Kads Aziz https://kads.au/ Writing on AI adoption with accountability, engineering leadership, and regulated software delivery for Australian teams. en-AU The Thing You're Best At Is the Trap https://kads.au/writing/the-thing-youre-best-at-is-the-trap/ https://kads.au/writing/the-thing-youre-best-at-is-the-trap/ Wed, 01 Jul 2026 00:00:00 GMT Why technical founders stall: building is where you feel competent, so it becomes where you hide from the work that actually decides if the company lives. The Knowledge That Doesn't Transfer https://kads.au/writing/the-knowledge-that-doesnt-transfer/ https://kads.au/writing/the-knowledge-that-doesnt-transfer/ Sat, 27 Jun 2026 00:00:00 GMT AI for regulated teams: an AI system's knowledge doesn't hand over like ordinary software, and you can't stay accountable for a system no one understands. Where AI Earns Its Place https://kads.au/writing/where-ai-earns-its-place/ https://kads.au/writing/where-ai-earns-its-place/ Fri, 12 Jun 2026 00:00:00 GMT A decision lens for adopting AI on regulated teams: sort tasks by what being wrong costs, then act differently in each zone. The finale of Still Accountable. Speed Was Never Your Bottleneck https://kads.au/writing/speed-was-never-your-bottleneck/ https://kads.au/writing/speed-was-never-your-bottleneck/ Fri, 05 Jun 2026 00:00:00 GMT AI in regulated engineering makes code faster, but speed was never the constraint. Correctness, trust, and sign-off were. Don't optimise what wasn't slow. On Feeling Mediocre https://kads.au/writing/on-feeling-mediocre/ https://kads.au/writing/on-feeling-mediocre/ Mon, 01 Jun 2026 00:00:00 GMT A note for solo builders on isolation, calibration, and why the feeling of mediocrity often says more about silence than ability. You Can't Audit a Guess https://kads.au/writing/you-cant-audit-a-guess/ https://kads.au/writing/you-cant-audit-a-guess/ Fri, 29 May 2026 00:00:00 GMT AI explainability for regulated teams: a model that can't explain why it produced an answer is a liability the moment a regulator asks you to justify the call. Your AI Is a Brilliant Junior https://kads.au/writing/your-ai-is-a-brilliant-junior/ https://kads.au/writing/your-ai-is-a-brilliant-junior/ Fri, 22 May 2026 00:00:00 GMT AI produces senior-looking code and content with junior reliability, and never learns from mentoring. The review burden is the cost regulated teams underprice. The Data You Can't Paste Into a Prompt https://kads.au/writing/the-data-you-cant-paste-into-a-prompt/ https://kads.au/writing/the-data-you-cant-paste-into-a-prompt/ Fri, 15 May 2026 00:00:00 GMT AI and data governance for Australian regulated teams: residency, data sovereignty, and the Privacy Act duties that decide where your data can go. When the Model Is Wrong, You're Still Accountable https://kads.au/writing/when-the-model-is-wrong-youre-still-accountable/ https://kads.au/writing/when-the-model-is-wrong-youre-still-accountable/ Fri, 08 May 2026 00:00:00 GMT When an AI system gets it wrong, your team still answers for it. How regulated teams design for accountability that can't be delegated to the model. The Demo Is Not the System https://kads.au/writing/the-demo-is-not-the-system/ https://kads.au/writing/the-demo-is-not-the-system/ Fri, 01 May 2026 00:00:00 GMT An impressive AI demo and a system you can ship under audit are different projects. The gap between them is the work. First in a series for regulated teams.