Paul Welty, PhD AI, WORK, AND STAYING HUMAN

· found · philosophy · technology

The Ethics of Black-Box Algorithms

The Ethics of Black-Box Algorithms

Explore the ethical implications of black-box algorithms and discover why decision-making matters more than the reasons behind it.

Obvious and interesting point in this debate. I still don’t know why it matters why/how a decision gets made. For me, the question is only “is this the right decision?”. Poor or good reasons, even if we can know them, don’t justify or excuse a poor decision.

Incidentally, this is no different than how we think about human beings. The reasons for a decision might be interesting or even informative, but they don’t make the decision itself good or bad.

”Take the right to explainability of how an algorithm comes to a decision. ‘That’s virtually impossible when it comes to black-box models like neural networks,” says Masood. “You cannot explain how a neural network works.’”—Is your digital transformation ethical

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This article reveals a fundamental flaw in how customer support tools are designed—organizing by interaction type instead of by customer—and explains why this fragmentation wastes time and obscures the full picture you need to help users effectively.

Infrastructure shapes thought

The tools you build determine what kinds of thinking become possible. On infrastructure, friction, and building deliberately for thought rather than just throughput.

Server-Side Dashboard Architecture: Why Moving Data Fetching Off the Browser Changes Everything

How choosing server-side rendering solved security, CORS, and credential management problems I didn't know I had.

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A book on AI, judgment, and staying human at work.

The practice of work in progress

Practical essays on how work actually gets done.

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So here's something I want to think through today. I've been working across several projects simultaneously, and what's striking me isn't the building. It's the deleting. The removing. The taking a...

Dev reflection - February 15, 2026

I want to talk about what happens when something stops being a tool and becomes plumbing. Because that shift is happening in my work right now, and I think it's happening everywhere, and most peopl...

Building in public is broken — here's how to fix your signal-to-noise ratio

Building in public promised accountability and community. It delivered content production under a different name. Most builders now spend more time documenting work than doing it, trapped in a perform

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Discover how researchers enhance GPT-4's capabilities with innovative prompting techniques, boosting productivity and unlocking new AI potential.

The Impact of AI on White-Collar Jobs

Explore how AI transforms white-collar jobs, highlighting the balance between automation and the enduring value of skilled human work.

The Threat of AI to White-Collar Jobs

Explore how AI threatens high-wage white-collar jobs, challenging talent and market dynamics in today's workforce landscape.