01
← EXIT 👆 THIS SLIDE IS PLAYABLE
AN INTERACTIVE LESSON · OPEN INNOVATION AI

How to build an app
like LEGO.

This is not a slideshow. You will press buttons, drag atoms, break rules, and get caught by a robot. Six chapters. Five playable labs. Four quizzes. One law.

1 · THE MESS 2 · TOKENS 3 · ATOMS 4 · MOLECULES 5 · PAGES 6 · THE ROBOT
→ TO ADVANCE · 1-6 JUMPS CHAPTERS · WHEN YOU SEE 👆, CLICK THINGS
LAB №1 · THE CHAOS MACHINE

This page is fine.
Now let 14 freelancers loose on it.

OICM+ · DEPLOYMENTS PAGEPRESS THE RED BUTTON
Deployments+ New deployment
84RUNNING
12PENDING
4FAILED
DEPLOYMENTS · 7 DAYS
chat-llama-70bRUNNING
asr-whisper-l3PENDING

EVERYONE STYLES THINGS THEIR OWN WAY. WHAT COULD GO WRONG?

WHAT YOU JUST SAW

Nobody was wrong.
Everybody was different.
That's the disease.

The fix isn't "hire better freelancers." The fix is LEGO's move: nobody gets to invent their own brick. One factory, fixed sizes, pieces that snap only one way — atoms → molecules → organisms → pages. It's called atomic design, and each level gets a lab today.

ONE LAW: EACH LAYER SNAPS ONLY ONTO THE LAYER BELOW IT. LET'S GO MAKE PLASTIC →

CH 2 · THE PLASTIC

Tokens.

Smaller than an atom: the plastic itself. Every color, size and font — decided once, given a name, locked forever. A component never says #1daf9c; it asks for --oi-bg-brand and the system answers. Why does that matter? Next slide. You'll press the buttons.

3,491 TOKENS IN OUR SYSTEM · EVERY PIXEL HAS A PASSPORT

LAB №2 · THE MAGIC TRICK

Repaint the whole app.
Touch nothing but one token.

tokens/semantic.cssCLICK A SWATCH
--oi-bg-brand: --oi-color-teal-600;
GPU UtilizationView details
73.2%UTILIZATION
128GPUS
42JOBS
COMPUTE · 7D

COMPONENTS EDITED: 0 · LINES OF CSS WRITTEN: 0 · THAT'S THE POINT

LAB №2½ · SPACING IS MATH

Drag one slider.
Every gap obeys.

tokens/spacing.cssDRAG THE SLIDER
TIGHT AIRY
--oi-space SCALE: 1.00× — ONE VARIABLE, EVERY GAP, PADDING & GUTTER
Accelerators+ Add node
128GPUS
73.2%UTIL
8QUEUE
llama-70b-ftRUNNING
vision-evalPENDING

NO ELEMENT OWNS ITS OWN MARGIN — THE WRAPPER OWNS EVERY GAP. THAT'S WHY THEY ALL MOVE TOGETHER.

POP QUIZ №1

Which one is a token?

CH 3 · SINGLE BRICKS

Atoms.

The smallest piece you'd hand to someone: a button, a badge, an input. Each one is nothing but a recipe of tokens — and you're about to cook one yourself.

NEXT LAB: YOU BUILD OUR BUTTON, TOKEN BY TOKEN →

LAB №3 · MOLD AN ATOM

This sad grey thing wants to be
an OIButton. Feed it tokens.

atoms/OIButtonCLICK EVERY TOKEN CHIP
SNAP!
<div class="untitled-27-final-FINAL"> — 0 / 6 TOKENS

MAGIC NUMBERS USED: 0 · RAW HEX ALLOWED: NEVER

LAB №3½ · THE SIZE LAW

Four heights exist.
Try to invent a fifth.

atoms/OIButton · size propCLICK THE SIZES
Deploy model

md (32px) IS THE DEFAULT — RIGHT ANSWER ALMOST EVERYWHERE

POP QUIZ №2

What is an atom
actually made of?

CH 4 · SNAPPING

Molecules.

H + H + O = water. Input + button = search bar. Atoms snapped together suddenly do things. And this time you're doing the snapping — with your hands.

NEXT LAB: DRAG THREE ATOMS INTO THE ASSEMBLY ZONE →

LAB №4 · BUILD A MOLECULE. LITERALLY.

Drag the atoms
into the assembly zone.

molecules/OIUserCardDRAG (OR TAP) ALL 3 ATOMS
ASSEMBLY ZONE · 0 / 3SNAP!
MCOIAvatar
Maya ChenML ENGINEER · PLATFORMOIText
ONLINEOIStatusBadge

THE MOLECULE ADDS NO COLORS AND NO FONTS — ONLY THE ARRANGEMENT

LAB №4½ · WHO OWNS THE GAP?

Restyle the molecule.
Notice what you can't touch.

molecules/OIUserCard · gap propTRY EVERY BUTTON
MCMaya ChenML ENGINEER · PLATFORMONLINE

MOLECULES OWN THE GAPS BETWEEN ATOMS. THE ATOMS THEMSELVES? UNTOUCHABLE.

THE FAMILY TREE — HOVER IT

Touch an atom.
See who inherits the fix.

OIInput OIButton OIAvatar OIBadge OIText OISearchBar OITableRow OITable ATOMS MOLECULES ORGANISM

THIS IS THE REAL import GRAPH · HOVER OIButton — A FIX THERE HEALS EVERYTHING DOWNSTREAM

POP QUIZ №3

The avatar looks wrong inside
UserCard. Where do you fix it?

LAB №5 · FILL THE BASEPLATE

A template is slots.
A page is you, clicking them.

templates/DashboardTemplateCLICK EACH EMPTY SLOT
CLICK TO SNAP → OIPageHeader
CLICK TO SNAP → OIKpiStrip
CLICK TO SNAP → OIChartCard
CLICK TO SNAP → OITable

SLOTS FILLED: 0 / 4 · CSS WRITTEN BY YOU: 0 LINES

WHAT YOU JUST WROTE

Congratulations — that page
contains zero CSS.

// AcceleratorsPage.tsx — the ENTIRE page. what you clicked = what ships.
export default () => (
  <DashboardTemplate>
    <OIPageHeader title="Accelerators" />
    <OIKpiStrip items={kpis} />
    <OIChartCard series={gpu7d} />
    <OITable rows={workloads} />
  </DashboardTemplate>
);  // no colors. no margins. no hex. just snapping.

Every visual decision happened four layers down, in labs you already ran. This is why a backend engineer's page looks exactly like the design lead's page: neither of them designed it.

POP QUIZ №4 · FINAL BOSS

Spot the rule-breaker.

CH 6 · THE PAYOFF

You've been the builder.
Now command the robot.

Everything you just did by hand — picking tokens, snapping atoms, filling slots — an AI can do from a sentence. Because the bricks are strict, it can't mess up. We gave the whole company this robot: engineers, PMs, everyone. It's why nobody at OI waits for a designer anymore.

FINAL LAB: TYPE A PAGE INTO EXISTENCE →

LAB №6 · THE ROBOT BUILDS WHAT *YOU* SAY

Order a page.
Any page.

/prototype · Claude CodeTYPE, THEN PRESS BUILD
// the robot reads the DS-Brain first. then it shops the shelf. it never draws.

THE ROBOT CAN ONLY SNAP REAL BRICKS — WHICH IS EXACTLY WHY IT CAN'T FAIL

THE REVEAL

The robot isn't the magic.
The bricks are.

It can't hardcode a color — you saw the chip bounce off. It can't invent a 36px button — you tried. It can't do comic sans — you asked. Every guardrail you hit today is why AI + this system builds like a designer: bad design is structurally impossible. That's atomic design.

TWO DOORS AT OI: /prototype IN CLAUDE CODE (REAL CODE OUT) · CLAUDE DESIGN IN A BROWSER (ZERO SETUP)

CLASS DISMISSED

Tokens → atoms → molecules
→ pages → anyone.

Decide everything once, at the smallest size. Then only ever snap.
Taught by Mehrshad · Design Lead — Open Innovation AI.

       

HOMEWORK: BUILD ONE PROTOTYPE THIS WEEK · ← HOME RESTARTS THE CLASS

BONUS REEL

The UX files.
20 real fixes, playable.

Atomic design in the wild: twenty documented UX problems from OICM+ — each rebuilt broken so you can feel it, then flipped to what shipped. Flip every 😖/😌.

DISAGREEING PAGERS · THE DECAPITATED TITLE · THE 83-FILE DARK-MODE COLLAPSE · AND 17 MORE →

CHAPTER 1

Tables &
filters.

An MLOps product is 80% tables. Ours had 37 of them — and no two filtered, paginated, or footered the same way. The single biggest cluster of user pain. Wave W74 — "The Table Reckoning" — fixed it bottom-up.

4 PROBLEMS · ALL PLAYABLE →

PROBLEM 01 / 20 · TWO PAGINATIONS, ONE TABLE

Which "next page" is the real one?

DeploymentsPageFIXED IN W74
DEPLOYMENTSTATUSGPUS
chat-llama-70bRUNNING16
embed-minilmRUNNING2
‹  PAGE 1 / 20  ›
< 1 2 3 … 20 >CLICK BOTH →

TWO PAGERS RENDERED AT ONCE. TRY THEM — THEY DON'T EVEN AGREE.

DEPLOYMENTSTATUSGPUS
chat-llama-70bRUNNING16
embed-minilmRUNNING2
SHOWING 1–25 OF 478‹  PAGE 1 / 20  ›

ONE PAGER + A RANGE LABEL. pagination IS NOW A DISCRIMINATED UNION — YOU CAN'T RENDER TWO.

WHY IT HURTAnt's built-in pager + our layout pager both rendered when total > pageSize. Users clicked one; the other didn't move. HOW WE FIXED ITW74: OITable's pagination prop became a discriminated union — built-in, footer, custom, or false. Two pagers is now a type error. WHAT SHIPPEDExactly one pagination surface per table, plus "Showing X–Y of Z" everywhere.
PROBLEM 02 / 20 · 11 FILTER PATTERNS, 37 PAGES

Every table filtered
its own special way.

3 OF THE 11 PATTERNS, SIDE BY SIDEFIXED IN W74
MODELS PAGE🔍 Search…
WORKSPACES🔍 SearchStatus ▾Owner ▾⚙ Columns
VOLUMES☰ Filters (drawer)All | Mine | Shared+ New

SEARCH-ONLY · CHIPS+FUNNEL · DRAWER+SEGMENTED… ×11 VARIANTS. LEARN EACH PAGE FROM SCRATCH.

MODELS PAGE🔍 Search models…Status ▾Owner ▾+ New
WORKSPACES🔍 Search workspaces…Status ▾Region ▾+ New
VOLUMES🔍 Search volumes…Type ▾Owner ▾+ New

ONE OITableFilterBar: searchSlot + filterChips + actionsSlot. LEARN IT ONCE, USE IT EVERYWHERE.

WHY IT HURT11 hand-rolled JSX fragments = 11 different muscle memories. Spacing and alignment drifted on every page. HOW WE FIXED ITOne orchestrator molecule with three slots, living in the layout's headerContent — not in page code. WHAT SHIPPED37 pages, one filter grammar. New pages get it for free.
PROBLEM 03 / 20 · NINE FOOTER VARIANTS (OR NONE)

"How much data is there?"
The table wouldn't say.

TABLE FOOTERS F1–F9FIXED IN W74-B/C
models table
— NO FOOTER AT ALL. IS THIS ALL THE DATA? WHO KNOWS. —
workspaces table
Rows per page: 10 ▾
volumes table
↻ Updated 2m ago · LIVE ●

9 VARIANTS: RANGE-ONLY, SIZE-ONLY, REFRESH-ONLY, NOTHING… THE "SHOWING 1–25 OF 478" LABEL EXISTED ONLY IN STORYBOOK.

any table, anywhere
SHOWING 1–25 OF 478Rows: 25 ▾‹  1 / 20  ›

ONE OITableFooter: RANGE + PAGE SIZE + PAGER. THE ANSWER TO "HOW MUCH DATA?" IS ALWAYS IN THE SAME PLACE.

WHY IT HURTUsers scanning 478 deployments had no idea how deep the list went — the range label never shipped to production. HOW WE FIXED ITMigrated the DS footer into @oi/ui as one family: range + pager + page-size, plus bulk-actions and add-row molecules. WHAT SHIPPEDEvery table answers "where am I, how much is there" identically.
PROBLEM 04 / 20 · THE 45-LINE TABLE

Demos promised a rich table.
Production shipped a skeleton.

OITable · PROD vs PROMISEFIXED IN W74
NAMESTATUSGPUS
chat-llama-70bRUNNING16

THE PRODUCTION TABLE: 45 LINES. NO TITLE. NO TOOLBAR. NO EMPTY STATE. NO ERROR STATE. NO SELECTION. EVERY PAGE HAND-ROLLED ITS OWN.

Deployments 478Density ▾ Export + New
NAMESTATUSGPUS
☑ chat-llama-70bRUNNING16
☐ embed-minilmRUNNING2
1 SELECTED · Stop · Restart1/20 ›

TITLE · COUNT · TOOLBAR · SELECTION FOOTER · EMPTY & ERROR STATES — AS PROPS, NOT PER-PAGE REINVENTION.

WHY IT HURTThe rich chrome existed in a DS organism with 0 production consumers. 37 pages each faked their own subset. HOW WE FIXED ITW74 unified the two OITable implementations and back-filled the chrome as real, typed props. WHAT SHIPPEDOne table organism. Prototype promise = production reality.
CHAPTER 2

The space
wars.

Five waves of civil war over who owns the gaps — W11 → W16 → W17 → W19 → W55. It ended with one primitive (the Brick Wrapper) and one law: nobody owns their own margins. These are the battles.

4 PROBLEMS · INCLUDING "WHERE THE F*** IS THE FILTER BAR" — A REAL QUOTE →

PROBLEM 05 / 20 · THE INVISIBLE FILTER BAR

"Where the f*** is
the filter bar?"

W16 EDGE-TO-EDGE INCIDENTFIXED IN W19→W55
🔍 Search…Status ▾
NAMESTATUSGPUS
chat-llama-70bRUNNING16
FILTER BAR IS *RIGHT THERE* ↓ · BORDERS BLEND INTO THE PAGE

CANVAS PADDING WENT TO 0 IN W16. CHROMED BRICKS SAT FLUSH ON THE EDGE AND DISSOLVED INTO THE BACKGROUND.

🔍 Search…Status ▾
NAMESTATUSGPUS
chat-llama-70bRUNNING16
24px GUTTER · EVERY BRICK SELF-FRAMES

W55: OIBrickWrapper + OIBrickRow — EVERY BRICK CARRIES ITS OWN 12px INSET; ROWS ADD 12px = 24px CANVAS GUTTER, BY CONSTRUCTION.

WHY IT HURTCard chrome needs page background around it to read as a panel. Flush to the edge, the filter bar literally disappeared — the design lead couldn't find it. HOW WE FIXED ITA five-wave saga ending in W55's brick primitives: spacing became math owned by wrappers, not opinions owned by pages. Rules 82–84 locked it. WHAT SHIPPED24px everywhere, automatically. The war ended.
PROBLEM 06 / 20 · 360px OF NOTHING, TWICE

A monitoring dashboard
that wasted a third of your monitor.

DASHBOARD TEMPLATE · max-width:1600pxFIXED IN W15 · RULE 35
360px
DEAD
73%GPU128NODES
llama-70bRUN16
360px
DEAD

max-width:1600px HARDCODED IN THE TEMPLATE. ON A WIDE MONITOR: UP TO 360px OF EMPTY SPACE, EACH SIDE, ON A DATA-DENSE PAGE.

73%GPU UTILIZATION128NODES42JOBS8QUEUE
WORKLOADSTATUSGPUS
llama-70b-ftRUNNING16

RULE 35: TEMPLATES OWN ZERO LAYOUT DECISIONS. FULL WIDTH BY DEFAULT; PAGES OPT IN TO NARROW.

WHY IT HURTOps teams run wide monitors precisely to see more data. The template threw a third of it away and looked broken doing it. HOW WE FIXED ITDeleted the hardcoded max-width from template CSS; width became a page-level prop. WHAT SHIPPEDDense dashboards use the whole viewport.
PROBLEM 07 / 20 · TWO BREADCRUMB TRAILS

Two "you are here" signs.
Pointing from different maps.

UsageMonitoringFIXED IN W15 · CVL R2
OICM  /  Admin Tools  /  Usage Monitoring
Tenant  /  Monitoring  /  Usage
SHELL'S CRUMBS …AND THE TEMPLATE'S
gpu-usage by workspace

SHELL RENDERED ONE TRAIL, TEMPLATE RENDERED ANOTHER — WITH DIFFERENT PATHS. WHICH ONE IS TRUE?

OICM  /  Admin Tools  /  Usage Monitoring
gpu-usage by workspace

ONE CANONICAL TRAIL — THE SHELL'S. TEMPLATES LOST THE breadcrumbs PROP; AN AUDIT ITEM GUARDS IT FOREVER.

WHY IT HURTNavigation is trust. Two disagreeing trails means at least one is lying — users stop believing both. HOW WE FIXED ITappShellCrumbsDecorator became the single breadcrumb surface; the CVL checklist audits "one breadcrumb per page" on every wave. WHAT SHIPPEDOne map. One you-are-here.
PROBLEM 08 / 20 · THE UNDERLINE THAT GAVE UP

The tab rail stopped
70px before the edge.

TAB STRIP · CVL R1–R4 REPEAT COMPLAINTFIXED IN W16
OverviewInstancesLogsSettings
STOPS HERE. WHY? PADDING.

CONTENT PADDING CUT THE RAIL SHORT — THE "TABS SPAN THE SURFACE" MODEL BROKE AT EVERY WIDE VIEWPORT.

OverviewInstancesLogsSettings

OIPageContent PADDING-INLINE → 0. THE RAIL RUNS EDGE TO EDGE; BRICKS SELF-INSET INSTEAD.

WHY IT HURTA rail that stops mid-air reads as a rendering bug. It was reported in four consecutive design reviews. HOW WE FIXED ITMoved inset ownership from the content container to the bricks themselves (the space-wars doctrine). WHAT SHIPPEDStructural lines span the surface. Always.
CHAPTER 3

The polish
files.

One page — the Deployment Overview — got nine consecutive fix waves (W80-FIX-A through I). This chapter is forensic UX: clipped glyphs, 10px jitter, phantom voids. The stuff users can't name but always feel.

4 PROBLEMS · INCLUDING THE TITLE THAT SURVIVED 20+ FIX ATTEMPTS →

PROBLEM 09 / 20 · THE DECAPITATED TITLE

The page title lost its head.
For 20+ prompts straight.

DEPLOYMENT OVERVIEW · H1FIXED IN W80-FIX-I
resnet-50-prodREADY
ASCENDERS: GONE. overflow:hidden ATE THEM.
MODEL v4 · ENDPOINT /infer · OWNER m.chen

FONT-METRIC VARIANCE + overflow:hidden = ONLY THE BOTTOM HALF OF THE GLYPHS RENDERED. REPORTED 20+ TIMES, PATCHED AT THE WRONG LAYER EVERY TIME.

resnet-50-prodREADY
MODEL v4 · ENDPOINT /infer · OWNER m.chen

overflow:clip + overflow-clip-margin:4px — ELLIPSIS PRESERVED, ASCENDERS GET BREATHING ROOM. ROOT CAUSE, NOT SYMPTOM.

WHY IT HURTThe page's primary identifier — the thing you check before hitting Stop — looked corrupted on some machines and fine on others. HOW WE FIXED ITRoot-caused to clipping semantics: swapped hidden→clip with a 4px clip margin. One CSS property, found after 20 failed symptom-patches. WHAT SHIPPEDFull glyphs on every machine. And a failure-registry entry so it can never silently return.
PROBLEM 10 / 20 · THE 24px LIE

Title and tabs, 24px out of line.
On every detail page.

ALIGNMENT SPINEFIXED IN W80-FIX-F→H (GLOBAL)
resnet-50-prod
OverviewInstancesLogs
← 24px ADRIFT

TAB-LIST PADDING PUSHED THE FIRST TAB 12→24px RIGHT OF THE TITLE'S LEFT EDGE. THE PAGE'S ALIGNMENT SPINE — BROKEN AT THE TOP.

resnet-50-prod
OverviewInstancesLogs
ONE SPINE ✓

.tab:first-child{padding-inline-start:0} — FIRST TAB TEXT SITS EXACTLY ON THE TITLE'S EDGE. SHIPPED GLOBALLY, NOT PER-PAGE.

WHY IT HURTEvery left edge on a page should agree. When the two loudest elements disagree by 24px, everything below looks accidentally placed. HOW WE FIXED ITTook two waves: FIX-F's calc() was a partial; FIX-H zeroed the tab-list's contribution at the atom level. WHAT SHIPPEDOne alignment spine on every tabbed page in the product.
PROBLEM 11 / 20 · THE JITTERY META STRIP

Same row. Same chips.
Two different heights.

HEADER META STRIP · 8 CHIPSFIXED IN W80-FIX-C
MODEL resnet-50 VERSION v4 OWNER m.chen ENDPOINT /infer REGION eu-w1 24px vs 34px — SPOT THE JITTER

COPYABLE CHIPS WRAPPED THEIR GLYPH IN A BORDERED 24×24 ICON BUTTON → +10px. ONE ROW, TWO HEIGHTS, PERMANENT VISUAL NOISE.

MODEL resnet-50 VERSION v4 OWNER m.chen ENDPOINT /infer REGION eu-w1

BARE 16×16 HOVER-REVEAL COPY TRIGGER · TOKEN REBOUND control-sm → icon-sm · ALL 8 CHIPS: 24px FLAT.

WHY IT HURTMetadata strips are read in one horizontal scan. A 10px sawtooth breaks the scan on the page users check most before dangerous actions. HOW WE FIXED ITKilled the nested bordered button; the copy affordance became a quiet hover-reveal glyph bound to the right size token. WHAT SHIPPEDOne 24px rhythm — and the chips actually copy now (that was Problem 11½: the onClick was a no-op).
PROBLEM 12 / 20 · THE HARD LINE & THE VOID

A 1px cliff and a 48px hole,
under every header.

GLOBAL SEAM · EVERY TAB + BREADCRUMBFIXED IN W80-FIX-C/E/G
Deployments / resnet-50-prod
TWO HAIRLINES, 12px APART
≈48px OF NOTHING (PADDING + STACK MARGIN)
content finally starts here

RULE-37 HAIRLINE COLLISION + A PADDING/MARGIN PILE-UP = A HARD DOUBLE LINE, THEN A DEAD BAND, ON EVERY PAGE.

Deployments / resnet-50-prod
content starts here

ONE HAIRLINE + A THEME-ADAPTIVE GRADIENT FADE · VOID COLLAPSED VIA --oi-page-header-* TOKENS. THE SEAM BREATHES INSTEAD OF CUTTING.

WHY IT HURT"It's a global issue — under every tab and every breadcrumb." A hard rule + dead strip made every page feel unfinished at its most-seen seam. HOW WE FIXED ITThree coordinated fixes: drop the duplicate border (E), collapse the void with header tokens (C), add the ::after gradient fade (G). WHAT SHIPPEDA soft, intentional transition — globally, from one component.
CHAPTER 4

States &
signals.

The quiet catastrophes: buttons that didn't look like buttons, text that vanished in one theme, colors that screamed ERROR when they meant "heads up." State design is trust design.

4 PROBLEMS · INCLUDING THE 83-FILE DARK MODE COLLAPSE →

PROBLEM 13 / 20 · THE INVISIBLE CTA

Every Save button rendered
as plain text. Nobody filed a bug.

DRAWER FOOTER · variant="primary"FIXED IN W33 · RULE 69
Edit deployment
Replicas: 4
Cancel Save THIS IS THE PRIMARY CTA. CLICK IT.

OIButton HAD NO variant="primary" — IT SILENTLY FELL BACK TO TEXT. 4 PRODUCTION CALLERS SHIPPED BROKEN. FOR MONTHS. UNFILED.

Edit deployment
Replicas: 4
Cancel Save

variant="primary" EXISTS · SOLID TEAL · AND RULE 69 NOW DEMANDS A STORY FOR EVERY VISUAL STATE, SO "SILENTLY FALLS BACK" IS EXTINCT.

WHY IT HURTThe most important control in every drawer had no visual weight — and because it "worked" functionally, no one reported it. HOW WE FIXED ITGrep found 4 silent broken callers (one inside a production atom). Added the variant + the loading state it exposed + Rule 69 coverage. WHAT SHIPPEDCTAs look like CTAs. And unrepresentable states get stories, so they can't hide.
PROBLEM 14 / 20 · THE 83-FILE DARK MODE COLLAPSE

Flip to dark mode.
Watch everything dissolve.

TOKEN MIGRATION REGRESSIONFIXED IN W18 · RULE 68
Deployments
chat-llama-70b   RUNNING   16
embed-minilm   RUNNING   2
Save    Cancel    + New deployment

NO CARDS. NO BORDERS. NO BUTTONS. 83 FILES' WORTH OF CHROME — GONE. TOKENS WERE WRAPPED IN [data-theme="light"], WHICH NEVER MATCHES IN DARK.

Deployments+ New
chat-llama-70bRUNNING16
embed-minilmRUNNING2

FOUNDATION-CHAINED TOKENS MOVED BACK TO :root · RULE 68 REWRITTEN: SPLIT BY HOW A TOKEN RESOLVES, NOT BY SURFACE NAME.

WHY IT HURTThe entire product looked broken for every dark-mode user — surfaces invisible, hierarchy flattened to floating text. HOW WE FIXED ITA sweep re-homed the mis-scoped declarations, and the rule that caused it was rewritten so the mistake is unmakeable. WHAT SHIPPEDBoth themes, full chrome — plus a failure-registry entry with the grep that catches recurrence.
PROBLEM 15 / 20 · THE VANISHING NUMBER

There's a number on this card.
Find it.

RESOURCE METER HERO VALUEFIXED IN W29-D / W37
72 TB
STORAGE USED
IT'S WHITE. ON GREY. TRY SELECTING IT.

--oi-fg-primary IS WHITE IN LIGHT MODE (IT'S FOR TEXT ON BRAND SURFACES). PUT IT ON A NEUTRAL CARD → INVISIBLE HERO NUMBER.

72 TB
STORAGE USED

DECISION MATRIX LOCKED: BRAND BG → fg-primary · TINT → fg-brand · NEUTRAL → fg-inverse. THE TRAP IS DOCUMENTED & GREPPABLE.

WHY IT HURTA capacity meter whose value renders invisible in one theme fails at its one job — silently. Same trap hit the RangePicker cells. HOW WE FIXED ITWrote the three-row decision matrix into the brain; consumers switched to fg-inverse; visual gate screenshots both themes. WHAT SHIPPEDReadable numbers in both themes, and a rule that ends the guessing.
PROBLEM 16 / 20 · RED MEANS DEAD (NOT "HEADS UP")

Overcommitted capacity
screamed OUTAGE.

RESOURCES POPOVERFIXED IN W35→W38
GPU · 128 ALLOCATED / 96 TOTALEVERYTHING ON FIRE?
MEMORY · 61%

OVER-ALLOCATION PAINTED RED (= HARD ERROR) · "AVAILABLE" PAINTED GREY (= LOOKS BROKEN/MISSING). USERS SAW AN OUTAGE THAT WASN'T.

GPU · 128 ALLOCATED / 96 TOTALOVERCOMMIT ⚠ — A WARNING, NOT A FIRE
HEALTHYOVERCOMMITEMPTY

PALETTE LOCKED: PURPLE=HEALTHY · ORANGE=WARNING · BAR IS NEVER RED · TOKENS RENAMED TO MATCH THE TOOLTIP WORDS.

WHY IT HURTColor is the fastest signal we ship. Red for a routine overcommit trains users to ignore red — right up until a real outage. HOW WE FIXED ITFour waves of palette work: semantic tokens renamed to match the labels users read ("Total", "Empty"), red reserved for genuine failure. WHAT SHIPPEDWarnings look like warnings. Red got its meaning back.
CHAPTER 5

Information
design.

Where UX stops being pixels and starts being respect for attention: what to show once, what to hide behind a menu, what a chart owes its reader, and who gets left out when a link isn't really a link.

4 PROBLEMS · FROM THE ANTI-PATTERN CATALOG →

PROBLEM 17 / 20 · ONE NUMBER, THREE PLACES

"Total members: 24."
Yes. We heard you. Three times.

WORKSPACE OVERVIEW · ANTI-PATTERN A-001FIXED IN W48
24TOTAL MEMBERS (HERO)
24MEMBERS (KPI STRIP)
24DONUT CENTER
🔍 RUN THE AUDIT

SAME DATUM. HERO + KPI + DONUT. CLICK THE AUDIT TO SEE WHAT A REVIEWER SEES.

24TOTAL MEMBERS · +3 THIS WEEK
7ADMINS
4PENDING INVITES

ONE AUTHORITATIVE SURFACE PER DATUM (A-001). THE RECLAIMED SPACE NOW SAYS SOMETHING NEW.

WHY IT HURTDuplicated data competes with itself — it dilutes hierarchy and quietly admits "we don't know what's primary here." HOW WE FIXED ITAnti-pattern A-001 entered the catalog; the audit now flags any datum rendered on 2+ surfaces of one page. WHAT SHIPPEDEach number appears once — and earns its spot.
PROBLEM 18 / 20 · SIX BUTTONS & A LOADED GUN

Six header actions.
Rollback one mis-click away.

DETAIL HEADER · ANTI-PATTERN A-003FIXED IN W48
resnet-50-prod EditAPI KeysStopRollbackRestart+ New

6 ACTIONS SIDE-BY-SIDE, 3 OF THEM DESTRUCTIVE. OVERFLOWS ON NARROW SCREENS; THE PRIMARY DROWNS; "ROLLBACK" SITS NEXT TO "EDIT."

resnet-50-prod + New deployment⋮ More

ONE PRIMARY CTA EXPOSED · ≥3 SECONDARIES COLLAPSE TO "MORE" · DESTRUCTIVE ALWAYS LIVES IN THE OVERFLOW, BEHIND A CONFIRM. TRY THE MENU →

WHY IT HURTAction rows are read left-to-right at speed. Destructive verbs in the fast lane = incidents waiting for a shaky trackpad. HOW WE FIXED ITPage-spec mandate: 1 primary max, secondaries collapse at 3+, destructive is always overflow + confirm. WHAT SHIPPEDCalm headers. Dangerous things take two deliberate clicks.
PROBLEM 19 / 20 · THE CHART THAT SAID "21th"

Wrong ordinals. A missing bar.
Would you trust this data?

OIStackBarChart · 7 BUGS, ONE FORENSIC PASSFIXED IN W84-C
GONE
20th21th22nd23th
Y-LABELS RENDERED ON THE X AXIS. YES, REALLY.

"21th" · "23th" · FINAL BAR SILENTLY DROPPED · LABELS ON THE WRONG AXIS · 30 CATEGORIES CRAMMED IN HORIZONTAL MODE. 7 BUGS TOTAL.

20th21st22nd23rd

ALL 7 FIXED VIA CHROME FORENSICS · STORY FILE CUT 23 EXPORTS → 7 CANONICAL ONES SO THE BUGS HAVE NOWHERE TO HIDE.

WHY IT HURTA chart with a wrong ordinal makes users doubt the values too. One visibly missing bar = "what else is this thing not showing me?" HOW WE FIXED ITW84's forensic pass: fixed the ordinal helper, the dropped-final-bar off-by-one, the axis mapping, and pruned the story surface. WHAT SHIPPEDA chart you can quote in a meeting.
PROBLEM 20 / 20 · THE LINK KEYBOARDS COULDN'T SEE

Press TAB.
Watch who gets skipped.

"VIEW ALL →" · ANTI-PATTERN A-004 · WCAG 2.1.1FIXED IN W49
Refresh View all → Export
⌨ PRESS "TAB"

IT'S A <span onClick> WITH cursor:pointer. MOUSE-ONLY. KEYBOARD & SCREEN-READER USERS: IT DOESN'T EXIST.

Refresh View all → Export
⌨ PRESS "TAB"

NOW IT'S <OIButton variant="link"> — REAL FOCUS, REAL role, REAL ENTER/SPACE. EVERYONE GETS THE SAME PAGE.

WHY IT HURTFails WCAG 2.1.1 & 4.1.2 — not focusable, no role, no keyboard activation. An entire class of users simply couldn't reach "View all." HOW WE FIXED ITReplaced with OIButton variant="link" (A-004); the pattern is banned in the catalog and the verifier greps for clickable spans. WHAT SHIPPEDEvery interactive thing is a real control. No exceptions.
CHAPTER 6 · THE REAL ACHIEVEMENT

Fixing 20 problems is easy.
Making them unrepeatable is the work.

91 IRON RULES

Every fix became a law

Rule 35 (templates own no layout), Rule 37 (no adjacent hairlines), Rule 69 (every visual state gets a story), Rules 82–84 (brick spacing). Cited by number in every review.

23 FAILURE MODES

Every bug got a registry entry

The title clip, the fg-primary trap, the dark-mode collapse — each catalogued with the exact grep that catches its return. Regressions die in CI, not in front of users.

COLD-EYED VERIFIER

The builder never grades itself

A fresh-context AI audits every wave against the rules and the registry. "Looks fine to me" stopped being an argument.

BEFORE: 20+ PROMPTS TO FIX ONE TITLE · AFTER: ONE PROMPT, ROOT CAUSE, RULE, REGRESSION GUARD

CH 1 · THE MESS 1 / 50 ← → NAVIGATE · 1-6 CHAPTERS · CLICK WHEN YOU SEE 👆
← ALL WORK