decide between a fixed workflow and an agent, and scope an agent's permissions safely
  • Design an evaluation set and monitoring that catch problems before users do
  • Defend against prompt injection and plan incident response
  • Assess risk, document accountability and run vendor due diligence
  • Cost AI honestly, measure value against a baseline, and lead adoption

About this track

This is the level for people who will decide how AI is used, not only use it. It opens with systems thinking at organisational scale: stocks and flows, delays, reinforcing and balancing loops, incentives, and where to intervene. Every module after that applies it. You will learn what agents really are and when a simpler workflow is the better choice, how to evaluate and monitor AI systems, how they fail and how to secure them, how risk-based regulation and good documentation work, and how to cost, measure and lead adoption honestly. The labs are real design work done inside the platform, and the capstone is a full AI system and leadership plan for an organisation you know, reviewed by a person. Skills this track builds also appear in generative AI leadership and AI governance certifications. This track is independent: it is not affiliated with any vendor or certification body and is not official exam preparation.

Who it's for: Practitioners who use AI confidently and now lead it: team leads, heads of operations, product and technology leaders, consultants and founders.

Key takeaways

  • AI Systems Expert is a self-paced online course from ARFA, the TIBLOGICS AI Academy, at advanced level.
  • About 21.5 hours: 6 modules and 25 lessons, with hands-on practice.
  • $677 once for lifetime access to this track, or every track for $89 a month.
  • Certificate: TIBLOGICS Certified AI Systems Expert, with a public verification link.
  • Available in English and French.

Curriculum

6 modules · 25 lessons · About 21.5 hours: 12.5 of lessons, 9.5 hands-on

See an organisation's AI use as a system of stocks, flows, loops and incentives, so you intervene where behaviour actually changes rather than where it is easiest to push.

  • 1.1Stocks, flows and delaysIdentify the stocks, flows and delays in an AI-assisted process and predict how a change will play out over time.30 min
  • 1.2Reinforcing and balancing loops in AI adoptionDraw a causal loop diagram in text that shows the reinforcing and balancing loops in an AI rollout.30 min
  • 1.3Metrics, incentives and Goodhart's lawDesign measures for an AI programme that resist gaming by people and by the AI systems themselves.30 min
  • 1.4Leverage points: where to interveneClassify planned AI interventions by leverage and propose at least one that changes rules or goals rather than numbers.30 min

Module quiz: 80% to pass, unlimited retakes

Choose your plan

Own this track

AI Systems Expert

$677one time

Pay once and keep lifetime access to this track: every lesson, lab and quiz, the final exam and the certificate.

Buy this track ($677 once)

All tracks

every track included

$89/month

Every track, current and future, with all assessments and certificates. Cancel anytime.

Get all tracks for $89/month

Secure checkout by Stripe. A track you buy is yours for life; the subscription can be cancelled anytime from your account.

How you're assessed

Four gates stand between you and the certificate. All four must be cleared.

  1. 1

    Quick checks after every lesson

    2 to 3 questions, instant feedback with an explanation. These keep you honest as you go.

  2. 2

    A quiz at the end of every module

    8 questions drawn from a larger bank, 80% to pass. Unlimited retakes with a different set each time.

  3. 3

    AI Systems Expert: Final Exam

    35 questions in 1 hr 15 min. 75% to pass, 90%+ earns Distinction. Up to 3 attempts, each with fresh questions. The clock runs on our server, so closing your laptop doesn't stop it.

  4. 4

    Capstone project, reviewed by a human

    A practical project scored against a published rubric, 70% to pass. A real reviewer reads it and writes you feedback.

Questions

Do I need any background to take this?

This track is pitched at Advanced level. Practitioners who use AI confidently and now lead it: team leads, heads of operations, product and technology leaders, consultants and founders.

How long will it actually take?

About 21.5 hours: 12.5 of lessons, 9.5 hands-on. About 7 weeks at 3 hours a week. There's no deadline: the pace is yours.

What happens if I fail the final exam?

You get 3 attempts, with a short cooldown between them so you have time to review. Each attempt draws a fresh set of questions, and your results break down by module so you know exactly what to revisit.

Is the certificate actually worth anything?

That depends entirely on whether it's hard to get, so we made it hard. You must pass every module quiz, clear a timed final exam, and have a capstone project approved by a human reviewer against a published rubric. Each certificate carries a public verification link anyone can check.

Is this course available in French?

Yes. The track is offered in English and French; choose your language with the language switcher at the bottom of the page.

What does it cost?

Two options. Own this track for $677 one time, with lifetime access. Or subscribe for $89/month and get every track on the platform, not just this one; cancel anytime.

AI Systems Expert

Own this track: $677 one time, lifetime access · or all tracks for $89/month

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