How much has changed in AI during the last two years? Aurecon’s Dave Mackenzie revisits a past conversation he had on the Engineering Reimagined podcast with Nomic CEO Andriy Mulyar. They discuss how AI adoption in complex infrastructure environments has evolved from early experimentation to practical implementation. This episode also considers how roles are changing, with engineers increasingly acting as orchestrators, and reflects on the skills and capabilities needed for future-proofing.