TLDR Web Dev

TLDR WEB DEV 2023-04-18

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01GENERAL

Sponsored

CUSTOM COMPONENTS FOR DEVS, DESIGNERS, AND ARCHITECTS

Web development should be about creativity, innovation, and optimization - but devs spend most of their time revisiting solved problems. Get back to development with GrapeCity’s award-winning developer tools including UI controls with powerful JavaScript

grapecity.comSponsor

02LAUNCHES & TOOLS

DINOV2: STATE-OF-THE-ART COMPUTER VISION MODELS WITH SELF-SUPERVISED LEARNING

Meta AI has built DINOv2, a new method for training high-performance computer vision models using self-supervision. DINOv2 delivers strong performance and does not require fine-tuning, making it suitable for use as a backbone for many different computer vision tasks. DINOv2 can learn from any collection of images and also learn features, such as depth estimation, that the current standard approach cannot. Meta has released a demo and open-sourced the model on GitHub.

dinov2.metademolab.comTool

KV.JS

KV.JS is a fast, in-memory data store written in pure JavaScript, heavily inspired by Redis. It is capable of handling multiple data types, including strings, lists, sets, sorted sets, hashes, and geospatial indexes.

github.comGitHub repository

KUBERNETES CHATGPT BOT

A ChatGPT bot for Kubernetes issues. Ask AI how to solve your Prometheus alerts, get pithy responses.

github.comGitHub repository

03OPINIONS & ADVICE

A FORTY-YEAR CAREER

A career usually lasts 40 years, but that’s not always thought about in Silicon Valley’s entrepreneurial culture. What does a career look like if focused on growth and engagement, and if eras were measured not in equity and IPOs but instead in decades? The author argues for focusing on a small handful of things that build together, with each making the others more impactful as they compound over time. These things are pace, people, prestige, profit, and learning.

lethain.com6 min read

SOME THOUGHTS ON OPENSSH VERSUS SSH

OpenSSH is the dominant SSH implementation, but not the only one. While SSH is a protocol with multiple implementations, OpenSSH is the main project moving the protocol forward with its extensions for certificates. Other implementations still matter, as they are used in important and relevant places, even if OpenSSH is the only one evolving the protocol.

utcc.utoronto.ca3 min read

04ARTICLES & TUTORIALS

REACT CONTEXT: THE DETAILED GUIDE

Context can be used as an alternative to passing data using props. This guide gives you all the information you need to understand what React Context is and how you can implement it in your React code.

deadsimplechat.com10 min read

BROWSER, AND IT’S VERY IMPRESSIVE

Web LLM has been a hit since its debut. It allows you to run LLMs locally in your browser, instead of relying on an API. Simon Willison tries it out with many examples in this blog and expresses his thoughts on why Web LLM matters a lot.

simonwillison.net5 min read

05MISCELLANEOUS

REDPAJAMA, A PROJECT TO CREATE LEADING OPEN-SOURCE MODELS, STARTS BY REPRODUCING LLAMA TRAINING DATASET OF OVER 1.2 TRILLION TOKENS

Foundation models such as GPT-4 have driven rapid improvement in AI. However, the most powerful models are closed commercial models or only partially open. RedPajama is a project to create a set of leading, fully open-source models. They have announced the completion of the first step of this project: the reproduction of the LLaMA training dataset of over 1.2 trillion tokens.

together.xyz4 min read