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  • Prompt Engineering

    Date: March 15, 2023 | Estimated Reading Time: 21 min | Author: Lilian Weng Prompt Engineering, also known as In-Context Prompting, refers to methods for how to communicate with LLM to steer its behavior for desired outcomes without updating the model weights. It is an empirical science and the effect of prompt engineering methods can vary a lot among models, thus requiring heavy experimentation a

    • Slashing Data Transfer Costs in AWS by 99%

      There are lots of ways to accidentally spend too much money on AWS, and one of the easiest ways is by carelessly transferring data. As of writing, AWS charges the following rates for data transfer: Data transfer from AWS to the public Internet ranges from $0.09/GB in us-east-1 (N. Virginia) to $0.154/GB in af-south-1 (Cape Town). Therefore a single terabyte of data transfer will run you a cool $90

      • Faster Multi-Platform Builds: Dockerfile Cross-Compilation Guide | Docker

        Faster Multi-Platform Builds: Dockerfile Cross-Compilation Guide There are some important changes happening in the software industry. With Apple moving all of their machines to their custom ARM-based silicon and AWS offering the best performance-per-cost ratio with their Graviton2 instances, one can no longer expect that all software only needs to run on x86 processors. If you work with containers

          Faster Multi-Platform Builds: Dockerfile Cross-Compilation Guide | Docker
        • From Ruby to Node: Overhauling Shopify’s CLI for a Better Developer Experience

          Opens in a new windowOpens an external siteOpens an external site in a new window The Shopify CLI (command line interface) is an essential tool for developers when building and deploying Themes, Apps, Hydrogen storefronts on the Shopify platform. It provides workflows to create new projects that follow best practices, integrate with the platform during development, and distribute the production ar

            From Ruby to Node: Overhauling Shopify’s CLI for a Better Developer Experience
          • PowerPoint Presentation

            Executive Perspectives The Future of Sales and Marketing Is Here February 2022 Executive Perspectives 1. Metaverse market proxied by 'extended reality' - a term referring to all real-and-virtual combined environments and human-machine interactions generated by computer technology and wearables. Note: Augmented reality (AR) adds digital elements to a live view often by using the camera on a smartph

            • Everything new from Universe 2021

              CompanyProductEverything new from Universe 2021Since last year’s GitHub Universe, we’ve shipped more than 20,000 improvements to GitHub for developers, open source communities, and enterprise teams. Here’s a comprehensive overview of what we’re announcing at Universe this week. Since last year’s GitHub Universe, we’ve shipped more than 20,000 improvements to GitHub for developers, open source comm

                Everything new from Universe 2021
              • Detached window memory leaks  |  Articles  |  web.dev

                Detached window memory leaks Stay organized with collections Save and categorize content based on your preferences. What's a memory leak in JavaScript? A memory leak is an unintentional increase in the amount of memory used by an application over time. In JavaScript, memory leaks happen when objects are no longer needed, but are still referenced by functions or other objects. These references prev

                • Anti-vaccine rabbit hole leads to political representation: the case of Twitter in Japan - Journal of Computational Social Science

                  The global spread of COVID-19 has highlighted the challenge posed by anti-vaccine attitudes. Despite scientific evidence that supports the effectiveness of vaccines in reducing the severity and mortality rates of COVID-19 infections, a significant segment of the population remains hesitant about or completely resistant to vaccination. This vocal minority presents a significant obstacle to public h

                    Anti-vaccine rabbit hole leads to political representation: the case of Twitter in Japan - Journal of Computational Social Science
                  • Introducing the AWS Controllers for Kubernetes (ACK) | Amazon Web Services

                    Containers Introducing the AWS Controllers for Kubernetes (ACK) AWS Controllers for Kubernetes (ACK) is a new tool that lets you directly manage AWS services from Kubernetes. ACK makes it simple to build scalable and highly-available Kubernetes applications that utilize AWS services. Today, ACK is available as a developer preview on GitHub. In this post we will give you a brief introduction to the

                      Introducing the AWS Controllers for Kubernetes (ACK) | Amazon Web Services
                    • Download and Try the Tech Preview of Docker Desktop for M1 | Docker

                      Last week, during the Docker Community All Hands, we announced the availability of a developer preview of Docker Desktop for Macs running on M1 through the Docker Developer Preview Program. We already have more than 1,000 people testing these builds as of today. If you’re interested in joining the program for future releases you should do it today! As I’m sure you know by now, Apple has recently s

                        Download and Try the Tech Preview of Docker Desktop for M1 | Docker
                      • How to Bypass Cloudflare in 2023: The 8 Best Methods - ZenRows

                        About 1/5 of websites you need to scrape use Cloudflare, a hardcore anti-bot protection system that gets you blocked easily. So what can you do? 😥 We spent a million dollars figuring out how to bypass Cloudflare in 2023 so that you don't have to and wrote the most complete guide (you're reading it!). These are some of the techniques you'll get home today: Method 1: Get around Cloudflare CDN. Meth

                          How to Bypass Cloudflare in 2023: The 8 Best Methods - ZenRows
                        • Bun 1.1 | Bun Blog

                          Bun is a fast, all-in-one toolkit for running, building, testing, and debugging JavaScript and TypeScript, from a single script to a full-stack application. If you're new to Bun, you can learn more in the Bun 1.0 blog post. Bun 1.1 is huge update. There's been over 1,700 commits since Bun 1.0, and we've been working hard to make Bun more stable and more compatible with Node.js. We've fixed over a

                          • NotGitBleed - TL;DR

                            NotGitBleed - TL;DR Due to configuration errors or human error, significant numbers of people may have accidentally checked GitHub credentials into GitHub commits as metadata, most commonly a username as the author name and a password in the email address field. We estimate in the region of 50,000 to 100,0001 user credentials may have been affected covering a wide range of organisations including

                            • Why Disney World Doesn't Have Mosquitoes

                              Since its grand opening almost 50 years ago, Disney World has always been something of an innovator in terms of theme park best practices. There’s no trash on the ground, no gum on the sidewalks, the actors don’t cross over into different zones and accidentally ruin the illusion, and perhaps most importantly, there are no mosquitoes buzzing around. But why are there no mosquitoes in Disney World?

                                Why Disney World Doesn't Have Mosquitoes
                              • Visual Studio Code June 2023

                                Version 1.88 is now available! Read about the new features and fixes from March. June 2023 (version 1.80) Update 1.80.1: The update addresses these issues. Update 1.80.2: The update addresses this security issue. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the June 2023 release of Visual Studio Code. There are many updates in this versi

                                  Visual Studio Code June 2023
                                • Announcing Tauri 1.3.0 | Tauri Apps

                                  What's in 1.3.0​NSIS​The Tauri CLI can now create Windows application installers using NSIS. This new bundle target is also available on macOS and Linux as an experimental feature, so you can cross-compile your Windows installer. Documentation on the latter will be published soon. Tauri 1.3 Audit​The internal audit was performed by @tweidinger and @chippers, who are involved in most security topic

                                    Announcing Tauri 1.3.0 | Tauri Apps
                                  • The Winding Road to Better Machine Learning Infrastructure Through Tensorflow Extended and Kubeflow - Spotify Engineering

                                    The Winding Road to Better Machine Learning Infrastructure Through Tensorflow Extended and Kubeflow When Spotify launched in 2008 in Sweden, and in 2011 in the United States, people were amazed that they could access almost the world’s entire music catalog instantaneously. The experience felt like magic and as a result, music aficionados dug in and organized that content into millions of unique pl

                                      The Winding Road to Better Machine Learning Infrastructure Through Tensorflow Extended and Kubeflow - Spotify Engineering
                                    • Closing the gap: cross-language LTO between Rust and C/C++

                                      Link time optimization (LTO) is LLVM's way of implementing whole-program optimization. Cross-language LTO is a new feature in the Rust compiler that enables LLVM's link time optimization to be performed across a mixed C/C++/Rust codebase. It is also a feature that beautifully combines two respective strengths of the Rust programming language and the LLVM compiler platform: Rust, with its lack of a

                                      • Visual Studio Code October 2019

                                        Version 1.89 is now available! Read about the new features and fixes from April. October 2019 (version 1.40) Update 1.40.1: The update addresses these issues. Update 1.40.2: The update addresses these issues. Downloads: Windows: x64 | Mac: Intel | Linux: deb rpm tarball snap Welcome to the October 2019 release of Visual Studio Code. As announced in the October iteration plan, we focused on houseke

                                          Visual Studio Code October 2019
                                        • Visual Studio Code July 2022

                                          Version 1.88 is now available! Read about the new features and fixes from March. July 2022 (version 1.70) Update 1.70.1: The update addresses these issues. Update 1.70.2: The update addresses these issues. Update 1.70.3: This update is only available for Windows 7 users and is the last release supporting Windows 7. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarba

                                            Visual Studio Code July 2022
                                          • Adding support for cross-cluster associations to Rails 7

                                            EngineeringOpen SourceAdding support for cross-cluster associations to Rails 7At GitHub, we recently added a new feature to Rails that will be available in 7.0: support for handling associations across database clusters. Ever since we made the leap at GitHub to upgrade off our fork of Rails and worked hard to stay up to date with the latest releases, we’ve consistently looked for ways to improve t

                                              Adding support for cross-cluster associations to Rails 7
                                            • How To Secure Node.js Applications with a Content Security Policy | DigitalOcean

                                              The author selected the Free Software Foundation to receive a donation as part of the Write for DOnations program. Introduction When the browser loads a page, it executes a lot of code to render the content. The code could be from the same origin as the root document, or a different origin. By default, the browser does not distinguish between the two and executes any code requested by a page regar

                                                How To Secure Node.js Applications with a Content Security Policy | DigitalOcean
                                              • Announcing Cypress 10 with Component Testing Beta!

                                                Hello, friends! Today, we have an exciting announcement to share. The title up above might have given it away, but in case you missed it, Cypress 10 is here 🎉! Cypress 10 is our most exciting release yet, and we have a lot to unpack, so let's dive in and look at some of the new functionality. New Cypress AppThe new Cypress appWe reworked the Cypress app from the ground up to modernize the interfa

                                                  Announcing Cypress 10 with Component Testing Beta!
                                                • Tracking Prevention in WebKit

                                                  ContentsTerminologyThe Default Cookie PolicyPrivate Browsing ModePartitioned Third-Party StoragePartitioned Service WorkersPartitioned Third-Party HTTP CacheAnti FingerprintingIntelligent Tracking Prevention (ITP) WebKit has implemented tracking prevention technologies, spanning from 2003 with Safari 1.0 until today. Most of them are on by default. This document describes shipping behavior includi

                                                  • Debugging network stalls on Kubernetes

                                                    EngineeringDebugging network stalls on KubernetesIn this deep-dive, we identified and worked through sporadic latency issues with services running on Kubernetes in our environment. We’ve talked about Kubernetes before, and over the last couple of years it’s become the standard deployment pattern at GitHub. We now run a large portion of both internal and public-facing services on Kubernetes. As our

                                                      Debugging network stalls on Kubernetes
                                                    • Ghost of Tsushima, Kurosawa, and the political myth of the samurai

                                                      Share All sharing options for: Ghost of Tsushima, Kurosawa, and the political myth of the samurai Ghost of Tsushima opens with a grand wide shot of samurai, adorned with impressively detailed suits of armor, sitting atop their horses. There we find Jin, the protagonist, ruminating on how he will die for his country. As he traverses Tsushima, our hero fights back the invading Mongolian army to prot

                                                        Ghost of Tsushima, Kurosawa, and the political myth of the samurai
                                                      • New options for Polyfill.io users

                                                        Polyfill is a popular tool for enhancing browser capabilities. Many users access it by linking to the polyfill.io service, which has recently changed ownership to a new party. In order to ensure that everyone can maintain reliable and trusted access to Polyfill features, we have identified a few alternatives: First, Fastly is offering polyfill-fastly.net and polyfill-fastly.io as a free, drop-in r

                                                          New options for Polyfill.io users
                                                        • 異例かつ大規模な北極のオゾンホールが突如として消失したことが判明

                                                          2020年3月、北極に異例かつ大規模なオゾンホールが突然発生したとして科学者らは懸念を示していましたが、欧州中期予報センターは2020年4月23日、発生と同様に突如としてオゾンホールが消失したことを発表しました。 The largest Arctic ozone hole ever recorded is now closed - CBS News https://www.cbsnews.com/news/arctic-ozone-layer-hole-closed/ North Pole's largest-ever ozone hole finally closes | Live Science https://www.livescience.com/arctic-ozone-hole-closes.html 地球の大気にはオゾンの濃度が高いオゾン層が存在し、太陽からの紫外線を吸収して

                                                            異例かつ大規模な北極のオゾンホールが突如として消失したことが判明
                                                          • Useful engineering metrics and why velocity is not one of them

                                                            Here’s my horoscope for today: Things should improve for you as the day progresses, Taurus. You shouldn’t depend on something that may not pan out the way you want. As you can see, it’s useless, just like your team’s velocity metrics and burndown charts. Velocity metrics are as loathsome as the horoscope because neither provides any insight on why something went wrong or how to fix it. Moreover, i

                                                            • Rust 2021: GUI

                                                              This is a response to the Rust call for blogs 2021 and also a followup to last year’s entry. It will be entirely focused on GUI. There is considerable interest in GUI toolkits for Rust. As one data point, it was the 6th highest rated challenge for adoption in the 2019 Rust survey, just behind async I/O. There is also a fair amount of activity towards this goal, though as a community it still feels

                                                              • Using Native JavaScript Modules in Production Today — Philip Walton

                                                                Two years ago I wrote about a technique—now commonly referred to as the module/nomodule pattern—that allows you to write ES2015+ JavaScript and then use bundlers and transpilers to generate two versions of your codebase, one with modern syntax (loaded via <script type="module">) and one with ES5 syntax (loaded via <script nomodule>). The technique allows you to ship significantly less code to modu

                                                                • We Hacked Apple for 3 Months: Here’s What We Found | Sam Curry

                                                                  Between the period of July 6th to October 6th myself, Brett Buerhaus, Ben Sadeghipour, Samuel Erb, and Tanner Barnes worked together and hacked on the Apple bug bounty program. Sam Curry (@samwcyo) Brett Buerhaus (@bbuerhaus) Ben Sadeghipour (@nahamsec) Samuel Erb (@erbbysam) Tanner Barnes (@_StaticFlow_) During our engagement, we found a variety of vulnerabilities in core portions of their infras

                                                                    We Hacked Apple for 3 Months: Here’s What We Found | Sam Curry
                                                                  • A Story about FFmpeg on Android. Part I: Compilation.

                                                                    Let’s define a task firstImagine we have to make an app that shows basic info about a video file: container and video codec info and a frame size. Also we would like to actually display a frame from the video. We could show info about audio and subtitles too, but let’s keep focus on video only. How can we solve it with FFmpeg? We have two options: Use already existed Java library that wraps prebui

                                                                      A Story about FFmpeg on Android. Part I: Compilation.
                                                                    • How Uber Deals with Large iOS App Size

                                                                      You’re seeing information for Japan . To see local features and services for another location, select a different city. Show more The App Size Problem Uber’s iOS mobile Apps for Rider, Driver, and Eats are large in size. The choice of Swift as our primary programming language, our fast-paced development environment and feature additions, layered software and its dependencies, and statically linked

                                                                        How Uber Deals with Large iOS App Size
                                                                      • Artificial Intelligence Risk Management Framework (AI RMF 1.0)

                                                                        NIST AI 100-1 Artificial Intelligence Risk Management Framework (AI RMF 1.0) NIST AI 100-1 Artificial Intelligence Risk Management Framework (AI RMF 1.0) This publication is available free of charge from: https://doi.org/10.6028/NIST.AI.100-1 January 2023 U.S. Department of Commerce Gina M. Raimondo, Secretary National Institute of Standards and Technology Laurie E. Locascio, NIST Director and Und

                                                                        • Contexts and structs - The Go Programming Language

                                                                          Jean de Klerk, Matt T. Proud 24 February 2021 Introduction In many Go APIs, especially modern ones, the first argument to functions and methods is often context.Context. Context provides a means of transmitting deadlines, caller cancellations, and other request-scoped values across API boundaries and between processes. It is often used when a library interacts — directly or transitively — with rem

                                                                            Contexts and structs - The Go Programming Language
                                                                          • Patterns for Building LLM-based Systems & Products

                                                                            Patterns for Building LLM-based Systems & Products [ llm engineering production 🔥 ] · 66 min read Discussions on HackerNews, Twitter, and LinkedIn “There is a large class of problems that are easy to imagine and build demos for, but extremely hard to make products out of. For example, self-driving: It’s easy to demo a car self-driving around a block, but making it into a product takes a decade.”

                                                                              Patterns for Building LLM-based Systems & Products
                                                                            • Post-Spectre Web Development

                                                                              Post-Spectre Web Development Editor’s Draft, 19 July 2021 This version: https://w3c.github.io/webappsec-post-spectre-webdev/ Latest published version: https://www.w3.org/TR/post-spectre-webdev/ Previous Versions: https://www.w3.org/TR/2021/WD-post-spectre-webdev-20210316/ Feedback: public-webappsec@w3.org with subject line “[post-spectre-webdev] … message topic …” (archives) Issue Tracking: GitHub

                                                                              • Use Singleton Pattern Or Not?

                                                                                In this article, I will go through the cons and pros of the singleton pattern, and in much more detail, I will answer the question above. Where are Singletons Supposed To Be Used?Let’s start with a definition of this pattern by referring to refactoring.Guru. Singleton is a creational design pattern that lets you ensure that a class has only one instance while providing a global access point to thi

                                                                                  Use Singleton Pattern Or Not?
                                                                                • 30 free and open source Linux games 💾 3 of 3

                                                                                  CommunityOpen Source30 free and open source Linux games – part 3With Linux celebrating it’s 30 year anniversary, I thought I’d use that as an excuse to highlight 30 of my favorite free and open source Linux games, their communities, and… With Linux celebrating it’s 30 year anniversary, I thought I’d use that as an excuse to highlight 30 of my favorite free and open source Linux games, their commun

                                                                                    30 free and open source Linux games 💾 3 of 3