Selected work
Case study 03
Technical delivery
Evidence-Driven AI Software Delivery
A contract-first software-factory method that tests whether delegated implementation is reproducible, portable and actually complete.
Challenge
AI can make software look complete quickly. The real questions are reproducibility, portability, correct boundaries and whether the worker actually satisfied its contract.
Dane’s role
Directed a software-factory method treating AI implementation as governed technical work; defined expectations, worker boundaries and evidence; delegated work; used independent review; and ordered remediation.
Delivery method
- Portable request and response contracts
- Schema and semantic validation
- Stable rejection behaviour
- Negative-control testing
- Evidence receipts
- Independent verification and remediation cycles
What this demonstrates
AI-assisted technical delivery leadershipContract-first systems thinkingDeterministic validationNegative testingPortability