Career tracks
Four responsibilities behind AI-assisted software delivery
Define the system, specify the change, challenge the behaviour and verify delivery against a shared standard.
A shared method needs distinct responsibilities
Software work includes decisions about what a system should do, how it should change, whether its rules are complete and whether delivery meets the agreed expectations. These responsibilities remain important when AI helps produce an implementation.
One person may cover several responsibilities in a small team. Naming them makes it easier to recognise which questions have been answered and which still need an owner.
Specification Architect: define the system
The Architect turns an ambiguous brief into a coherent system definition. The work includes requirements discovery, constraints, permissions, integrations and architecture decisions.
For a membership service, the Architect would establish how membership, payment, account ownership and support responsibilities fit together. The key question is: do we understand the system well enough to implement it deliberately?
Specification Engineer: define the change
The Engineer works with the existing system in view. A requested change may affect permissions, earlier decisions, data, integrations or another part of the user journey.
Adding a pause feature involves more than a new button. The Engineer traces the affected rules and makes the intended change and its acceptance criteria clear before implementation.
Specification Tester: challenge the behaviour
The Tester explores whether the specification explains realistic journeys, edge cases and failure paths. A useful finding is precise enough for someone else to reproduce the uncertainty or contradiction.
What if a renewal payment and a pause request arrive together? What if someone without the right permission tries to resume membership? These questions can expose gaps before code is written.
Specification DevOps Engineer: establish delivery gates
The DevOps responsibility defines the standards and verification gates for AI-assisted delivery. It considers what evidence is required for implementation, review and release.
A successful demonstration of one journey does not establish that every acceptance criterion is satisfied. Delivery review connects the evidence to the specification and identifies what remains unproven.
Keep the responsibilities connected
The roles share a chain of intent: a requirement leads to a decision, a decision leads to expected behaviour and that behaviour leads to evidence. A change anywhere in that chain should prompt a review of the connected parts.
ASTAPIO’s four career tracks develop these complementary responsibilities, with progress and credentials earned separately in each track.
Practise the decisions behind the idea.
Work through interactive scenarios that connect requirements, decisions and evidence.
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