20 random bookmarks

2026-07-22

55.

Foundations — idlemachines

idlemachines.co.uk/courses/foundations

Start here if you're new to ML. In nineteen problems we'll get from dot products to a working training loop, all in NumPy. Implement the building blocks (sigmoid, softmax, cross-entropy, attention masks), then build a linear layer and work through the backwards passes that make training work.

2026-04-15

54.

Immutable Systems: NixOS + systemd-repart + systemd-sysupdate

x86.lol/generic/2024/08/28/systemd-sysupdate.html

When you build software for embedded devices (your Wi-Fi router or home automation setup on your Raspberry Pi), there is always the question how to build these images and how to update them.

2026-02-25

52.

Tracking NixOS option values and dependencies | oddlama's blog

oddlama.org/blog/tracking-options-in-nixos

There are thousands of options in NixOS, but as users, we usually only interact with a select few of them. Despite that, a huge amount of those options does influence the final result in some way. Have you ever wondered which of them were actually relevant for your specific system?

2026-01-09

50.

Decorative Cryptography

www.dlp.rip/decorative-cryptography

Last year, I came agross a Linux kernel feature called TCG_TPM2_HMAC. It claims to detect or prevent active and passive interposer attackers.
It all sounds really great. We should care about interposer adversaries. It’s great to use the TPM features that were invented to help us with these problems.

2025-11-18

48.

Patterns for Defensive Programming in Rust | corrode Rust Consulting

corrode.dev/blog/defensive-programming

[...] hard-learned patterns to write more defensive Rust code, learned throughout years of shipping Rust code to production. I’m not talking about design patterns here, but rather small idioms, which are rarely documented, but make a big difference in the overall code quality.

2025-07-07

46.

Rewriting Kafka in Rust Async: Insights and Lessons Learned in Rust | Rex Wang

wangjunfei.com/2025/06/18/Rewriting-Kafka-in-Rust-Async-Insights-and-Lessons-Learned#Summary

Achieving high-performance asynchronous Rust projects transcends mere usage of the async/await syntax; it fundamentally relies on a deep understanding of the underlying task scheduling, lock optimization, and architecture design principles.

2025-05-22

43.

Collaborative Text Editing without CRDTs or OT - Matthew Weidner

mattweidner.com/2025/05/21/text-without-crdts.html

This blog post describes an alternative, straightforward approach to collaborative text editing, without Conflict-free Replicated Data Types (CRDTs) or Operational Transformation (OT). By making text editing flexible and easy to DIY, I hope that the approach will let you create rich collaborative apps that are challenging to build on top of a black-box CRDT/OT library.

2024-12-05

34.

Optimization adventures: making a parallel Rust workload 10x faster with (or without) Rayon | Blog | Guillaume Endignoux

gendignoux.com/blog/2024/11/18/rust-rayon-optimized.html

In a previous post, I’ve shown how to use the rayon framework in Rust to automatically parallelize a loop computation across multiple CPU cores.
In this post, I’ll first explain which profiling tools I used to chase optimizations, before diving into how I built a faster replacement of Rayon for my use case. In the next post, I’ll describe the other optimizations that made my code much faster. Spoiler alert: copying some data sped up my code!

2024-11-27

33.

April King — Handling Cookies is a Minefield

grayduck.mn/2024/11/21/handling-cookies-is-a-minefield

Discrepancies in how browsers and libraries handle HTTP cookies, and the problems caused by such things.

2024-11-22

32.

Protecting Signal Keys on Desktop

cryptographycaffe.sandboxaq.com/posts/protecting-signal-desktop-keys

This blogpost describes our investigation and proof of concept to enhance the security of Signal Messenger key management on desktop.

2024-11-07

28.

Model Predictive Control in the browser with WebAssembly | garethx

garethx.com/posts/cart-pole-mpc

Commentary on software, robotics, and computer vision.

2024-09-12

23.

Computational Journalism | At the Tow Center for Digital Journalism

compjournalism.com

The course is a hands-on, research-level introduction to the areas of computer science that have a direct relevance to journalism, and the broader project of producing an informed and engaged public $100 installment loan. We study two big ideas: the application of computation to produce journalism (such as data science for investigative reporting), and journalism about areas that involve computation (such as the analysis of credit scoring algorithms.)

2024-09-10

21.

What is the best pointer tagging method?

coredumped.dev/2024/09/09/what-is-the-best-pointer-tagging-method

In this post, we are going to take a deep dive into pointer tagging, where metadata is encoded into a word-sized pointer. Doing so allows us to keep a compact representation that can be passed around in machine registers. This is very common in implementing dynamic programming languages, but can really be used anywhere that additional runtime information is needed about a pointer. We will look at a handful of different ways these pointers can be encoded and see how the compiler can optimize them for different hardware.

2024-08-19

13.

JTAG Hacking with a Raspberry Pi - Introducing the PiFex

voidstarsec.com/blog/jtag-pifex

JTAG for Reverse Engineers

2024-07-31

12.

Revealing the Inner Structure of AWS Session Tokens

medium.com/@TalBeerySec/revealing-the-inner-structure-of-aws-session-tokens-a6c76469cba7

TL;DR: A world first reverse engineering analysis of AWS Session Tokens. Prior to our research these tokens were a complete black box…

10.

Build your own SQS or Kafka with Postgres

blog.sequinstream.com/build-your-own-sqs-or-kafka-with-postgres

We're Sequin, an open source message stream built on Postgres. We think Sequin's cool, but you don't need to adopt the project to get started with streaming in Postgres. In fact, you can turn Postgres into a basic queue/stream pretty easily. Below, we share what we've learned so you

2024-07-28

8.

Windows Security best practices for integrating and managing security tools | Microsoft Security Blog

www.microsoft.com/en-us/security/blog/2024/07/27/windows-security-best-practices-for-integrating-and-managing-security-tools

We examine the recent CrowdStrike outage and provide a technical overview of the root cause.

2024-07-15

7.

Calculating Position from Raw GPS Data | Telesens

www.telesens.co/2017/07/17/calculating-position-from-raw-gps-data

2024-07-04

5.

Finding near-duplicates with Jaccard similarity and MinHash - Made of Bugs

blog.nelhage.com/post/fuzzy-dedup

2024-06-20

2.

Even JSONB in Postgres needs schemas

nexteam.co.uk/posette_even_jsonb_in_postgres_needs_schemas.pdf

Talk from POSETTE conference