23 July 2026

45 links · Thursday

The Economics of Recursive Self-Improvement

Parker Whitfill and Tom Cunningham highlight context and takeaways from a new paper modeling how AI may accelerate AI R&D, and whether feedback effects could be strong enough for self-sustaining acceleration.

Pinjour Photo Maps

One of my hobbies is landscape photography. Over the years I've shot on a Fujifilm, a Leica, and a handful of iPhones, and I have hundreds of photos from hikes, road trips, and photo walks scattered across hard drives and camera rolls with no good way to…

The LSM Tree — The Ledger

How LSM trees turn random updates into sorted runs, then rely on compaction to keep reads fast.

Lessons from my RL experiments with snake

An AI agent trained on a smaller board should be able to play well on a big board. Train on 6x6, or 10x10 and test it on 100x100. If we can do it, so should an AI agent. Simple concepts to learn: move closer to the apple do not collide with the wall do not col…

How I Made Servers Invincible To Hangs

Nassella has an unusual design constraint: no SSH, or server login of any kind. Nassella deploys immutable instances for self-hosting. If something goes wrong, you can't login to diagnose and fix it. The only option is to replace the instance with a new one. …

You Can't Lay Off a Datacenter

Everyone hired because everyone was hiring. Now everyone builds because everyone is building. The difference: people are an expense you can cut in a quarter. Concrete, leases, and debt are not.

Silent Replacement of Trusted macOS App Executables

A vulnerability in macOS allows an attacker to silently replace the main executable of any application downloaded from the web without requiring elevated privileges. As a result, trusted applications can be made to execute attacker-controlled code without trig…

Everybody Wants to Be a Dev!

Does AI really make it possible for anyone to create apps? Can anyone really become a developer?

The Human Kintsugi | 0xFF

Kintsugi (金継ぎ; /kɪnˈtsuːɡi/) is the Japanese art of repairing broken pottery by mending the cracks with lacquer mixed with gold, silver, or platinum. The cracks and missing pieces stay visible, and the damage becomes the whole point.

Knowledge and the Record — Krezl

Knowledge is the kernel. The record is the kernel restated. The seeing recedes one remove at a time, and the volume grows.

Everyone Should Know SIMD

SIMD has a reputation for being complex. I've met many very good software engineers who dismiss it as something too complex to learn or a niche optimization meant for only the highest-performance software, not useful in everyday programming.

"You're right to push back"

Conversational AI is anthropomorphic theatre. After too many 'You're right to push back' moments, I snapped and wrote a system prompt that turns AI agents back into machines. Here's why and how.

Im canceling my claude subscription

Once upon a time i was out of tokens. again. so i launched opencode to keep working. but this time i picked DeepSeek V4 Flash free, and i wasnt ready for what happened.

Joe Fuqua

Writing, art, and a long view of intelligent machines. Panic is optional. Preparation isn't.

Malleable Computing, Emacs, and You

It all started with a routine task. I use GitHub issues for all of my public-facing projects but my preference is keeping track of things in Org Agenda. To reconcile the two, I would manually...

The Penny Is Dead, But Precision Isn't

The penny is gone, but only in the physical world. Online, you can still transact in amounts down to 1/10000th of a penny. Why is that and who does it help? Hint: not you.

Goodbye Notion, Obsidian, Org, Notes App, and More. Hello paper.

When I started working as a SWE I saw my colleagues writing stuff into their notes. Everyone had a different system. Some had an infinite text file they just appended stuff to. Others sent messages to themselves in slack. Others had a google docs file they tai…

Appaji - Software Engineer

Appaji, a Computer Science graduate from IIT Patna and former intern at Arista Networks, is a Software Engineer at Infinite Reality. Passionate about building innovative web experiences, with a strong interest in sustainable and customer-focused startups.

On Redesigning EdTech Systems

And why the current solutions just aren't good enough

Why I Am Not Going to Buy a Computer

Reflecting on Wendell Berry's critique of technology and the importance of human effort in the age of AI