All articles

A bold vintage screen-print illustration in deep navy, dusty teal and warm mustard of a large geometric smartphone with its screen's top corner peeled back like torn paper, revealing a rough pencil-sketch grid underneath.

Prototyping

AI Prototypes Lost the Signal That Said They Were Disposable

AI prototypes now look shipped, not sketched, which studies from Mozilla and Purdue show gets users to react honestly but stops teams asking for changes.

A bold vintage screen-print illustration in pale cream, deep pine green and rust orange of a large calibration dial gauge crossed by a socket wrench, set against a scoreboard-tile band and diagonal stripes.

Development

The SWE-Bench Leaderboard Can No Longer Tell Models Apart

Two September 2026 papers, days apart, find SWE-bench Verified can't statistically separate its top coding agents, and the harness deciding the score resets with every model swap.

A bold vintage screen-print illustration in cream, deep teal and brick red of a raised diagonal-striped boom barrier gate pivoting open on a circular hinge post above a tall stack of printed code-listing pages.

Development

Spotify Says Its PR Thresholds No Longer Apply

Spotify's 16 September retrospective argues its PR-size and complexity warning signs may be outdated, not broken, but nobody has re-derived them.

A bold vintage screen-print illustration in cream, deep aubergine and warm ochre of a self-checkout terminal panel showing two mirrored rows of geometric buttons -- one row solid, the other row outlined ghost shapes -- subtly offset so the two never quite line up.

Design Engineering

WebMCP's Second Interface: Nothing Keeps It True to the First

Chrome's WebMCP trial and Shopify's default agent tools give sites a second, agent-only interface, but nothing enforces that it still matches the one people click.

A bold vintage screen-print illustration in terracotta, dark ink and warm ochre of a long paper receipt unrolling from a geometric spool, torn off after only a short filled-in stub while the rest of the ribbon runs blank.

Development

The Coding Agent's Self-Report Covers One Action in Eleven

A 5,851-session study finds coding agents' self-written wrap-ups cite about one action in eleven, and drift back toward the plan exactly when it was abandoned.

A bold vintage screen-print illustration in cream, deep navy and muted sage green of a large identification badge on a lanyard, its checkmark medallion pinned to a nameplate left deliberately blank.

Development

GitHub Copilot Can Approve Pull Requests, Then Close Its Own Comments

Two September 2026 GitHub Copilot updates let it approve pull requests and resolve its own review comments, a loop GitHub has yet to publish any accuracy data for.

A bold vintage screen-print illustration in putty cream, near-black and muted teal of an oversized keyboard key with an arrow icon trapped inside a closed circular loop, beside a printed checklist showing every box checked.

Design Engineering

Axe-core Was Built Never to Be Wrong. That's Its Blind Spot

A 8 September 2026 study finds axe-core misses most real WCAG violations because it is tuned never to raise a false alarm, and Figma's checker inherits the same blind spot.

A vintage screen-print illustration in cream, charcoal and dusty rose of an oversized faceted pencil-eraser wheel with a snapped brake arm, grinding a hole through a printed manuscript page.

Development

The Repair Loop Has No Brakes: Fixing Code That Isn't Broken

A 9 September 2026 study finds AI self-repair breaks working code faster than it fixes real bugs once nothing external tells the model when to stop.

A bold vintage screen-print illustration in kraft-gold, deep aubergine and muted sage green of a tall stack of cardboard shipping parcels bound in crossing packing tape, the topmost parcel bearing a large round provenance seal-label still fully intact and unopened.

Development

AI Coding Assistants Skip the Labels Before They Install

A pre-registered audit of 1,920 trials finds AI coding assistants open a provenance signal before installing 0.5% of the time, and never once verify one.

A bold vintage screen-print illustration in terracotta, dark navy and cream of a large faceted geometric approval stamp poised above a numbered checklist page, with a small ballpoint pen and checkbox accents.

Product Design

The AI Plan You Approve Is the One You Check Least

A 8 September 2026 study of six AI reasoning formats found the plan-and-decomposition style users prefer nearly triples the false alarms of a plain step-by-step trace.

A vintage screen-print illustration in parchment cream, deep teal-green and vermillion red of a fanned stack of tracing-paper sketch sheets crossed diagonally by an oversized red pencil, with scattered eraser-shaving triangles below.

Prototyping

Generative UI Tools Are Benchmarked on a Turn, Used in a Session

Two 2026 studies (EvoGenUI-Bench, Maru) find generative-UI sessions degrade because each fix silently undoes an earlier one — not because models misread later prompts.

A bold vintage screen-print illustration in parchment cream, deep slate-teal and muted ochre of a large geometric ladder climbing diagonally across the frame, with a small checklist clipboard at its top rung.

Development

AI Maturity Ladders Are Measuring the Anxiety They Cause

A September 2026 case study finds a Danish firm's 1-to-5 AI maturity ladder amplified developer distress, grading usage before its policy on permitted tools existed.