PRACTITIONER PATH
Accept AI-assisted work without outsourcing your judgement.
HDP turns the standard into task-level and pull-request-level practice.
You will learn to
- classify work as NONE, ASSIST or CORE using real borderline examples;
- apply LOW, HIGH and CRITICAL component criticality;
- handle agent work as CORE and capture the required intent and constraints;
- write short ASSIST notes and proportional intent descriptions;
- design tests or scenarios that verify the intended behaviour;
- perform real human review even when AI supports the review;
- create an independent human verification criterion for CRITICAL work;
- implement the minimum fields in Jira, GitHub or GitLab;
- recognise cognitive debt and the intervention boundary.
Hands-on work
Classification lab
ASSIST vs CORE, generated foundations and agent-created changes.
Verification lab
Turn vague approval into evidence another engineer can understand.
Critical change lab
Build an independent human criterion from a non-AI source.
Workflow lab
Adapt the minimal Helmark fields to your delivery environment.