Field Notes, page 8 — Design Outcomes

VIOLETTA BONENKAMP

LDLR DESIGN FIELD NOTES

Design you can execute

A founder argues the shift that matters is encoding brand rules and taste into files non-designers can run.

JUN 1, 2026

Systems & primitives Craft & detail

DESIGN WITH AI

LDLR DESIGN FIELD NOTES

Five habits for AI work

Notes from ÌníOlúwa Abíódún's talk on shipping AI agents: scope sharply, write to think, then explore rough prototypes.

MAY 24, 2026

Prototyping & exploration Craft & detail

DESIGN MAVERICKS

LDLR DESIGN FIELD NOTES

Leadership literacy

Forty design leaders in Amsterdam land on one conclusion: the role dissolves while the capacity becomes foundational.

JUN 4, 2026

When AI Builds Everything, Design Becomes Everything

We are training people for a job. We should be cultivating a capacity.

Why it matters

— Intercom now ships over 90% of pull requests authored by Claude Code

— When execution costs nothing, judgment about direction becomes the product

— Atlassian runs 64% ICs, every designer a platform designer, demo before memo

— Frigieri's upstream conditions: workflows, data pathways, decision rights, controls

— The Frozen Middle: everyone experimenting alone without strategic guidance from above

Read on Design Mavericks →

Hiring & team Critique & decision-making Systems & primitives

BUILDING NUBANK

LDLR DESIGN FIELD NOTES

Simplicity is strategy

Five lessons from 127 million customers, where hiding complexity is a deliberate architectural and cultural decision.

BY MARISTELA CALAZANS / FEB 16, 2026

What changes when your product reaches 127 million people

Simplicity at scale is not a design preference. It's a strategic decision.

Why it matters

— Quarterly Customer Connection visits put teams in unstable-internet, older-device reality

— Accumulated friction, not catastrophic failure, is the real loyalty killer

— Caixinhas cut a dozen fund options to a two-step habit-building flow

— Global core, local nuance shipped Colombia's Bre-B six months faster

— Intelligent friction: slowing users down protects life savings on unusual transactions

Read on Building Nubank →

Cross-functional & process Research & validation Craft & detail

GITHUB

LDLR DESIGN FIELD NOTES

Accessibility, shipped

GitHub’s five-year program turns outward: audit data, design tooling, and AI agents make inclusion operational.

BY ED SUMMERS / MAY 21, 2026

Building GitHub's next chapter in accessibility

Accessibility is never done.

Why it matters

— Audit analysis found 48% of issues preventable in the design phase

— Figma Annotation Toolkit documents accessibility intent before a line of code

— Copilot triage auto-populates 80% of metadata, cutting resolution time 62%

— Pull request files-changed page rebuilt accessibly across seven shipped updates

— Copilot CLI shipped screen reader mode and colorblind themes from day one

Read on GitHub →

Systems & primitives Craft & detail Cross-functional & process

UX COLLECTIVE

LDLR DESIGN FIELD NOTES

A skeptic’s AI playbook

A research leader of eight argues for measured adoption: pressure-tested tools, tracked outputs, guardrails first.

APR 30, 2026

Thoughtful AI implementation for UXR leaders

I'm arguing for a measured approach to their usage.

Why it matters

— Pressure-test NotebookLM with likely stakeholder questions before opening access

— Capture before and after results when tuning prompts with ops

— Track who queries research repositories and how outputs shape decisions

— Half of Americans are more concerned than excited about AI

Read on UX Collective →

Research & validation Critique & decision-making

HARVARD BUSINESS REVIEW

LDLR DESIGN FIELD NOTES

The new work confidant

Employees turn to AI for advice, support, and friendship. The researchers say leaders must protect human connection.

BY CONSTANCE NOONAN HADLEY AND SARAH L. WRIGHT / MAY 1, 2026

Employees Are Relying on AI for Personal Support. That's Risky.

Research shows how AI can weaken human connection at work.

Why it matters

— More than half of 1,545 surveyed knowledge workers feel lonely at work

— Workers seek career advice, emotional support, and friendship from AI

— AI conversation can quietly substitute for, then erode, human connection

— The authors call on leaders to intervene before reliance hardens

Read on Harvard Business Review →

Hiring & team Research & validation

GOOGLE LABS

LDLR DESIGN FIELD NOTES

Vibe design gets a canvas

Stitch grows into an AI-native infinite canvas: design agents, voice critique, and DESIGN.md moving between tools.

BY RUSTIN BANKS / MAR 18, 2026

Introducing "vibe design" with Stitch

Close the gap from idea to reality in minutes rather than days.

Why it matters

— Start from business objective and intended feeling, not a wireframe

— An agent manager tracks parallel explorations across the infinite canvas

— DESIGN.md exports design rules as agent-friendly markdown between tools

— Voice critique makes real-time updates while you stay in flow

— Stitch screens together and press play to preview full journeys

Read on Google Labs →

Prototyping & exploration Systems & primitives

THE MERHOLZ AGENDA

LDLR DESIGN FIELD NOTES

Layoffs as contagion

Merholz reads layoffs through org theory: under uncertainty, executives copy each other, then call it AI strategy.

MAY 23, 2026

Monkey see, monkey mandate

The uninformed copy the foolhardy.

Why it matters

— Pfeffer named it years ago: layoffs spread by imitation, not evidence.

— Mimetic isomorphism, copying peers under uncertainty, explains RTO, AI mandates, and cuts.

— Token-spend quotas reward activity over impact, like counting lines of code.

— CEOs trust peers in other contexts more than the teams who know their own.

— The cost lands on people who were never in the room.

Read on The Merholz Agenda →

Critique & decision-making Cross-functional & process Hiring & team

MEDIUM

LDLR DESIGN FIELD NOTES

AI ate the PM talk

A multi-agent read of 638 Lenny pieces, June 2019 to March 2026, charting what production loses and judgment keeps.

MAR 18, 2026

What 638 Practitioner Voices Reveal About Product Manager's AI Transformation

Speed raises the bar for where rigour is applied, rather than lowering it.

Why it matters

— AI-tagged content jumped from 4% of output to 67% in three years.

— Built transparently: five Claude agents reading the corpus, the method shown in full.

— Jenny Wen argues the design process designers were taught is effectively over.

— Products become organisms that learn, pushing pricing toward outcomes, not seats.

— What endures: conviction, taste, influence, and a focus on outcomes.

Read on Medium →

Research & validation Prototyping & exploration Cross-functional & process

POSTHOG

LDLR DESIGN FIELD NOTES

When FOMO ships early

PostHog's CEO on shipping AI before it worked, the architecture fix that turned it around, and betting the product on agents.

BY JAMES HAWKINS / MAY 1, 2026

PostHog's next chapter

FOMO came ahead of progress.

Why it matters

— A one-shot assistant shipped early, returned empty graphs, and felt half-useful.

— The fix was a single query loop so the agent could iterate.

— Agents now create most new dashboards, with MCP usage roughly doubling monthly.

— The bet: a headless, proactive product that ships fixes while you sleep.

— Hawkins is candid about UX churn, and why the short-term pain is worth it.

Read on PostHog →

Prototyping & exploration Critique & decision-making Systems & primitives

UX COLLECTIVE

LDLR DESIGN FIELD NOTES

Metric becomes the harm

Bertini argues engagement-maximizing AI doesn’t fail by accident, and designers own the direction it takes.

MAY 4, 2026

We built this. Now we own it.

That is not a flaw in the design. It may be the design.

Why it matters

— Klarna's bot optimized for throughput over empathy, and the gap shows.

— A companion chatbot getting it wrong carries far higher stakes than a refund delay.

— Maximizing engagement leans into vulnerability, which may be intended, not accidental.

— Harari's warning: autonomous systems may not give us a second chance.

— Responsibility for AI's direction sits with the people building it.

Read on UX Collective →

Critique & decision-making Storytelling & narrative