my_library

16,958 bookmarks · page 29 of 340
2026-01-03 · openai.com

Proximal Policy Optimization

We’re releasing a new class of reinforcement learning algorithms, Proximal Policy Optimization (PPO), which perform comparably or better than state-of-the-art approaches while being much simpler to implement and tune. PPO has become the default reinforcement learning algorithm…

2026-01-02 · newsletter.semianalysis.com

Co Packaged Optics (CPO) – Scaling with Light for the Next Wave of Interconnect

Co-Packaged Optics (CPO) has long promised to transform datacenter connectivity, but it has taken a long time for the technology to come to market, with tangible deployment-ready products only arriving in 2025.

copper-based scale-up solutions, such as NVLink, provide tremendous bandwidth of 7.2 Tbit/s per GPU – soon to be 14.4 Tbit/s per GPU in the Rubin generation, yet copper-based links are limited in range to two meters
Rubin
2026-01-01 · simonwillison.net

Introducing gisthost.github.io

I am a huge fan of gistpreview.github.io, the site by Leon Huang that lets you append ?GIST_id to see a browser-rendered version of an HTML page that you have saved …

Any file hosted in a GitHub Gist can be accessed via a direct URL that looks like this
This is my favorite HTTP header! It means I can hit these files with a fetch() call from any domain on the internet, which is fantastic for building HTML tools that do useful things with content hosted in a Gist.
★ 2026-01-01 · simonwillison.net

2025: The year in LLMs

This is the third in my annual series reviewing everything that happened in the LLM space over the past 12 months. For previous years see Stuff we figured out about …

It turned out that the real unlock of reasoning was in driving tools.
notable result is that AI assisted search actually works now.
★ 2025-12-31 · sebastianraschka.com

The State Of LLMs 2025: Progress, Problems, and Predictions

A 2025 review of large language models, from DeepSeek R1 and RLVR to inference-time scaling, benchmarks, architectures, and predictions for 2026.

DeepSeek released their R1 paper in January 2025, which showed that reasoning-like behavior can be developed with reinforcement learning, it was a really big deal
DeepSeek R1 was released as an open-weight model
2025-12-27 · nesbitt.io

How uv got so fast

uv’s speed comes from engineering decisions, not just Rust. Static metadata, dropping legacy formats, and standards that didn’t exist five years ago.

2025-12-26 · catalinionescu.dev

Building an AI agent inside a 7-year old Rails application

We run a multi-tenant Rails application with sensitive data and layered authorization. In this post, I walk through how I added the first AI agent tool using RubyLLM, Pundit policies, and our existing Algolia search, without introducing a parallel system or loosening constraints.

2025-12-25 · cooking.nytimes.com

Buttery Breakfast Casserole

The word “buttery” in the title refers to croissants, which make an especially rich foundation for this golden-topped baked breakfast classic. Toasting the croissants before building the casserole adds caramelized notes that can stand up to the bits of browned sausage, sage and…

2025-12-24 · open.substack.com

How Accurate Are Learning Curves?

We’ve talked several times on this substack (as well as in my book), about the learning curve, the observation that costs of a produced good tend to fall by some constant proportion for every cumulative doubling of production volume: go from 100 to 200 units, costs might fall by…

2025-12-23 · amanxai.com

LangGraph Explained from Scratch | Aman Kharwal

In this article, I’ll walk you through a complete guide to LangGraph from the ground up. LangGraph Explained from Scratch.

In LangChain, this usually means moving from user input to a prompt, then to the LLM, and finally to the output
ollama pull llama3
2025-12-22 · drive.proton.me

Proton Drive

Securely store, share, and access your important files and photos. Anytime, anywhere.