GPT-6 Astra, looped transformers, and hidden reasoning
A Look at Recurrent Depth, Hidden Chains of Thought, and Recent Research on Looping Transformer Blocks
The latest blog posts to take off on Hacker News. 3,698 posts.
A Look at Recurrent Depth, Hidden Chains of Thought, and Recent Research on Looping Transformer Blocks
This summer, I learned that one can eat a whole apple. Every part of the apple is edible 1 . Before learning this, I would just eat the flesh and throw away the core. The core seemed hard and jagged and inedible. Turns out, you can eat the whole thing. I suppose I’ve always known that deer eat the whole apple. Why…
A caller phones Radio Erywan. “Is it true that in Moscow, on Red Square, they give out cars?” “True. Not in Moscow, however, but in St. Petersburg. Not on Red Square, but on Revolution Square. Not cars, but bikes. And they don’t give them out, but steal them”. Edit: Through the apparent magic of Hacker News, my Google…
Lotus Notes had encryption, rich text, and read receipts before email did. Why it still failed, and the dangers of starting software from scratch.
I wanted to know if WebAssembly runtimes are getting faster.
What are the true limits to motivation?
This case involves Project Bluebird, a social media service previously named “twitter.new” and renamed to tweet.app immediately after this ruling (for reasons this post makes obvious). Project Bluebird’s service is designed to reimagine the Twitter service that Musk imploded when...
On the Navier–Stokes Millennium Prize Problem introduces an impressive result from OpenAI, who used an unreleased model to produce a resolution to the Navier–Stokes existence and smoothness problem, one of …
Might seem simple on the face of it, but unfortunately it's pain all the way down.
Making the iPod engraver page for Apple’s online store
If you're giving me e-paper, I'm going to make an e-printer.
tautology.town is a blog that contains tautologies.
In Python, the dict data structure is the conventional key-value structure. E.g., you might store a list of names as keys and have their phone numbers as values. Valentin Ignatev wrote this amusing post on X: It is indeed widely believed that, in the strict sense, the dict data structure and its companion, the set ……
As part of the ZX Spectrum tour, I implemented some routines that would let you play simple tones out of the 1-bit beeper. These were in large part inspired by earlier work I did on the Apple II. W…
Let me tell you the story of saints Barlaam and Josaphat of India. A king named Abenner, who persecutes Christians, hears from his court astrologers that his son will attain great power and rule ov…
How a Hertfordshire research lab quietly transformed an iconic British staple food, and the complexion of the countryside - without anyone actually noticing
– an owl mid flight I saw last summer. try drawing it. “You should have failed this class. I’m going to make accommodations so that no student can pass next semester the same way you did.” This is what my Ancient History II professor told me when my group and I got our final group project essay handed out. Every group…
Root election, port roles, proposals and agreements, topology changes: explore RSTP through simulations powered by MSTPD compiled to WebAssembly.
We can mostly blame Internet Explorer, as always.
I’ll admit that until fairly recently I had no idea git worktrees existed. They’ve been part of git for a decade1 and I never once needed them. Feature branches did the job just fine - create a branch, do the work, merge it, delete it, and start over. What finally introduced me to worktrees was, of all things, AI…
consumer-grade hardware can run an LLM that hacks the planet. we can stop it, but we don't have much time.
I've been testing a simple prompt with different model and harness combinations to work out which one produces best results. I do this in /goal mode.
We previously noted that, while it's easier than ever to hit a particular quality bar by having coding agents use effective test techniques, software quality seems to be getting worse , indicating that whatever defaults developers are using may not work very well. Here, we test if simple instructions to agents to use…
Raymond Chandler would have loved generative AI
The very same week we signed our first ever angel investor for Plastic SCM, in early summer of 2005, Linus Torvalds announced Git. I had spent more than a year pitching investors to build a new version control, and suddenly the creator of Linux was building one himself. That week I understood the road ahead was going…
Broadcom pulled public VMware VDDK downloads, creating new challenges for customers migrating to Azure, Nutanix, OpenShift, KVM, and other platforms.
Bedrock is a minimal, human-crafted starter-kit for Emacs, and today I’m pleased to announce that version 2.0 of Bedrock is available! This release requires Emacs 31, which came out in August 2026. If you are unable to upgrade Emacs that high, you should be able to remove some of the Emacs 31-specific config without…
– Some cows in the fields. Brain Fog My brain is not the same as it was a few years ago. When I started working as a Software Engineer, everything was novel and mentally demanding. I notably remember how during my first professional months I’d come back home and just go straight to bed due to the mental exhaustion of…
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