Unsupervised Learning is a security, AI, and meaning-focused newsletter that looks at how best to thrive as humans in a world that’s changing faster than ever. It combines original ideas and analysis to bring you not just what’s happening—but why it matters, and how to respond.

TOC

Hey there,

Ok, probably the coolest thing I’ve seen this week is this video of Chris Cappetta having deep philosophical conversations with custom AI’s based on Anthropic’s Claude.

I watched almost an hour of these conversations (he’s on video #3 already) and I was blown away by the quality of the AI’s responses. I mean, I think the answers were nearly perfect about meaning, self, morality, and free will. Like, they’re very similar to answers I, or Sam Harris, or my ideal philosophy professor would give if we were given an hour to write each response. Just unbelievable. Highly recommend this video. WATCH IT

Ok, let’s get to it…

MY WORK

My new essay on why it’s often so frustrating to be in security.

Here’s a new video on how to create custom patterns in Fabric, i.e., patterns that only you can run and that aren’t shared with the project. WATCH THE VIDEO

The YouTube channel is going decently well after just a few videos. Please take 14 microseconds and go hit the subscribe button. It saves kittens. SUBSCRIBE

SECURITY

The most interesting story this week has to be the XZ situation. So insane. Here’s my favorite write-up of the whole thing. (HT Joseph Thacker). I’m trying to figure out what I find so interesting about it, and here’s what I’ve come up with:

I love the jokes about us being lucky that this was the only one, and we caught it. 😃 . Also 😭

You probably couldn’t guess this, but I’m going to talk about how AI can help here.

So one of the subsystems of my massive Human 3.0 project is going to be continuous monitoring engines for tons of stuff.

That’s one of my favorite ones. And I love the idea of being able to look up an OSINT profile on anyone who’s submitting code. Imagine comparing:

You could do this not just for coding, but for gamers regarding cheating, politicians with regard to affiliations and influence, and tons of other stuff.

Basically, AI will give us the ability to continuously monitor activity that today doesn’t happen because it’s too resource-intensive. But AI doesn’t get tired. It never sleeps. It can just monitor and alert.

This is one of the things I’m most excited about building and see others build.

—

Related to that, check this out:

create_investigation_visualization MORE

This is a new pattern we just added to Fabric that—um—creates a visualization of an investigation.

Well, this pattern turns investigations like that into conceptual timelines! Here’s the one for his work on that story:

I showed a buddy that and he sent me the new massive investigation on Havana Syndrome done by Insider. This is the potential energy weapon campaign that’s been being waged against high-level US officials for years now. The investigation is super elaborate but so big it’s hard to wrap your head around. Here’s what Fabric produced for that one!

And you can basically send ANY investigation or research or timeline into this thing, and it’ll do its best to piece it together visually. CHECK OUT THE PATTERN

iPhone users are getting bombarded with legit-looking Apple ID reset notifications in a new phishing scam called "push bombing." MORE

My buddy just headed over to work at this vendor Dazz, and it turns out they’re a sponsor this week, which came in completely separately. Pretty excited about what they’re doing, might talk to them about advising. Check it out.

⬇️

AT&T just admitted that the data they said didn’t come from their systems was a real thing, but they said it was old. It affected around 72 million people. | RESPONSE: Passcodes reset for affected customers. | MORE

NYC is rolling out AI gun detectors in subways, but there’s a history of pretty bad results up til now. MORE

Police are now using GPS darts to tag and track fleeing cars, making high-speed chases a thing of the past. MORE

TECHNOLOGY

Every US federal agency is now mandated to appoint a chief AI officer to ensure the responsible use of AI technologies. MORE

Databricks and Mosaic's collaboration on a 132B parameter MoE model showcases a significant leap in AI performance. Can’t wait to play with this one. MORE

Microsoft and OpenAI are eyeing a $100 billion project for an AI supercomputer, dubbed "Stargate", that could redefine computing power. MORE

OpenAI's Voice Engine can mimic someone's voice from just a 15-second sample, opening up new possibilities and ethical questions. MORE

Alaska's Fairbanks airport is deploying a headless, dog-sized robot camouflaged as a coyote to scare off birds and wildlife. MORE

In this piece, an engineering manager argues their own role shouldn't exist, claiming it's a mishmash of tasks done poorly. Love these kinds of write-ups. MORE

U.S. tech giants are now eyeing Mexico for AI gear production, moving away from China. Yes please. MORE

EV owners are finding out the hard way that their vehicles chew through tires much faster than expected, often without prior warning. Is this because of increased torque? I should just ask AI, pretty sure the answer is yes. MORE

X, formerly known as Twitter, is exploring NSFW Communities for adult content sharing, a move that could reshape its engagement with online sex workers. MORE

HUMANS

The Philippines is preparing for countermeasures against China's coastguard, signaling a possible escalation in their maritime tensions. MORE

Despite the pandemic's initial hit, we're witnessing a roaring 2020s with record highs in net worth, stock market, and housing prices. This always trips me out and makes me sense danger when you have such weird asymmetries in how things are going. MORE

U.S. literacy has plummeted to 79% from 96% in the late '80s, costing the country up to $2.2 trillion annually. Seriously? Tracking nicely with vaccination rates. MORE

Vinyl records have not only outsold CDs for the second consecutive year but also made over twice as much money. MORE

Florida just made it a law that kids under 14 need parental consent to have social media accounts. MORE

Chronic absenteeism in U.S. schools has surged post-pandemic, affecting students across all demographics with no easy fix in sight. MORE

Silicon nanospikes are shredding 96% of viruses on contact. MORE

Martin Scorsese is a secret VHS hoarder, amassing over 4,400 tapes of broadcasted content over decades. MORE

Finland's been crowned the happiest country for the seventh year, despite its past high suicide rates and current geopolitical tensions. MORE

📄 A new paper says your financial health might be influencing your brain's wiring and how sharp you stay as you age. MORE

Nearly half of all single-family homes bought in 2023 were snagged by private investors, says Washington Times. MORE

IDEAS & ANALYSIS

First, it’s based on great books. I’m not sure how closely it’s following the books because I read them a long time ago, but the point is that they do have good content to go off of.

But I think I figured out the main ingredient this show has that so many others don’t: authenticity—or, in other words, adherence to a cold reality.

Conversely, I think the biggest problem with most shows and movies today is that they aren’t there to show you something real. They’re there to create a franchise with lots of staying power and spinoffs and sequels. And as a result, you hardly ever see anyone you care about die. Truly bad things hardly ever happen. Or at least that the viewer cares about.

Marvel is a great example. How many core characters have died after dozens of movies? How many stayed dead? Now think about how many regular people died. Millions? Billions? Do you ever remember caring about that? They have thousands of people dying in scenes and the cast is barely struggling in the fight, and they’re cracking jokes and posing the whole time.

3 Body Problem is great for the same reason Game of Thrones was so good in the early books and movies. You didn’t know what was going to happen, but you did know two things.

3 Body Problem is good because it’s real. Real danger. Real characters. And uncertainty. It’s authentic. True to life. But with creativity and fiction added on top, of course.

Anyway, you should check it out. It’s good. And if you like it, maybe you’ll agree that this is why.

NOTES

Feeling strange about this new talk I’m doing. It’s quite personal. Not in that it’s about me, but it’s about something I’m very passionate about, and I’m going to be trying to convey that passion to others. Feels vulnerable, but authentic. Can’t wait to see if it’s accepted well or if I’ll need to go back to a more classical style.

DISCOVERY

⚙️ Tracecat is an AI-native, open-source rival to Tines and Splunk SOAR. | by tracecatai | MORE

🔧 Centerpiece turns your search bar into a supercharged launcher for just about anything on Wayland. | by friedow | MORE

🔧 Metaview's AI tool revolutionizes hiring by recording, analyzing, and summarizing job interviews, letting managers focus on candidates, not notes. | by Kyle Wiggers | MORE

⚙️ Composio is crafting tools to empower AI Agents, seamlessly meshing with crewAI for a smarter integration. | by Soham Ganatra and Karan Vaidya | MORE

⚙️ Edgar lets you simulate building a Dyson Swarm, turning sci-fi into interactive fun. | by HackerNewsX | MORE

Someone just scraped the entirety of OpenAI's Community Forum, and it's a goldmine of insights. MORE

Yohei Nakajima discovered an AI that can list, read, and answer questions about its own code. Sick project. MORE

Emmett Shear suggests learning parenting from the parents of people you admire. MORE

Moxie Marlinspike says working on OSS projects is like working with everyone who ever applied to your company. lol. MORE

In a world overflowing with content, we're facing a crisis of quality, not quantity. MORE

RECOMMENDATION OF THE WEEK

Let me know your thoughts. EMAIL ME

APHORISM OF THE WEEK

Thank you for reading.

UL is a personal and strange combination of security, tech, AI, and lots of deeply human content. And because it’s so diverse, it’s harder for it to go as viral as something more niche.

So if you know someone weird like us, please share it with them. 🫶 

Yours,