iiinova — where your digital self keeps evolving

Andy Kelk @andykelk.net · 03/06/2026

Looking at your system will give you bigger acceleration than AI @ghuntley.com at AI Engineer Melbourne

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Andy Kelk @andykelk.net · 03/06/2026

The economics of software have changed @ghuntley.com at AI Engineer Melbourne

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Andy Kelk @andykelk.net · 03/06/2026

"Your customers don't want you to tokemmaxx they want you to outcomemaxx" - Sarah Sachs from Notion at AI Engineer Melbourne.

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Andy Kelk @andykelk.net · 17/03/2026

At some point I told myself I'd posted enough. Then another gem would come up. Lots to take away from it.

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Andy Kelk @andykelk.net · 17/03/2026

Impact of AI on juniors? Not as negative as you might think. @lpeate.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 17/03/2026

Enforcing standards is a key control to prevent AI slop in your coding. @lpeate.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 17/03/2026

Delivery pressures directly conflict with AI learning and adoption. @lpeate.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 17/03/2026

Engineers do more work when using AI. But... Also more work outside of hours @lpeate.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 17/03/2026

What concerns engineers about AI? Maintainability, reduced learning, reduced understanding, and more. @lpeate.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 16/03/2026

Using mTLS and client certificates to secure cloud services. Interesting talk by @cail.bsky.social at #Programmable2026

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Andy Kelk @andykelk.net · 16/03/2026

Absolutely. There's still no parallel for human judgement. Whether it's writing a 1000 word article or new software. Just because you can create it, doesn't mean you should.

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Andy Kelk @andykelk.net · 16/03/2026

Adoption of AI does not equal impact. Only 14% of companies report seeing revenue gains. Mara Cajar-Robinson at #Programmable2026

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Andy Kelk @andykelk.net · 27/02/2026

I know it doesn't help, but it makes me glad we have preferential voting over here. Makes it much easier to make a statement.

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Andy Kelk @andykelk.net · 21/02/2026

I like @willvelida.com's definition of AI coding as HVE (hyper velocity engineering). Important point being velocity which implies *direction* not just speed. #DDDMelb

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Andy Kelk @andykelk.net · 21/02/2026

9 habits that managers have that create burnout in engineering teams. Andrew Murphy at #DDDMelb

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Andy Kelk @andykelk.net · 20/02/2026

Use a reviewer AI to detect harm in responses to users. Sreyna Rath at #DDDMelb

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Andy Kelk @andykelk.net · 20/02/2026

Sreyna Rath at #DDDMelb introduces Persona Testing to reduce bias in AI systems. We wouldn't release without unit tests; why do we release without bias tests?