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In 1924, W. A. Shewhart of Bell Telephone Laboratories developed a statistical chart to control product variables. This chart is the beginning of statistical quality control as we know it.

After the second world war, engineers W. Edwards Deming and Joseph M. Juran, who worked as consultants in the Japanese manufacturing industry, created the concept of Total Quality, in which quality extends beyond the manufacturing process to all organizational processes and instills the values of quality in every worker called – Total Quality Management (TQM)

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Breakthroughs in artificial intelligence and machine learning have been two of the most exciting topics of the last two decades. Extensive research and hard work are necessary for machine learning and data science engineers to understand and run their models effectively. 

While they may differ depending on different individuals, the traditional machine learning steps include:

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If we were that metaphorical fly on the wall, following an all too common Slack conversation between a software engineer and DevOps engineers, it might go something like this:

Software Engineer: This is gonna take forever. “I need a new environment for my app.”

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Apple has released an OS update. Packaged in with it is the latest version of Safari, 16.

Expected to be released ahead of next month’s macOS 13, Safari 16 is packed with updates, making it one of the most capable browsers available.

For web designers, the significance is the forward momentum in web technologies that enable freer design work and fewer hacks to achieve complex layouts. Little by little, CSS recommendations are being implemented to the point that using JavaScript for layout is rapidly becoming as unnecessary as it is disliked.

Some of this was announced in June in the Safari 16 beta. But a lot has been added in the last couple of months. So here’s what’s new in Safari 16 today.

CSS Container Queries

The most exciting addition to Safari 16 is CSS Container Queries.

It is hard to understate how in-demand this feature has been; if you imagine an edit button on Twitter that gifted you crypto every time you corrected a typo, you’d be getting close to how popular this feature is.

Until now, media queries have detected the whole viewport. And so, if you have an element like a card, for example, that needs to change at smaller viewports, you need to calculate the available space and adapt the element’s design accordingly. Unfortunately, this frequently gets out of sync with edge cases causing more than a few headaches for front-end developers.

Media queries are severely restrictive to modern layout methods like Grid that wrap elements automatically because there is no way to detect how the elements are laid out.

Container Queries solve this by allowing you to define styles based on the size of the actual containing element; if a div is 300px wide, the contents can have one design, and if it’s 400px wide, they can have a different design—all without caring what size the whole viewport is.

This is dangerously close to OOP (Object Orientated Programming) principles and almost elevates CSS to an actual programming language. (All we need is conditional logic, and we’re there.)

The latest versions of Chrome, Edge, and now Safari (including mobile) support CSS Grid. Even discounting the rapid decline of Twitter, this is way more exciting than any edit button.

CSS Subgrid

Speaking of Grid, if you’ve built a site with it (and if you haven’t, where have you been?), you’ll know that matching elements in complex HTML structures often results in nesting grids. Matching those grids requires careful management, CSS variables, or both. With CSS Subgrid, grids can inherit grid definitions from a grid defined higher up the hierarchy.

CSS Subgrid has been supported by Firefox for a while but is not yet part of Chrome or Edge. Until there’s wider support, it’s not a practical solution, and using a fallback negates any benefit of using Subgrid. However, its introduction in Safari will surely herald rapid adoption by Google and Microsoft and moves the web forward considerably.

CSS Subgrid is likely to be a practical solution within 18 months.

AVIF Support

AVIF is an exceptionally compact image format that beats even WebP in many instances. It even allows for sequences, creating what is essentially an animated GIF but smaller, and for bitmaps.

AVIF is already supported by Chrome, with partial support in Firefox. Safari now joins them.

AVIF support is one of the more valuable additions to Safari 16 because you’re probably already serving different images inside a picture element. If so, your Safari 16 users will begin receiving a smaller payload automatically, speeding up your site and boosting UX and SEO.

Enhanced Animation

Safari 16 introduces some significant improvements in animation, but the one that catches the eye is that you can now animate CSS Grid.

Yes, let that sink in. Combine Container Queries and animation. The possibilities for hover states on elements are tantalizing.

Safari 16 also supports CSS Offset Path — known initially as CSS Motion Path — which allows you to animate elements along any defined path. This enables the kind of animated effect that previously needed JavaScript (or Flash!) to accomplish.

Chrome, Edge, and Firefox all support CSS Offset Path; the addition of Safari means it’s now a practical solution that can be deployed in the wild.

Web Inspector Extensions

Announced as part of the beta release, Web Inspector Extensions allow web developers to create extensions for Safari, just as they would for Chrome.

Web Inspector Extensions — or Safari Extensions as they’re destined to be known — can be built in HTML, CSS, and JS, so the learning curve is shallow. It’s a good route into app development for web designers.

Because the underlying technology is the same as other browser extensions, anyone who has made a Chrome, Edge, or Firefox extension will be able to port it to Safari 16+ relatively easily. As a result, there should be a rapid expansion of the available extensions.

Improved Accessibility

Accessibility is key to an effective and inclusive web. Be like Bosch: everybody counts, or nobody counts.

When testing a design for accessibility, emulators don’t cut it. In my experience, Safari has some of the most reliable accessibility settings, especially when it comes to Media Queries like prefers-reduced-movement.

Further gains in this field mean that Safari continues to be an essential tool for QA tests.

Reduced Resets

Finally, I want to throw up my hands to celebrate the reduced number of non-standard CSS appearance settings.

For years we’ve been prefacing our style sheets with elaborate resets like Normalize, designed to undo all the assumptions browser developers make about design and the UI preferences of their engineers.

Safari 16 has reportedly “Removed most non-standard CSS appearance values.” How effective this is and how much we can rely on it given the other browsers on the market remains to be seen. However, like many of Safari 16’s changes, it’s a step towards a browser that’s on the developers’ side instead of an obstacle to overcome.

Source

The post Exciting New Features in Safari 16 first appeared on Webdesigner Depot.

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Milvus is an open-source vector database for AI applications. It provides a variety of installation methods, including building from source code and installing Milvus with Docker Compose/Helm/APT/YUM/Ansible. Users can choose one of the installation methods depending on their operating systems and preferences. However, there are many data scientists and AI engineers in the Milvus community who work with Python and yearn for a much simpler installation method than the currently available ones.

Therefore, we released embedded Milvus, a user-friendly Python version, along with Milvus 2.1 to empower more Python developers in our community. This article introduces what embedded Milvus is and provides instructions on how to install and use it.

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Web2 software engineers have benefitted from design standards, mature programming languages, and vulnerability tools to minimize the risks of an attack. Failure to do so can result in a situation similar to my “Equifax Attack: Only a Matter of Time” publication back in 2017.

Those working in Web3 projects find themselves at an exciting stage. Initiatives like bounties and Decentralized Autonomous Organizations (DAOs) drive new opportunities for these pioneers to explore. Unfortunately, the Web3 landscape is not as mature or defined as earlier phases in the web frontier. Compounding the situation is the risk those challenges impose in a decentralized environment — where exploitation can result in losing a large volume of assets, as well as the time it takes to secure an auditing service for smart contract code and the duration of the audit itself

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The security and privacy of users’ data have been a growing concern for the past few years. At the same time, JWT, as one technology to combat it, has been used more and more. Understanding JWT will give you an edge over the other software engineers. JWT might seem simple at first, but it is pretty hard to understand.

In this article, we will explore mainly JWT and JWS. In addition, we’ll also go through JWE, JWA, and JWK quickly. This article aims to make the reader understand the concept of JWT without diving too deep into the topic.

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In scanning the IT landscape, the call for DevOps engineers remains toward the top of many companies’ priorities. A nationwide search through various job posting sites returns literally thousands of DevOps opportunities. However, reviewing these job postings shows that the skillsets required are widely varied. In comparison, software development job descriptions and requirements tend to have a narrower focus – broadly speaking, a language and a particular framework. DevOps job descriptions and requirements range from implementing continuous integration and continuous delivery (CI/CD) processes, to building infrastructure, to configuration management, to cloud operations, to writing code in any number of languages, and so on. It’s an impressive and intimidating list. Have you considered joining the DevOps wave but have been challenged in getting a clear picture of what DevOps is or means? If so, you’re not alone.

What is DevOps?

While many organizations have DevOps teams, even within a single organization, there are likely to be multiple roles within a DevOps team. Why is that? The reason is that DevOps is a process, and various roles within a DevOps team each contribute to the process. The DevOps process is a product of the evolution of Agile development processes. With Agile, production-quality software is iteratively delivered, which drives the need to deploy software more often. The process of getting software into production needed to be streamlined, thus the DevOps movement and process was born.

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Today we’re going to do a whirlwind tour of compensation. Hopefully, you’ll learn a bit along the way, and I’ll share an exercise for managers called a compensation review.

What Do You Need To Know About Salary?

  • The largest expense for engineering organizations is usually salary. 
  • Salary is mostly determined by supply and demand. Engineers are fortunate to be an industry with high demand. Companies have to compete based on salary and benefits in order to hire good engineers. 

Structured Pay and “Pay Equity”

Some companies use structured pay. Structured pay is when there is a “system” for determining pay:

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Few companies have mastered making products consumers actually want to use like Toast.

A $30 billion giant in the tech-food business, Toast faced their worst case scenario during the pandemic when the restaurants at the heart of their business were all forced to shut down.

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