Paul Welty, PhD

1 March 2026 · development

Your biggest problems are the ones running fine

The most dangerous failures in any system — technical or organizational — aren’t the ones throwing errors. They’re the ones that appear to work perfectly. And they’ll keep appearing to work perfectly right up until they don’t.

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28 February 2026 · technology · leadership · work

The work that remains

When AI handles implementation, the human job shifts from doing the work to understanding the work. Speed without understanding is just technical debt with better commit messages.

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28 February 2026 · essays

The day all five of my AI projects stopped building and started cleaning

I want to talk about something that happened this week that I almost missed because it looked boring. Five separate software projects — all mine, all running semi-autonomously with AI pipelines — i…

work AI reflection

27 February 2026 · development

The silence that ships

Three projects independently discovered the same bug pattern today — code that reports success when something important didn’t happen. The most dangerous failures don’t look like failures at all.

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27 February 2026 · essays

When your work moves faster than your rules can keep up, governance quietly becomes theater

I want to talk about something that happened this week that looks like a technical problem but is actually a management problem. And I think it maps onto something most organizations are going to f…

work AI reflection

26 February 2026 · leadership · technology · work

Junior engineers didn't become profitable overnight. The work did.

We’ve been celebrating that AI made junior engineers profitable. That’s not what happened. AI made it economically viable to give them access to work that actually builds judgment, work we always knew

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26 February 2026 · essays

Three projects, three opposite methods, all monster output days: what that taught me about when process helps and when it's just comfort

I’ve been running a portfolio of software projects using a mix of autonomous AI pipelines and human-led parallel agent sessions. Yesterday, three different projects had monster output days — and th…

work AI reflection

25 February 2026 · development

What happens when the pipeline doesn't need you

So here’s something I noticed today that I want to sit with. I run several projects that use autonomous pipelines — AI systems that pick up tasks, write code, open pull requests, ship changes. One …

daily reflection podcast

24 February 2026 · technology · leadership · work

The bottleneck moved

The constraint in knowledge work used to be execution. Now it’s specification. Most organizations haven’t noticed.

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24 February 2026 · development

Dev reflection - February 24, 2026

I want to talk about what happens when the thing that runs the factory needs more maintenance than the factory itself.

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