TLDR Design

TLDR DESIGN 2026-06-16

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02OPINIONS & TUTORIALS

CONTEXT ARCHITECTURE

Context architecture applies information architecture (IA) principles to AI systems, moving beyond prompt engineering to design the entire information environment — structure, labeling, retrieval, and memory — in which agents think and act. Unlike deterministic digital products, AI systems are probabilistic, making well-organized context one of the primary levers for shaping model behavior and output quality. Information architects bring essential expertise to this work, aligning internal system structures with users' mental models to make agents more accurate, efficient, and trustworthy.

nngroup.com13 min read

UNEXPECTED LESSONS FROM AN AI-ASSISTED PROTOTYPING EXPERIMENT

A small, cross-functional pod at Adobe Firefly used AI-assisted prototyping to design directly inside a production codebase, shipping two features in eight business days. Working closer to the build process deepened — rather than reduced — collaboration with engineering and product, replacing sequential handoffs with a tighter, shared feedback loop. Core design fundamentals like empathy, judgment, and craft remained essential, only exercised at the moment decisions actually take effect.

adobe.design5 min read

THE CORE SKILL OF DESIGN IN THE AI ERA: CRITIQUE

Designing AI-powered products is less about specifying exact behaviors and more about defining what a good outcome looks like. AI systems can produce different responses to the same input, so teams need clear quality criteria based on user needs rather than rigid specifications. A practical approach is to define objective success criteria, evaluate AI outputs against them, and continuously refine prompts, models, and evaluation methods. This shifts designers' role from prescribing exact interactions to setting quality standards and ensuring AI behavior consistently aligns with user expectations.

nngroup.com3 min read

03LAUNCHES & TOOLS

AI-POWERED SMART CANVASES

Stop losing your best work to disconnected chats and tabs. Run many AI chats, connect to many tools, and sources on smart canvases.

slashspace.aiTool

INDEPENDENT TYPE FOUNDRIES AND DESIGNERS

Set up your foundry in minutes with simple drag-and-drop tools, smooth font management, and a flexible page builder that makes customisation easy-squeezy.

fonts.xyzTool

04MISCELLANEOUS

FALLING IN LOVE WITH THE BUILD

Designer-developers face a unique pitfall: building something enjoyable first, then reverse-engineering a justification to ship it — a trap that handoff-based workflows naturally prevent. The author experienced this firsthand, deleting polished animations for a Search Assist module after not affecting any metrics, despite being technically well-crafted. Writing the rationale in prose before writing code is the proposed solution, ensuring the build serves the decision rather than the other way around.

karlkoch.me4 min read

HOW PAYPAL INCREASED CONVERSIONS WITH THREE TRUST-BUILDING UX ELEMENTS

PayPal's checkout conversion strength stems from three overlapping UX strategies: security indicators that address users' fears about sharing sensitive data, familiar interface patterns that reduce cognitive load, and brand recognition that functions as borrowed trust for unfamiliar merchants. Research points to trust and payment concerns as major drivers of cart abandonment, which exceeds 70% on average. Other brands can apply the same principles by placing specific trust signals near decision points, maintaining conventional checkout layouts, and framing security messaging in calm, plain language.

raw.studio11 min read