Can you make it pop?

A full stack developer is an engineer who can handle all the work of databases, servers, systems engineering, and clients.

21 Awesome DEV portfolios for your inspiration

For far too long I possessed an old Dell Studio laptop. It served me well for a good 5 years with a number of service centre visits, battery and hard disk replacements, formats and OS upgrades. From the past few years I have ditched the old laptop for a Macbook. Yet still, I never bothered to dispose of it. After all it still works (slow af but works!). <em>What if there is an ‘emergency’ situation where I need to use this ancient piece of technology?</em> I tried selling it, but the act itself and the price I get for it is honestly not worth it. Giving it to someone for free feels like a punishment to the person (most smartphones have better specs). Disposing it off just doesn’t feel right (yeah right! That’s the middle class in me speaking. Also not very good for the environment).

You must have heard the words like trends of color schemes/patterns in mobile app development and designing because mobile phones are the best and most convenient way to connect yourself to the digital world.

Every design job interview I’ve ever done or given has had one thing in common, and that’s the portfolio presentation.

The tech industry is rife with romantic tales of "genius design" - a talented team huddled in a room birthing "eureka" moments. That's not the case in reality.

I remember in my early stages of learning <em>web development</em>, that I found myself confused multiple times about the differences between design and development. What are the roles of a web designer? What is involved in working with web design? Are web design and web development the same? Are they interchangeable terms with the same meaning?

A designer's journey from big tech to small startups and working from San Francisco to London.

XR encompasses augmented, virtual, and mixed reality technologies. This is an up-and-coming industry that may be good to get into.


A description on how Twitter has changed the character count of its Tweets based on the density of a language.

I’ve come quite a long way as a web developer and happened to work in different teams and with different designers. Regardless of the number of people and type

This is why Wordpress sucks and you should probably stop using it

Create .svgs using Canva.com Pro by selecting SVG from the dropdown options menu.

GUI design has become the best choice of user interface design. Nevertheless, in spite of the unpredictable popularity of GUI, few application programs have good interface design and live up to graphic user interface design principles. Additionally, it’s extremely difficult to use the expertise and existing documents to explain what an excellent and direct-viewing operation interface is.

Writing good copy is hard. Using ChatGPT to write good copy can be hard too, but with a few tricks you can get some amazing results.

Unlock the power of colors and fonts in branding. Learn how to use psychology, color theory, and typography to enhance your brand's impact and success. Read on!

Discover how AI logo generator can help start-up businesses create distinctive logos quickly and affordably.

How to create SVG from Figma with rect instead of path elements

We are going to create an android UI for our UserProfile backend API we are creating for our demo E-commerce tutorial

Handling these business changes at a data store level can be a nightmare for software engineers if the design of the underlying model does not account for adapt

Learn how product designers can structure their workflow, reduce chaos, and stay focused with four practical techniques for managing time and priorities.

The Factory Method pattern is a design pattern that is used to create objects without specifying the exact class of object that will be created.
Rethinking Identity as Community](https://hackernoon.com/rethinking-the-identity-of-ethereumorg-l718w347l)

Today, I am excited to launch the first new artwork for the website of ethereum.org. Every few months, the website will be updated with new artwork that reflects a new aspect of Ethereum's identity. The concept of the work focuses on one of Ethereum’s major strengths: the community.

Expectations, surprises, and lots of learning.

The popular implementations of an on-demand video streaming service are the following: YouTube, Netflix, Vimeo, and TikTok. The video files are stored in a mana

The poop emoji was inspired by Dr.Slump, a Japanese anime from the 80s. The emoji project began in Japan in 1999.

Here's a list of some of the book's design patterns, their definition, and what made me remember them. Each one of those principles solves a particular problem.

This story is about how color is utilized in publicizing and marketing to summon enthusiastic responses. You can use this information to apply to your brand.

An early-stage startup doesn’t always need a full-time designer. Product-oriented founders can often build their first prototypes on their own.

Being a designer or web developer is a fabulous possibility to start working as a freelancer. I will bet anything you’ve been reflecting on it thousands of times, that is why you’re here. Don’t drain your energy on infinite searching of the most reliable and beneficial online marketplace to sell your designs, artworks or sell website templates.

In the past, the only option to achieve this was using SVG images. Today, we can have multiple solutions and I’ll try my best to show you all possibilities.

How web designers and developers can collaborate in Figma to create lightweight animations in CSS, HTML, and SVGs.

Semantics, syntax, accessibility, tone, and context that provide a base for a shared design language — benefits, drawbacks, and examples.

I love Apple. Really. Seriously. Love, Apple products. I currently use a full Apple line up; MacBook Air 11' and iPhone 6S Plus. Both products have been absolutely superb to date.

For a long time, "Made in China" was considered a sign of poor quality goods and services. Now everything changed. I discuss how this transformation took place

Key Design principles that every startup must embed into its DNA from day one to build successful, intuitive and human-centred products

Regardless of whether you're an accomplished website designer or developer or simply a beginner, a website architecture venture's extension can rapidly limit the of assets accessible, making it extreme to track down the correct website design for motivation for your assignment.

UI designer Jessica Williamson redesigns the Python logo and receives 7000 upvotes on Reddit.

Nowadays websites have become a popular marketing tool. People use them to promote almost everything, starting from products and finishing with services. The aim of the business defines the type of website that is necessary to build. It can be either a web page with a hierarchical structure and various pages or a landing page.

During design meetings at my workplace and even during other conversations with friends, the term "shim" appeared to being placed offhand, with the context not being setup properly to indicate what it is exactly that the "shim" represented.

Product designers and researchers are the voices of the users. Check out the 5 fun and inclusive ways to help product teams build more user empathy.

Black has always been—if not the most popular design color—the color which designers talk about the most. It is sophisticated, energetic, mysterious, elegant, powerful, stylish, and the complete opposite of the default white.

I just finished working on moooodify, a website which lets you sort your favourite Spotify music by different moods, and then save them as playlists.

This is the best way to innovate credit history visualization for fintech applications.

Explore 2023's web design trends, from minimalism to 3D elements. Stay up to date with the latest innovations shaping web design.

A feature on the table and then locking it behind ‘upgrade to unlock’ two days later is a hostage situation.

A cursory look at the web design principles will become the norm in 2023.

Fabric.js is an open-source JavaScript library used for creating interactive and high-quality graphics for the web.

ADPLIst is a free community that matches designers and mentors. The new platform has more than 5,000 designers and mentors.

A walk-through of dependency injection.

While every startup has their journey, SaaS application designing and development has their SDLC. Here's what you need to learn about them.

The quick proliferation into wearable technology cannot be overlooked, as now the evolution is more rigorous and advanced in comparison to what is for mobile in the reigning realm of computers. We are in the age of innovations, that’s what most of the business blog convey today.

What is a Weaviate schema, why you need one and how to define one to store your own data.

From “human-in-the loop” to human-centred design, a mindset shift that emphasises designing for users rather than simply using users to validate machine output.

If you somehow navigate the mysterious path to reach the Notion HQ at 1:00 PM PST on a Friday, you would find an empty office with two golden poodles and a mutt running around. The entire team would not be far though, just shy of a mile away sitting at Barzotto and eating Extra-Long Noodles pasta over a glass of sparkling white wine. Add some soft serve gelato to that. This is just one of the many idiosyncrasies you would find in this 20 member start-up that has captured over a million users with their sleek product.

5 UX portfolio tips from Meta & ex-Google designer. Upgrade your design portfolio and get the job you want.

A color picker tool is a software application or online tool that allows users to select colors from a digital display or image.

A high speed printed circuit board design provides the transmission of signals at high speeds. It's a device that transfers data at very high speeds.

In this article, we’ll explore 14 code snippet image generators to transform your code into beautiful visuals.

What is Product Design interview, how it differs from system design interview, and how to pass it successfully.

Three months ago I decided to immerse myself in the rapidly growing world of no-code development. This is what I’ve learned.

Here I have shared seven tips you must remember when designing a dark-themed UI.

6 tips for new grad and junior UX designers from a Staff Product Designer at Meta and Google.
for Complex Design Systems](https://hackernoon.com/using-animationmotion-design-tokens-for-more-complex-and-sophisticated-design-zy3t33y5)

Each Animation needs a Trigger, Duration, Easing, and Property element. Design systems also play a part in creating Motion Design and Animation.

5 tips on how to run result-focused design sprints from a designer at Meta & Google. Take your design sprints to another level.

Need help hacking your first wireframe? Here are a few first principles to remember.

Hey there 👋Thanks for checking my first Hackernoon article. My name is Vova and I'm a self-taught front-end engineer. I started learning front-end two years ago and was lucky to land my first job in a tech startup. Getting the first job is (very) challenging but the startup I applied to wanted to give equal chances to the professionals of all levels.
So the last 1.5 years I was playing with React, Redux, Webpack, fetch, Node.js, Express.js Backend, Webhooks.…You know, in a startup you are wearing different hats. I was making 20+ landing pages, setting up A/B tests, helping the marketing team to make automation and eventually doing some design tasks.
That's fun and I always enjoyed design tasks, even if they were small. So it became asking myself, what other people are using for making design tasks?
Here is what I got from a small Twitter research:

Coming from a design background, as I make my way into the tech world, I constantly hear friends, fellow students, and even successful web developers claim that they “just don’t have an eye for design”. Let’s try to do something about that.

I am Javier, a guy starting in this world of web development. My background is the filmmaking business, especially the video edition. I am writing this article to help guys like me that are learning web development or everyone that considers the design or the “look” of a webpage one of their passions. Back in my days of video-editor, one cool thing that I found in the software video and design editors was the ability to blend two images or more in order to display better. So if you just put an image in a given color background you can start to discover how the different values can make interesting looks.

HackerNoon’s free-to-use Pixel Icon Library is an open-source collection of 120+ Pixelated Icons, inspired by HackerNoon’s retro design vibe.

Contract testing checks each app in isolation to ensure contracts comply with agreements. Tools: PACT, Spring Cloud Contract

Research has revealed that a shocking amount of modern design was created with only half the population in mind.

The dark UI feature that you have witnessed recently in Android and iOS apps is a good thing; large number of studies have shed some light on the benefits of a dark background.

Five years ago, everyone used the same yellow-coloured emojis (which looked like the Simpsons or the LEGO, or just someone suffering from jaundice).

Building things online without any coding skills is barely a new thing - Shopify, Wix, Squarespace and many others have been around for years, allowing users to create e-commerce websites, personal portfolios, and corporates homepages all within the browser, only with basic tech knowledge.

A field-tested design checklist to keep AI products alive after week one: task IDs, failure logging, reads vs writes, and verification workflows.

Internet products often fail to monetize for various reasons. As a full-time product builder, I've learned valuable lessons from my own failures.

Creative automation is the idea of using technology to customize video or banner ads into thousands of variations in minutes. It removes repetitive manual work.

Check out how easy it is to create a custom component using the Lightning Design System for React and some very detailed blueprints

Users clicking Next so fast the cursor blurred. One opened the console to force-skip. What I learned about interfaces that teach themselves.

Interview with Anastasia Mironova: sharing her career journey, perspectives on women in tech, and insights into design leadership

I decided to design a Neuralink concept app after watching Elon Musk’s latest chat on Joe Rogan’s podcast. Context: Neuralink is one of the companies Elon Musk works on. They're developing skull implants that connect to the brain to restore certain body functions that were lost through injury or health complications.

The traditional comment box at the end of a blog post is not a sufficient way to facilitate reader and writer communication. It falls short in a number of ways:

Industrial design’s popularity has skyrocketed lately. Let's figure it out and try to understand what its captivation and relevance are.

Michael Gaizutis is the Founder of RNO1 – Experience Design Agency for Tech & Web3 Brands of the Future.

When you join the Front End world or you have a lot of years on this side, some questions appear for example: What is the best way to build the front end? How can I keep a front end cleaned and organized? Should I add unit testing? That's difficult to answer but I think I can share some good tips and articles about the Front End side so, let's go!!!

As designers it’s easy to get annoyed with developers. Perhaps they can’t get the alignment of a button right; or that feature you deemed critical to your UX is just too far down the backlog for your comfort.

The key to long-lived, maintainable software is simpler than you think.

As of now, designing parts for an intelligent system involves building up the parts from the ground up. From 2D sketches to a feasible and robust part that can be manufactured based on given constraints of cost, material, and maximum weight. This often takes days to weeks, depending on the complexity of the parts that comprise the intelligent system.

“The definition of genius is taking the complex and making it simple.” - Albert Einstein

How Slack Went From An Unsuccessful Video Game To A $26 Billion Dollar Company

The Laws of UX categorized under heuristics help us understand the cognitive and behavioral ways that humans generally interact with products. Let’s delve in!

This edifice rises from the sand to offer a safe and enjoyable learning environment.🔥

I'd like to start off this blog post by differentiating between UX Writing and Copywriting as I feel like there's a lot of misunderstanding.

A game with post-it notes that can be played both in-person or virtually using Mural or Miro for learning about your partner's likes, dislikes, and opinions.

Mind mapping is a visual tool that can help you to organize your thoughts, ideas, and information in a way that is intuitive and easy to understand.

In the first quarter of 2020, I had the experience of being in a short term advisory role for a company that had built a type of Linkedin product for a specific vertical market. They had done a valiant job, but it was clear that scalability was a problem and they had created a problem for themselves by having used MongoDB as the datastore.

Visualizations in the most favorite health apps don’t have enough comparing and exploring possibilities.

Useful sources for founders and early tech entrepreneurs for building their first prototype.

In this article, we're going to look at all the different ways to lay out and navigate between different features in your Flutter apps.

Understanding the psychology of color can help improve your branding and marketing.

A case study for all software developers to earn with side hustle by using their skills to earn extra cash

AutoCAD is amongst the most widely used CAD systems worldwide. It was published as Autodesk's flagship product in 1982.

The Divine Alchemy of Mastery in Digital Design

Today we’ll talk about accessibility.

For web developers, it’s crucial to have a deep understanding of UI elements and how users interact with them. UI elements lay at the heart of web development and act as a common design language between web developers.

No matter how simple a task you may choose, doing it every day is never easy. I took up this challenge to create and publish one Illustration each day throughout October. During this time I went through a spectrum of emotions — from fear, embarrassment, confusion, denial, thinking too much about other people’s opinions, not giving a flying sh*t about other people’s opinions, questioning myself mid-way — why am I even doing this? — to eventually lead to a mild sense of accomplishment. (whispers: yay!)

Halloween celebration is round the corner. It’s all about having fun in costumes, parties, trick-or-treat and other fun activities.

If you’re working on something new, there are so many directions your work and product can take.

A lowdown for freelance designers on how to deal with design clients who go invisible when they need to pay you without burning the bridge entirely.

Being a multifarious, sophisticated project, Primavera is essential in a construction project to get everything executed within budget and on time. Owned by Oracle, Primavera is a renowned tool used for planning, managing, controlling and executing projects or portfolios. It is an easy to use Project Portfolio Management (PPM) solution. Not only is this goodie used in construction, but it can also be used for any multifaceted projects with a lot of complexities. This includes oil and gas, engineering, architecture, chemicals, financial services, aerospace and defense, government, IT, telecommunications, and even movie creation.

How to make a good pitch deck for a startup to secure investors' attention by avoiding common design mistakes frequently made by startup founders

A tutorial of actionable design tips to achieve satisfaction with the look of your bootstrap themed site.

Tokenization of IP rights is something that is sure to come. Companies like Lexit, Molecule, the Open Innovation Platform DEIP are looking for ways to tokenize and liquidate IP rights for different reasons (like M&A or just to increase collaboration in innovation).

A simplified guide to fal-ai’s FLUX.2 klein LoRA trainer for editing.

Google Fonts is a data privacy concern. Learn why you should care.

Read this post to dig into the broader implications of OpenAI's acquisition of Jony Ive's startup.

When I returned to coding after a long break, I felt sorry that I had wasted a lot of time. I learned image manipulation software instead of coding. That’s when I started to wonder:
Is Photoshop still relevant for a web developer?

There is a lot of talk about the Minimum Viable Product — a prototype with just enough features to satisfy early customers, and provide feedback for future development. But feature creep often starts much earlier, in the design & development, if not the ideation stage of a project.

For any brand, creating its own identity is a challenging task. Especially for a start-up and small businesses, brand recognition is even more essential. Brand recognition can go a long way in influencing the success of a business. Every scale business spends a huge amount on marketing their brand and creating their imprint in people’s minds.

The wix-animations module contains functionality for working withanimations. Learn more.

A landing page could be the homepage of a website or any web page, representing a particular product or event, where the user lands on. The intent behind having a landing page for any website is to present a product, without bragging (using clear and precise content, and images). But the success of this page’s design depends on whether the user decides to take the specified action — such as signing up for updates or making a purchase.

For junior designers - those who have just started studying UX / UI design systems and those who have been working in this field for up to 1-2 years. The main goal of this article is to introduce you to the basic components of system design, to give you a basic introduction to this concept and to revise the material by demonstrating several examples of design systems that are already used by large companies.

A practical guide to fal-ai’s FLUX.2 Klein 9B LoRA editor—recolor, restyle, and batch-transform images while preserving content.

Apply these simple strategies to promote longevity and build success for your startup

This article is a brief guide for the designer onboarding process and contains recommendations how to structure information and create supportive atmosphere.

Today’s world is full of technological advancement where content with a poor design doesn’t stand out. It is considered to be useless. What attracts potential customers in whatever they want is the design. Nonetheless, it can be quite tricky to stay up on the top due to the ever-changing digital evolution.

Stuck with writers' block? No problems. Answer these writing prompts and share with us your expertise as a dev, gamer, or business analyst!

This page provides resources for working with CSS Name Colors. It contains Named Color groups, palettes, favorites, and even fun facts.

Browsing the Latent Space is an interactive tool that leverages the potential of latent space visualization and interpolation within 3D generative systems.

The trend of brutalism, which breaks the rules and catches people's attention, allows for the addition of interesting elements like screaming fonts.

How I designed a suggestion for bill upload feature for Wave accounting software that solves UX issues of inefficiency, less accuracy, and file storage limits.

Quoting Steve Jobs, design is not just what it looks like and feels like; design is how it works. Needless to say, the technical part of any website always matters a lot.

Jennifer Wong is the Founder of a UX design boot camp called Product Design Fam and the CEO of Empathie, an app dedicated to empowering racial minorities.

Scored 147 on RAADS-R and 38 on AQ-50 (autism), plus ADHD. Here's how I built AI systems that work with my brain, not against it. Real stack, real workflows....

You got a perfect product, been used by about a million of users, so does it mean your product is successful? Well, if you think right now it’s on the path of success, but it might just take a small turn to go down the road to failure. Product just can’t be successful and keep its game up for a longer run unless it exploit the behavioural domain of its users.

I want to show you how to improve the tables by designing the content and information in the cells. How to simplify the reading of data and speed up work

I’m Mark Nadal & I want to tell you stories of an awe-inspiring future.

Watched a product add 40 features nobody asked for. Users responded by opening text files instead. Activation: 73% → 51%. Feature count: up. Irony: also up.

Today I wanted to try and recreate a super cool dribbble shot from Dede Dwiyansyah I came across.

Earlier this year, I launched a side project of mine called Lancerlist which is a platform that allows companies to find freelancers in their city.

You need to know when your AirTaxi pickup time is. You think for a moment and the answer pops into your mind in less than a few milliseconds. You suddenly remember to catch up with your friend over in Shanghai and you reach out to him. A flood of joy washes over your mind as the connection is established. He allows you to traverse through his feelings and of a recent holiday as you connect with each other. A virtual message notification pops up in front of your eyes but intuitively, you will it to go away. You feel the AirTaxi landing outside and start walking towards it, through automatic doors, and allow it to carry out an invisible memory check before sitting down…

I’ve seen quite some landing pages come by on indiehackers.com by now and I noticed that I wanted to give/gave the same tips multiple times. So I thought it would be nice to write a small article about this. These are just tips from my point of view and things I like about a landing page personally.

In this article, I will describe the process of creating the skeleton loader solution and turning it into a library.

We continue to share the internal processes of Overgear. This time we talked with CEO Tony Doronin who takes part in the recruiting process.

When we started MarkUp, a visual collaboration tool for digital content, we expected to see user growth from much of the design and developer communities, because of the problem we are solving in those fields.

By Adam Fard, founder of adamfard.com a UX Design Agency

AI is said to replace designers, developers, and others who work on Web3. Is it the truth? While AI can be useful, it is still far for it to be replacing people

Bootstrap CSS has some flaws that can easily be fixed with a little design know how and out of the box Bootstrap classes

What are common startup design mistakes and how to avoid them to achieve the best performance? Sergey Krasotin, an experienced entrepreneur, outlines some.

Sometimes, designers get confused on which design styles to apply to their work. It all depends on what the work is for and who the target audience is.
I've got some bad news...

AI image generation tools generally give us images as we know it, pixels. Now AI tools can also generate PNG images with transparency/alpha channels.

Product packaging influences 72% of Americans in purchasing decisions alongside a sustainable packaging market expanding at a CAGR of 8.5% during 2023-2031.

If you want to make the most of your web design, then it’s time to hop on the Bootstrap bandwagon. With Bootstrap, you can search for content blocks from all categories to create stunning web pages you are proud of.

Adopting YAGNI in Software Development and Architecture

In this blog, you will learn about the Graphic design trends as we move forward in the year 2021.

Coding skills aren't a must for UX/UI designers, yet offer advantages: better dev communication, enhanced projects, new ideas, confidence.

In this article, we'll take a deeper dive into the seven graphic design trends that are set to dominate in 2023.

Have you come across DDD (domain-driven design)? Domain-specific programming - what is it and how to live with it?
They may say, "The harder the journey, the better the destination." But, you don't want to lose another user just because the UX of your application is giving them a hard time. Maybe focussing on the journey is more important. That is why it is also said that the journey is more important than the destination. The more eventful and detailed your UX journey is, the more the number of users will start using your product.

Distributed systems implement an API rate limiter for high availability and security.

Designing resources are heavily priced everywhere. But here I am sharing some resources using which you can get more than 10 Million+ Free Icons.

AI is still on the move, disrupting every industry. The impact of this technology is now highly significant, also, in the architectural industry.

web design is moving into the future, with advanced techniques like retro revolution, fewer images, and Memphis design.

The importance of information layers for design workspaces and the future of productivity in teams

What are hottest NFT trends and what to expect in the field of digital art?

Learn how to create effective frontend designs with this comprehensive guide. We cover everything from design principles to implementation strategies.

Actionable tips from pro designers on how to create a smashing Instagram feed.

In my previous post I described how to apply the Double Diamond - a tool of design thinking (https://www.designcouncil.org.uk/news-opinion/what-framework-innovation-design-councils-evolved-double-diamond) - to product discovery. In this post I will be diving deeper into diamond two (D2) where we address four types of risk as defined by SVPG:

Playful, captivating and functional – what designs were showcased at this year's London Design Festival?

My name is Alex, and I’m a co-founder and lead developer at Quarkly.io. Quarkly is a project made by our small team of designers and developers, aimed at helping similar teams. Our goal with Quarkly is to make the life and workflow of designer-developer pairs easier, allowing them to work both independently and collaboratively, all in one environment.

A brief introduction to mobile app design with some simple tips to consider while designing for a mobile app.

Navigation menus are one of the most-viewed and most-clicked-on pieces of interface. Let’s look at some principles of nav design that will help our users have a better experience.

Design debt compounds when 'good enough' becomes strategy. How successful products quietly exhaust users and what senior designers do to prevent it.

You can keep your Rails app cleaner and easier to maintain using Service Objects. Service objects help to decouple business logic from your controllers

Tips & resources to help you get started

The largest tech company in the world recently launched new software.

Learn everything you need to know about Ux via these 236 free HackerNoon stories.

The process of testing design is becoming more and more important in the UX world. It allows you to determine if your design will work for your users and solve

z-image-turbo-img2img makes image iteration fast: prompt an edit, tune strength, pick steps, set a seed, and export PNG/JPG/WebP.

Stop chasing "speed" as a monolith. Data latency and query latency are fundamentally different problems. Optimizing for fresh data often degrades dashboard responsiveness, and vice versa. The real challenge isn't building the fastest system—it's aligning your architecture with actual business needs while managing exponential costs.

Discovery is undertaken in two steps with continuous iteration within each step. Step one is ensuring we are solving the right problem and step two is ensuring we are solving the problem right. This post is about step one in this process, AKA diamond one (D1) - my previous post explains step two, AKA diamond two (D2). I started this series with an overview of how to apply the double diamond to product discovery. Again thanks to the British design council for their very awesome double diamond.

There are many languages and technologies in the arsenal of both the front end and the back end. A fierce debate is ongoing about their relevance and convenience. But the truth, as always, is somewhere nearby.

What does the hardware design look like? What are the most innovative product engineering approaches? How to build a product that will really stand out?

Long gone are the days when building a website required a myriad of coding skills and zillions of hours.

Designers should stop using the ‘Hierarchy of Design’ concept as the representation of design characteristics as a pyramid is inaccurate and misleading

The classic, timeless design principles I learned and use today can be seen everywhere from the phones that we use and even the luggage that we take for granted

Software Development is a route that’s proved to be very popular in the last couple of years in tech. From HTML & CSS webinars to Ruby on Rails meet ups, you can’t escape the hype. But what if coding isn’t for you? What if you want to solve problems in Tech without writing code, is there a career out there for you?

I have gone through self-discovery so many times that I could publish a bestseller. Instead, I will share this experience to help you grow your skill 2.0.

The project presented here marks a significant step forward in how designers can interact with complex datasets and uncover new possibilities in their work.

As neo-designers creating to save the world, it’s our responsibility to start conversations and make safety a cornerstone of every design.

The biggest mistakes startup founders are making and real reasons why compromising on UX is detrimental to the success of your business.

Want to do rapid prototyping for augmented & virtual reality? Try 360theater, a new design method developed at the University of Michigan.

Learn how to design products with happiness in mind by using focus and specificity in order to make the process for both your customers and your team smooth.

In this post, we’ll be exploring some interesting UX design trends to look out for in 2022. But before that, let’s discuss why is UX design important.

A misguided software design can hurt both the business and the technology. It is therefore vital to understand an organizations goals and optimize accordingly.

Design systems are a crucial success factor for digital businesses. Calculate the ROI of any design system with this ready-to-use formula.

Minimalism, 3D graphics, gradients, textures, and animation ― we’ve seen them all in 2020, but the upcoming year is giving the common design trends a new twist.

Learn how pplx-embed-context-v1-0.6b creates context-aware chunk embeddings for RAG systems with int8 efficiency, 32K context, and late chunking.

The software industry has a unique privilege: shipping a flawed product is not that big of a deal. The cost of fixing a software product and redistributing it again is so low that your success is not determined by the quality of your product, but by how fast you are able to fix flaws.

A technique for developing three-dimensional objects, 3D modeling can be applied to various industries, including manufacturing and animation.

Communication is the key to success. Speaking comes naturally to many people, not effective communication. Visuals are easier to understand than words.

This is the fourth and final post in my series on an approach to product discovery - Double Diamond Discovery (again thanks to the British Design Concils super awesome framework). So far I have posted an overall view and then expanded on Diamond 1 (D1) and Diamond 2 (D2). This final post discusses the delivery track (https://www.jpattonassociates.com/dual-track-development/) and how this feeds back into the discovery track. In the diagram above there are two steps after discovery - “Delivery” and “Learn”. Although we want to have a ‘ship to learn’ (https://www.intercom.com/blog/intercom-product-principles/) mindset I need to emphasize most of the learning is done in D2 where learning is cheap and fast. There are always many new things to build/fix/improve so it’s easy to ship and forget. But shipping is only half the job.

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<p><em>This is a simplified guide to an AI model called <a href="https://www.aimodels.fyi/models/huggingFace/qwen-image-edit-2511-qwen?utm_source=hackernoon&utm_medium=referral">Qwen-Image-Edit-2511</a> maintained by <a href="https://www.aimodels.fyi/creators/huggingFace/Qwen?utm_source=hackernoon&utm_medium=referral">Qwen</a>. If you like these kinds of analysis, join <a href="https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral">AIModels.fyi</a> or follow us on <a href="https://x.com/aimodelsfyi">Twitter</a>.</em></p>
<h2>Model overview</h2> <p><code>Qwen-Image-Edit-2511</code> is an enhanced image editing model from <a href="https://aimodels.fyi/creators/huggingFace/Qwen?utm_source=hackernoon&utm_medium=referral">Qwen</a> that builds on its predecessor with improvements in consistency and capability. This model handles image-to-image transformations through text prompts, allowing users to edit and manipulate images in sophisticated ways. The improvements in this version focus on reducing image drift, enhancing character consistency, and integrating community-created LoRA capabilities. Compared to related models like <a href="https://aimodels.fyi/models/huggingFace/qwen-image-edit-plus-qwen?utm_source=hackernoon&utm_medium=referral">Qwen-Image-Edit-Plus</a>, this version places special emphasis on practical industrial applications and geometric reasoning.</p> <h2>Model inputs and outputs</h2> <p>The model accepts images and text prompts to generate edited versions of those images. Users provide reference images along with detailed instructions about desired modifications, and the model outputs new images reflecting those changes while maintaining visual consistency and quality.</p> <h3>Inputs</h3> <ul> <li><strong>Images</strong>: One or multiple input images to be edited or used as reference material</li> <li><strong>Prompt</strong>: Text description of the desired edits or transformations</li> <li><strong>Configuration parameters</strong>: Settings like guidance scale, inference steps, and seed values to control generation behavior</li> </ul> <h3>Outputs</h3> <ul> <li><strong>Edited images</strong>: Generated images reflecting the requested modifications while preserving important visual characteristics from the input</li> </ul> <h2>Capabilities</h2> <p>The model handles character consistency across edits, preserving identity and visual traits when making imaginative changes to portraits. It can fuse multiple person images into coherent group photos while maintaining consistency across all subjects. The model includes built-in support for popular community LoRAs, enabling effects like realistic lighting control and multi-angle viewpoint generation without additional tuning. For industrial applications, it performs batch product design variations and material replacement on components. The model demonstrates enhanced geometric reasoning, capable of generating construction lines and annotations for design purposes.</p> <h2>What can I use it for?</h2> <p>Creative professionals can use this for portrait editing that maintains character identity while exploring different styles and contexts. Fashion and product designers benefit from batch generation of design variations and material swaps for industrial components. The model works for creative composition tasks, enabling the combination of separate person images into unified group photographs. Teams working on industrial design can generate multiple product iterations and explore material alternatives efficiently. Content creators can perform complex edits that require both semantic understanding and visual consistency, from fantasy character transformations to realistic lighting adjustments. Explore <a href="https://aimodels.fyi/papers/arxiv/magicquill-intelligent-interactive-image-editing-system?utm_source=hackernoon&utm_medium=referral">related research</a> on intelligent interactive image editing systems for additional context on this capability space.</p> <h2>Things to try</h2> <p>Experiment with portrait editing by providing a photo and describing a different context or styling while watching the model preserve facial features and identity. Test multi-person editing by uploading two separate portraits and requesting them to appear together in a specific scene. Try leveraging the integrated LoRA capabilities to add professional lighting effects without needing to load additional models. For industrial workflows, batch generate product design variations by making iterative edits with different material descriptions. Explore geometric reasoning by requesting the model add construction lines or guides to images for design annotation purposes. Investigate the difference between single-subject and multi-person consistency by comparing results on individual versus group photos.</p>
<hr/><p><strong>Original post:</strong> <a href="https://www.aimodels.fyi/models/huggingFace/qwen-image-edit-2511-qwen?utm_source=hackernoon&utm_medium=referral">Read on AIModels.fyi</a></p>

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This is a Plain English Papers summary of a research paper called Multiscale Corrections by Continuous Super-Resolution [https://www.aimodels.fyi/papers/arxiv/multiscale-corrections-by-continuous-super-resolution?utm_source=hackernoon&utm_medium=referral]. If you like these kinds of analysis, join AIModels.fyi [https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral] or follow us on Twitter [https://x.com/aimodelsfyi].
THE CURSE OF RESOLUTION IN PHYSICS SIMULATIONS
Imagine watching water flow through sand at two different zoom levels. At low zoom, you see the overall current pushing through the domain. At high zoom, individual sand grains create turbulence and complex flow patterns that wouldn't be visible from far away. To capture both, you need the high-zoom video, which takes forever to compute. Yet you can't simply use the low-zoom version because those tiny grain-scale interactions fundamentally change how the bulk flow behaves.
This is the core tension in finite element methods, the standard tool scientists use to approximate solutions to the differential equations governing physical systems. In these methods, computational cost scales brutally with resolution. Double your resolution in two dimensions and you create 16 times more elements. In three dimensions, that's 64 times more. This isn't a problem you solve by throwing more compute at it indefinitely. High-resolution simulations are accurate but prohibitively expensive. Coarse simulations are fast but miss crucial small-scale details that ripple through the big picture.
The multiscale structures in physics aren't incidental; they're fundamental. Small-scale heterogeneity in materials, turbulent fluctuations in fluids, grain-boundary effects in crystals, all these phenomena affect macroscopic behavior in ways that can't simply be averaged away. Yet capturing them requires the computational horsepower of a high-resolution simulation, creating a genuine impasse between speed and accuracy.
WHY TRADITIONAL MULTISCALE METHODS DON'T QUITE SOLVE IT
Researchers have known for decades that you need something smarter than brute-force high-resolution simulation. The traditional approach looks like dividing a puzzle into pieces. You solve the problem at a coarse scale, figure out how that coarse solution influences the fine scale, then solve the fine-scale problem in each region, coupling the results back together. Mathematically, this works. Computationally, it's more involved than it sounds.
Methods like homogenization and multiscale finite element methods are mathematically rigorous and can provide guarantees about their approximations. But they require solving auxiliary problems, like the "cell problems" in homogenization theory, to understand how fine scales feed back into coarse scales. For complex materials or irregular geometries, these auxiliary problems can be nearly as expensive as the original simulation. You're trading one hard problem for several smaller hard problems, which is an improvement but not revolutionary.
The core limitation is that multiscale methods still require explicit computation of fine-scale corrections. You don't truly escape the resolution curse; you just distribute the work differently. For time-dependent problems or when you need to run many similar simulations, this overhead becomes prohibitive.
SUPER-RESOLUTION AS LEARNED MULTISCALE CORRECTION
What if you bypassed mathematical derivation entirely and instead let a neural network learn the relationship between coarse and fine scales from examples? You run many simulations at both coarse and fine resolution, showing the network thousands of pairs, and ask it to learn the underlying pattern. Then, for new problems, you run only the cheap coarse simulation and let the network fill in the fine details.
This reframes the multiscale problem fundamentally. Instead of asking "how do I mathematically derive the fine-scale correction from the coarse solution," you ask "what statistical relationship exists between coarse-resolution snapshots of physics and fine-resolution snapshots?" Train a network to learn that relationship, and it becomes a reusable tool.
The brilliant insight is that you don't need to hand-derive the multiscale coupling. You're leveraging an assumption about the physical world: that small-scale structures follow patterns that are learnable and repeatable across different scenarios. If those patterns truly reflect the underlying physics, the network should generalize beyond its training distribution. It should work on upsampling factors it never saw, on material properties it never explicitly trained on.
Continuous super-resolution bridges coarse and fine scales. The orange region shows in-distribution scenarios (upsampling factors up to 16x), while the blue region shows out-of-distribution tests where the method extrapolates to 32x and beyond. [https://arxiv.org/html/2411.07576/teaser_v2.jpg] [https://arxiv.org/html/2411.07576/teaser_v2.jpg] Continuous super-resolution bridges coarse and fine scales. The orange region shows in-distribution scenarios (upsampling factors up to 16x), while the blue region shows out-of-distribution tests where the method extrapolates to 32x and beyond.
This is where the paper departs from typical deep learning applications. It's not just applying image super-resolution to scientific data. It's asking whether neural networks can learn and extrapolate the structure of multiscale physics.
THE ARCHITECTURE: LOCAL IMPLICIT TRANSFORMERS LEARN ACROSS SCALES
Building a network that handles both coarse context and fine reconstruction simultaneously requires solving a specific technical challenge. How do you make a neural network that respects multiscale structure, preserves both large-scale features and fine details, and works at arbitrary query locations, not just fixed grid points?
The answer involves two key components working in concert. First, local implicit neural representations (LIIF) treat space as continuous rather than discrete. Instead of the network learning a grid of pixel values, it learns a continuous function that can predict the field value at any spatial coordinate, like x=0.1234, y=0.5678. The coarse module processes the coarse finite element solution and extracts features. The fine module takes those features plus a query coordinate and outputs the fine-resolution prediction at that specific location.
Second, a transformer architecture handles the multiscale learning. Transformers excel at learning long-range dependencies and attention patterns, which maps directly to the physics: the fine-scale behavior at one location depends on coarse features potentially across a large region. The transformer learns which parts of the coarse domain matter for predicting details at any given location.
The architecture processes coarse finite element data through feature extraction, then uses a local implicit function in the transformer to predict fine-scale corrections at arbitrary spatial coordinates. [https://arxiv.org/html/2411.07576/network_v2.jpg] [https://arxiv.org/html/2411.07576/network_v2.jpg] The architecture processes coarse finite element data through feature extraction, then uses a local implicit function in the transformer to predict fine-scale corrections at arbitrary spatial coordinates.
The elegance of this design is that it separates the two jobs cleanly. The coarse module sees the big picture. The fine module handles spatial interpolation and detail generation. The transformer connects them by learning which coarse features to attend to for each fine-scale prediction.
THE FREQUENCY PROBLEM: WHY GABOR WAVELETS FIX NEURAL NETWORK BLINDNESS
Here's a subtle but critical problem that most practitioners would miss. Neural networks are biased learners. When you show them spatial data and ask them to predict values, they naturally learn smooth, low-frequency features first. Their internal "perception" gravitates toward blurry versions of the input. For multiscale corrections, this is backwards. You desperately need the network to pay serious attention to high-frequency details that create the fine structure.
This isn't a failure of the network; it's a feature of how they learn. Low-frequency functions are often the "easy" solution that reduces loss quickly and smoothly. Standard positional encodings help somewhat, but the paper proposes something more targeted: Gabor wavelets as coordinate encodings.
Gabor functions are sinusoidal waves modulated by a Gaussian envelope, and they're particularly good at capturing localized frequency structure. By encoding the spatial coordinates using Gabor wavelets instead of simple sinusoids, the network gets a built-in curriculum that encourages it to respect fine-scale structure from the start. It's like giving the network glasses that make high-frequency details visually prominent.
The impact is visible in frequency-space analysis. Using radial power spectral density (RAPSD), you can decompose how much energy the predicted field contains at each frequency scale.
Frequency analysis via radial power spectral density (RAPSD) shows that the proposed method preserves high-frequency content that simpler approaches lose, matching the ground truth spectrum more closely. [https://arxiv.org/html/2411.07576/rapsd_compare.jpg] [https://arxiv.org/html/2411.07576/rapsd_compare.jpg] Frequency analysis via radial power spectral density (RAPSD) shows that the proposed method preserves high-frequency content that simpler approaches lose, matching the ground truth spectrum more closely.
The proposed method maintains the correct frequency spectrum. Competitors without this frequency-aware encoding produce outputs that are systematically too smooth, missing the sharp transitions and fine textures that characterize physical fields.
COMPARING PATCHES INSTEAD OF PIXELS: STOCHASTIC COSINE SIMILARITY
If you want a neural network to produce physically realistic fine details, you can't just compare its prediction to ground truth pixel-by-pixel. A pixel-level loss function like mean squared error will push the network toward a blurry average of many possible fine structures, which looks wrong to human eyes and doesn't capture the structural patterns of real physical fields. The paper recognizes that "perception is often preferred over distortion," meaning scientists care whether the fine-scale pattern looks and behaves like real physics, not just whether numbers match exactly.
The solution is stochastic cosine similarity (SCS), which compares local regions (patches) rather than individual points. Instead of asking "does prediction[pixel i] match ground_truth[pixel i]?", it asks "does the pattern of features in prediction[region j] match the pattern in ground_truth[region j]?" Cosine similarity measures how aligned two vectors are in direction, ignoring their magnitude. This encourages the network to get the structure right even if it's shifted slightly or scaled differently. Stochastic means you sample random patches during training, giving the network diverse supervision across the domain.
Training curves show that incorporating stochastic cosine similarity loss improves convergence and final reconstruction quality compared to standard pixel-level losses. [https://arxiv.org/html/2411.07576/loss_curve.jpg] [https://arxiv.org/html/2411.07576/loss_curve.jpg] Training curves show that incorporating stochastic cosine similarity loss improves convergence and final reconstruction quality compared to standard pixel-level losses.
This is a subtle but important detail that bridges the gap between mathematical accuracy and visual/structural fidelity. A network optimized only for pixel-level MSE will produce outputs that look blurry but have low numerical error. A network optimized with SCS learns to preserve the local structure and patterns that make the field look physically plausible to human inspection and domain-expert evaluation.
IN-DISTRIBUTION VERSUS OUT-OF-DISTRIBUTION: HOW FAR CAN THE PATTERN GENERALIZE
There's a critical question hidden in every learning-based approach to scientific computing: how much can the network actually generalize? If you train on simulations with upsampling factor up to 16x, can it handle 32x? If you train on one type of material coefficient, can it work on completely different physical scenarios?
The distinction matters enormously. Any neural network can memorize training data. The real test of whether you've learned a physics-driven pattern, rather than just captured statistical artifacts of your training set, is whether it works on new configurations and extrapolation scenarios.
The experiments are structured to test both regimes carefully. The network trains on coarse-fine pairs with upsampling factors up to 16x. Then it's tested on 32x upsampling it never saw during training, as well as scenarios with different material properties represented by different coefficient maps. This tests not just the model's capacity to interpolate, but its ability to extrapolate the learned multiscale patterns.
Visual comparison shows the method handles both in-distribution cases (left, upsampling factor 16x) and out-of-distribution extrapolation (right, upsampling factor 32x). The reconstructed field structure remains recognizable even beyond the training regime. [https://arxiv.org/html/2411.07576/sota_mix.jpg] [https://arxiv.org/html/2411.07576/sota_mix.jpg] Visual comparison shows the method handles both in-distribution cases (left, upsampling factor 16x) and out-of-distribution extrapolation (right, upsampling factor 32x). The reconstructed field structure remains recognizable even beyond the training regime.
The results show the method generalizes reasonably well out-of-distribution, though with some expected degradation as you push further from the training regime. This is the critical finding because it justifies calling this a "learned multiscale correction strategy" rather than just image super-resolution applied to finite element data. The network has learned something about how multiscale structure works in general, not just memorized specific examples.
To understand how the network adapts across different physical scenarios, the approach includes conditioning on material properties. By feeding different coefficient maps to the encoder, the network learns to adjust its multiscale correction strategy based on the physical parameters.
Conditional super-resolution demonstrates that the model adapts its correction pattern based on different coefficient maps and upsampling factors, showing learned flexibility across physical scenarios. [https://arxiv.org/html/2411.07576/condition.jpg] [https://arxiv.org/html/2411.07576/condition.jpg] Conditional super-resolution demonstrates that the model adapts its correction pattern based on different coefficient maps and upsampling factors, showing learned flexibility across physical scenarios.
The network learns that different materials and heterogeneities require different fine-scale correction patterns, and it captures this adaptability in its weights.
WHAT THE NUMBERS ACTUALLY TELL US
At the end, you need empirical validation: is this actually better than alternatives? How much better? The paper compares against other super-resolution methods, other learning approaches like basic neural networks and other implicit neural representation variants, and standard finite element upsampling baselines.
The comparison metrics matter enormously because, as noted earlier, pixel-level error doesn't capture what scientists actually care about. The paper includes both traditional metrics (mean squared error, mean absolute error) and perceptual metrics that measure whether the fine-scale structure aligns with ground truth.
Sliced pixel comparisons show the proposed method follows sharp transitions and fine details more closely than competitors, especially at boundaries and high-frequency regions. [https://arxiv.org/html/2411.07576/sliced_compare_v3.jpg] [https://arxiv.org/html/2411.07576/sliced_compare_v3.jpg] Sliced pixel comparisons show the proposed method follows sharp transitions and fine details more closely than competitors, especially at boundaries and high-frequency regions.
When you slice specific pixel sequences and compare methods, the proposed approach tracks the ground truth more faithfully than alternatives. Competitors either miss sharp transitions entirely or smear them out, while this method preserves fine structure with fidelity.
Residual visualizations reveal where the improvements are largest.
Residual differences between the proposed method and simpler local implicit transformer baselines show that gains are concentrated in high-frequency regions and sharp transitions. [https://arxiv.org/html/2411.07576/csr.jpg] [https://arxiv.org/html/2411.07576/csr.jpg] Residual differences between the proposed method and simpler local implicit transformer baselines show that gains are concentrated in high-frequency regions and sharp transitions.
The visualization multiplies residuals by 20 times for visibility, but the pattern is clear: the proposed method reduces errors especially where fine structure matters most, at boundaries and transitions between regions with different properties.
The paper also tests the method on real-world soil pattern data, demonstrating that the learned patterns transfer to actual scientific data beyond the synthetic training regime.
Real-world soil patterns show that the method generalizes to natural spatial heterogeneity, successfully reconstructing fine-scale structure from coarse observations. [https://arxiv.org/html/2411.07576/real_world.jpg] [https://arxiv.org/html/2411.07576/real_world.jpg] Real-world soil patterns show that the method generalizes to natural spatial heterogeneity, successfully reconstructing fine-scale structure from coarse observations.
This connection to real data is important because it grounds the work in practical utility. The method isn't just clever on carefully-curated synthetic examples; it works on the types of data scientists actually encounter.
WHY THIS MATTERS BEYOND THE NUMBERS
The paper ultimately succeeds because it solves a three-part problem elegantly. First, it reframes multiscale simulation as a learned-pattern problem, replacing hand-derived mathematical relationships with neural network induction from examples. Second, it builds neural network architecture specifically designed for multiscale structure: local implicit representations for continuous spatial prediction, transformers to learn long-range dependencies, and Gabor wavelets to overcome the frequency bias in neural networks. Third, it uses perceptual supervision via stochastic cosine similarity to ensure the learned patterns are physically meaningful, not just mathematically smooth.
The individual components are solid engineering. But their combination creates something genuinely useful: a system that learns a generalizable multiscale correction that works even on unseen scenarios, generating high-frequency details that reflect actual physics rather than neural network artifacts.
For scientists and engineers, this offers a practical advantage. Run expensive multiscale simulations once to train a network. Then use that network to quickly augment fast coarse simulations with plausible fine-scale structure. It's not a replacement for rigorous multiscale mathematics, but it's a powerful complement, trading theoretical guarantees for computational speed and practical effectiveness. In domains like material science, fluid dynamics, and geophysics, where multiscale phenomena dominate and compute resources are finite, this kind of learned correction becomes genuinely valuable.
Original post: Read on AIModels.fyi [https://www.aimodels.fyi/papers/arxiv/multiscale-corrections-by-continuous-super-resolution?utm_source=hackernoon&utm_medium=referral]

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It's safe to say all products are after the best User Experience.

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Learn everything you need to know about Web Design via these 367 free HackerNoon stories.

Hello to all designers here!

“So, what do you think?” — says the Product Manager after a product strategy presentation to his team

Eye-catching and beautiful graphics rule digital media. Any business requires graphics in its brand promotion creatives to showcase their brand and convey their message clearly. Whether you wish to make a featured image for your blog or edit product photos for posting on social media, you need the best graphic design software to make or edit your graphics.
Educational platforms to learn how to code SQL, python, JS, etc are numerous and tailored to several different crowds like web developers and data scientists. Unfortunately, not every student and user knows what to look for in a platform and many companies will quickly take your money and provide little in return. Best features can range anywhere from peer feedback and troubleshooting guides to hands-on integrated development environments (IDEs) that match tools you’d use in industry.

Startup branding is as opaque as it is necessary. We wanted to give people a window into the process that we went through to update Speakeasy's branding.

Och good old days..., when everyone was using computers with their square monitors, you could slap some site in minutes, upload on cheap hosting and everyone is coming right away and enjoying it and saying good words about it and the world is a happy place..., but not today!
Today to have a website even for fun, maybe a blog about your dog, you need to take care of many more things, and your site responsiveness is definitely one of them, what is responsiveness you asking? Ok, let's find out it first
Responsiveness is when your site changes the design based on the user's screen he/she uses if the visitor is coming to your site using a personal computer - your site looks one way if smartphone - another way.
It doesn't mean that you need to create a totally different design for all the screen sizes in the world, but changing how site elements positioned and shows up for different screens is a good start.
Why it's important?
Well A - if you want to miss out on something like 60% worldwide in 2020 of internet users and B - because you and your grandpa are on personal computers with big ass screens and C - only you two reading that blog, then maybe it's not that important.
But if you want others to come to your site and enjoy it then - it's one of the most important things you need to care about when building a website.
And I'm not even touching the business side of it, if you want to make money with your site then responsive design is crucial to have it.
People now days have such a short span for waiting and clicking and searching that if you make them think of what/where/why then that's it, withing few first seconds you just lost a customer.
Even Google lost its temper on this, now if your site is not responsive and slow, you'll have a hard time ranking your site to the top Google search positions.
Enough rambling!

Bought a new WordPress Theme? Don't know how to install it? This short guide will help you install it in under 5 minutes

Yes, we've finally reached a point where design is such a huge piece of a product's creation and maintenance that a whole paraphernalia of software will definitely be an essential asset to your projects. Each program will fill different needs and facilitate the best and most efficient work deliveries, be it structure, visual design, illustrations, interactions or animations.

Mistakes made during software redesign - Perfection, following a trend, hitting with a big hammer

In this slogging thread, our random channel had the opportunity to discuss the latest news about vandalism in an art gallery.

Learn everything you need to know about Website Design via these 108 free HackerNoon stories.

Companies are paying $10k+ for graphic designs.

Kira Leigh Maintanis from the United States has been nominated for a 2020 #Noonie in the Future Heroes and Technology categories.

Learn everything you need to know about Design Thinking via these 60 free HackerNoon stories.

Despite being a fairly mediocre artist, I get a lot of comments and compliments on the artwork and visual design in Ikenfell. This makes me <em>very</em> happy, of course. Obviously those who dislike it are much less likely to say so to me personally, but I love that lots of people are very receptive to the look and style of the game. I’ve been asked several times to talk about my approach to the pixel art, and what kinds of rules, palettes, and inspirations I use for the game. So this will be a large, orderless, and rambling post about all of that!

A little guide about how to develop sound product principles by being flexible in your methods, plus an example.

AI video generation has solved visuals—but sound has lagged behind.

When it comes to user convenience, understanding consumer habits is as important as the market your app operates in. The ability to combine simple gestures with user-friendly interface results in a solution that appears simple and comprehensive. Mirroring of the physical actions into digital ones is one of the ways to do it.

You don't need a massive budget to create world-class design. Learn from these case studies how design can help startups scale.

If you are constructing a building, a blueprint of the building is mandatory before laying the foundation. It forms the basis for estimating the resources required, the number of construction workers, the time it will take to complete the construction and a direction that will guide the civil engineers. The same methodology also applies to digital products.

No, seriously, why not? It’s cool to be a designer, a creative person who DJs vinyl sets in a funky club at night and starts the morning with a double-filter coffee and a vegan croissant overlooking the sea to get inspired for the next advertising campaign. Not a bad stereotype, right?

Stitch is an AI-powered design tool that creates user interfaces from text prompts or sketches.

Web design is an essential part of our life. We have watched what is taking place in the web design world since 2000. There is drastic evolution in the web design process; millions of web pages are designed with active participation. You might have noticed differences in the average website these days. Some changes have been measured during the last years; the change occurring is known as web 3.0, a new web design era.

What makes you choose one app over another when shopping around? Is it the app icon design? The colour? The logo? The reviews? Have you ever stopped to think about how many apps you actually have on your phone? If you’re like me, you probably have a few on there that you don’t even remember what they do, or when you downloaded them in the first place.
WordPress is the most in-demand CMS in the world that accommodates a huge number of information and business blogs. It allows for launching and managing full-value websites with minimal coding, exempts bloggers and entrepreneurs from the need to hire a webmaster or learn complex programming technologies.

Mobile apps must be snappy and playful. To fall in love with your mobile app, users need to perceive it as fast, responsive and bug-free. Perceived performance measures how fast a user thinks your mobile app is. In this article, I'm presenting a handful of UI techniques that will make your mobile app feel more performant to the end user.

We get it.

David Smooke chose the key colour for this one, 00FF00. When I saw that colour my mind went straight back to being a kid at school and using a BBC Micro

If you value your time and you don't want to waste it, you must design your Website or App first instead of rushing to program it.

This is a Plain English Papers summary of a research paper called Dr. SHAP-AV: Decoding Relative Modality Contributions via Shapley Attribution in Audio-Visu...

Login and signup processes are one of the most underrated tasks when building and upgrading a website or platform... or multiple ones. However, on this kind of development tasks, implications go far beyond asking for an email and a password: security issues, user experience, customer profiling, different tech stacks compatibility and adaptation...

We all love beautiful pictures

Yaroslav Zubko has crafted a remarkable international career, creating designs for Boeing, Markit, Deloitte, and Tinder, earning worldwide recognition

How to build a team's process from scratch and be productive!

Visual hierarchy is one of the most important principles behind effective web design. I say this because the goal of a web page is to communicate, and that is essentially the same goal of good visual design.

I moved from Istanbul to LA and found the same Figma files waiting. Reflections on nomadic remote work, timezone pain, and why stability matters for design....

The set of behaviors visitors to a site exhibit constitute the UX. Based on this, design teams create products and sites that provide a meaningful user experience.

The ability to create and think in user flows is one of the most important skills in a UX designer's toolkit.

Discover how well-designed payment systems can prevent costly mistakes and enhance business profitability.

This little introduction to CSS Flexbox should help you to get a first impression and give you some examples to play around with. From here you will be able to integrate this powerful framework into your own projects.

Pixels !!! All of us have been using this term for quite a long time now and i bet no matter how awesome you think you are in terms of working with pixels, this post will leave you enriched .(Okay went a little overboard there, but you get the gist).

This is a simplified guide to an AI model called ERNIE-Image [https://www.aimodels.fyi/models/huggingFace/ernie-image-baidu?utm_source=hackernoon&utm_medium=...

Exploring the idea and implementation of effortless asset swapping within design templates

7 principles of mobile app design that make your app layout easy and helps users to move through the application without having to think.
As companies across the world continue to take precautions against COVID-19, many teams find themselves "suddenly remote" and adjusting to a new set of challenges on top of their daily work. At Exponent, we've been operating as a remote team for most of the past year, with engineers, designers, and PMs spread across several time zones—not to mention thousands of users around the world who are part of our Slack community and Interview Practice forum.

Gamification is a tool that can make any task fun and skyrocket the app's engagement rates. How to integrate such a feature in the fitness app? Let's discuss!
The best logos come across as simple and effortless. This is a difficult concept to wrap your head around when creating your first logo. In fact the number one issue I have had with most of my clients is their urge to overdo the design. Look at the logos of the world’s most successful brands like Nike, Twitter, or Apple. They are extremely simple and recognizable which is why I spend a good part of my time stressing this point to my clients.

Ricky Zhang is a design engineer at Mintlify, a San Francisco-based company that uses AI to help developers create and maintain documentation.

Cutting down on time, effort & money it takes to recruit research participants via quick & scrappy techniques, leveraging relationships & using automation.
Low-code](https://hackernoon.com/building-end-to-end-digital-onboarding-workflows-with-low-code-solution-2nak3y9x)

On average, organizations admit they have identified around three major time wasters inside their companies:

Taking the first step towards something new is never easy.
A look at how modern mobile games streamline currencies, progression, and rewards to lower cognitive load and increase player engagement.

A new AI framework shows why treating skills as debuggable programs—not neural parameters—lets agents learn continuously without forgetting.

Here are 5 tips you should keep in mind when implementing dark mode in your apps.

Modern fake news has evolved into a complex organism, carefully designed to hide its deceptive mechanisms from any potential victim. But although the fake news field has grown into every possible digital channel, the truth is that at its core, in order to be effective, it still relies on exploiting our most basic human characteristics.

Product and design need to act like a single unit, sharing ownership every step of the way.

Vested interest: Introducing AppFollow.io as a possible tool for optimizing App Store ranking. No further affiliation.

Our startup is called Parabeac, and we make it easy for both designers & developers to make accurate and responsive designs.

After 4 years as VALK's sole designer, a major pivot taught me what happens when the product you built quietly gets deprecated - and how to stay....

“Straight-ahead” jazz revolutionized mid-century American culture with a relentlessly fresh and forward-thinking approach to bebop,

<p><em>This is a simplified guide to an AI model called <a href="https://www.aimodels.fyi/models/fal/ltx-2-19b-distilled-extend-video-fal-ai?utm_source=hackernoon&utm_medium=referral">ltx-2-19b/distilled/extend-video</a> maintained by <a href="https://www.aimodels.fyi/creators/fal/fal-ai?utm_source=hackernoon&utm_medium=referral">fal-ai</a>. If you like these kinds of analysis, join <a href="https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral">AIModels.fyi</a> or follow us on <a href="https://x.com/aimodelsfyi">Twitter</a>.</em></p>
<h2>Model overview</h2> <p><code>ltx-2-19b/distilled/extend-video</code> is a specialized tool from <a href="https://aimodels.fyi/creators/fal/fal-ai?utm_source=hackernoon&utm_medium=referral">fal-ai</a> designed to extend videos by generating synchronized audio. This distilled version of LTX-2 provides a streamlined approach to video-to-audio generation. If you need to extend video content with different model versions, alternatives like <a href="https://aimodels.fyi/models/fal/ltxv-13b-098-distilled-extend-fal-ai?utm_source=hackernoon&utm_medium=referral">ltxv-13b-098-distilled/extend</a> and <a href="https://aimodels.fyi/models/fal/ltx-video-13b-distilled-extend-fal-ai?utm_source=hackernoon&utm_medium=referral">ltx-video-13b-distilled/extend</a> offer different architectural approaches to the same task.</p> <h2>Capabilities</h2> <p>This model generates audio that matches existing video content, allowing creators to add synchronized soundtracks to silent or partially dubbed videos. The distilled nature means it processes requests with reduced computational overhead compared to full-scale versions, making it practical for production workflows. The audio generation adapts to the visual content, ensuring temporal alignment and coherence with on-screen events and scene transitions.</p> <h2>What can I use it for?</h2> <p>Content creators can use this model to add professional audio layers to silent footage, completing video projects that lack proper sound design or dialogue. Educational institutions might enhance instructional videos with narration. Marketing teams can extend raw video captures with branded audio elements. The distilled version makes these applications accessible without requiring extensive hardware resources. Understanding how this fits into broader audio synthesis approaches can benefit from research into <a href="https://aimodels.fyi/papers/arxiv/lova-long-form-video-to-audio-generation?utm_source=hackernoon&utm_medium=referral">long-form video-to-audio generation</a> techniques.</p> <h2>Things to try</h2> <p>Start by testing with simple videos where the visual narrative is clear and straightforward, as the model will generate audio that corresponds to those visual cues. Experiment with different video lengths to understand the model's optimal range for audio generation. Try feeding it videos with distinct visual moments or scene changes to see how the audio responds to those transitions. Compare the generated audio quality against your original footage to identify where the model excels and where manual adjustments might enhance results.</p>
<hr/><p><strong>Original post:</strong> <a href="https://www.aimodels.fyi/models/fal/ltx-2-19b-distilled-extend-video-fal-ai?utm_source=hackernoon&utm_medium=referral">Read on AIModels.fyi</a></p>

Hair provides a masterclass in creating enduring value propositions. Product managers will do well to emulate these (HAAIRR) attributes into their designs.

Learn how to design an award-winning hardware product from Evgeniya - an experienced and tech-savvy Head of Design at Concepter, and winner of 3 RedDot wards.
After 3 years of developing, I’ve begun publicly marketing <a href="https://www.streamplate.com" target="_blank">Streamplate</a>.

Modern education is becoming more and more digitized: while even ten years ago notebooks and printed materials were necessary for studying, all you need today is alaptop and an Internet connection. Various classroom management systems are now used for the education of all levels, from primary schools to corporate training. It is a sure way to make the learning process more efficient — for example, taking quizzes and tests online helps automate grading and provide immediate access to the student’s performance.

Are you aware of all the opportunities that illustrations give?

This is a Plain English Papers summary of a research paper called How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation...

11/3/2024: Top 5 stories on the HackerNoon homepage!

In the first seconds of use, one application might seem more convenient because it’s easy to navigate and zoom, as well as to satisfy the user’s needs and solve their problem quickly. While comparing to another application that might look fancy and colorful but at the same time will confuse or even worse — distract the user. And of course, it will bring zero-value to them.

These gift ideas will help you surprise graphic designers and show your appreciation of their work.

Do you think your actions are the result of your own free choices? What if those actions are the inevitable and necessary consequence of antecedent states of affairs? What does this mean for your free will?

A 12-year-old's thoughts on the outgoing year in tech and design.

Saw this on Facebook.com desktop today (flow follows):

You have got an idea and now you want to convert it into an app. However, developing an app that gets millions of downloads isn’t a cakewalk. There are over 2.7 million apps on Google Play and 2.2 million on Apple’s App Store but just a few stand out.

While I was talking with Vitor Amaral, creator of UpStamps, I was inspired by the design he uses for his homepage. It’s a clean homepage with awesome vectors that animate(!). Reading through the copy I noticed some things that could be improved which would increase his conversion. So let’s start!

Balancing data privacy and security with user experience is one of the most complex tasks for software developers.

This is a Plain English Papers summary of a research paper called CUA-Suite: Massive Human-annotated Video Demonstrations for Computer-Use Agents [https://ww...

Learn everything you need to know about Design via these 326 free HackerNoon stories.

Better Responsive Web Design, A Structured Approach

It's so important how web UI is designed because people perceive images better and quicker than words. Luckily, most of the IT heads understand the value of an eye-catching UI, but few of them realize the real power of it. Actually, web design does much more than you used to think.

TL;DR;

If designers should know how their product may be engineered, they should also know how it may be productized.

The idea of the “average” user is holding design back. When you embrace edge cases, you create better experiences for everyone.

The 2020 #Noonies are here, and they are both much greener and much bigger than last year.

Learn how to look for ideas properly so you don’t waste time and energy in the future.

This is an article about how we made good use of branding and design to create experiences for 1000+ people.

Do time-saving apps like Canva help or hinder freelancers and digital creatives? Tell us what you think in a Tweet!

They were looking for a custom LMS platform that would be used by teachers, students, and parents.

This is a simplified guide to an AI model called MOSS-TTS-Nano-100M [https://www.aimodels.fyi/models/huggingFace/moss-tts-nano-100m-openmoss-team?utm_source=...

Accessibility and inclusivity are keywords that every kind of designer should understand and consider in the design process of any project, be it digital, physi

UX design principles help build durable solutions through new design patterns, interaction models, and standards.

The first CAD hardware system, the Dimension III Systems from Calma, was operable with a keyboard and stylus.

3D Design Tips for Beginners. If you want to become a 3D designer you should know these basic tips that help you to start your design career.

Design systems are interdisciplinary by nature. They are built and consumed by designers and developers, therefore it is important for common terminologies to exist to support the communication between these two disciplines and other related actors.

UX education is saturated and it has become increasingly difficult to filter out the bad sources. Here’s how we can fix that.

This article takes a deep dive into the top UI/UX practices that will help your mobile app succeed in App and Play stores.

This is a simplified guide to an AI model called Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled [https://www.aimodels.fyi/models/huggingFace/qwen3.5-35b...

We are still building software for users that don’t exist. A technical perspective on accessibility, real-world failures, and how to design for actual usage.

User personas can be problematic. Is there a way to turn them into a useful resource? Update them regularly, involve your team in the creation process and more.

Design thinking is a design process for solving complex problems. Also, design thinking is a human-centered design approach to tackle the challenges and finding

The UX industry puts a lot of emphasis on processes. But is that the best way to think fundamentally about design?
A basic introduction to Variable Fonts.

Write a #branding story to enter the branding writing contest by LogoDesign.net and HackerNoon. Win 1000!
Alexander Perelman Shares His Perspective](https://hackernoon.com/minimalism-in-design-alexander-perelman-shares-his-perspective)

Alexander Perelman is an award-winning art director and designer with over 15 years of experience in branding, visual design, and art direction.

A solo designer shares lessons from building a fintech product remotely while traveling through Thailand, Vietnam, Bali, and the COVID lockdown.

PixelSmile tackles AI emotion ambiguity with continuous labels, symmetric training, and precise facial expression control.

Learn how to truncate text with CSS, truncate multiple lines and CSS truncate text with ellipsis.

When we work with website design and development, we often need to add a variety of different graphics.

We’re here to give control back to our clients. That’s why we use Webflow to create a smarter and better website design that puts you in the driver’s seat.

The principles we use to create effective VR and AR interactions have existed for as long as we have walked this earth.
When it comes to designing applications, modern businesses that want to be competitive realize the need to provide exemplary user experience, while also regarding user experience as the ultimate factor for success.
The best logos come across as simple and effortless. This is a difficult concept to wrap your head around when creating your first logo. In fact the number one issue I have had with most of my clients is their urge to overdo the design. Look at the logos of the world’s most successful brands like Nike, Twitter, or Apple. They are extremely simple and recognizable which is why I spend a good part of my time stressing this point to my clients.
When you’re collaborating with your team, you don’t care about files. You care about the people. So why do companies put so much effort into developing tools and systems when they should be designing for interactions and relationships?

After 2 years at a Moscow agency and 4 years as a sole designer at a fintech, here's what actually changes when you go from an agency to product design...

Built with Next, Apollo and MongoDB and deployed with GitHub Actions and Docker.

Using a design tool isn’t a skill. It’s just good practice to display them in your portfolio to depict how strong you’re with the tool.
A framework for thinking about responsibility as a game designer and creative thinker.

The advantages of a marvelous layout, semantic markup, and separation of content from design have been already described hundreds of times. Still, there are developers who do not follow the concept of working with HTML and CSS, so they write such terrible things in the code such as:

Learn everything you need to know about Product Design via these 182 free HackerNoon stories.

8 tips from UX Practice Lead on how to create an ideal design portfolio.

After 23 failed apps, I now only design mobile products that belong on mobile: simple, focused, and built for real people in real moments.

Developers spend hours tweaking OpenGraph images to get them just right.

Dashboards are an integral part of enterprise applications. When you design such an important element, keep some of the following tips in mind.

Digital Ads are everywhere. And at times it gets very hard for startups & new brands to standout in the crowd.

Five years into product design at a fintech, the majority of my work is documentation, edge cases, and maintenance.

Find out how to add a dark theme to your web app by yourself. Improve accessibility of your application in a blink of an eye.

Humans rule the world.

Tips on how to create enjoyable and habit-forming UX/UI design in every digital product.

In this article, we will speak about two competing web design platforms that are extremely popular in the current market: WordPress and Bootstrap.

The Properties and Events panel lets you work with the elements on your site with Velo. You can use Velo with all the elements on your site.

Most systems assume data is valid, causing redundant or missing checks. This article suggests modeling validated data as a separate type.

What is pixel art

Investors love usage pricing for net revenue retention. Product teams love it for clear tiers and aligned incentives. Consumer apps should still stick to fees.

A Click Is Still a Click — Interaction Techniques in UX. How different interaction types influence user experience.

1/26/2023: Top 5 stories on the Hackernoon homepage!

CSS stands for “Cascading Style Sheets.” It is a formatting language that allows us to visually improve our HTML tags (size, color, font, etc.). As the name suggests, it does it by cascading.

This is a true story of something I witnessed a couple of years ago during my early days in tech. Was it a bad idea? A bad execution? or just an unlucky day?

It has been a while since I’ve been to a hackathon. I always love that hackathon as an avenue to build something quickly within the 48-hour time constraint, the opportunity to sharpen my design skills, and network with fellow hackers. So when my colleague posted on Slack about JunctionX Singapore, I signed up!

Design the best product page for your eCommerce store to attract more customers to your website and make sales.

Your website plays a critical role in customer acquisition and improves overall sales and revenue. However, understanding this significance and realizing the be

The Cultural Tutor describes how beauty is being destroyed by usability.

This is a Plain English Papers summary of a research paper called Investigating a Policy-Based Formulation for Endoscopic Camera Pose Recovery [https://www.a...

To get the highest possible conversion rate surely have tweaked your landing page, your ads are laser targeted and your bids are competitive. All the time in which you have stayed profitable your competitors would surely be thinking and figuring out the ways to improve, enhance and build trustworthy relations with their clients that could be yours, and it all happened in front of your eyes because their impression was better than yours and we all know that the first impression is the last impression. But still, there's some time in which you could increase the conversion rate on your landing page. To make it work we first had to discuss the ways to separate the fact from fiction.

This is a simplified guide to an AI model called Nemotron-Cascade-2-30B-A3B [https://www.aimodels.fyi/models/huggingFace/nemotron-cascade-2-30b-a3b-nvidia?ut...

7/16/2023: Top 5 stories on the Hackernoon homepage!

7/16/2023: Top 5 stories on the Hackernoon homepage!

As an instructional designer, the goal is to ensure learning occurs.

An Interwith with Charlie G, the winner of “2021 HackerNoon Contributor of the Year - ALGORITHMS”.
The rise and eventual dominance of mobile applications in the current business arena is a telling sign of how user experience has become the biggest brand differentiator.

Whether you’re a solopreneur trading on your personal reputation or the head of a conventional business, your branding has a huge impact on your professional success. It informs how you’re perceived: if you’re sending a message that doesn’t resonate, or simply failing to do anything memorable, then you’re likely to be considered mediocre or overlooked entirely. Instead of just trying to make the best of your underperforming brand, though, you can start moving in a positive direction by committing to a rebrand.

They say Life is a journey, not a destination. In the digital world too, your business’ success depends on how profound journey you can provide to your consumers. Websites, social media, email, chats, apps, etc. define whether a visitor will be converted as a consumer by the experience you give on each platform. The website is the biggest online property of your business so you should provide an engaging customer journey on the website. One way to do is to create an excellent design that leaves the users in awe and makes them stick to your web pages.

Polymorphic constructors aren’t built-in, but enums + static arrays can emulate them safely. This gives compile-time guarantees with scalability and performance

Explore common issues in enterprise search and discover 4 user experience-driven solutions for seamless access to valuable information.

The adaption of 3D Printing has allowed for innovation in manufacturing that renders several benefits that I will get to in this article.
Additive manufacturin

This Slack discussion by Sadia Mehmood, Muhammad Bilal, Akasha Rose, anthony watson and Shahmeer Khan occurred in slogging's official #introductions channel, and has been edited for readability.

The solution is to redesign the product in such a way that it prevents errors from occurring in the first place.

Three years of enterprise B2B design at VALK with almost no user research access - and the proxy methods that replaced it....

AC-Foley shows why text prompts limit video-to-audio generation and how reference audio enables finer control, timbre transfer, and zero-shot synthesis.
Game design isn’t about production tools or techniques. It’s about having a clear vision and a plan.

Why we should all shift our gaze from the tools we have to the nature of problems and to their solutions.

The success of your website or app strongly depends on the cooperation between the designers and the developers. It’s not about the professional skills of either group. You get a competent designer to make you a beautiful layout which you then pass on to an equally professional and experienced developer. Suddenly it turns out it can’t be realized without major changes!

Design is at the heart of innovation in the fast-paced world of technology.

After 5 years as VALK's sole designer, I realized I want to build, not just design. On the gap between what I designed and what shipped.

The sales funnel attracts consumers to business products or services, and it also convinces them to buy the respective product or service.

Designers are the rockstars of the digital industry.
Flux-2-fast generates and edits images in about a second, making it ideal for interactive creative tools—plus the exact settings to try.

What four years as the sole designer on a fintech product teaches you about depth, restraint, and the trade-offs agency work never prepares you for....

A/B testing can be one of the highest-ROI tools in growth. It's a major unlock in optimizing a business. I have personally launched hundreds of tests. When I...

Okay, so it hasn’t actually been a year. It’s been slightly over eight months. But I digress. Since February of 2019, I have been a moderator on a discord community named DesignCourse (Coursetro). Created by YouTuber Gary Simon, this place serves as a forum for questions and discussions regarding all sorts of design and development related topics. Recently, I realized that I have grown as a mod, as a developer, and as a person, since that day in February.

Dive into the world of graphic design and discover the profound impact of AI on creativity's future. Explore the AI revolution in graphic design today.

Hua is a designer and entrepreneur based in New York City. She shares her journey in founding her startup below.

Most job titles are inherently clear. You know what they do. You have a good idea of their value. One of the exceptions here is the title of designer. I've previously tried to explain what I do to my parents without any real success. What they have held onto after all these lengthy explanations is that I work with 'computers'.

<p><em>This is a simplified guide to an AI model called <a href="https://www.aimodels.fyi/models/huggingFace/glm-image-zai-org?utm_source=hackernoon&utm_medium=referral">GLM-Image</a> maintained by <a href="https://www.aimodels.fyi/creators/huggingFace/zai-org?utm_source=hackernoon&utm_medium=referral">zai-org</a>. If you like these kinds of analysis, join <a href="https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral">AIModels.fyi</a> or follow us on <a href="https://x.com/aimodelsfyi">Twitter</a>.</em></p>
<h2>Model overview</h2> <p><code>GLM-Image</code> combines an autoregressive generator with a diffusion decoder to create images from text and perform sophisticated image editing tasks. The 9B autoregressive component generates a compact visual token sequence, which the 7B diffusion decoder then expands into high-resolution outputs. This hybrid architecture delivers competitive image quality while excelling in scenarios demanding precise text rendering and knowledge-intensive details. Unlike pure diffusion models that struggle with text accuracy, this approach handles complex information expression with greater fidelity. The model maintains the semantic understanding capabilities of <a href="https://aimodels.fyi/models/huggingFace/glm-4.1v-9b-thinking-zai-org?utm_source=hackernoon&utm_medium=referral">GLM-4.1V-9B-Thinking</a> while specializing in visual generation rather than multimodal reasoning.</p> <h2>Model inputs and outputs</h2> <p><code>GLM-Image</code> processes both textual prompts and image inputs to generate or modify visual content. The system accepts text descriptions of arbitrary length and complexity, along with optional reference images for conditional generation tasks. The model outputs high-resolution images ranging from 1024x1024 to 2048x1024 pixels, maintaining visual coherence and detail quality across diverse generation scenarios.</p> <h3>Inputs</h3> <ul> <li><strong>Text prompts</strong> describing desired image content, including detailed specifications for layout, composition, and visual elements</li> <li><strong>Reference images</strong> for image-to-image tasks such as editing and style transfer</li> <li><strong>Multiple reference images</strong> for maintaining consistency across subjects in multi-image generation scenarios</li> <li><strong>Guidance parameters</strong> controlling the strength of prompt adherence and generation diversity</li> </ul> <h3>Outputs</h3> <ul> <li><strong>Generated images</strong> in PNG format at specified dimensions</li> <li><strong>High-fidelity visual content</strong> with accurate text rendering and fine-grained details</li> <li><strong>Edited or transformed images</strong> preserving identity and compositional elements from source images</li> </ul> <h2>Capabilities</h2> <p>The model generates images from text descriptions with particular strength in information-dense layouts. Recipe illustrations with ingredient lists, numbered steps, and visual hierarchies render with precise text and accurate proportions. Image-to-image capabilities include background replacement, style transfer between images, identity-preserving generation for people and objects, and multi-subject consistency maintenance. The decoupled reinforcement learning training using the GRPO algorithm enhances both semantic alignment and visual detail quality, with the autoregressive module improving aesthetic understanding and the diffusion decoder refining texture fidelity and text accuracy. Post-training feedback signals target low-frequency features like composition and high-frequency elements like texture, creating nuanced control over output characteristics.</p> <h2>What can I use it for?</h2> <p>Design professionals can generate detailed marketing materials with embedded text and complex layouts without manual typography adjustments. Educational content creators produce recipe cards, instructional guides, and infographics with embedded text that renders correctly on the first attempt. E-commerce businesses create product photography variations with consistent branding and identity. Visual artists explore style transfer to apply artistic treatments while preserving subject identity. Publishers generate magazine layouts and illustrated guides combining dense information with high visual quality. The model's accuracy with text-based content opens applications previously requiring manual post-processing or graphic design expertise. Compare this capability to <a href="https://aimodels.fyi/models/huggingFace/z-image-turbo-tongyi-mai?utm_source=hackernoon&utm_medium=referral">Z-Image-Turbo</a> for efficiency-focused workflows or <a href="https://aimodels.fyi/models/huggingFace/visualglm-6b-zai-org?utm_source=hackernoon&utm_medium=referral">visualglm-6b</a> for combined understanding and generation tasks.</p> <h2>Things to try</h2> <p>Test the model's text rendering accuracy with prompts containing typography-heavy content like posters, menus, or certificates. Generate illustrated recipes or instructional manuals with step-by-step visual guides and embedded text descriptions. Perform background replacement while preserving foreground subjects, then compare results when providing multiple reference images for consistency constraints. Apply artistic styles to photographs while maintaining face identity for personal portrait variations. Create magazine-style layouts with multiple content sections, experimenting with guidance scale values to balance creative interpretation against strict prompt adherence. The Glyph Encoder text module distinguishes this model from standard diffusion approaches, making typography-intensive generation a particularly revealing test case.</p>
<hr/><p><strong>Original post:</strong> <a href="https://www.aimodels.fyi/models/huggingFace/glm-image-zai-org?utm_source=hackernoon&utm_medium=referral">Read on AIModels.fyi</a></p>

<p><em>This is a simplified guide to an AI model called <a href="https://www.aimodels.fyi/models/huggingFace/iquest-coder-v1-40b-loop-instruct-iquestlab?utm_source=hackernoon&utm_medium=referral">IQuest-Coder-V1-40B-Loop-Instruct</a> maintained by <a href="https://www.aimodels.fyi/creators/huggingFace/IQuestLab?utm_source=hackernoon&utm_medium=referral">IQuestLab</a>. If you like these kinds of analysis, join <a href="https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral">AIModels.fyi</a> or follow us on <a href="https://x.com/aimodelsfyi">Twitter</a>.</em></p>
<h2>Model overview</h2> <p><code>IQuest-Coder-V1-40B-Loop-Instruct</code> represents a specialized variant of the IQuest-Coder-V1 family, a collection of code language models built by <a href="https://aimodels.fyi/creators/huggingFace/IQuestLab?utm_source=hackernoon&utm_medium=referral">IQuestLab</a> for advanced software engineering tasks. This 40 billion parameter model uses a recurrent transformer design that processes information through two iterations, allowing it to balance model capacity with practical deployment requirements. The Loop variant achieves competitive performance on major coding benchmarks including SWE-Bench Verified (81.4%), BigCodeBench (49.9%), and LiveCodeBench v6 (81.1%), placing it alongside other leading code models like the standard <a href="https://aimodels.fyi/models/huggingFace/iquest-coder-v1-40b-instruct-iquestlab?utm_source=hackernoon&utm_medium=referral">40B Instruct variant</a>.</p> <h2>Model inputs and outputs</h2> <p>The model accepts natural language instructions and code-related prompts, processing them through its 128K token context window to generate coherent code solutions and explanations. It produces code snippets, complete implementations, debugging assistance, and technical explanations based on user queries.</p> <h3>Inputs</h3> <ul> <li><strong>Natural language instructions</strong>: Requests for code generation, refactoring, or debugging</li> <li><strong>Code snippets</strong>: Partial implementations to complete or improve</li> <li><strong>Programming problems</strong>: Tasks requiring algorithmic solutions</li> <li><strong>Chat messages</strong>: Multi-turn conversations formatted for instruction-following</li> </ul> <h3>Outputs</h3> <ul> <li><strong>Generated code</strong>: Complete, working implementations in multiple programming languages</li> <li><strong>Code explanations</strong>: Detailed breakdowns of logic and functionality</li> <li><strong>Debugging suggestions</strong>: Fixes for errors and optimization recommendations</li> <li><strong>Technical documentation</strong>: Comments and explanations embedded in generated code</li> </ul> <h2>Capabilities</h2> <p>The model handles complex coding scenarios through its code-flow training approach, which learns from repository evolution patterns and real-world development workflows rather than treating code as static text. It supports up to 128K tokens natively, enabling it to work with entire files, multiple related modules, or detailed project context without requiring additional scaling techniques. The Loop mechanism allows the model to refine its outputs iteratively, improving solution quality within a single generation pass.</p> <p>Temperature settings of 0.6, TopP of 0.85, and TopK of 20 are recommended for optimal performance. The model demonstrates strong reasoning capabilities for competitive programming problems, tool usage in agentic software engineering scenarios, and general-purpose coding assistance tasks.</p> <h2>What can I use it for?</h2> <p>Organizations can deploy this model for autonomous code generation pipelines, reducing development time on routine implementation tasks. Software engineering teams can use it as a pair programming assistant that understands repository-scale context, helping developers navigate unfamiliar codebases or generate boilerplate code. The model serves well in educational settings where students need immediate feedback on coding exercises, or in enterprise environments building internal coding assistants. Companies building developer tools can integrate it via the vLLM framework to create OpenAI-compatible APIs, monetizing through usage-based pricing or subscription tiers.</p> <h2>Things to try</h2> <p>Experiment with providing the model large code repositories or entire project directories within the 128K context window to see how effectively it understands interconnected code relationships and generates implementations that maintain consistency across multiple files. Test its performance on complex refactoring tasks where understanding the broader codebase matters more than isolated code generation. Try using it iteratively within a single conversation to progressively improve and debug implementations, leveraging its instruction-following design for multi-step problem solving. Compare its outputs against the standard Instruct variant to understand the practical differences the Loop mechanism introduces in solution quality versus generation speed.</p>
<hr/><p><strong>Original post:</strong> <a href="https://www.aimodels.fyi/models/huggingFace/iquest-coder-v1-40b-loop-instruct-iquestlab?utm_source=hackernoon&utm_medium=referral">Read on AIModels.fyi</a></p>

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<p><em>This is a simplified guide to an AI model called <a href="https://www.aimodels.fyi/models/huggingFace/hyperclovax-seed-think-32b-naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">HyperCLOVAX-SEED-Think-32B</a> maintained by <a href="https://www.aimodels.fyi/creators/huggingFace/naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">naver-hyperclovax</a>. If you like these kinds of analysis, join <a href="https://www.aimodels.fyi/?utm_source=hackernoon&utm_medium=referral">AIModels.fyi</a> or follow us on <a href="https://x.com/aimodelsfyi">Twitter</a>.</em></p>
<h2>Model overview</h2> <p><code>HyperCLOVAX-SEED-Think-32B</code> is a text-to-text language model developed by <a href="https://aimodels.fyi/creators/huggingFace/naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">naver-hyperclovax</a> that combines advanced reasoning capabilities with efficient model design. This model represents part of NAVER's effort to create high-performance language models without simply scaling up parameter counts. The Think series focuses on enhancing reasoning abilities through specialized training techniques. Similar models in this family include the <a href="https://aimodels.fyi/models/huggingFace/hyperclovax-seed-think-14b-naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">HyperCLOVAX-SEED-Think-14B</a>, which uses pruning and knowledge distillation techniques, as well as text-focused alternatives like the <a href="https://aimodels.fyi/models/huggingFace/hyperclovax-seed-text-instruct-1.5b-naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">HyperCLOVAX-SEED-Text-Instruct-1.5B</a> for lighter-weight applications.</p> <h2>Model inputs and outputs</h2> <p>The model processes text input and generates text output, making it suitable for conversational tasks, reasoning-heavy problems, and text generation applications. With 32 billion parameters, it handles complex linguistic patterns and multi-step reasoning tasks that require deeper computational capacity.</p> <h3>Inputs</h3> <ul> <li><strong>Text prompts</strong> of varying lengths and complexity</li> <li><strong>Instructions</strong> for specific tasks or reasoning problems</li> <li><strong>Context</strong> for understanding user intent and domain-specific knowledge</li> </ul> <h3>Outputs</h3> <ul> <li><strong>Generated text</strong> responding to input prompts</li> <li><strong>Reasoning chains</strong> that show intermediate steps for complex problems</li> <li><strong>Structured responses</strong> formatted according to task requirements</li> </ul> <h2>Capabilities</h2> <p>This model handles sophisticated text understanding and generation tasks with particular strength in reasoning-heavy applications. It can tackle multi-step problem solving, provide detailed explanations, engage in extended conversations, and process complex instructions. The architecture emphasizes both reasoning quality and computational efficiency, enabling practical deployment across various scenarios without requiring the largest possible models.</p> <h2>What can I use it for?</h2> <p>The model serves well for applications requiring deep reasoning, such as question answering on complex topics, technical content generation, code explanation and debugging assistance, and educational tutoring. Companies can leverage this model for customer support systems that need to handle intricate queries, content creation platforms requiring nuanced writing, and research applications where reasoning transparency matters. The efficient design makes it viable for integration into products where computational resources are limited compared to larger alternatives.</p> <h2>Things to try</h2> <p>Experiment with prompts that explicitly ask for step-by-step reasoning or chain-of-thought explanations to unlock the full potential of the reasoning capabilities. Test how well it handles domain-specific problems by providing relevant context in your prompts. Compare its performance against simpler models on tasks requiring multiple reasoning steps to understand where the additional parameters provide measurable benefit. Try adjusting the detail level of your instructions to see how it responds to both minimal and comprehensive guidance.</p>
<hr/><p><strong>Original post:</strong> <a href="https://www.aimodels.fyi/models/huggingFace/hyperclovax-seed-think-32b-naver-hyperclovax?utm_source=hackernoon&utm_medium=referral">Read on AIModels.fyi</a></p>

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