Skip to content

HC / AI-L

AI Systems Lab

Intensive applied programme

People designing AI products, copilots, workflows, and agentic systems.

Build more useful, secure, auditable, and human-governed AI systems.

  1. 01

    Authority & provenance

    Who may act. What an input becomes after it is transformed. How to keep data from becoming a command.

  2. 02

    Tool design

    Least privilege, typed intents, spending and blast-radius limits, structured protocols.

  3. 03

    Human checkpoints

    When fluency is not enough. Designing review that people will actually use.

  4. 04

    Audit & red team

    Authorised testing of your own agent. Residual risk you can show an employer or a regulator.