#AI mostly solved time & attention. The bottleneck is judgment. #Agents handle tedious migration work, but humans must decide what is maintainable, secure, reliable & robust when key people leave. Next: expert context → reusable skills Once judgment is encoded, creativity is next buff.ly/PZlw7h6

Judgment and creativity are all you need.

When I joined Imprint a little less than a year ago, our deploys were manual, requiring close human attention to complete. Our database migrations were run manually, too. Developing good software is…

lethain.com

#DesignSystems are not replaced by #AI, they become more important. v0 now learns your real system from code, docs, and apps, then validates every build. That means no fake tokens or drift. Teams get consistent UI grounded in truth, not approximation via @vercel tools. →

Design System 2.0 in v0

buff.ly

AI won’t fix a broken workflow, it will speed it up. Aaron Gustafson’s talk says accessibility has to be built in from planning to release, or #AI will scale the same barriers teams already ship. Good reminder for product and #design teams @Microsoft #accessibility →

Can Your AI Pass the Accessibility Test? :: Aaron Gustafson

Last week at Microsoft Build, Jessie Lorenz, Carie Fisher, and I gave a short talk on a question every AI-enabled product team should be asking: can your AI pass the accessibility test? The core…

buff.ly

Polar’s Orbit is a design system built for #LLM-generated UI. It shifts styling from open-ended strings to typed tokens, removes raw layout escape hatches, and relies on CI checks so consistency is enforced by code, not by memory. →

Building an LLM safe design system

Our quest to build a scalable, LLM-safe design system

buff.ly

#UI quality is not just start and end states. This post says every frame should be understandable, because users read polish as a signal of care. That means no flashes, no partial loads, no inconsistent copy, and no weird mid-animation states. @nikitonsky →

Every Frame Perfect

How imprecise UI animations erode trust in product

buff.ly

#AI is killing the #design model. Research → Design → Build where humans manually made the thing. Now AI gen changes the real skill to taste, judgment & intent. The new role is defining goals, constraints, architecture & codified taste to avoid generic AI slop. → buff.ly/UxC32gM

Overwhelmed by AI hype, do this: 1. Don't read predictions, read field reports only 2. For each, ask 3 questions: - new outcomes - actions you can take in response - value of those outcomes to you 3. Stay outcome oriented: what result are you chasing? → buff.ly/CI86skm

How to Make Sense of AI

Keeping up with a fast changing, revolutionary technology can seem scary. Here are some ruthless guidelines to make sense of it effectively.

commoncog.com

#UX #research: statistically significant ≠ worth caring about It means: "is this effect probably real?" Practical significance asks: "is it big enough to matter for users or the business?" Always pair stats with: would users notice, and does this move metrics at our scale. → buff.ly/dx8Lo6o

Statistical Significance Isn’t the Same as Practical Significance

Statistical significance helps establish whether a result is reliable, while practical significance helps determine whether it is worth acting on.

nngroup.com

#AI #UX feels off b/c they ship raw capabilities, not rethought interactions. Chat is overused, moving friction from builders to users. Fix: right modality per task (not always chat), less prompting more smart defaults, design for tiny trustworthy wins, UX is about how it feels. buff.ly/hDkqS34

Why AI-Generated UX Still Feels Off

AI-generated UX often feels simply 'wrong.' Human skills in anticipatory design and user flows are crucial to combat the 'uncanny valley' of AI UX

vandelaydesign.com

Remember when Mac & iOS apps looked alive? @lmnt.me argues that flat minimalism made everything fell samey. Harder to see what's clickable, harder to spot quality craft, harder for users to understand the UI. It's not just style, we lost a shared visual language for software wdyt? buff.ly/SD2pC5K

Have We Forgotten How to Design?

Last week, I read a story about how Waymo (self-driving taxi service) is partnering with Door Dash (food delivery service). And it surprised me. I was genuinely shocked. I couldn’t believe it.…

lmnt.me

#Slots available in @Figma.com now, a great time to revisit your #designSystem buff.ly/sEiHnq0 Slots help avoid users breaking components, and make maintaining some components a lot easier. Instead of adding lists of 20 items, with 15 of them hidden, just use a slot, which lets you add items.

How to Supercharge your Design System with Slots | Figma Blog

Slots give you the ability to customize components without breaking the system. We’re sharing five field-tested tips from early users to help you unlock more freedom without giving up control.

buff.ly

Design shifts: applied craft → liberal art of technological culture, fewer folks designing, more becoming design literate: can read, analyze & critique UIs. It's not just vibes, buff.ly/5kK2VVe says we are mid “a design turn.” It reframes the job: being thoughtfully critical of what gets built.

Love this idea of using #AI: buff.ly/5u6PIrS Don't let AI jump straight into implementation, it should first do structured planning with you: 1. Capabilities 2. Components 3. Interactions 4. Contracts This way AI thinks about those steps & you can influence core concepts before implementation.

Design-First Collaboration

Before writing code, dialog with progressive levels of design alignment

buff.ly

Why does claude pick certain products? → bit.ly/3ONQUIH I guess it's good it does not recommend paid products, I am sure this will come, the internet is all about making money. 😑 Are high pick rate tools is better? Not necessarily. Pick rate reflects how often it appears in training data.

Amplifying — AI Benchmark Research

Systematic analysis of how AI systems make decisions — from product recommendations to developer tool choices.

bit.ly

What impact does #AI have on the well-being of employees? This post says, it may lead to burn out and more: buff.ly/wkEfrrY The pressure to deliver more and more is mounting. And using AI does not increase the speed of every task equally. Especially when it matters to get it right.

Great notes by @addyosmani.bsky.social on writing #Agent #specs: buff.ly/lvRn1jp - Start high-level - Use PRD structure - Cover essentials: Commands, testing, do's and don'ts - plan/refine spec before execution - sub-agents for specialized sections (e.g. DB) - Add self-checks

How to Write a Good Spec for AI Agents

This post first appeared on Addy Osmani’s Elevate Substack newsletter and is being republished here with the author’s permission.TL;DR: Aim for a clear

buff.ly

Will the #AI investment bubble burst? @hughhowey.com thinks so: buff.ly/Vym79ux Why? - 80% of 6,000 firms show zero productivity gains - First mover weak: OpenAI unlikely to dominate as Google/Amazon build own models - Chinese free open models like DeepSeek match paid ones Wdyt?

The AI Bubble is Bursting - Hugh Howey

A lot to unpack here, but first let me stress the difference between the AI investment bubble bursting, the AI hype train derailing, and any chance that AI is going to disappear from your life. All…

buff.ly

#Agents ship frontends without humans in the loop, a11y tooling needs to catch up. Agents need: structured violations + rule IDs, selectors, fix ops, fixability, context, guidance & diff based verification. more about #a11y tooling for agents by @ckundo.bsky.social: buff.ly/8YFIjpe

Accessibility Tooling for Agentic Coding Loops

Coding agents are writing and modifying front-end code at scale. If your team maintains a design...

dev.to

Some interesting thoughts on #Agent design patterns buff.ly/Bj6uP1G - combat finite tokens by allowing agent to write files - avoid tool dumps instead provide tools via mcp or file system when needed - use usb-agents to isolate context and share via summary files

Agent design patterns

Agent design patterns.

buff.ly

Writing code is mostly obsolete according to @antirez.bsky.social. You can focus on higher problems and let #AI fix your tests or migrate to that new software, saving you hours if not weeks. This also allows small teams now punch like big ones, just faster → antirez.com/news/158

We talk about “inevitable” AI disruption, but this is a story told by people who profit from chaos. There are possible 3 futures: A) rapid automation, mass unemployment, social shock B) slower shift, painful but manageable adaptation C) Amish style discernment 🔗 buff.ly/r3OXPVn

A #designSystem functions like an immune system, allowing broad participation in shipping UI while keeping the overall experience coherent. DS ROI: directly improves AI output quality, no more messy UI but on-brand, accessible, production-ready interfaces 🔗 buff.ly/MnylkxK

Design Systems Are Having Their Moment

AI coding tools are only as good as the constraints you give them. Design systems aren't competing with AI, they're the infrastructure AI needs to do its job well.

pixelflips.com

Why do we even pay for software in a world of #AI. It's not because we couldn't build it, but because we don't want to own it. Owning a software solution comes at a constant cost, which distracts you from focussing on what you actually sell. 🔗 buff.ly/DIatG12 by @quinnkeast.com

What, then, are we paying for?

Software is problem ownership

buff.ly

#DesignSystems don't fail on components, they fail on enforcement according to @nngroupux.bsky.social A DS enforcer – Makes teams use the system – Folds good exceptions back in – Mediates conflicting product asks Goal: slightly messy, widely adopted system solving real problems 🔗 buff.ly/9vKJWRV

Your Design System Needs an Enforcer

Although design systems promise consistency, most still fail without someone actively enforcing the rules and making teams follow them.

nngroup.com

Should AI-era UX skips wireframes for data + context + evals? Analytics reveal friction; user stories the "why"; automated tests validate: buff.ly/TYj7PFZ Does it work? Can AI understand the friction without human intuition? Will it create the best or most common flow? What is your experience?

The new UX Toolkit: data, context, and evals

Designing how models behave

buff.ly

Saying No in the age of AI can't be argued with time constraints, so is it still valuable? @jim-nielsen.com says yes: buff.ly/EbvVXlY Saying no may matter more than ever! To build good products we need to keep in mind the users attention constraints. More is often not better, focused products win.

Use the Kano Model to help your product teams prioritize features by revealing how they drive or erode customer satisfaction: buff.ly/2Agy8to Kano classifies 4 categories - Performance (more = happier) - Must-be (expected, absence frustrates) - Attractive (delighters) - Indifferent (no impact)

The Complete Guide to the Kano Model | Folding Burritos

A step-by-step, in-depth guide to using the Kano Model to prioritize your backlog for customer satisfaction and delight

buff.ly

An ever-so important take on #MVPs in the time of AI: buff.ly/K6B4k0S The argument: Barebones prototype to test ideas don't work. Instead, build a polished, competitive product for an existing category where you can quickly become the best option. MVP: narrow niche + specific audience.

Rethinking the startup MVP: Building a competitive product | Linear

Today's startup MVP is about iterating early to build the highest quality competitor to an existing idea, not validating a novel one. This journey involves refining early ideas to compete in an…

buff.ly

Want to get a good overview over some of the most important #UX methods? Check out buff.ly/5SVJUCn with topics like A/B testing, diary studies or tree testing.

The UX Cookbook

Handcrafted recipes to get you started with everything UX — user research, design, usability testing, and more. We're always cooking up new recipes, so check back frequently!

buff.ly

My colleague @ericwbailey.website wrote about the issues with adding #keyboard #shortcuts to web apps and how you can do it the right way. By respecting OS, browser, extensions, and assistive technology bindings, and never stealing keys people rely on for basic nav. →

How an accessibility designer adds keyboard shortcuts to a web app

Keyboard shortcuts occupy a strange area for web design.

buff.ly