Artificial Intelligence (AI) · Advanced level

Advanced level · Module 1: Designing AI Systems · Lesson 2 of 4

Architecture and Human Oversight

Design the components of an AI system and place human checkpoints where they matter.

In this lesson you will

  • Draw an AI system architecture
  • Design human-in-the-loop checkpoints

Key concepts

components (interface, retrieval, model, tools, logs)human in the loopapproval stepsaudit trail

The lesson

An AI system is more than a model: a user interface, retrieval over documents, the model, tools it may call, validation, logging and monitoring.

Place human checkpoints where errors matter most: a case worker approves every referral summary before it is sent; a supervisor reviews flagged cases. The design should make reviewing easy, not a rubber stamp.

Log inputs, retrieved sources, outputs, approvals and edits, so decisions can be audited later — while protecting personal data in those logs.

Step by step

  1. Draw the capstone system's components.
  2. Mark human checkpoints.
  3. Design the review screen.
  4. Define what is logged and for how long.

Practice activity

Produce the architecture diagram and oversight design for the capstone.

Expected result: A clear diagram with justified checkpoints and logging.

Check your understanding

  1. Name four components of an AI system besides the model.

    Show answer

    For example the interface, retrieval, tools and logging.

  2. What makes a human checkpoint effective?

    Show answer

    Reviews are easy and meaningful, not rubber stamps.

Taught live by an instructor — online or in person. Free course lessons are for self-study and do not lead to a certificate — see registration options.