# Usability Published articles for Usability. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Valve releases SteamVR 2.17 update with Dashboard usability improvements ahead of Steam Frame launch DevFeed: [Valve releases SteamVR 2.17 update with Dashboard usability improvements ahead of Steam Frame launch]() Original publisher: [Read original article]() Author: Scott Hayden Published: 2026-09-11T16:20:00Z Content type: news Language: en Sources: [Road to VR]() Topics: [ui](), [Usability](), [User Experience](), [Steam Deck](), [Hardware]() Tags: [news](), [pc-vr-news-reviews](), [steam-deck](), [ui](), [update](), [usability](), [user-experience](), [xr-industry-news]() ### AI overview Valve released SteamVR 2.17 to all users after a beta period. The update adds Steam Deck-style Quick Access controls and improves access to achievements, guides, notes, overlay management, battery information, and brightness controls. The article says Steam Frame's price and exact release date remain unknown. ### Source excerpt Valve has dropped a sizeable update to SteamVR, paving the way for what appears to be imminent launch of its long-awaited standalone VR headset, Steam Frame. Update (September 11th, 2026): Previously available only in beta, Valve has now released its 2.17 SteamVR update for all users. You can check out the full changelog here. Original [...] The post Valve Drops Big SteamVR Update Ahead of Steam Frame Launch appeared first on Road to VR. ## Accounts & Self-Service UX Research Update and Expansion: 3 Key Takeaways DevFeed: [Accounts & Self-Service UX Research Update and Expansion: 3 Key Takeaways]() Original publisher: [Read original article]() Author: Sally Collins Published: 2026-09-09T08:05:00Z Content type: article Language: en Sources: [Baymard Institute]() Topics: [User interface design](), [Authentication](), [passwords](), [MFA](), [web applications](), [password reset]() Tags: [article](), [authentication](), [insights](), [mobile](), [passwords](), [research](), [security](), [usability](), [web]() ### AI overview Baymard's updated Accounts & Self-Service UX research examines how ecommerce account experiences have changed since 2018. Based on more than 4,000 hours of research, 1,400 usability issues, and a survey of over 1,000 US adults, the article highlights account security and sign-in changes, including passkeys, one-time passcodes, and two-factor authentication. ### Source excerpt (Note: Unfortunately, e-mail and RSS don't support advanced layouts and features. If the graphics in this article look strange, you may want to read the article in your web browser.) Key Takeaways Baymard has new research on Accounts & Self-Service UX The research uncovered UX issues and identified UX solutions specific to the Accounts area of ecommerce sites Much has changed in account security and sign in, order management and tracking, and order returns since our last large-scale research in 2018 Key Stats 4,000+ new hours of Accounts & Self-Service research 1,400+ usability issues observed in testing 1,000+ US adults surveyed as part of our complementary quantitative research Today at Baymard, we're announcing the launch of our new updated and expanded Accounts & Self-Service UX research. We first investigated UX issues in Accounts & Self-Service in 2018. In this update, we've retested all the UX issues observed in 2018, verified all our UX solutions, wrote new guidelines based on newly observed Accounts & Self-Service UX issues, and rewritten the bulk of our verified guidelines for improved usefulness and clarity. This work has resulted in 57 new and updated Accounts & Self-Service guidelines based on 1,400+ usability issues observed during testing. The 57 guidelines are a key foundation for ensuring a high-performing Accounts and Self-Service UX. Additionally, we've included mobile test observations for the first time. As a result, this study represents our most comprehensive findings on Accounts & Self Service ecommerce UX. In this article, we'll highlight 3 high-level insights from our new Accounts & Self-Service UX research findings. New Insights for Accounts & Self-Service UX Compared to 2018, the landscape of Accounts & Self-Service has changed dramatically, particularly in 3 areas. 1) Account Security and Sign In At J.Crew, participants updating their passwords were provided no guidance regarding the site's password requirements, and they were unable to ## Discord Patch Notes: September 8, 2026 DevFeed: [Discord Patch Notes: September 8, 2026]() Original publisher: [Read original article]() Author: Discord Engineering Published: 2026-09-08T00:00:00Z Content type: release Language: en Sources: [Discord Blog]() Topics: [bug]() Tags: [bug](), [discord](), [engineering](), [performance](), [usability]() ### AI overview Discord's patch-notes introduction says recent technical fixes address performance, reliability, responsiveness, usability, and bugs. The listed fixes have been merged and may still be rolling out by platform. ### Source excerpt Check out the finer details of the more technical fixes implemented into Discord recently. ## Keyboard Navigation and Data Entry DevFeed: [Keyboard Navigation and Data Entry]() Original publisher: [Read original article]() Author: William Hudson Published: 2026-09-04T00:00:00Z Content type: article Language: en Sources: [UX Daily - User Experience Daily]() Topics: [User interface design](), [Accessibility](), [data]() Tags: [accessibility](), [amazon](), [compliance](), [design](), [forms](), [transactions](), [usability](), [visual-hierarchy]() ### AI overview This article explains how keyboard navigation, clear action hierarchy, flexible data entry, and review steps improve the usability and accessibility of forms. It covers tab order, assistive technology users, minimizing keyboard-mouse switching, and WCAG guidance for important transactions. ### Source excerpt Forms are an essential part of many interactions, but good form layout and clear labels are only part of the picture. Forms also need to work in all the ways users interact with them. Not everyone uses a mouse. Many users rely on keyboards, whether by preference, motor impairments, or because they use assistive technologies such as screen readers. How a form handles keyboard navigation, action buttons, and data entry has a direct impact on both usability and accessibility compliance.In the video, William Hudson explores the interaction side of form design: how users move through forms, how primary and secondary actions should be distinguished, and why flexible input handling is one of the si... ## Expert Evaluation: Identify Problems Before You Recruit Users DevFeed: [Expert Evaluation: Identify Problems Before You Recruit Users]() Original publisher: [Read original article]() Author: William Hudson Published: 2026-09-03T00:00:00Z Content type: article Language: en Sources: [UX Daily - User Experience Daily]() Topics: [Usability](), [User experience (UX)](), [User interface design](), [Interaction Design](), [benchmarking](), [Artificial Intelligence]() Tags: [ai](), [benchmarking](), [cost](), [evaluation](), [interaction-design](), [testing](), [usability](), [ux]() ### AI overview This article explains expert, or heuristic, evaluation as a cost-effective way to identify usability problems before recruiting users. It describes using structured guidelines such as Nielsen's heuristics, extending the method to benchmarking, and treating AI-generated critiques as preliminary input that requires expert review. ### Source excerpt Before you have a single real user in a testing session, you can already find a significant proportion of the usability problems in a design. Expert evaluation, also known as heuristic evaluation, is one of the most cost-effective methods available to UX practitioners. It requires no recruitment, facilities, or scheduling. What it does require is expertise, judgment, and a structured set of guidelines to work from.Here we show how expert evaluation works, walk through Nielsen's widely used set of 10 heuristics, and explain how the same principles can be extended to benchmarking: a more formal process of scoring designs against detailed criteria and comparing performance across sites or over... ## Redpanda named a Leader in G2's Fall 2026 Event Stream Processing Reports DevFeed: [Redpanda named a Leader in G2's Fall 2026 Event Stream Processing Reports]() Original publisher: [Read original article]() Author: Redpanda Published: 2026-09-01T00:00:00Z Content type: article Language: en Sources: [Redpanda]() Topics: [stream-processing](), [streaming-data-processing](), [Usability](), [real-time](), [Streaming](), [Software]() Tags: [2026](), [announcement](), [event](), [performance](), [real-time](), [reports](), [software](), [stream-processing](), [streaming](), [usability]() ### AI overview Redpanda reports that it was recognized in 10 G2 Fall 2026 Event Stream Processing reports, earning first place in eight indexes, including implementation, usability, results, and relationship. The article also highlights Redpanda Shadowing for migration from Confluent and cites a 4.7 out of 5 average rating across 53 G2 reviews. ### Source excerpt Redpanda ranked #1 in Implementation, Usability, Results, and Relationship Indexes in G2's Fall 2026 Event Stream Processing Reports. ## The Custodial Era of UX: Cleaning Up After AI DevFeed: [The Custodial Era of UX: Cleaning Up After AI]() Original publisher: [Read original article]() Author: Anna Kaley, Raluca Budiu Published: 2026-08-28T17:00:00Z Content type: article Language: en Sources: [NN/g latest articles and announcements]() Topics: [User experience (UX)](), [Artificial Intelligence](), [Usability](), [Accessibility](), [Information Architecture](), [User interface design]() Tags: [accessibility](), [ai](), [article](), [cognitive-load](), [complexity](), [information-architecture](), [interaction-design](), [mental-models](), [speed](), [usability](), [ux]() ### AI overview AI enables teams to create content, prototypes, code, and working features faster than UX teams can evaluate them, creating UX debt. The article describes UX's role in reviewing AI-generated work, assessing its usefulness and usability, and restoring clarity, accessibility, trust, and coherence. ### Source excerpt AI lets teams build faster than UX can evaluate. UX can adapt by building shared judgment, accelerating evaluation, and guiding AI-generated designs. ## AI Can't Replace Real Research in Empathy Mapping DevFeed: [AI Can't Replace Real Research in Empathy Mapping]() Original publisher: [Read original article]() Author: Rachel Krause Published: 2026-08-28T17:00:00Z Content type: opinion Language: en Sources: [NN/g latest articles and announcements]() Topics: [Artificial Intelligence](), [Usability](), [User interface design](), [data]() Tags: [ai](), [article](), [data](), [research](), [usability]() ### AI overview AI can help synthesize research already collected, but it cannot replace real user research in empathy mapping. AI-generated user statements may sound plausible yet lack evidence from specific people and contexts, while real observations and quotes provide the specificity that makes empathy maps useful. ### Source excerpt AI can help you organize research you've already collected, but it can't create research evidence about the specific, messy experience of real users. ## From Concept to Restaurant Pilot in Under a Year DevFeed: [From Concept to Restaurant Pilot in Under a Year]() Original publisher: [Read original article]() Author: Global Technology Published: 2026-08-25T17:13:54Z Content type: article Language: en Sources: [McDonald's Technical Blog - Medium]() Topics: [User experience (UX)](), [User interface design](), [Usability](), [Front end](), [Testing]() Tags: [collaboration](), [digital-transformation](), [frontend](), [innovation](), [product-development](), [prototyping](), [testing](), [usability](), [user-research](), [ux](), [ux-design]() ### AI overview The article describes how McDonald's used user research, rapid prototyping, cross-functional collaboration, and real-world testing to develop Sesame UX and move it from concept to a live restaurant pilot in under a year. The work addressed crew needs, operational complexity, and business priorities for the company's global POS system. ### Source excerpt How McDonald's combined user research, rapid prototyping, and cross-functional collaboration to bring Sesame UX from idea to reality. by: Ryan Bush, Sr Manager, UX Design & Kartik Patel, Software Engineer II Quick Bytes Bringing a new Point-of-Sale (POS) experience to life at McDonald's scale required balancing crew needs, operational complexity, and business priorities Research, prototyping, and real-world testing showed a new approach could improve speed, accuracy, and usability for crew members Sesame UX moved from concept to a live restaurant pilot in under a year, demonstrating measurable improvements and a new approach to innovation at scale Creating meaningful change at the scale of McDonald's means navigating deeply entrenched operational practices, specialized technology, and market-specific requirements. Any new idea must not only solve a meaningful problem but also demonstrate value that resonates across a broad and diverse set of stakeholders. Driving transformative innovation in an organization at this scale requires building shared alignment around the root problem, the opportunity it presents, and the value a proposed solution can create. It also requires using cost-efficient methods to prove to stakeholders the undeniable value of the change, along with a team of determined individuals who can get creative and who aren't deterred by obstacles or setbacks. McDonald's global Point-of-Sale (POS) system, Sesame, is actively used by over one million crew members worldwide. Markets, Owner/Operators, and managers have invested significant time and resources in training crew members to use the system, and thousands of crew members have mastered the POS experience. With this level of scale and investment, how could an organization evolve the frontend POS experience while building on the strengths of an already proven platform? How could the benefits outweigh the cost of the change? Building on a foundation used by millions The Sesame platform has evolved over ## The Infinite Scroll Was a Design Crime. Now Meta is Paying for It. DevFeed: [The Infinite Scroll Was a Design Crime. Now Meta is Paying for It.]() Original publisher: [Read original article]() Author: Simon Sterne Published: 2026-08-25T11:30:00Z Content type: opinion Language: en Sources: [Web Designer Depot]() Topics: [web design](), [User experience (UX)](), [Usability](), [Front end](), [Web Development](), [Web](), [Document Object Model (DOM)](), [Software Engineering](), [browser](), [browsers](), [CSS]() Tags: [addictive-design](), [behavioral-design](), [browser](), [browsers](), [css](), [dark-patterns](), [design](), [design-ethics](), [digital-detox](), [digital-wellness](), [dopamine-loops](), [ethical-design](), [front-end-development](), [infinite-scroll](), [meta](), [meta-lawsuit](), [meta-trial](), [social-media-lawsuit](), [software](), [tech](), [tech-ethics](), [tech-industry](), [tech-news](), [ui-ux](), [usability](), [user-experience](), [ux](), [ux-design](), [ux-usability](), [web-design](), [web-development]() ### AI overview The article argues that infinite scroll prioritized addictive engagement and advertising over usability, accessibility of stopping cues, and front-end integrity. It discusses legal scrutiny of Meta's Instagram and Facebook feeds, performance and state-management problems, and calls on web professionals to abandon the pattern. ### Source excerpt The infinite scroll was never a UX feature--it was a slot machine disguised as code. Now, as Meta faces a historic trial over algorithmic addiction, web designers must finally confront the ugly truth: we sacrificed basic usability and human willpower just to keep users trapped in a bottomless pit. ## New Insurance UX Research: 3 Key Takeaways DevFeed: [New Insurance UX Research: 3 Key Takeaways]() Original publisher: [Read original article]() Author: Mark Crowley Published: 2026-08-25T08:30:00Z Content type: article Language: en Sources: [Baymard Institute]() Topics: [User experience (UX)](), [Usability](), [Benchmark]() Tags: [article](), [benchmark](), [launch](), [research](), [usability](), [ux]() ### AI overview Baymard announces qualitative Insurance UX research based on 4,700+ hours of research and usability testing across 20 US and UK insurance sites. The study identified more than 1,700 medium-to-severe usability issues and produced over 190 guidelines. It highlights users' difficulties with unfamiliar insurance concepts, friction-filled quote flows, and trust in insurance brands. ### Source excerpt (Note: Unfortunately, e-mail and RSS don't support advanced layouts and features. If the graphics in this article look strange, you may want to read the article in your web browser.) Key Takeaways Baymard has new qualitative UX research on Insurance UX The research uncovered UX issues and identified UX solutions specific to Insurance users and sites At a high level, Insurance users struggle with unfamiliar concepts, friction-filled quote flows, and brand trust Key Stats 4,700+ hours usability testing, analyzing, and researching the UX of Insurance sites 220 qualitative participant/site usability test sessions following the "Think Aloud" protocol 1,700+ medium-to-severe usability issues in testing Today at Baymard, we're announcing the launch of our new Insurance UX research. 8 US and 12 UK Insurance sites were tested, including providers (some of whom are also banks) and aggregators (where test participants could compare Insurance quotes across many providers). The 9 UK Insurance sites tested were Halifax, Aviva, Direct Line, LV/Liverpool Victoria, TSB, Insure and Go, Allianz, Avanti, and Santander, while the 3 aggregators were Compare the Market, MoneySuperMarket, and Go Compare. The 8 US Insurance sites tested were Liberty Mutual, Travelers, Progressive, GEICO, Amica Mutual, Lemonade, Root Insurance, and Allstate. This primary research is supplemented by our ecommerce UX benchmark, which includes AXA UK, Generali, "Progressive", "Liberty Mutual", "Travellers", "Allstate", and State Farm. During testing, the participants encountered 1,700+ medium-to-severe usability issues as they attempted to use Insurance sites to explore options and eventually add coverage. Our analysis of these issues has resulted in 190+ guidelines on Insurance industry UX, available in our research findings. In this article, we'll provide 3 high-level observations on where users on Insurance sites struggle: Understanding unfamiliar Insurance concepts and descriptions Progressing through the I ## The Cloudflare Blog -- brought to you by EmDash DevFeed: [The Cloudflare Blog -- brought to you by EmDash]() Original publisher: [Read original article]() Author: Amy Dutton Published: 2026-08-24T19:00:00Z Content type: article Language: en Sources: [Cloudflare Blog]() Topics: [EmDash](), [Content Management System](), [migration](), [Astro](), [Cloudflare](), [Usability](), [Front end]() Tags: [astro](), [cloudflare](), [cloudflare-workers](), [content](), [developer-platform](), [developers](), [emdash](), [engineering](), [frontend](), [infrastructure](), [migration](), [performance](), [usability]() ### AI overview Cloudflare describes migrating its blog to EmDash, a CMS built for Astro and Cloudflare. The article covers the Customer Zero approach, migration lessons, usability testing, scalability, production validation, and frontend improvements including dark mode. ### Source excerpt We migrated the Cloudflare Blog to EmDash to prove our stack at massive scale. Here is how we stress-tested performance, safely routed production traffic, and redesigned the frontend experience. ## Healthcare UX: Design that Saves Lives DevFeed: [Healthcare UX: Design that Saves Lives]() Original publisher: [Read original article]() Author: Laia Tremosa Published: 2026-08-24T16:00:00Z Content type: article Language: en Sources: [UX Daily - User Experience Daily]() Topics: [User experience (UX)](), [User interface design](), [Usability](), [Artificial Intelligence](), [Virtual reality]() Tags: [artificial-intelligence](), [design](), [health-tech](), [healthcare](), [ui-design](), [usability](), [ux](), [ux-design]() ### AI overview This article explains why UX design is especially consequential in healthcare, where poorly designed interfaces can contribute to dangerous mistakes. It discusses healthcare products and services, the growth of digital health and telemedicine, and the role of UX/UI design in improving engagement, usability and retention. It also notes how emerging technologies such as virtual reality and artificial intelligence may shape healthcare design. ### Source excerpt UX (user experience) design has the potential to improve people's everyday lives. The stakes are even higher if you work as a UX designer in the healthcare industry. The health-tech sector is among the fastest-growing in the world, with expected revenue of USD 1,305.1 billion in 2030, according to Grand View Research. As a UX designer, you have the opportunity to help define the future of healthcare. Let's look at the role of UX design within the healthcare field, the impact of the COVID-19 pandemic on digital health solutions, the aging population phenomenon, and the pivotal role of design for emerging technologies such as Virtual Reality (VR) and Artificial Intelligence (AI).Most digital h... ## How to Ensure a Smooth Design Handoff DevFeed: [How to Ensure a Smooth Design Handoff]() Original publisher: [Read original article]() Author: Kasturika Kasturika Published: 2026-08-19T10:00:00Z Content type: article Language: en Sources: [UX Daily - User Experience Daily]() Topics: [User Experience](), [User interface design](), [Usability](), [Accessibility](), [Agile]() Tags: [accessibility](), [agile](), [cc-by-sa](), [collaboration](), [communication](), [design](), [developers](), [interaction-design](), [usability](), [user-experience](), [video]() ### AI overview This article explains how designers and developers can collaborate more effectively during design handoffs. It emphasizes clear communication, mutual understanding of design and development constraints, and shared responsibility for delivering a good user experience, with particular attention to specifications, accessibility, responsive behavior, and agile workflows. ### Source excerpt In your work as a designer, you will find yourself working closely with different stakeholders, and none more common than software engineers or developers, who are responsible for implementing your designs. Designers and developers share a common goal -- to do what's best for the user and for the business. But the day-to-day realities of their collaboration aren't so clear-cut and idyllic. The main reason: miscommunication. Here are some tips to help you maintain smooth relations with "the other side."Communication is the most important skill a designer must have. In fact, every deliverable a designer creates is a form of communication: personas, journey maps, storyboards, sitemaps, user flow... ## The Hidden Cost of Bad UX: How Much Revenue Are You Leaving on the Table? DevFeed: [The Hidden Cost of Bad UX: How Much Revenue Are You Leaving on the Table?]() Original publisher: [Read original article]() Author: Christian Holst Published: 2026-08-19T08:12:00Z Content type: article Language: en Sources: [Baymard Institute]() Topics: [User experience (UX)](), [Usability](), [web applications](), [coding]() Tags: [article](), [best-practices](), [business](), [checkout](), [cost](), [design](), [ecommerce](), [insights](), [leadership](), [metrics](), [product](), [research](), [revenue](), [usability](), [ux]() ### AI overview Baymard presents an Opportunity Sizing Calculator that estimates the revenue recoverable from reducing ecommerce UX friction. It translates user research and usability improvements across areas such as checkout, navigation, and product pages into projections that can support roadmap prioritization, budget decisions, and executive buy-in. ### Source excerpt (Note: Unfortunately, e-mail and RSS don't support advanced layouts and features. If the graphics in this article look strange, you may want to read the article in your web browser.) How much revenue is your site losing each month because of unnecessary UX friction? If you are like most ecommerce leaders or UX managers, you know that friction points across checkout, product pages, and navigation cause shoppers to abandon. Yet, when competing for roadmap resources or budget approvals, UX research is often categorized as an internal software or subscription expense rather than a top-line revenue driver. Without concrete financial estimates to back up your design priorities, critical usability improvements often get pushed aside. To help you translate UX friction into clear commercial impact, Baymard has developed an Opportunity Sizing Calculator. This tool converts Baymard's actionable user research into quantifiable projections, showing you the exact revenue you can unlock by systematically applying proven UX best practices to your site. Moving from Opinions to Research-Backed Forecasting Prioritizing a product roadmap often turns into a debate of subjective opinions, where the loudest voice in the room or the most senior person's viewpoint takes priority. UX designers and product managers must frequently advocate for critical usability fixes against competing internal requests, relying on qualitative arguments that struggle to secure executive support. Baymard's Opportunity Sizing Calculator bridges the gap between design priorities and executive decision-making, helping you secure buy-in. This means you're better able to: Connect specific usability insights directly to top-line revenue Build an unshakeable business case for leadership Give directors and VPs clear line-of-sight into the ROI of resolving site friction Get your personalized opportunity metrics: Book a short call with our team and find out how much revenue you could recover with better UX. Book a demo ## Ebb, Meet Flow: Intrinsic Design in a Nutshell DevFeed: [Ebb, Meet Flow: Intrinsic Design in a Nutshell]() Original publisher: [Read original article]() Author: L. Jeffrey Zeldman Published: 2026-08-18T17:24:50Z Content type: opinion Language: en Sources: [Jeffrey Zeldman]() Topics: [Responsive Design](), [web design](), [Front end](), [web-standards]() Tags: [authoring](), [best-practices](), [css](), [design](), [essentials](), [responsive](), [responsive-design](), [responsive-web-design](), [rwd](), [standards](), [state-of-the-web](), [the-essentials](), [the-profession](), [type](), [typography](), [usability](), [user-experience](), [ux](), [w3c](), [web-design](), [web-design-history](), [web-standards](), [webdesign](), [webtype]() ### AI overview This article explains intrinsic or fluid responsive design: define type scales for small and large screens, then let the browser interpolate between them according to viewport width. It connects the approach to earlier ideas about designing for the web's natural ebb and flow and to the development of Responsive Web Design through improved web standards and browser support. ### Source excerpt In 2020, the gifted makers of websites at Clearleft shared methods to achieve fluid responsive design. "Utopian" web design was (and still is) their half-kidding name for this approach, which Apple's Jen Simmons, working indendently, called "intrinsic design." Instead of chasing an ever-changing number of fixed breakpoints, utopian or intrinsic design follows the web's intrinsic [...] The post Ebb, Meet Flow: Intrinsic Design in a Nutshell appeared first on Jeffrey Zeldman Presents. ## How to Explain Complex Design Ideas So People Get Excited and Promote You DevFeed: [How to Explain Complex Design Ideas So People Get Excited and Promote You]() Original publisher: [Read original article]() Author: Rikke Friis Dam Published: 2026-08-17T14:00:00Z Content type: tutorial Language: en Sources: [UX Daily - User Experience Daily]() Topics: [User Experience](), [Usability](), [Template](), [App]() Tags: [communication](), [how-to](), [resource](), [skills](), [usability](), [user-experience](), [video]() ### AI overview Don Norman explains how to communicate complex design ideas clearly and build audience interest. He recommends beginning with practical examples, then introducing the abstractions that connect them, while conveying genuine enthusiasm for the subject. ### Source excerpt You are an expert! If you want to move up in a company or convince people to support your ideas, you need to communicate your expertise and excitement clearly. Sounds easy, right? The problem is that the more expertise you have, the harder it can be to communicate. In this video, Don Norman shares his ideas for avoiding this problem. One is to start with practical examples that your audience can easily understand, then talk about abstractions that tie those examples together. So, before you talk about the history of art, show some paintings, or start your next talk on usability with a live demo of an app with great usability, or a usability fail! You should also convey your excitement. If yo... ## One AI Output Is an Example, Not an Evaluation DevFeed: [One AI Output Is an Example, Not an Evaluation]() Original publisher: [Read original article]() Author: Raluca Budiu Published: 2026-08-14T17:00:00Z Content type: article Language: en Sources: [NN/g latest articles and announcements]() Topics: [Artificial Intelligence](), [Human-AI evaluation](), [LLM evaluation / benchmarking](), [benchmarking](), [User experience (UX)]() Tags: [ai](), [article](), [benchmarking](), [confidence-interval](), [eval](), [evaluation](), [language-models](), [llm](), [metrics](), [nondeterminism](), [performance](), [research](), [statistical-significance](), [usability]() ### AI overview One AI output is only an example, not a reliable evaluation. Because AI systems can produce different results from the same input, teams should assess them with multiple representative inputs, repeated runs, quantitative metrics, and confidence intervals. ### Source excerpt One output cannot establish how well an AI system performs. Evaluate with multiple representative inputs, repeated runs, and confidence intervals. ## What's new in Sentry Logs: The summer 2026 roundup DevFeed: [What's new in Sentry Logs: The summer 2026 roundup]() Original publisher: [Read original article]() Author: Ben Coe; Allison Rogers Published: 2026-08-11T09:00:00Z Content type: release Language: en Sources: [Sentry Blog]() Topics: [Usability](), [tracing](), [data]() Tags: [2026](), [changelog](), [improvements](), [logs](), [usability]() ### AI overview A summer 2026 roundup of Sentry Logs updates, including log pinning, shareable URL state, large-scale exports with JSONL support, aggregate-aware exports, faster loading, and log viewer usability improvements. ### Source excerpt Everything that shipped for Sentry Logs this summer: log pinning, JSONL exports, terabyte-scale search, and a dozen usability improvements. ## The anatomy of accessible forms: Required form fields DevFeed: [The anatomy of accessible forms: Required form fields]() Original publisher: [Read original article]() Author: Aparna Pasi Published: 2026-08-06T15:47:31Z Content type: article Language: en Sources: [Deque]() Topics: [Accessibility](), [Forms](), [Web Content Accessibility Guidelines](), [Usability](), [Web](), [User interface design]() Tags: [a11y-for-developers](), [accessibility](), [accessibility-best-practices](), [accessible-forms](), [accessible-required-form-field](), [eaa](), [errors](), [european-accessibility-act](), [standards](), [usability](), [web](), [web-content-accessibility-guidelines]() ### AI overview This article explains why accessible forms matter for inclusive digital experiences, usability, and compliance with the European Accessibility Act, the Americans with Disabilities Act, and WCAG. It uses a rental-car booking example to show how unclear required-field indicators and vague error messages can make forms difficult to complete, then introduces methods for indicating required fields, including placing the word "required" in the visible label. ### Source excerpt Creating accessible forms ensures your forms are accessible to all users while meeting standards like ADA, WCAG, and EAA compliance. The post The anatomy of accessible forms: Required form fields appeared first on Deque. ## UX Conference October Announced (Oct 26 - Oct 29) DevFeed: [UX Conference October Announced (Oct 26 - Oct 29)]() Original publisher: [Read original article]() Published: 2026-08-04T08:43:32Z Content type: news Language: en Sources: [NN/g latest articles and announcements]() Topics: [User experience (UX)](), [Artificial Intelligence](), [Usability]() Tags: [ai](), [conference](), [event](), [learn](), [skills](), [training](), [usability](), [user-research](), [ux]() ### AI overview NN/G announces live virtual UX training courses running October 26-29, 2026. The program covers UX best practices, hands-on exercises, collaboration, certification, and optional specialties including AI for design workflows, AI product strategy, usability testing, and AI-assisted user research. ### Source excerpt Take up to 2 in-depth training courses, teaching user experience best practices for successful design. Training focused on long-lasting skills for UX professionals. October 26 - October 29, 2026. ## No New Name Has Replaced "UX" DevFeed: [No New Name Has Replaced "UX"]() Original publisher: [Read original article]() Author: Rachel Banawa Published: 2026-07-31T17:00:00Z Content type: article Language: en Sources: [NN/g latest articles and announcements]() Topics: [User Experience](), [Usability](), [Artificial Intelligence]() Tags: [ai](), [ai-tools](), [article](), [usability](), [user-experience]() ### AI overview A survey of 604 technology and design professionals found that "UX" remains the default name for the field, despite the growth of related terms such as usability, human-centered design, customer experience, design, and experience design. The article explains that these labels coexist with overlapping meanings as product managers, broader research participation, and AI tools expand who contributes to research and design work. ### Source excerpt A survey of 604 tech and design professionals found that "UX" remains the default name for our field, while alternative names remain fragmented. ## Make scalable routing system for your Flutter Apps DevFeed: [Make scalable routing system for your Flutter Apps]() Original publisher: [Read original article]() Author: Kanan Yusubov Published: 2026-07-29T15:25:43Z Content type: tutorial Language: en Sources: [Flutter Community - Medium]() Topics: [Flutter](), [Routing (disambiguation)](), [navigation](), [modules](), [Dependency injection](), [Usability]() Tags: [clean-architecture](), [dependency-injection](), [flutter](), [go-router](), [modular-router](), [modules](), [navigation](), [router](), [routing](), [routing-system](), [usability]() ### AI overview This tutorial describes a scalable, decoupled routing system for Flutter apps. It explains a wrapper built on go_router that adds typed route arguments, native and path parameters, cross-module modularization, nested routes, presentation modes, and type-safe route guards. ### Source excerpt Recently, I've been working on migrating our app's routing system. We previously used auto_route, but eventually realized its tightly coupled nature made it incredibly difficult to scale across independent modules. Furthermore, its heavy reliance on code generation became a bottleneck for our workflow. To resolve this, we decided to architect a clean, scalable, and highly decoupled routing system. Our new solution is a powerful wrapper built on top of go_router. It abstracts away the raw string navigation and supercharges the router with custom features to maximize usability and type safety. In this blog post, I will walk you through the core benefits of this new routing system, covering the following key topics: Unified Routing Protocol (AppRouteInfo) Strictly Typed Route Arguments Native & Path Parameters Support Cross-Module Modularization (AppModuleRouter) Hierarchical Back stack & Sub-Routes (Nested Route Definitions, Decoupled Cross-Module Navigation) Dynamic Presentation Modes (e.g., Native, ModalSheet, NoTransition) Guard Interceptor Mechanism (Type-Safe Redirects, Global Interceptors) Note: This blog will show the general usage and problems it solved. For more detailed code, you can check the following link: https://github.com/thisisyusub/scalable-routing-system-demoArchitectural Structure of Routing System Here is how the demo application is structured to achieve a fully decoupled, scalable routing system: scalable_routing_system_demo (main app): The entry point of the application responsible for wiring up all services, dependency injection, and global route configurations. app_routes: Houses all route definitions, parameters, routing protocols, and models to ensure fully type-safe navigation. This is decoupled from the core routing package to separate app-specific business needs from generic routing mechanics. routing_system (core router): A generic, domain-agnostic router package that has zero knowledge of the app's specific routes. It exclusively provid ## How we built the new Table of Contents feature DevFeed: [How we built the new Table of Contents feature]() Original publisher: [Read original article]() Author: Scott Batson Published: 2026-07-23T14:28:55Z Content type: article Language: en Sources: [Medium]() Topics: [Chrome extension](), [data](), [Usability](), [Code](), [JavaScript]() Tags: [article](), [chrome-extension](), [code](), [extension](), [feature](), [javascript](), [programming](), [software-development](), [software-engineering](), [usability](), [web-development]() ### AI overview The article explains how Medium built a dynamic Table of Contents feature for its editor. It compares the approach of an existing Chrome extension, which inserts a static list into a post, with Medium's approach of generating the table of contents from the post body at render time so revisions remain reflected automatically. ### Source excerpt How a feature goes from idea to prototype to shipped For years, there's been this really popular Chrome extension for adding a table of contents to your Medium stories. Props to Vinicius De Antoni for writing a popular chrome extension all those years go. The extension was so popular, we even wrote about it in our Medium Handbook. How to make a table of contents for your Medium story The fact that it was so popular was a signal to me. There was a decent size of our user base that wanted this feature. So, at first I set out to just copy it. The Chrome extension extends the popup menu we have in the editor to add a new option. Just a styled button on the existing list. const inject = () => { const tooltipToggleMenu = document.querySelector( "[data-action=inline-menu]", ); const tooltip = document.querySelector(".inlineTooltip"); const tooltipMenu = document.querySelector(".inlineTooltip-menu"); const addEmbedButton = document.querySelector( ".inlineTooltip-menu [title='Add an embed']", ); if (!tooltip || !tooltipToggleMenu || !tooltipMenu || !addEmbedButton) { return; } tooltip.style.width = "auto"; const toCButton = document.querySelector("[data-action='inline-menu-toc']"); if (toCButton) { return; } const handleAddToCClick = (e) => { const container = document.querySelector(".is-selected"); tooltipToggleMenu.click(); container.innerHTML = generate().join(" "); setTimeout(() => { simulateKeydown(container, 13); }, 0); }; const addToCButton = addEmbedButton.cloneNode(true); const title = "Add a Table of Contents"; addToCButton.setAttribute("title", title); addToCButton.setAttribute("aria-label", title); addToCButton.setAttribute("data-action", "inline-menu-toc"); addToCButton.setAttribute( "data-action-value", "Generate a table of contents", ); addToCButton.setAttribute("data-default-value", "Table of contents"); addToCButton.innerHTML = "⋮"; addToCButton.style.color = "rgb(26, 137, 23)"; addToCButton.style.border = "1px solid"; addToCButton.style.fontWeight = "bo [Next page]()