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You Need AI That Reduces Maintenance Costs

https://www.jamesshore.com/v2/blog/2026/you-need-ai-that-reduces-your-maintenance-costs
19•cratermoon•2h ago

Comments

stevepotter•48m ago
For me, if I can make a kickass testing system that people love so much that they actually build features with it and it’s not an afterthought, then maintenance becomes much easier. It’s often called test driven development but I’ve rarely seen it done in such a way that the dev ex is good enough for it to work.

But say you have that. Then you have great profiling. At that point you can measure correctness and performance. Then implementation becomes less of a focal point. And that makes it a lot easier to concede coding to ai

NotGMan•34m ago
This will probably be how things will work in future: devs will shift to specifying features which will be validate through tests.

The AI will then be middle layer that will iterate until tests pass.

Layer 1: Specs (Humans)

Layer 2: Code (AI mostly)

Layer 3: Tests (AI + human checks).

m463•31m ago
Same with code reviews.

I wonder if AI could make code reviews more presentable.

for example, with human code reviews, developers learn quickly not to visually change code like reflowing code or comments, changing indent (where the tools can't suppress it), moving functions around or removing lines or other spurious changes.

And don't refactor code needlessly.

also, could break reviews up into two reviews - functional changes and cosmetic changes.

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You Need AI That Reduces Maintenance Costs

https://www.jamesshore.com/v2/blog/2026/you-need-ai-that-reduces-your-maintenance-costs
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