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THE PSYCHOLOGY BEHIND SUCCESSFUL DEMO PAGES

The best demo pages feel like a continuation of the buying journey instead of a sudden shift into “sales mode”.

AGENTFORCE NEEDED A CONTENT LAYER, SO SALESFORCE IS BUYING CONTENTFUL

Salesforce is buying Contentful to drop channel-specific content in favor of 1:1 experiences at scale.

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CODE ISN'T PRODUCT

AI-driven engineering throughput is creating a market-driven confusion between “shipping code” and “building products.” As companies rush to scale offerings, customer attention and discovery are not scaling, leading to positioning and product-work failures - often masked by costly workarounds like forward-deployed engineers or narrow “product-engineer” models.

SELF-FULFILLING PROJECTS

Some product-work problems become self-fulfilling: a narrative makes a project feel important and protects itself from being challenged by facts or existing structure. Wardley Mapping can help turn narrative into tangible and discussable assertion. Addressing the issue may require speaking from within the project's own logic before rebuilding a concrete background picture.

WHAT “DONE” MEANS WHEN YOU'RE SHIPPING AI FEATURES

“Done” for AI features can't mean “all tests pass” or “works as designed,” because AI behavior varies by user, context, and model updates. Instead, teams should redefine done as calibration: acceptance criteria expressed as output distributions, pre-built failure triage ownership, and a rehearsed rollback triggered by clear monitoring signals.

WHY WE HELP (AND HOW TO STAY HELPFUL)

Helping can be powerful, but it can also become overwhelming when it is tied to identity, urgency, methods, or power. To stay useful, we need to understand what drives our impulse to help, how it affects others, and how to pace ourselves so care does not become pressure, control, or burnout.

LIKED BEST/NEXT TIME: A LIGHTWEIGHT FEEDBACK FRAMEWORK FOR ONBOARDING

Atomic shared how it used a lightweight feedback framework called “Liked Best/Next Time” during onboarding for new delivery leads. The approach focuses on what went well and what to try differently next time, with check-ins scheduled weekly for the first month and monthly through a new team member's first 90 days.

THE AI SDK LANDSCAPE FOR PRODUCT BUILDERS

The article maps the current JavaScript/TypeScript AI SDK landscape for product builders, contrasting framework-level SDKs with provider-level SDKs and highlighting Vercel AI SDK as the UI-connected default. It then offers practical decision guidance, warns against provider-first SDK selection, and stresses that observability/evaluation should be added from day one.

TWO LLM UI PATTERNS THAT AREN'T CHAT

Structured UI patterns often work better for LLM tasks than traditional linear chat transcripts. Two effective designs include comparison tables, where each new question creates a column, and tree-based outliners, where branches can be expanded into detailed breakdowns or follow-up questions.

ON MID-CAREER SATISFACTION

Mid-career satisfaction does not come from title, money, or scope. It comes from knowing yourself, choosing work that fits your life and strengths, and judging your career by what matters to you and the people who depend on you.

WHY WE CHOSE ONE-TIME PURCHASE IN 2026

Typeahead costs $79 once because users are tired of endless subscriptions.

FEEDBACK WITH A FACE

Effective product feedback, like comedy, relies on immediate responses from real people.

Read the 2026 benchmark report from HUMAN

NEW SCREENSHOTS OF UPCOMING COPILOT SUPER APP

Microsoft looks likely to debut its unified Copilot app at Build 2026. Leaked screenshots show a GitHub Copilot tab, a Cowork tab, and a tab for Scout, an always-on AI agent. The company is trying to boost weak adoption by folding scattered tools into a single home. The integration of Teams hints that Scout may be able to run remotely.

MINIMAX M3

MiniMax M3 is an open weights model that achieves frontier-level performance on coding and agentic work. The model supports image and video input and can operate a desktop computer. It uses a new attention architecture that enables context scaling and can support ultra-long context windows of up to 1 million tokens. The model is available through MiniMax Code, the Token Plan, and MiniMax's API services.

COMPUTEX 2026 WILL BE NVIDIA'S BIGGEST EVENT OF THE YEAR. HERE'S WHAT TO EXPECT

Nvidia plans to unveil its N1X laptop chip at Computex 2026, featuring 20 ARM cores and an RTX 5070 equivalent GPU, promising improved VRAM allocation for AI applications. The company will also present its "Vera Rubin" AI platform for datacenters, aiming to strengthen its position in the AI market. Nvidia's focus on Physical and Agentic AI will highlight advancements in autonomous machines and robotics, while gaming announcements seem minimal.

CLAUDE OPUS 4.8: THE SYSTEM CARD

Claude Opus 4.8, released only six weeks after Opus 4.7, comes with a 244-page system card. While the updates are incremental, there is still a lot to talk about. Its capabilities are still well behind Mythos. This post looks at the system card, what's different between the two versions, and what this reveals about Mythos.

AGENTIC RL: TOKEN-IN, TOKEN-OUT DONE RIGHT

In reinforcement learning with LLMs, ensuring the model operates on the exact tokens sampled is crucial. Re-tokenizing can lead to drift and unreliable gradients. The solution involves never re-encoding decoded tokens and maintaining a buffer for sampled tokens to avoid drift and maintain accurate loss computation. This approach depends on a prefix-preserving chat template property, which most modern templates satisfy, ensuring reliable reinforcement learning loops without redundant re-rendering.

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PI-DYNAMIC-WORKFLOWS

pi-dynamic-workflows is a Pi extension that adds a workflow tool. It allows assistants to write an economical JavaScript script that fans out work across many isolated subagents, then synthesizes the results. Subagents can read files, run shell commands, and call structured output compactly like a normal Pi turn. The tool is great for codebase audits, multi-perspective review, large refactors, and fan-out research.

INTRODUCING 1-BIT AND TERNARY BONSAI IMAGE 4B: IMAGE GENERATION FOR LOCAL DEVICES

Bonsai Image 4B is a family of compact image-generation models that can run high-quality diffusion inference on local hardware. The 1-bit variant is for applications where memory pressure, bandwidth, and deployment footprint are the primary restraints. The ternary variant has more representational flexibility, giving it improved visual quality and prompt fidelity while remaining extremely compact. The models can run directly on an iPhone.

GROK BUILD 0.1 ON API

xAI's grok-build-0.1 is now in public beta via the API, designed for agentic coding tasks like web development and debugging. The model processes over 100 tokens/second, costing $1 per million tokens in and $2 per million out. It integrates well with platforms like Grok Build, Cursor, and OpenClaw.

ECC

ECC is a comprehensive system for multi-harness agent workflows, featuring skills, instincts, memory optimization, and security scanning.

THE AI AGENT BOTTLENECK ISN'T MODEL PERFORMANCE — IT'S PERMISSIONS

Enterprise AI agents are struggling due to permissioning issues rather than model performance. Workday addresses this by using its system of record as the governance layer, integrating with Google's Gemini, and emphasizing agent accuracy. This setup ensures agents operate within defined user permissions, crucial for regulated sectors like HR and finance.

VERIFYING AGENTIC DEVELOPMENT AT SCALE

Cognition's Ido Pesok shares lessons from building autonomous end-to-end testing into Devin, noting that for the first time, more Devin sessions are now triggered asynchronously than interactively, making verified-before-merge results a hard requirement rather than a nicety. Devin's harness gained computer-use tools roughly six months ago, and the breakthrough came when engineers started running 10-20 Devins in parallel, each with its own dev server, something impossible on a single laptop.

FULLY REMOTE)

TLDR's Applied AI team is tasked with making every process at TLDR legible to code, runnable by anyone, and composable into larger workflows. Join a small, fast moving team using the latest AI tools with an unlimited token budget. Learn more [20].

EX-DEEPMIND RESEARCHERS RAISED $50M TO BUILD AI THAT FIGURES OUT WHICH SCIENTIFIC QUESTIONS ARE WORTH ASKING

Inherent, a London-based AI lab, is building a platform called Faraday aimed at figuring out which questions are worth asking.

OPENAI ROBOTICS IS HIRING

OpenAI Robotics is looking for full-stack hardware, ops, systems, and ML engineers to help it program and manufacture robots.

3 UPCOMING NOTEBOOKLM FEATURES WE ALL SHOULD BE WAITING FOR

NotebookLM's upcoming features include Personal Preferences, Connectors, and Canvas.

OPENAI OUTLINES PLAYBOOK FOR TRUSTWORTHY THIRD-PARTY AI MODEL EVALUATIONS

OpenAI published a comprehensive guide on May 28 for conducting trustworthy third-party evaluations of frontier AI models like GPT-5.5.

HOW TO AUTOMATE AI MODEL DOCUMENTATION WITH THE NVIDIA MCG TOOLKIT

NVIDIA's MCG Toolkit automates AI model documentation, creating comprehensive model cards in Model Card++ format rapidly.

FIGMA MAKE, NOW ON YOUR LOCAL CODE

Figma Make now lets designers work directly in their production codebase, enabling visual edits, annotations, and Git-based workflows without leaving Figma. Launching in limited beta, the new capabilities — including direct editing, annotations, and PR creation — won't consume credits during the beta period. The update also enables two-way collaboration between Make and the Figma canvas, closing the loop between design and code.

YOUTUBE WILL NOW AUTO-LABEL AI-GENERATED VIDEOS

YouTube will automatically detect and label videos containing significant photorealistic AI-generated content starting in May, moving beyond its current voluntary creator disclosure system. AI labels will appear more prominently below videos or as overlays on all AI content regardless of topic, rather than being hidden in descriptions. The labels are informational only and will not affect monetization or algorithmic recommendations. Permanent labeling is required for content made with YouTube's AI tools or verified by C2PA metadata.

‘THIS IS FINE' ARTIST KC GREEN REACHES AGREEMENT WITH AI STARTUP ARTISAN

Artist KC Green has reached a settlement with AI startup Artisan after accusing the company of misusing his famous “This is fine” meme in ads for its AI assistant Ava. Artisan agreed to remove the ads in New York and San Francisco that featured a version of Green's character, and Green took down his original social media post criticizing the campaign.

PHOTOSHOP IS BEING EATEN BY THE PROMPT BOX

AI image editing is making photo manipulation more accessible by letting users describe changes in plain language instead of learning complex editing tools. However, the process often becomes an iterative negotiation, as AI can misinterpret instructions, introduce unwanted alterations, and gradually degrade image quality through repeated edits, shifting the challenge from mastering software to effectively guiding the machine.

WHY GHOST BUTTONS ARE THE ULTIMATE CONVERSION KILLER

Ghost buttons significantly reduce website conversions due to their poor visibility and weak call-to-action design. These transparent or outlined buttons fail to grab users' attention compared to solid, contrasting buttons. This post explains how replacing ghost buttons with more prominent designs can dramatically improve conversion rates.

HOW STRIPE USES 4 DEVELOPER-FIRST UX PRINCIPLES TO DRIVE MASSIVE ADOPTION

Stripe's developer-first UX is the core driver behind the $1.9 trillion in total payment volume processed in 2025 — a 34% year-over-year increase. The company built its adoption advantage on four pillars: documentation designed around user tasks, fast API integration with pre-built flows, a clean dashboard, and robust error handling that makes failures diagnosable and safe to retry. Developers evaluate risk as much as features. Stripe's design reduces perceived risk at every stage.

PLAY WITH AI, BRING YOUR IDEAS TO LIFE

Tinker is a free mobile app that allows users to create videos, images, 3D models, and other content using AI tools.

PROCEDURAL TREE GENERATOR

EZ-Tree is a procedural tree generator that allows you to create realistic 3D tree models with ease.

ALL-IN-ONE AI VIDEO GENERATOR

This AI video generator creates professional social media content by blending digital app interfaces with real-world footage.

HOW DO YOU DESIGN YOUTH? THE YOUNG VIC'S NEW LOGO USES MOTION BLUR TO FLIP DATED THEATRE BRANDING

The Young Vic's new identity redefines “youth” as energy, movement, and vitality rather than trendiness, replacing its older graffiti-inspired look with a dynamic, motion-blurred logo that feels alive and forward-moving. The visual system balances the theatre's world-class reputation with its rebellious spirit through warm, light-inspired colors, custom typography, and design elements that evoke closeness, momentum, and the immersive connection between performers and audiences.

KOTO REBRANDS THE NORTON MUSEUM OF ART WITH AN IDENTITY WHERE ART TRULY MEETS LIFE

A museum brand refresh was built around the idea of “Where Art Meets Life,” emphasizing the institution's role as both a cultural destination and a community gathering place. The new identity combines archival elements, a warm and accessible voice, vibrant colors inspired by art and the local environment, and welcoming photography to reflect an experience where art feels personal, inclusive, and deeply connected to everyday life.

COULD AI HELP US TO DESIGN AND BUILD MORE INCLUSIVE DIGITAL EXPERIENCES?

AI tools can help identify accessibility issues and inclusivity gaps in digital design, catching problems that might otherwise go unnoticed. However, AI cannot replace human-centered design methods or truly represent all diverse backgrounds and experiences. The best approach combines AI-powered auditing with traditional inclusive design practices that involve real people from relevant communities in the design process.

ADOBE EXPRESS VS. CANVA 2026: WHY DESIGNERS SWITCH BACK

Professional designers who used Canva for quick projects while maintaining Adobe workflows are now consolidating back to Adobe Express, as it has significantly improved and bridges seamlessly with their existing Creative Cloud tools.

THIS DIGITAL ARTIST USES STRONG CONTRASTS AND EXPRESSIVE BRUSHWORK TO CREATE STRIKING ATMOSPHERIC SCENES

Raja Nandepu is an Indian environment concept artist and illustrator who creates atmospheric digital art, focusing on mood, light, and storytelling through expressive brushwork and strong color contrasts.