◉ Working notes — most recent first Get them by email →
Paul Logan PhD, CRNP
§ The archive

All articles.

Working notes from a practicing ACNP and graduate-program faculty member. Clinical practice, NP education, and the parts of AI showing up in both.

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9 pieces
AI · Featured Nº 01 · Apr 2026

You Can't Stop What's Coming

Slide rules, mainframes, encyclopedias, search engines. Every technology transition had holdouts who were right about the tradeoffs and wrong about the timeline. AI is not different.

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From the archive
Nº 01 · AI
§ Archive
Nº 02
AI · Apr 2026

AI Content Creation Is a Grind. Here's What That Actually Means.

The hype cycle leaves out the part where you throw away most of what the AI produces. Getting educational content right is iterative, expertise-dependent, and worth it. But it's not push-button.

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Nº 03
AI · May 2026

Right About the Tradeoffs, Wrong About the Timeline

The holdouts in every technology transition weren't wrong about the costs. They were wrong about the timeline. AI is not going to wait while faculty decide whether the tradeoffs are acceptable.

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Nº 04
AI · Jul 2026

The Tool Worked. I Didn't.

I built a system to feed my AI the right background automatically, then measured whether it actually helped. The system got better. I didn't. I built a safety net for exactly that problem and never once reached for it.

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Nº 05
AI · Jul 2026

The Guideline Is the Step That Gets Skipped

Graduate NP content needs the exact current recommendation, not the version you remember from the last time you looked. Verifying you have the right guideline is the first step that gets cut when you're busy, and nobody catches it until a student does.

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Nº 06
AI · Jul 2026

What Building With AI Costs

A year of building products with AI as a primary work tool taught me three frustrations nobody warns you about, and produced results I couldn't have gotten any other way. The deal is real on both sides.

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Nº 07
AI · Jul 2026

Fifteen Minutes, Two Minutes, No Thank You

Twice this week I finished someone else's work in minutes with AI and handed it back. Twice, they didn't take it, and the reason has nothing to do with the tool.

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Nº 08
AI · Jul 2026

I Built the AI My Students Use

Two years ago I stopped waiting for someone else to build AI tools for my nursing students and built my own. The debate about AI in higher education is asking the wrong question, and it's costing us the one that actually matters.

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Nº 09
AI · Jul 2026

The Guideline You Learned Is Not the Guideline That's Current

Practicing APPs are working from the version of a guideline they learned in training. Continuing education tracks hours, not currency, and there's no mechanism forcing an update.

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