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Brendan Bartanen

@brendanbartanen

Associate professor of education and public policy at the University of Virginia. Stumbling my way through the AI revolution at https://brendanbartanen.substack.com/

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22.02.2026
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Latest posts by Brendan Bartanen @brendanbartanen

Did you wake up this morning thinking "I wish someone would explain 'sparse autoencoders' in an approachable way"?

Do you wish you knew about 'Golden Gate Claude', perhaps the best AI model ever created?

It's your lucky day--all of that and more below!

03.03.2026 20:10 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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We don’t really know how AI models work β€œInterpretability” and the high-stakes race to figure out how to understand and control powerful AI

AI models are very different. We don’t actually know how they work. Despite more capital investment than for any technological endeavor in history (roughly 50 Manhattan Projects after adjusting for inflation), we are, in some sense, flying blind.

open.substack.com/pub/brendanb...

03.03.2026 13:13 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 1
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We don’t really know how AI models work β€œInterpretability” and the high-stakes race to figure out how to understand and control powerful AI

AI models are very different. We don’t actually know how they work. Despite more capital investment than for any technological endeavor in history (roughly 50 Manhattan Projects after adjusting for inflation), we are, in some sense, flying blind.

open.substack.com/pub/brendanb...

03.03.2026 13:13 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 1
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lol this is an incredible video

26.02.2026 13:00 πŸ‘ 505 πŸ” 176 πŸ’¬ 35 πŸ“Œ 30

LLMs will usher in a democratization of intellect. Now you too can have a junior (AI) scholar that you can blame for errors and fraud. Previously, only the top scholars had access to that kind of power.

28.02.2026 17:58 πŸ‘ 49 πŸ” 6 πŸ’¬ 1 πŸ“Œ 0

lol. for all we know, Claude is randomly assigning service disruptions.

27.02.2026 19:54 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Assuming you're using agentic AI tools, my default work mode is now: every single task is an opportunity to figure out how to get Claude to make that task easier/better for me. Anytime it works well, save it to claude.md so that it just does it automatically next time.

26.02.2026 19:44 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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lol this is an incredible video

26.02.2026 13:00 πŸ‘ 505 πŸ” 176 πŸ’¬ 35 πŸ“Œ 30
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Taste rules everything around me Rick Rubin, "Vibe Coding," and the grand challenge for higher education

There’s about to be a lot more of everything. More bots. More ads. More scams. More disinformation. More scientific discoveries. Imagine everything you know about automation and scale it up. The world is going to change very quickly.

open.substack.com/pub/brendanb...

25.02.2026 13:23 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
Finding a Chinese story about freeing others from a box Shared via Claude, an AI assistant from Anthropic

Here's a simple vibe coding example that could be useful for teachers or anyone that needs to create clear and engaging documents. Tell Claude to organize it into an .html file.

Here's the prompting: claude.ai/share/c4d1e3...

Here's the result: brendanbartanen-svg.github.io/substack-emb...

25.02.2026 16:28 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Preview
Taste rules everything around me Rick Rubin, "Vibe Coding," and the grand challenge for higher education

There’s about to be a lot more of everything. More bots. More ads. More scams. More disinformation. More scientific discoveries. Imagine everything you know about automation and scale it up. The world is going to change very quickly.

open.substack.com/pub/brendanb...

25.02.2026 13:23 πŸ‘ 3 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

My Ezra Klein impersonation with Claude only beat out the real thing (www.nytimes.com/2026/02/24/o...) by one day, in case you're wondering how fast the world is moving right now. Will "vibe coding" make it into the state of the union?

24.02.2026 23:09 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Fascinating study and a demonstration of one of the deep challenges with LLM-based AI models: because they are trained on human-generated text, they can exhibit patterns resembling human cognitive biases (e.g., anchoring) even in clinical contexts where the stakes are high.

24.02.2026 15:58 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

What many don't yet grasp is just how quickly all of these thingsβ€”the good, the bad, and the uglyβ€”are coming down the line. AI models have reached capability that allows for basically anyone with an internet connection to spin up functioning apps using just ideas expressed in natural language.

23.02.2026 18:56 πŸ‘ 14 πŸ” 3 πŸ’¬ 2 πŸ“Œ 0
Working with AI Agents
Working with AI Agents YouTube video by Brendan Bartanen

I'm sharing a recording of a workshop on working with AI agents that I gave last week at UVA. If you're at all curious about what the big deal is with AI models in 2026, I try to break it down here in an approachable, non-technical way.

youtu.be/wcZq5xBbkTM

23.02.2026 21:24 πŸ‘ 10 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0
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I used Claude Cowork to write referee reports. Here's what happened. Should AI become part of the peer review process?

I used Claude Cowork to write referee reports. Here's what happened.
open.substack.com/pub/brendanb...

22.02.2026 15:17 πŸ‘ 24 πŸ” 8 πŸ’¬ 4 πŸ“Œ 2

Fascinating/terrifying/exciting is basically my default reaction to all things AI these days.

23.02.2026 19:34 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

What many don't yet grasp is just how quickly all of these thingsβ€”the good, the bad, and the uglyβ€”are coming down the line. AI models have reached capability that allows for basically anyone with an internet connection to spin up functioning apps using just ideas expressed in natural language.

23.02.2026 18:56 πŸ‘ 14 πŸ” 3 πŸ’¬ 2 πŸ“Œ 0

Brendan & Claude do a version of that recent NYTimes The Daily episode about "What's agentic AI and why does it matter?" specifically for quant education researcher types

Absolutely fascinating/terrifying/exciting

23.02.2026 18:00 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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What is agentic AI and why should you care? I do my best Ezra Klein impersonation to figure out what the hell is happening

What is agentic AI and why should you care?
open.substack.com/pub/brendanb...

23.02.2026 13:02 πŸ‘ 8 πŸ” 3 πŸ’¬ 1 πŸ“Œ 3

Agree, though what's most concerning is we have extremely capable models today that can produce high-quality work (even if not perfect) across nearly any domain of white collar work...and all of that is progressing without much academic/public awareness. Academics need to get into the arena on this.

23.02.2026 16:49 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Easily one of the best things I've read on substack.

23.02.2026 14:03 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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What is agentic AI and why should you care? I do my best Ezra Klein impersonation to figure out what the hell is happening

What is agentic AI and why should you care?
open.substack.com/pub/brendanb...

23.02.2026 13:02 πŸ‘ 8 πŸ” 3 πŸ’¬ 1 πŸ“Œ 3

Wow! This use of AI and the comparison between AI and human reviews (of a very nice paper!) is super interesting.

22.02.2026 17:36 πŸ‘ 1 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Thanks for reading! It's a brave new world.

22.02.2026 18:17 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
I used Claude Cowork to write referee reports. Here's what happened. Should AI become part of the peer review process?

I used Claude Cowork to write referee reports. Here's what happened.
open.substack.com/pub/brendanb...

22.02.2026 15:17 πŸ‘ 24 πŸ” 8 πŸ’¬ 4 πŸ“Œ 2
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I'm shifting my research agenda...but it's not what you think Claude helps me sail the stormy seas

I'm shifting my research agenda...but it's not what you think
open.substack.com/pub/brendanb...

22.02.2026 14:56 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1