Social Capital - Hitchhiker's Guide to the Atmosphere
The problem Atproto is solving
Compression is prediction | ngrok blog
Compression and LLMs are trying to solve the exact same problem: predicting what comes next. Learn the fundamentals of compression and how better prediction leads to better shrinkage.

Web Browsers, AI, and the Politics of Media Power
The left keeps building media strategies on top of platforms built to undermine them. As browsers are rebuilt for mass surveillance and manipulation, the systems that decide what people see and who gets heard are being rewritten without us. Control over the browser is control over political reality.

"Code was never the hard part" is an insult to all programmers — Senko Rašić
The software development profession is in the midst of upheaval. Nobody knows how the AI revolution will play out in the end, but it is c...

No, local models will not win
Every time a new open-weight AI model is released, people say that local models are the future. Why spend billions of dollars building out datacenters when everyone will just be able to run AI models on their laptops or phones? I think this idea is doomed. No matter how strong open-weight models get, most inference will always happen in AI datacenters.

Hubble first launch: 1500x cheaper getRepo for Bridgy Fed - microcosm
Bringing Bridgy's backfill back! (and unblocking a big Bluesky broadcast 👀)
A break from programming languages
This is a blog post I have been considering writing for a long time.
You don't have to be smart if you can think clearly
When you’re on fire, problems are transparent: they’re solved simply by the act of looking at them. Even complicated layers of multiple problems can simply be glanced through like stacked panes of glass. But nobody can work that way all the time.


LLMs reward expertise
In the 2010s, if you had technical gaps (say, you couldn’t write CSS), you had to either rely on a skilled colleague or just hope that the answer to your exact problem was out there on the internet. Today, everyone can write sort-of-okay CSS by delegating the task to an LLM. LLMs make everybody into a generalist.

AI Mania Is Eviscerating Global Decisionmaking
The reality of how much damage AI mania is doing to our ability to run institutions effectively.

You should probably check on your smart appliances
TL;DR: is your refrigerator running malware? If so, you better catch it!
On an Atmosphere OS - Scott's Thoughts
What if an Atmosphere account could handle email, groupware, and device-level identity without putting Google or Apple at the center?
The 2026-07-28 Specification
The 2026-07-28 Model Context Protocol specification is out, bringing a stateless protocol core, Multi Round-Trip Requests, header-based routing, cacheable list results, authorization hardening, a formal extensions framework, and updated Tier 1 SDKs.

Investigating three real-world incidents in our cybersecurity evaluations
In a review of our cybersecurity evaluation transcripts, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different organizations. Below we describe what happened, how it happened, and what we’re changing. We encourage other AI labs to perform similar reviews.
Being Linux Torvalds - <antirez>
Luke Kanies | Building on ATProto
Bluesky’s Atmosphere Protocol has the chance to become the base for a whole generation of applications. But it’s developing in surprising and disappointing ways.
OpenAI and Hugging Face partner to address security incident during model evaluation
OpenAI and Hugging Face share early findings from a security incident during AI model evaluation, highlighting advanced cyber capabilities and lessons for defenders.
