Independent studio / publication / field office

The 404 Group

An independent studio examining how technical systems reshape responsibility, agency, maintenance, work, and everyday human life.

Created by Kevin Glover, the project begins with software, design systems, automation, and AI-assisted work, then follows those systems into organizations, interfaces, and the ordinary places where people still have to live with the consequences.

Start Here

Six doors into the archive.

A curated path through the pieces that best show the studio's range: technical depth, organizational judgment, interface craft, maintenance, and life outside the dashboard.

01

2026-06-028 min readAI / Work / Software

Disposable Software Needs Aftercare

As coding agents move into knowledge work, more teams will make small tools for small moments. The hard part is deciding what deserves to keep existing.

What happens when software becomes easier to create than to understand, maintain, or retire?

02

2026-06-018 min readAI / Work / Design

People Are Not Exception Queues

As agents take on more execution, the humane workplace question is not whether humans stay in the loop. It is what kind of loop we are asking them to live inside.

When automation removes ordinary work, people may inherit only interruption, ambiguity, and accountability.

03

2026-06-167 min readAI / Engineering / Work

Agent Work Needs Stop Conditions

Coding agents do not only answer prompts. They inherit a workspace, a tool belt, a loop, and sometimes a very loose idea of when the work is over.

Coding agents inherit tools, context, costs, and momentum. Mature systems must also tell them when the work is over.

04

2026-06-127 min readAI / Interfaces / Trust

AI Needs a Nutrition Label

As AI-generated work moves from answers into actions, people need a small, visible way to inspect what the work depends on before they trust it.

AI work needs a visible ingredient list: sources, assumptions, review, actions, omissions, and the cost of being wrong.

05

2026-05-266 min readAI / Software / Creativity

Good Tech Ideas Can Come From Anybody

AI tools may not make everyone a software engineer. Their more interesting promise is that they let more people bring a serious idea close enough to software to be heard.

AI's more interesting promise may be helping people closest to a problem carry an idea far enough to be seen.

Areas of Inquiry

Recurring questions, not content buckets.

The site is organized around durable tensions rather than a large category menu. AI appears often, but it is part of a larger study of systems and people.

Systems and Responsibility

Where accountability goes when tools, teams, policies, and defaults start making decisions together.

Work and Automation

How agents, workflows, dashboards, and organizational habits reshape what people are asked to notice, approve, and carry.

Interfaces and Infrastructure

The visible controls and hidden contracts that decide whether a technical system can be understood, trusted, or repaired.

Maintenance and Aftercare

The unglamorous work of keeping tools honest, retiring what should end, and designing for the day after launch.

Design and Human Experience

Taste, pacing, friction, delight, and the craft choices that make systems feel humane rather than merely efficient.

Life Outside the Dashboard

Travel, games, health, attention, and ordinary life as places where systems thinking gets tested with a whole person attached.

Artifacts and Experiments

More than essays, without pretending the lab is full.

The project is beginning to collect frameworks, prototypes, visual documents, and other strange durable objects.

Interactive experiment

The Exception Path

Live experiment

Navigate a seeded maze for the jagged work automation leaves behind, and see what reaches the handoff with you.

Open the artifactRead the Field Note

Interactive experiment

The Hour That Came Back

Live experiment

Allocate an AI-saved hour across quality, learning, recovery, and refusal, then see what kind of garden the bargain grows.

Open the artifactRead the Field Note

Live experiment

CSS Spirograph

Interactive

Turn imaginary gears and trace elaborate hypotrochoid curves with a drawing surface made entirely from CSS transforms.

Open the artifact

Live experiment

Moment Field Playground

Interactive

A seeded gradient lab for exploring the abstract background system that moved from clock face to human-weather field.

Open the artifact

Interactive disclosure tool

AI Nutrition Label

Live experiment

Describe how AI contributed to a piece of work, then create a compact label to share as a link, text, or image.

Create a labelRead the Field Note

Interactive translation lab

Draft Marks for Translation

Live experiment

Switch among ten AI-translated excerpts, inspect consequential language choices, and reach back to the English source without leaving the page.

Open the artifactRead the Field Note

Institutional document

Issued by The 404 Group

Public draft

A first-pass manifesto for the studio's strange little charter: friction, care, systems, and the refusal to outsource meaning.

Open the artifact

Recent Field Notes

The latest dispatches, after the front door.

A short chronological sample follows the curated material. The complete archive is still one step away.
Browse the full archive
2026-07-255 min read

The Same Question, A Different Assistant

A multilingual assistant does not only translate its answers. It may change how readily it challenges, reassures, explains, and admits doubt.

AIDesignTrust
Read the memo
2026-07-247 min read

The Best Model for the Job Was at Home

During a live security incident, the useful AI was not the most capable model on the market. It was the one responders could run on their own infrastructure, keeping the work inside their environment.

AISystemsWork
Read the memo
2026-07-216 min read

When Work Stops Looking Like A Conversation

Agentic work is beginning to have rhythms instead of turns. Draft marks now need to travel upstream from the finished artifact into the run that produced it.

AIWorkInterfaces
Read the memo
2026-07-206 min read

The Web Has Two Front Doors

As sites begin exposing structured tools for browser agents, the old human-facing page is getting a second entrance. The design question is what the new door is allowed to do.

AIWebInterfaces
Read the memo

About the founder

Built from direct practice, not commentary at a safe distance.

Founded by Kevin Glover, a Staff Software Engineer working across frontend platforms, design systems, software delivery, and emerging AI-assisted workflows. The writing starts with technical systems, then follows their consequences into teams, institutions, interfaces, and daily life.

The homepage is only the lobby. The archive is the actual building: field notes, frameworks, prototypes, and odd little documents for anyone trying to make systems that leave people more capable on the other side.

Read more about Kevin and the project

If a system feels inevitable, it probably deserves a closer reading.