2026-01-07 08:54:41
AGI is here! When exactly it arrived, we’ll never know; whether it was one company’s Pro or another company’s Pro Max (Eddie Bauer Edition) that tip-toed first across the line … you may debate. But generality has been achieved, & now we can proceed to new questions. [...]
The key word in Artificial General Intelligence is General. That’s the word that makes this AI unlike every other AI: because every other AI was trained for a particular purpose. Consider landmark models across the decades: the Mark I Perceptron, LeNet, AlexNet, AlphaGo, AlphaFold … these systems were all different, but all alike in this way.
Language models were trained for a purpose, too … but, surprise: the mechanism & scale of that training did something new: opened a wormhole, through which a vast field of action & response could be reached. Towering libraries of human writing, drawn together across time & space, all the dumb reasons for it … that’s rich fuel, if you can hold it all in your head.
— Robin Sloan, AGI is here (and I feel fine)
Tags: robin-sloan, llms, ai, generative-ai
2026-01-07 06:38:00
A field guide to sandboxes for AI
This guide to the current sandboxing landscape by Luis Cardoso is comprehensive, dense and absolutely fantastic.He starts by differentiating between containers (which share the host kernel), microVMs (their own guest kernel behind hardwae virtualization), gVisor userspace kernels and WebAssembly/isolates that constrain everything within a runtime.
The piece then dives deep into terminology, approaches and the landscape of existing tools.
I think using the right sandboxes to safely run untrusted code is one of the most important problems to solve in 2026. This guide is an invaluable starting point.
Via lobste.rs
Tags: sandboxing, ai, generative-ai, llms
2026-01-06 03:30:24
It’s hard to justify Tahoe icons
Devastating critique of the new menu icons in macOS Tahoe by Nikita Prokopov, who starts by quoting the 1992 Apple HIG rule to not "overload the user with complex icons" and then provides comprehensive evidence of Tahoe doing exactly that.In my opinion, Apple took on an impossible task: to add an icon to every menu item. There are just not enough good metaphors to do something like that.
But even if there were, the premise itself is questionable: if everything has an icon, it doesn’t mean users will find what they are looking for faster.
And even if the premise was solid, I still wish I could say: they did the best they could, given the goal. But that’s not true either: they did a poor job consistently applying the metaphors and designing the icons themselves.
Via Hacker News
2026-01-06 00:53:05
Oxide and Friends Predictions 2026, today at 4pm PT
I joined the Oxide and Friends podcast last year to predict the next 1, 3 and 6 years(!) of AI developments. With hindsight I did very badly, but they're inviting me back again anyway to have another go.We will be recording live today at 4pm Pacific on their Discord - you can join that here, and the podcast version will go out shortly afterwards.
I'll be recording at their office in Emeryville and then heading to the Crucible to learn how to make neon signs.
Via Bryan Cantrill
2026-01-05 07:21:42
It genuinely feels to me like GPT-5.2 and Opus 4.5 in November represent an inflection point - one of those moments where the models get incrementally better in a way that tips across an invisible capability line where suddenly a whole bunch of much harder coding problems open up.
Tags: anthropic, claude, openai, ai, llms, gpt-5, ai-assisted-programming, generative-ai, claude-4
2026-01-05 00:40:39
With enough users, every observable behavior becomes a dependency - regardless of what you promised. Someone is scraping your API, automating your quirks, caching your bugs.
This creates a career-level insight: you can’t treat compatibility work as “maintenance” and new features as “real work.” Compatibility is product.
Design your deprecations as migrations with time, tooling, and empathy. Most “API design” is actually “API retirement.”
— Addy Osmani, 21 lessons from 14 years at Google
Tags: api-design, addy-osmani, careers, google
