An eclectic blog
written & curated
by Kyle Callahan

Latest Curations

AI Firms Liable for AI Speech?

The court found that, unlike traditional search engines that merely present lists of links to third-party statements, Google’s tool made “independent, new, and substantive statements” based on its own misinterpretation of links on the Internet.

That’s a problem, the court said, because while publishers may have been able to sue to stop third parties from publishing defamatory statements appearing in Google search results, only Google can correct the underlying algorithm and outputs displayed in AI Overviews. And because, at least initially, the company did not, it therefore “must be held accountable,” the court ruled. Beyond that, Google’s argument was deemed particularly weak, since the AI overview in this case “contains statements that do not appear in the search results at all.”

The court’s order—requiring a temporary injunction barring Google from spreading the false claims in any further AI Overviews—may have global implications, as the court seems to be the first to hold an AI firm liable for AI speech.

— “Nobody needs AI to search the Internet, court says in ruling against Google,” Ars Technica

Sad How Some Friendships Never Ever Seem To End

When someone has been around long enough, you stop evaluating them in the present tense. They become inherited. They come with sediment. They arrive in your mind padded by old jokes, old stories, old loyalties, old rescue missions, old pain, old context. You are meeting the archive. And the archive makes people easier to excuse.

A man you have known for thirty years can be selfish, misogynistic, emotionally stunted, casually cruel, exhausting, incapable of self-reflection, and somehow still remain legible to you as “my old friend.” A man with those exact same qualities, walking into your life cold at fifty-one, would be dead on arrival. You would spot the rot immediately. You would go home, text someone, and say, absolutely not, I’m never seeing that guy again.

That gap interests me.

— “Grandfathered In,” Lyle W Fass

The Wealth is Obscene

Back in the 2011 Forbes 400 list, Jim Walton had $21.1 billion and he’s now closer to $144 billion according to the Bloomberg Billionaires Index. That’s a very large increase in net worth. And he’s not the only Walton heir out there: Rob Walton is listed at $141 billion, Alice Walton at $140 billion, and Lukas Walton (a grandson of the Walmart founder) comes in at $49.7 billion. Christy Walton has $23 billion. Notably, the Bloomberg list says that Lukas’s net worth has grown by about $2.6 billion this year. 

If you started a company in January and it was worth $750 million today, I think most people would say you were incredibly successful. But that pales in comparison to Lukas Walton’s business success doing basically nothing.

— “The Triumph of Capital,” Matthew Yglesias

We Can’t Wait Another 80 Years to Fix It

You cannot use the Constitution to remedy anti-Black racism, the Roberts Court says – in fact, if you do, you are the real racist; but you can totally engage in racial discrimination against non-white minorities as long as you pretend it’s all about partisanship. This decision returns the country to the situation before the Second Reconstruction that was codified in the 1960s civil rights legislation by allowing for systematic racial discrimination intended to entrench white dominance based on facially neutral laws.

— “Multiracial Democracy is Young and Fragile,” Democracy Americana

How Do They Sleep When…

[My children] did not see the Trump era as any more aberrant than I had seen the Reagan era as a child of the 1980s. Decline was America’s natural trajectory, paved during their parents’ childhoods and passed down to their own. The president was a liar and no one had a steady job and the earth was on fire and it had never been otherwise. My children learned early that the world keeps turning as it burns.

They Knew: How a culture of conspiracy keeps America complacent, Sarah Kendzior

Physics Beats Politics

 In three consecutive months of listener pulse data (January, February, March), cost savings didn’t appear anywhere on the list of primary AI benefits. Time savings as the top benefit dropped from 19.7% to 12.7%; new capabilities as the top benefit rose from 21.9% to 29.3%. If AI adoption is being driven by capability unlocks rather than cost reduction, the shape of labor displacement looks very different from the doomsday framing. There’s also an underappreciated irony: the physics constraints driving this cost reckoning — grid limitations, component shortages, data center buildout timelines — may end up doing more to slow AI diffusion than any open letter ever has.

— “AIDB Newsletter: The AI Subsidy Era is Over,” AI Daily Brief

Latest Creations

The Gift

In 2022, Raj Bhakta threatened to hand the former Green Mountain College campus to a religious group if Poultney didn’t give him what he wanted. He’s now doing exactly that, and calling it a gift.

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Split Screen: The Mountain and the School

February 2026 split in two: Days on the mountain with my daughter. A dormant project revived. Old friends. And then, on the last day of the month, bombs. The halves of this split screen are not equal, and I don’t know how to pretend otherwise.

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Switching from ChatGPT to Claude

I’ve moved my AI subscription from ChatGPT to Claude. The immediate trigger was mundane: bugs in ChatGPT’s Mac app that kept breaking my workflow. But I’d been circling the idea of switching for months. What finally tipped me wasn’t frustration. It was curiosity about what Anthropic is building.

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Tell the Robot to Create a Playlist

I built an Apple Shortcut that lets me say, “Hey Siri, tell the robot to create a playlist,” which results in a context-aware mix of songs based on my location, the weather, and what I’m supposed to be working on.

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Fluid Imagination

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