







Web developers the world over are always terminally worried about whether or not their application will scale orders of magnitude without keeling over.
The Value of Getting Closer to the Work
Scaling The core problem of scaling a team is that not everyone can know everything. Scaling is the work of systematizing that – so that things are understandable, knowable. It’s turnin…

Andreas Kling on Twitter / X
Approximate browser engine team sizes:- Chromium: 1000- WebKit: 100- Ladybird: 10I don't have a point to make, just fascinated by the massive difference in scale.— Andreas Kling (@awesomekling) January 9, 2025
Absolute scale corrupts absolutely
The Internet has gotten too big. Growing up, I, like many computery people of my generation, was an idealist. I believed that better, faste...
Donald MacKenzie · AI’s Scale
AI’s scale doesn’t matter just to specialists. The rest of us are being taken on a ride along the logarithmic curve...

How To Scale a Development Team
As hackers, we’re familiar with the need to scale web servers, databases, and other software systems. An equally important challenge in a growing business is scaling your development team.
Scaling trust on the web
The Task Force for a Trustworthy Future Web's report on gaps and opportunities for how the next generation of online spaces will be built.

alphaXiv on Twitter / X
"Small-Scale Experiments: Are We There Yet?"Scaling laws show up even in tiny 4M parameter models, but only when their hyperparameters are tuned well enough.This Meta paper found that small models are much more hyperparameter-sensitive. As scale increases, the hyperparameter… pic.twitter.com/vQfFS1TpMA— alphaXiv (@askalphaxiv) August 15, 2026

The web can be weaponised – and we can't count on big tech to stop it | Tim Berners-Lee
It’s dangerous having a handful of companies control how ideas and opinions are shared. A regulator may be needed

Neural scaling law
In machine learning, a neural scaling law is an empirical scaling law that describes how neural network performance changes as key factors are scaled up or down. These factors typically include the number of parameters, training dataset size, and training cost. Some models also exhibit performance gains by scaling inference through increased test-time compute (TTC), extending neural scaling laws beyond training to the deployment phase.

Scaling Engineering Teams: Lessons from Google, Facebook, and Netflix
After spending over a decade in engineering leadership roles at some of the world’s most chaotic innovation factories—Google, Facebook, and Netflix—I’ve learned one universal truth: scaling e…

How to Scale a System from 0 to 10 million+ Users
Scaling is a complex topic, but after working at big tech on services handling millions of requests and scaling my own startup (AlgoMaster.io) from scratch, I’ve realized that most systems evolve through a surprisingly similar set of stages as they grow.

An Update On How I Use AI To Help With Techdirt (It’s Still Not Writing Articles)
Over in our Insider Chat, someone recently pointed out a tiered “REAL Rating” five-tier scale designed to replace the fairly blunt and misleading question of “did you use AI on th…

An Update On How I Use AI To Help With Techdirt (It’s Still Not Writing Articles)
Over in our Insider Chat, someone recently pointed out a tiered “REAL Rating” five-tier scale designed to replace the fairly blunt and misleading question of “did you use AI on th…

The Metric Is Not The Mission: The Finished Internet
The Metric Is Not the Mission is a ten-part examination of how Big Tech moved from building and expanding the open internet to increasingly shaping it around its own metrics, incentives and as…

This started up as a write-up for a cool hack I made (Atproto DID + Tailscale, coming soon 😎), but like many times before it started taking a life of its own, about how an integration of small scale networks is a more sustainable version of "internet scale" than large tech monopoly data centers.
Increasing lot sizes of our digital homes
thinking-with-portals.leaflet.pubWell... 🫣 Today I learned there's a CSS `zoom` property that scales an element's visual appearance and (!) layout. I can't be the only one hearing about this for the first time, right? stefanjudis.com/today-i-learned/css-zoom-to-s…