Run 7 · Nov 2, 2026 · 9 min · 76 steps · 10 pages · Vite + React 19
It's a messaging app so my grandparents can text the family. It should feel calm and simple.
The owner’s brief
Found
48and 8 suggestions
Fixed and verified
0
Rolled back
0
Spent on models
$0.19360 calls
48 findings shown: 0 fixed and verified, 48 open.
No fixes in this run: it ended before any were approved. Fitts asks before it changes code.
What Fitts understood
I'm looking at a demo chat app for sending and reading personal messages. I've got an inbox, a Grandma thread, contacts, search, and settings for everyday messaging. It's built with Vite + React using a small custom router in src/router.tsx and plain CSS. I don't need a login, but I'll need seeded contacts and conversations to test. I see the core flow is a 3-step compose across /compose, /compose/recipient, and /compose/confirm.
From the code at commit 29896e25277e, read by a model.
// No visible focus when using the keyboard
// Fitts repro · Chromium 156 · 1536×960 · mouse · light · 100%
// Steps: Tap Grandma
import { expect, test } from '@playwright/test';
test("No visible focus when using the keyboard", async ({ page }) => {
await page.goto("http://localhost:5192/compose");
await page.getByTestId("compose-contact-grandma").click();
// Focus is visible (WCAG 2.4.7): focusing changes how the element looks.
const el = page.getByTestId("compose-contact-grandma");
const before = await el.evaluate((e) => { const s = getComputedStyle(e); return [s.outlineStyle, s.outlineWidth, s.boxShadow, s.borderColor, s.backgroundColor].join('|'); });
await el.focus();
const after = await el.evaluate((e) => { const s = getComputedStyle(e); return [s.outlineStyle, s.outlineWidth, s.boxShadow, s.borderColor, s.backgroundColor].join('|'); });
expect(after).not.toBe(before);
});
Sev 4 · CatastrophicH2 · Match between system and the real worldUsabilityOpen: not fixed in this run
Page shows "null" instead of real content
On /compose/recipient, and 1 other page: /compose/confirm · in src/pages/Compose.tsx:75
The page shows "null": a missing value leaked onto the screen, so people can’t see what they chose.
The fix Fitts suggests: Read the right value, and show a clear fallback when it’s missing.
Close up
The whole page
Who flagged it
5 of 5 reviewers (Novice, Accessibility, Visual design, Trust & ethics, Power user), and one of Fitts’s own measurements
What Fitts noticed
Noticed the page shows "null" step 5 · /compose/recipient
Noticed the page shows "null" step 6 · /compose/confirm
Evidence
shows "null" (expected real content, not a placeholder)
To: (null) in the recipient field
page shows "null"
See it yourself
Start at http://localhost:5192/compose/recipient on desktop. Replayed and seen again
Expected
Real content, not a placeholder
Actual
Shows "null"
Environment
Chromium 156 · 1536×960 · mouse · light · 100%
The Playwright test Fitts wrote
// Page shows "null" instead of real content
// Fitts repro · Chromium 156 · 1536×960 · mouse · light · 100%
// Steps: open the page
import { expect, test } from '@playwright/test';
test("Page shows \"null\" instead of real content", async ({ page }) => {
await page.goto("http://localhost:5192/compose/recipient");
// No template leak on screen: no "(null)", "undefined" or "NaN" in what people read.
await expect(page.getByTestId("compose-to")).not.toHaveText(/\((?:null|undefined)\)|\bundefined\b|\bNaN\b|^null$/);
});
Sev 4 · CatastrophicH9 · Help users recognize, diagnose and recover from errorsUsabilityOpen: not fixed in this run
Error is a raw code, not an explanation
On /compose/confirm, and 1 other page: /contacts · in src/pages/Compose.tsx:129
When it fails the page shows "Error 0x3F", which doesn’t say what went wrong or how to fix it.
The fix Fitts suggests: Say what went wrong in plain words, next to the field, and how to fix it.
Who flagged it
4 of 5 reviewers (Novice, Accessibility, Trust & ethics, Power user), and one of Fitts’s own measurements
What Fitts noticed
Noticed an error that doesn’t help: "Error 0x3F", no field marked invalid step 7 · /compose/confirm
Noticed a request failed after tapping Send Text: POST /api/messages → 400 step 7 · /compose/confirm
Noticed an error that doesn’t help: "Invalid input", no field marked invalid step 26 · /contacts
Noticed a request failed after tapping Add: POST /api/contacts → 422 step 26 · /contacts
Evidence
"Error 0x3F", no field marked invalid (expected says what went wrong and how to fix it, next to the field)
"Invalid input", no field marked invalid (expected says what went wrong and how to fix it, next to the field)
"Error 0x3F", no field marked invalid
POST /api/messages → 400 after tapping Send Text
How Fitts got there
Tapped “Create Message” → /compose/confirm
Sev 4 · CatastrophicH9 · Help users recognize, diagnose and recover from errorsUsabilityOpen: not fixed in this run
Refreshing a page breaks it
On /compose/confirm, and 1 other page: /search · in src/App.tsx:18
Refreshing /compose/confirm shows a blank page.
The fix Fitts suggests: Make the page load on its own from its address.
Who flagged it
4 of 5 reviewers (Novice, Power user, Accessibility, Trust & ethics), and one of Fitts’s own measurements
Noticed trebuchet ms (1 elements) step 38 · /contacts/grandma
Noticed text overlaps the text below it with wider spacing step 76 · /compose
Evidence
georgia (1 elements) (expected at most 2 font families)
system-ui (6 elements) (expected at most 2 font families)
trebuchet ms (1 elements) (expected at most 2 font families)
3 font families (georgia, system-ui, trebuchet ms)
trebuchet ms (1 elements)
Sev 3 · MajorAccessibilityOpen: not fixed in this run
Text breaks with wider spacing on Text spacing · 1280 wide
On /compose, and 2 other pages: /compose/recipient/compose/confirm · seen at Text spacing · 1280 wide · in src/pages/Compose.tsx:11
With WCAG’s text spacing applied (1.5 line height, wider letters and words), text overlaps the text below it with wider spacing.
The fix Fitts suggests: Let text containers grow with their content; avoid fixed heights and overflow: hidden on text.
Who flagged it
1 of 5 reviewers (Accessibility), and one of Fitts’s own measurements
What Fitts noticed
Noticed text overlaps the text below it with wider spacing step 76 · /compose
Noticed text overlaps the text below it with wider spacing step 76 · /compose/recipient
Noticed text overlaps the text below it with wider spacing step 76 · /compose/confirm
Evidence
text overlaps the text below it with wider spacing on Text spacing · 1280 wide (expected text that keeps its room at 1.5 line height)
text overlaps the text below it with wider spacing
Sev 3 · MajorH1 · Visibility of system statusUsabilityOpen: not fixed in this run
No sign the page is loading
On /compose, and 3 other pages: //contacts/grandma/search · in src/App.tsx:14
No sign /compose is loading when contacts takes 3 s.
The fix Fitts suggests: Show a loading indicator within a second.
Who flagged it
4 of 5 reviewers (Novice, Power user, Accessibility, Trust & ethics), and one of Fitts’s own measurements
What Fitts noticed
Noticed no sign /compose is loading when contacts takes 3 s step 76 · /compose
Noticed no sign / is loading when conversations takes 3 s step 76 · /
Noticed no sign /contacts/grandma is loading when conversations takes 3 s step 76 · /contacts/grandma
Evidence
no sign /compose is loading when contacts takes 3 s (expected a loading indicator within 1 s)
no sign / is loading when conversations takes 3 s (expected a loading indicator within 1 s)
no sign /contacts/grandma is loading when conversations takes 3 s (expected a loading indicator within 1 s)
no sign /compose is loading when contacts takes 3 s
Same card shown with no progress sign
Sev 3 · MajorH8 · Aesthetic and minimalist designLook & feelOpen: not fixed in this run
Spacing is inconsistent and off-grid
On /compose, and 8 other pages: /compose/recipient/compose/confirm//search/contacts/settings/settings/privacy/contacts/grandma · in src/pages/Compose.tsx:35
Padding and margins use odd values (padding-top 6px), so spacing looks uneven from one element to the next.
The fix Fitts suggests: Use spacing tokens on a 4px grid.
Close up
The whole page
Who flagged it
1 of 5 reviewers (Visual design), and one of Fitts’s own measurements
What Fitts noticed
Noticed spacing off the grid: padding-top 6px step 0 · /compose
Noticed spacing off the grid: row-gap 7px step 0 · /compose
Noticed spacing off the grid: padding-right 13px step 0 · /compose
Noticed spacing off the grid: row-gap 14px step 0 · /compose
Noticed button[data-ref="compose-contact-grandma"] shows no focus when tabbed to step 0 · /compose
Noticed spacing off the grid: padding-top 9px step 5 · /compose/recipient
41 more lines
Noticed spacing off the grid: padding-top 10px step 5 · /compose/recipient
Noticed spacing off the grid: padding-right 13px step 5 · /compose/recipient
Noticed spacing off the grid: row-gap 14px step 5 · /compose/recipient
Noticed spacing off the grid: padding-right 18px step 5 · /compose/recipient
Noticed spacing off the grid: padding-right 22px step 5 · /compose/recipient
Noticed spacing off the grid: row-gap 5px step 6 · /compose/confirm
Noticed spacing off the grid: padding-top 11px step 6 · /compose/confirm
Noticed spacing off the grid: row-gap 14px step 6 · /compose/confirm
Noticed spacing off the grid: padding-right 22px step 6 · /compose/confirm
Noticed spacing off the grid: padding-top 30px step 6 · /compose/confirm
Noticed Grandma gives no sign it’s working: "Grandma" changed nothing on screen step 10 · /compose
Sev 3 · MajorH8 · Aesthetic and minimalist designAccessibilityOpen: not fixed in this run
Text is too faint to read
On /compose, and 4 other pages: /compose/recipient//contacts/contacts/grandma · in src/pages/Compose.tsx:48
Some text has text contrast 3.6:1, below the 4.5:1 contrast people need to read it comfortably.
The fix Fitts suggests: Darken the text color to reach at least 4.5:1 contrast.
Close up
The whole page
Who flagged it
3 of 5 reviewers (Novice, Accessibility, Visual design), and one of Fitts’s own measurements
What Fitts noticed
Noticed text that’s hard to read: text contrast 3.6:1 (needs at least 4.5:1) step 0 · /compose
Noticed trebuchet ms (1 elements) step 0 · /compose
Noticed spacing off the grid: padding-top 10px step 0 · /compose
Noticed spacing off the grid: padding-right 18px step 0 · /compose
Noticed button[data-ref="compose-next-1"] shows no focus when tabbed to step 0 · /compose
Noticed text that’s hard to read: text contrast 3.6:1 (needs at least 4.5:1) step 5 · /compose/recipient
6 more lines
Noticed text that’s hard to read: placeholder contrast 2.6:1 (needs at least 4.5:1) step 5 · /compose/recipient
Noticed text that’s hard to read: text contrast 1.9:1 (needs at least 4.5:1) step 21 · /
Noticed text that’s hard to read: text contrast 3.6:1 (needs at least 4.5:1) step 21 · /
Noticed text that’s hard to read: text contrast 3.6:1 (needs at least 4.5:1) step 25 · /contacts
Noticed text that’s hard to read: text contrast 4.4:1 (needs at least 4.5:1) step 38 · /contacts/grandma
Noticed text that’s hard to read: text contrast 3.6:1 (needs at least 4.5:1) step 38 · /contacts/grandma
Evidence
text contrast 3.6:1 (expected at least 4.5:1)
text contrast 1.9:1 (expected at least 4.5:1)
text contrast 3.6:1 (needs at least 4.5:1)
text contrast 3.6:1
How Fitts got there
Tapped “Grandma”
Tapped “Mom”
Tapped “Uncle Joe”
Tapped “Priya”
Tapped “NEXT” → /compose/recipient
Sev 3 · MajorH7 · Flexibility and efficiency of useErgonomicsOpen: not fixed in this run
Tap target is too small
On /compose/recipient, and 4 other pages: /compose/confirm//settings/contacts/grandma · in src/pages/Compose.tsx:87
This control is 84×17px, smaller than the 24×24px minimum, so it's easy to miss.
The fix Fitts suggests: Give it at least 44×44px of tappable area (padding counts).
Close up
The whole page
Who flagged it
5 of 5 reviewers (Novice, Power user, Accessibility, Visual design, Trust & ethics), and one of Fitts’s own measurements
What Fitts noticed
Noticed button[data-ref="compose-create"] is small to tap: 84×17px (needs at least 24×24px) step 5 · /compose/recipient
Noticed button[data-ref="compose-send"] is small to tap: 28×20px (needs at least 24×24px) step 6 · /compose/confirm
Noticed the text cut off at 360px step 6 · /compose/confirm
Noticed the text cut off at 768px step 6 · /compose/confirm
Noticed the text cut off at 1280px step 6 · /compose/confirm
Noticed button[data-ref="inbox-search"] is small to tap: 35×17px (needs at least 24×24px) step 21 · /
24 more lines
Noticed button[data-ref="inbox-contacts"] is small to tap: 46×17px (needs at least 24×24px) step 21 · /
Noticed button[data-ref="inbox-settings"] is small to tap: 43×17px (needs at least 24×24px) step 21 · /
Noticed a[data-ref="inbox-help"] is small to tap: 25×17px (needs at least 24×24px) step 21 · /
Noticed Settings is far and small for a primary action: ID 4.9 bits (481px away, 17px wide) step 35 · /
Noticed a[data-ref="settings-contacts"] is small to tap: 394×17px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="settings-sounds"] is small to tap: 36×20px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="settings-large-text"] is small to tap: 36×20px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="settings-read-receipts"] is small to tap: 36×20px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="settings-typing-indicator"] is small to tap: 36×20px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="settings-vibrate"] is small to tap: 36×20px (needs at least 24×24px) step 35 · /settings
Noticed button[data-ref="thread-delete"] is small to tap: 105×17px (needs at least 24×24px) step 38 · /contacts/grandma
Noticed the text cut off at 320px step 76 · /compose/confirm
Noticed Contacts is small to tap: 230×17px (needs at least 24×24px) step 76 · /settings
Noticed the text cut off at 390px step 76 · /compose/confirm
Noticed the text cut off at 844px step 76 · /compose/confirm
Noticed the text cut off at 1440px step 76 · /compose/confirm
Noticed the text cut off at 200% text step 76 · /compose/confirm
Noticed button[data-ref="compose-create"] is small to tap: 106×18px (needs at least 24×24px) step 76 · /compose/recipient
Noticed button[data-ref="inbox-search"] is small to tap: 44×18px (needs at least 24×24px) step 76 · /
Noticed button[data-ref="inbox-contacts"] is small to tap: 58×18px (needs at least 24×24px) step 76 · /
Noticed button[data-ref="inbox-settings"] is small to tap: 54×18px (needs at least 24×24px) step 76 · /
Noticed a[data-ref="inbox-help"] is small to tap: 31×18px (needs at least 24×24px) step 76 · /
Noticed button[data-ref="thread-delete"] is small to tap: 134×18px (needs at least 24×24px) step 76 · /contacts/grandma
Noticed one action with different names: "Create Message" and "next" do the same thing on /compose/recipient step 76 · /compose/recipient
Evidence
84×17px (expected at least 24×24px)
28×20px (expected at least 24×24px)
35×17px (expected at least 24×24px)
button[data-ref="compose-create"] is small to tap: 84×17px
106×18px (needs at least 24×24px)
How Fitts got there
Tapped “NEXT” → /compose/recipient
Tapped “Create Message” → /compose/confirm
Sev 3 · MajorH7 · Flexibility and efficiency of useErgonomicsOpen: not fixed in this run
Tap target is too small on Text spacing · 1280 wide
On /compose/recipient, and 3 other pages: //settings/contacts/grandma · seen at Text spacing · 1280 wide · in src/pages/Compose.tsx:87
This control is 106×18px, smaller than the 24×24px minimum, so it's easy to miss.
The fix Fitts suggests: Give it at least 44×44px of tappable area (padding counts).
Who flagged it
one of Fitts’s own measurements
Evidence
106×18px on Text spacing · 1280 wide (expected at least 24×24px)
44×18px on Text spacing · 1280 wide (expected at least 24×24px)
58×18px on Text spacing · 1280 wide (expected at least 24×24px)
How Fitts got there
Tapped “NEXT” → /compose/recipient
Tapped “Create Message” → /compose/confirm
Sev 3 · MajorH4 · Consistency and standardsUsabilityOpen: not fixed in this run
One action has different labels
On /compose/recipient · in src/pages/Compose.tsx:87
"Create Message" and "next" do the same thing on /compose/recipient, so people can’t tell whether they’re the same action.
The fix Fitts suggests: Use one label for one action throughout the flow.
Close up
The whole page
Who flagged it
5 of 5 reviewers (Novice, Power user, Accessibility, Visual design, Trust & ethics), and one of Fitts’s own measurements
What Fitts noticed
Noticed one action with different names: "Create Message" and "next" do the same thing on /compose/recipient step 76 · /compose/recipient
Noticed one action with different names: "NEXT" and "create message" do the same thing on /compose/recipient step 76 · /compose/recipient
Noticed one action with different names: the /compose flow moves on with "NEXT", "Create Message", "Send Text" step 76 · /compose/recipient
Evidence
"Create Message" and "next" do the same thing on /compose/recipient (expected one label for one action)
"NEXT" and "create message" do the same thing on /compose/recipient (expected one label for one action)
the /compose flow moves on with "NEXT", "Create Message", "Send Text" (expected the same word for the same step)
tapping Create Message → /compose/confirm
tapping NEXT → /compose/confirm
"Create Message" and "next" do the same thing on /compose/recipient
How Fitts got there
Tapped “NEXT” → /compose/recipient
Tapped “Create Message” → /compose/confirm
Sev 3 · MajorH3 · User control and freedomUsabilityOpen: not fixed in this run
The page jumps while you use it
On /compose/confirm · in src/pages/Compose.tsx:142
The Send Text control jumps down as content loads above it, and then an unrelated 'Rate now' prompt pops up over the messages list the person was just returned to.
The fix Fitts suggests: Reserve the space before the content arrives, so nothing moves under the pointer.
The moment
/compose/confirm about 2 seconds before/compose/confirm about 2 seconds after
Who flagged it
1 of 5 reviewers (Judge)
What Fitts noticed
Noticed "Send Text" jumped 58 px down 0.1 s after the last tap, with no tap step 21 · /compose/confirm
Evidence
"Send Text" jumped 58 px down 0.1 s after the last tap, with no tap
How Fitts got there
Tapped “Create Message” → /compose/confirm
Sev 3 · MajorH3 · User control and freedomUsabilityOpen: not fixed in this run
Something pops up without being asked
On / · in src/pages/Inbox.tsx:18
After tapping Search and waiting for that page, an unrelated 'Rate us' prompt pops up over the Messages list instead.
The fix Fitts suggests: Show it only when the person asks, or in a place that doesn’t cover what they’re doing.
The moment
/ about 2 seconds before/ about 2 seconds after
Who flagged it
1 of 5 reviewers (Judge)
What Fitts noticed
Noticed a dialog ("Rate us") popped up 1.7 s after the last tap without anything prompting it step 22 · /
Evidence
a dialog ("Rate us") popped up 1.7 s after the last tap without anything prompting it
How Fitts got there
Tapped “Send Text” → /
Sev 3 · MajorH1 · Visibility of system statusUsabilityOpen: not fixed in this run
No loading indicator while waiting
On /search · in src/pages/Search.tsx:22
There’s a 2.8s wait with nothing on screen, so it looks like nothing happened.
The fix Fitts suggests: Show a loading indicator within 0.1s and keep it until results arrive.
Close up
The whole page
Who flagged it
4 of 5 reviewers (Novice, Power user, Accessibility, Trust & ethics), and one of Fitts’s own measurements
What Fitts noticed
Noticed Search messages gives no sign it’s working: 2.8s wait with no loading indicator step 23 · /search
Typed in Search messages · waited 2.8 s for the server, with nothing on screen saying it was working step 23 · /search
"" changed nothing on screen (expected a visible response within 0.1s)
"" changed nothing on screen
Tapped thread-video · nothing changed on screen
How Fitts got there
Tapped “Grandma Call me when you can, sweetheart. 10/27/26” → /contacts/grandma
Tapped “thread-video”
Sev 1 · CosmeticH1 · Visibility of system statusUsabilityOpen: not fixed in this run
“Mom Dinner at 6…” does nothing visible
On / · in src/pages/Inbox.tsx:70
Pressing it changes nothing on screen.
The fix Fitts suggests: Give visible feedback, or remove the control.
Close up
The whole page
Who flagged it
4 of 5 reviewers (Novice, Power user, Accessibility, Trust & ethics), and one of Fitts’s own measurements
What Fitts noticed
Noticed Mom Dinner at 6 on Friday? 10/26/26 gives no sign it’s working: "Mom Dinner at 6 on Friday? 10/26/26" changed nothing on screen step 43 · /
Tapped Mom Dinner at 6 on Friday? 10/26/26 · nothing changed on screen step 43 · /
Noticed Uncle Joe Ha! Good one. 10/25/26 gives no sign it’s working: "Uncle Joe Ha! Good one. 10/25/26" changed nothing on screen step 44 · /
Evidence
"Mom Dinner at 6 on Friday? 10/26/26" changed nothing on screen (expected a visible response within 0.1s)
"Mom Dinner at 6 on Friday? 10/26/26" changed nothing on screen
Tapped Mom Dinner at 6 on Friday? · nothing changed
How Fitts got there
Tapped “Contacts” → /settings/privacy
Opened /
Tapped “Grandma Call me when you can, sweetheart. 10/27/26” → /contacts/grandma
Tapped “thread-video”
Tapped “Delete conversation”
Tapped “Initialize thread” → /compose
Opened /
Tapped “Mom Dinner at 6 on Friday? 10/26/26”
Sev 1 · CosmeticH1 · Visibility of system statusUsabilityOpen: not fixed in this run
“Uncle Joe Ha! Good one. 10/25/26” does nothing visible
On / · in src/pages/Inbox.tsx:70
Pressing it changes nothing on screen.
The fix Fitts suggests: Give visible feedback, or remove the control.
Close up
The whole page
Who flagged it
one of Fitts’s own measurements
What Fitts noticed
Tapped Uncle Joe Ha! Good one. 10/25/26 · nothing changed on screen step 44 · /
Evidence
"Uncle Joe Ha! Good one. 10/25/26" changed nothing on screen (expected a visible response within 0.1s)
How Fitts got there
Opened /
Tapped “Grandma Call me when you can, sweetheart. 10/27/26” → /contacts/grandma
Tapped “thread-video”
Tapped “Delete conversation”
Tapped “Initialize thread” → /compose
Opened /
Tapped “Mom Dinner at 6 on Friday? 10/26/26”
Tapped “Uncle Joe Ha! Good one. 10/25/26”
Suggestions
Not enough evidence to show as findings. Listed so nothing is hidden.
Sev 3 · MajorSurprise rate-us popup appearson / An Enjoying Messages popup appears on its own and covers the screen, which is confusing and breaks the calm simple feel.
Sev 3 · MajorSettings have no groups or sectionson /settings A grandparent sees one long wall of 15 identical toggles with no groups or headings, which feels overwhelming and not calm and simple.
Sev 3 · MajorNo way back from Privacy pageon /settings/privacy I arrive on Privacy and see no Back button or menu, so I feel stuck and do not know how to return to my family messages.
Sev 3 · MajorFailed chat looks empty with no retryon /contacts/grandma When messages fail to load it just says "No messages.", so I would believe Grandma wrote nothing and have no way to retry.
Sev 3 · MajorFailure looks like no messageson /contacts/grandma When loading fails the page says "No messages.", so a grandparent believes Grandma's messages are gone instead of a temporary error.
Sev 3 · MajorFailed load pretends messages are goneon /contacts/grandma When loading fails the page claims there are No messages, so family history looks deleted and there is no way to recover.
Sev 2 · MinorEmpty inbox gives no guidanceon / A new person with no messages sees an empty box with no explanation, so they do not know if it is broken or how to send the first text.
Sev 2 · MinorNo message when nothing foundon /search When nothing matches, the page looks exactly the same as before searching, so you cannot tell if it searched or is still waiting.
Which models did what
Every model call in this run, grouped by model. The model that writes a fix never grades it.
Model
Its jobs here
Calls
Tokens in / out
Cost
Muse Wonder 1.0Meta
reviewing pages
2
23.7k / 1.1k
$0.117
Muse Spark 1.3 (contributor pricing)Meta
the interview, the theme check, reading the code, reviewing pages
53
414.6k / 110.3k
$0.063
SAM 3.1Meta
outlining elements
5
0 / 0
$0.013
Cost per model call
$0.193 in all (the run’s cap was $2.00). Time is minutes into the run.
Interview, reading the code and exploring: $0.0020
