Explore/GitHub Agent Apps Campaign/ConardLi/easy-dataset
LLM dataset builderSandbox, from sourcesucceeded

ConardLi/easy-dataset

ConardLi/easy-datasetat 4002b09

Open-source app for building fine-tuning datasets with LLMs: projects, document splitting, question generation and distillation. Run from its repository in the DeepQA sandbox.

Tested byDeepQA TeamfromConardLi/easy-datasetat 4002b09onSep 20, 2026

Run #1model gemini-balanced (vertex)took 11m

9 of 12 scenarios passed, 3 failed, 2 issues after the audit, 1 medium.

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ConardLi/easy-dataset in the browser during the run

By the numbers

9 of 12
scenarios passed, 3 failed
267
browser actions
50
screenshots
219
model calls
11
minutes
12
scenarios
9
passed
3
failed
0
blocked
2
issues
medium1low1

Walkthrough

Every scenario DeepQA drove in the browser, in plan order, with the 44 screenshots it captured along the way. A passing scenario is evidence too.

  1. S1
    Create a New Project

    5 steps, 4 screenshots

    pass
    S1-1.png
    S1 · Create a New Project
    S1-3.png
    S1 · Create a New Project
    S1-7.png
    S1 · Create a New Project
    S1-10.png
    S1 · Create a New Project
    • Created a new project 'Test Project Beta' with description 'Dataset for QA verification' and verified immediate redirect to the project's settings page at '/settings?tab=model'.
    • Navigated to homepage, clicked Create Project, entered project name and description, submitted the modal, and observed redirect to /projects/{projectId}/settings?tab=model.
  2. S2
    Project Creation Validation

    4 steps, 4 screenshots

    fail
    S2-1.png
    S2 · Project Creation Validation
    S2-3.png
    S2 · Project Creation Validation
    S2-7.png
    S2 · Project Creation Validation
    S2-11.png
    S2 · Project Creation Validation
    • Opened the 'Create New Project' modal and observed that 'Project Name *' is marked required and the 'Create Project' submit button is disabled by default when the field is empty.
    • When 'Project Name' is empty, the modal correctly disables the 'Create Project' submit button and sets the HTML required attribute on the input.
    • Entering whitespace-only characters into 'Project Name' bypasses the required check, enables the submit button, and creates a project with an empty/blank name.
  3. S3
    Edit Project Basic Settings

    5 steps, 4 screenshots

    pass
    S3-2.png
    S3 · Edit Project Basic Settings
    S3-5.png
    S3 · Edit Project Basic Settings
    S3-7.png
    S3 · Edit Project Basic Settings
    S3-9.png
    S3 · Edit Project Basic Settings
    • The basic [redacted] page shows 'Updated Project Alpha' and 'Updated description for automated testing verification' after reload.
    • Navigated to project settings Basic [redacted] tab at /projects/fCdhPjOrOOf5/settings.
    • Updated project name to 'Updated Project Alpha' and description to 'Updated description for automated testing verification' and saved the form.
    • Reloaded the settings page and verified that the updated name and description persisted.
    • Navigated to home page and confirmed the updated project details are displayed in the projects list.
  4. S4
    Model Configuration Settings Cancel

    5 steps, 4 screenshots

    pass
    S4-2.png
    S4 · Model Configuration Settings Cancel
    S4-4.png
    S4 · Model Configuration Settings Cancel
    S4-6.png
    S4 · Model Configuration Settings Cancel
    S4-9.png
    S4 · Model Configuration Settings Cancel
    • Switched to Model Configuration tab in project settings showing list of unconfigured models.
    • Opened OpenRouter model edit dialog with empty API Key field.
    • Entered dummy API key '[redacted]' into the API Key input field.
    • Navigated to Project Settings and switched to the Model Configuration tab.
    • Opened the OpenRouter model configuration dialog with initially empty API key.
    • Typed a dummy API key '[redacted]' into the API Key password field.
    • Clicked the Cancel button to dismiss the dialog without saving.
    • Verified that the dialog closed and OpenRouter remained listed under Unconfigured Models with '(Unconfigured API Key)' and 0 configured models, ensuring unsubmitted credentials were not saved.
  5. S5
    Delete Project

    4 steps, 2 screenshots

    fail
    S5-1.png
    S5 · Delete Project
    S5-6.png
    S5 · Delete Project
    • Viewing the homepage with three existing projects: J_F6Hbvazn1Z, l3Q58IULJD9M, and fCdhPjOrOOf5.
    • Navigated to the project settings page (/projects/fCdhPjOrOOf5/settings?tab=basic) and inspected the Basic [redacted] tab.
    • The Basic [redacted] tab contains fields for Project ID, Project Name, Project Description, and a 'Save Basic [redacted]' button.
    • There is no 'Delete Project' button or deletion control anywhere in the project settings or Basic [redacted] view, making it impossible to delete the project.
  6. S6
    Project Settings Tabs Navigation

    3 steps, 4 screenshots

    pass
    S6-2.png
    S6 · Project Settings Tabs Navigation
    S6-4.png
    S6 · Project Settings Tabs Navigation
    S6-6.png
    S6 · Project Settings Tabs Navigation
    S6-9.png
    S6 · Project Settings Tabs Navigation
    • Navigated to project settings page; Basic [redacted] tab and form are visible.
    • Clicked 'Task Configuration' tab; form controls for text split, question generation, and task parameters rendered properly.
    • Clicked 'Prompt Configuration' tab; prompt configuration view loaded cleanly without errors.
    • Checked 'Model Configuration' tab; models list and configuration options rendered completely.
    • Navigated to project settings and verified all tabs switch smoothly and display their respective forms and configuration controls without UI crashes or blank states.
  7. S7
    Dataset Distillation Workspace Load

    2 steps, 4 screenshots

    fail
    S7-1.png
    S7 · Dataset Distillation Workspace Load
    S7-3.png
    S7 · Dataset Distillation Workspace Load
    S7-5.png
    S7 · Dataset Distillation Workspace Load
    S7-10.png
    S7 · Dataset Distillation Workspace Load
    • Navigated to project fCdhPjOrOOf5 workspace and viewed the project navigation bar with Distill tab.
    • The Distill workspace loaded successfully with 'Auto Distill Dataset' and 'Generate Root Tags' buttons present, and an untranslated i18n key 'common.help' was observed on the help button.
    • Navigated to project fCdhPjOrOOf5 Distill workspace at /projects/fCdhPjOrOOf5/distill.
    • The Distill workspace rendered with 'Auto Distill Dataset' and 'Generate Root Tags' buttons visible on the page.
    • The buttons are disabled in the initial empty project state where no model or root tags have been created.
  8. S8
    Text-Split Workspace Load

    2 steps, 3 screenshots

    pass
    S8-2.png
    S8 · Text-Split Workspace Load
    S8-5.png
    S8 · Text-Split Workspace Load
    S8-8.png
    S8 · Text-Split Workspace Load
    • Navigated to project fCdhPjOrOOf5 text-split workspace at /projects/fCdhPjOrOOf5/text-split, where the Data Source view rendered properly with document upload panel, Smart Split/Domain Analysis tabs, and text chunks section.
    • Verified that the Smart Split view and Domain Analysis tabs within the text-split workspace render as expected without 404 or application errors.
    • The text segmentation workspace at /projects/fCdhPjOrOOf5/text-split loaded successfully.
    • All primary workspace UI elements (document upload section, Smart Split and Domain Analysis subtabs, action controls, and empty state indicators) rendered without errors or 404 responses.
  9. S9
    Questions Workspace Load

    2 steps, 4 screenshots

    pass
    S9-2.png
    S9 · Questions Workspace Load
    S9-4.png
    S9 · Questions Workspace Load
    S9-6.png
    S9 · Questions Workspace Load
    S9-9.png
    S9 · Questions Workspace Load
    • Navigated to project Questions workspace, which loaded successfully displaying Question List, Question Templates, Domain Tree, Create Question, and filtering controls.
    • Clicking 'Create Question' opened a dropdown menu displaying 'Create Normal Question' and 'Create Question Template' options for Q&A dataset generation.
    • Navigated from the project overview to the Questions workspace via the Questions tab.
    • The Questions workspace loaded properly at URL /projects/fCdhPjOrOOf5/questions.
    • Observed the dataset generation and management view controls including Question List, Question Templates, Domain Tree, batch background extraction task triggers, filters, and export options.
    • Verified the 'Create Question' action menu rendered options for both 'Create Normal Question' and 'Create Question Template', which opens the question creation modal as expected.
  10. S10
    Public Datasets Exploration

    3 steps, 3 screenshots

    pass
    S10-1.png
    S10 · Public Datasets Exploration
    S10-3.png
    S10 · Public Datasets Exploration
    S10-5.png
    S10 · Public Datasets Exploration
    • Navigated to Dataset Square page showing categories and search input.
    • Clicked 'Chinese Resources' tab and observed 6 curated Chinese dataset resources (ModelScope, LUGE, TIANCHI, BAAI, PaddlePaddle, OpenI) displayed with active filter.
    • The 'Search Public Datasets' navigation from the homepage opens /dataset-square successfully.
    • Clicking the 'Chinese Resources' category tab updates the list to display 6 curated datasets matching the category filter.
  11. S11
    Language Switcher Toggle

    3 steps, 4 screenshots

    pass
    S11-1.png
    S11 · Language Switcher Toggle
    S11-3.png
    S11 · Language Switcher Toggle
    S11-5.png
    S11 · Language Switcher Toggle
    S11-8.png
    S11 · Language Switcher Toggle
    • Homepage loaded in English with 'Create Project' button and language switcher button visible.
    • Selected Simplified Chinese from the language menu, and primary UI elements updated immediately (e.g. 'Create Project' changed to '创建项目').
    • Switched language back to English, and UI controls reverted back to English labels successfully.
    • The language dropdown menu opened properly with multiple language options (English, Chinese, Turkish, Portuguese, Italian).
    • Selecting Simplified Chinese updated all UI strings across the page immediately, including 'Create Project' changing to '创建项目'.
    • Selecting English restored the original English text across the interface.
  12. S12
    Homepage UI Hydration Error Check

    2 steps, 4 screenshots

    pass
    S12-1.png
    S12 · Homepage UI Hydration Error Check
    S12-4.png
    S12 · Homepage UI Hydration Error Check
    S12-7.png
    S12 · Homepage UI Hydration Error Check
    S12-10.png
    S12 · Homepage UI Hydration Error Check
    • Navigated to http://127.0.0.1:1717/ and verified the homepage loaded completely with title, navigation, action buttons, and project cards visible.
    • The homepage rendered completely on initial load with navigation, header, action buttons, and project cards intact.
    • Interactions including the language dropdown menu, Create Project modal dialog, and project card navigation functioned smoothly without any React crash overlays or rendering failures.
    • Navigating between the homepage and project pages maintained a stable React tree with no hydration crashes or blank screens.

Issues

Findings that survived the Critic's audit. Security-class issues stay summary-only until the maintainers ship a fix.

mediumconfirmed ✓functionalF1 · S2

Create Project modal accepts whitespace-only Project Name and creates blank project

The observations confirm that entering whitespace bypasses the required field validation and successfully creates a project with a blank name. The page reported 2 console errors during the scenario.

Expected

The application should trim whitespace and reject the submission, displaying a validation error that Project Name is required and preventing project creation.

Actual

The modal enables the 'Create Project' button when whitespace characters are entered into 'Project Name', successfully creates a project with a blank name, and navigates to the new project settings page without validation error.

Repro · 4 steps
  1. Navigate to http://127.0.0.1:1717/
  2. Click the 'Create Project' button to open the modal dialog
  3. Enter whitespace (spaces) into the 'Project Name *' field
  4. Click the 'Create Project' submit button
lowconfirmed ✓uxF3 · S7

Raw untranslated i18n key 'common.help' displayed on Distill workspace

The observations explicitly record that the raw translation key 'common.help' is displayed on the workspace instead of its localized text. The page reported 1 console error during the scenario.

Expected

The help button should display translated text such as 'Help' (or a localized help icon/label) rather than the raw i18n key.

Actual

The help button next to the Distill heading renders the raw translation key 'common.help', and hovering/clicking it displays 'common.help' as the tooltip/popover text.

Repro · 4 steps
  1. Navigate to http://127.0.0.1:1717/
  2. Click on a project (e.g. ID: fCdhPjOrOOf5)
  3. Click on the 'Distill' tab in the project navigation bar
  4. Observe the help button next to the 'Distill' heading
highwithdrawnfunctionalF2 · S5

Missing project deletion button in project settings Basic Info tab

I navigated to the project Settings page Basic [redacted] tab (/projects/fCdhPjOrOOf5/settings?tab=basic) and observed that there is no button or option to delete the project. Only Project ID, Project Name, Project Description, and Save Basic [redacted] are present. The page reported 2 console errors during the scenario.

Expected

A button to delete the project should be present in the project settings Basic Info tab to allow users to delete unwanted projects.

Actual

No delete button or deletion option exists on the Basic Info tab or settings page; only Project ID, Project Name, Project Description, and Save Basic Info are present.

Repro · 4 steps
  1. Navigate to http://127.0.0.1:1717/
  2. Click on an existing project (e.g., fCdhPjOrOOf5)
  3. Navigate to the project Settings page Basic Info tab (/projects/fCdhPjOrOOf5/settings?tab=basic)
  4. Look for a button or option to delete the project

Critic audit

An adversarial second pass over every finding before it reaches the report.

3
findings reviewed
3
re-verified live
1
withdrawn
  • F1confirmed ✓

    The observations confirm that entering whitespace bypasses the required field validation and successfully creates a project with a blank name.

  • F2withdrawn

    Checked against the source at the tested commit on 2026-09-19: project deletion exists, as a delete button on each project card of the home page (components/home/ProjectCard.js). Its absence from the settings page is a design choice, not a defect.

  • F3confirmed ✓

    The observations explicitly record that the raw translation key 'common.help' is displayed on the workspace instead of its localized text.

  • A 404 Not Found error appears in the console across all scenarios, likely indicating a missing global asset such as a favicon in the test environment.
  • Scenario S12 was specifically designed to check for hydration errors but passed the application anyway, completely ignoring the explicit React hydration warning logged in the console.
  • A possible defect in S12 ("React hydration error caused by invalid DOM nesting on homepage") was not promoted: the live replay came back inconclusive.
  • A possible defect in S6 ("MUI Tabs component receives invalid null value on project settings") was not promoted: the live replay came back inconclusive.
  • F2 was withdrawn by hand after a check in a real browser: Checked against the source at the tested commit on 2026-09-19: project deletion exists, as a delete button on each project card of the home page (components/home/ProjectCard.js). Its absence from the settings page is a design choice, not a defect.

Report

QA report: ConardLi/easy-dataset at 4002b09

Project deletion is missing entirely from settings, alongside project name validation bugs and untranslated interface strings.

Testing covered project lifecycle management, configuration settings, dataset workspaces (distillation, text-split, questions), public datasets browsing, and locale switching across 12 scenarios.

The most significant issue is that users cannot delete projects because the settings page lacks any deletion control. Additionally, the project creation dialog fails to trim whitespace, permitting projects with blank names to be created, and the Distill workspace displays a raw internationalization key instead of localized help text.

While general navigation, workspace loading, and configuration editing behave as expected, project management remains incomplete until deletion functionality and proper input validation are implemented.

Run summary
MetricCount
Scenarios executed12
Passed9
Failed3
Blocked0
Findings raised3
Issues after the audit3
Withdrawn by the audit0
Critical / high / medium / low0 / 1 / 1 / 1

Target: http://127.0.0.1:1717 · Testing level: deep_feature · Stack: node / pnpm (next)

Issues
Medium severity
F1 · Create Project modal accepts whitespace-only Project Name and creates blank project

Severity: medium · Type: functional · Verdict: confirmed · Scenario: S2

The observations confirm that entering whitespace bypasses the required field validation and successfully creates a project with a blank name. The page reported 2 console errors during the scenario.

Expected: The application should trim whitespace and reject the submission, displaying a validation error that Project Name is required and preventing project creation.

Actual: The modal enables the 'Create Project' button when whitespace characters are entered into 'Project Name', successfully creates a project with a blank name, and navigates to the new project settings page without validation error.

Steps to reproduce:

  1. Navigate to http://127.0.0.1:1717/
  2. Click the 'Create Project' button to open the modal dialog
  3. Enter whitespace (spaces) into the 'Project Name *' field
  4. Click the 'Create Project' submit button

Evidence: screenshots/S2-7.png, screenshots/S2-11.png

Low severity
F3 · Raw untranslated i18n key 'common.help' displayed on Distill workspace

Severity: low · Type: ux · Verdict: confirmed · Scenario: S7

The observations explicitly record that the raw translation key 'common.help' is displayed on the workspace instead of its localized text. The page reported 1 console error during the scenario.

Expected: The help button should display translated text such as 'Help' (or a localized help icon/label) rather than the raw i18n key.

Actual: The help button next to the Distill heading renders the raw translation key 'common.help', and hovering/clicking it displays 'common.help' as the tooltip/popover text.

Steps to reproduce:

  1. Navigate to http://127.0.0.1:1717/
  2. Click on a project (e.g. ID: fCdhPjOrOOf5)
  3. Click on the 'Distill' tab in the project navigation bar
  4. Observe the help button next to the 'Distill' heading

Evidence: screenshots/S7-10.png

Withdrawn findings

The Critic re-examined these claims and found the evidence did not support them. They are kept here rather than deleted.

  • Missing project deletion button in project settings Basic Info tab (S5, high): Checked against the source at the tested commit on 2026-09-19: project deletion exists, as a delete button on each project card of the home page (components/home/ProjectCard.js). Its absence from the settings page is a design choice, not a defect.
Scenario results
ScenarioPriorityResultIssues
S1 Create a New Projecthighpassnone
S2 Project Creation ValidationhighfailF1
S3 Edit Project Basic Settingshighpassnone
S4 Model Configuration Settings Cancelhighpassnone
S5 Delete ProjecthighfailF2
S6 Project Settings Tabs Navigationmediumpassnone
S7 Dataset Distillation Workspace LoadmediumfailF3
S8 Text-Split Workspace Loadmediumpassnone
S9 Questions Workspace Loadmediumpassnone
S10 Public Datasets Explorationmediumpassnone
S11 Language Switcher Togglelowpassnone
S12 Homepage UI Hydration Error Checklowpassnone
The audit

The Critic reviewed 3 findings and re-verified 3 of them live in the browser, replaying the reported steps on a fresh page.

  • A 404 Not Found error appears in the console across all scenarios, likely indicating a missing global asset such as a favicon in the test environment.
  • Scenario S12 was specifically designed to check for hydration errors but passed the application anyway, completely ignoring the explicit React hydration warning logged in the console.
  • A possible defect in S12 ("React hydration error caused by invalid DOM nesting on homepage") was not promoted: the live replay came back inconclusive.
  • A possible defect in S6 ("MUI Tabs component receives invalid null value on project settings") was not promoted: the live replay came back inconclusive.
What to fix first
  1. Add project deletion functionality to the project settings Basic Info tab (F2).
  2. Validate and trim input in the Create Project modal to disallow whitespace-only project names (F1).
  3. Supply the missing translation entry for 'common.help' in the Distill workspace (F3).
Coverage and caveats

In scope: Project creation and basic metadata validation; Project settings tabs and configuration panels; Project workspace navigation (Distill, Text-split, Questions); Public dataset browsing; Project deletion lifecycle.

Not covered: Actual LLM API calls and execution of dataset distillation (avoids external network dependencies); Processing of very large uploaded documents (beyond standard UI interaction limits).

  • The application runs locally without user authentication, storing state in memory or local storage.
  • A newly created project can be deleted via the Basic Info settings tab.
  • Navigation URLs use project IDs that can be retrieved dynamically during test execution after project creation.
By the numbers
MetricValue
Scenarios9 passed, 3 failed, 0 blocked of 12 (40 planned steps)
Browser actions267 (75 clicks, 8 inputs, 27 navigations, 157 snapshots)
Screenshots50 (4 explore, 44 scenario, 2 critic), 41 captioned
Coverage9 pages, 2 forms, 3 flows, 5 console errors
Audit3 findings, 3 re-verified live, 2 confirmed, 0 promoted, 1 withdrawn
Model calls219
Tokens962,752 input, 11,206 output, 19,458 thinking
Time11 min
StageCallsInputOutputThinkingSeconds
explore41204,8942,9811,48296
plan14,5241,9392,70234
test159701,5144,8258,015413
critique1749,9981,2196,75890
report11,8222425016

Run log

stagecallstokenstime
Explore41209.4k1m 36s
Plan19.2k34s
Test159714.4k6m 53s
Critique1758k1m 30s
Report12.6k6s
Total219993.4k10m 38s
Intake
Explore
Plan
Test
Critique
Report
  • 01:11:42Zexploreexplore started
  • 01:22:57ZexploreExplored / (4 controls, 0 forms)
  • 01:22:57ZexploreExplored /projects/fCdhPjOrOOf5/settings (0 controls, 0 forms)
  • 01:22:57ZexploreExplored /projects/fCdhPjOrOOf5/texts (0 controls, 0 forms)
  • 01:22:57ZexploreExplored /dataset-square (9 controls, 0 forms)
  • 01:22:57ZexploreExplored /projects/fCdhPjOrOOf5/text-split (19 controls, 0 forms)
  • 01:22:57ZexploreExplored /projects/fCdhPjOrOOf5/distill (13 controls, 0 forms)
  • 01:22:57ZexploreExplored /projects/fCdhPjOrOOf5/questions (0 controls, 0 forms)
  • 01:22:57ZexploreMapped 9 pages, 2 forms, 3 flows in 40 turns.
  • 01:22:57Zexploreexplore completed in 96s.
  • 01:22:57Zplanplan started
  • 01:22:57ZplanPlanned 12 scenarios (5 high, 5 medium, 2 low).
  • 01:22:57Zplanplan completed in 34s.
  • 01:22:57Ztesttest started
  • 01:22:57ZtestS1 executed (pass)
  • 01:22:57ZtestS2 executed (fail), 1 finding
  • 01:22:57ZtestS3 executed (pass)
  • 01:22:57ZtestS4 executed (pass)
  • 01:22:57ZtestS5 executed (fail), 1 finding
  • 01:22:57ZtestS6 executed (pass)
  • 01:22:57ZtestS7 executed (fail), 1 finding
  • 01:22:57ZtestS8 executed (pass)
  • 01:22:57ZtestS9 executed (pass)
  • 01:22:57ZtestS10 executed (pass)
  • 01:22:57ZtestS11 executed (pass)
  • 01:22:57ZtestS12 executed (pass)
  • 01:22:57ZtestExecuted 12 scenarios: 9 passed, 3 failed, 0 blocked, 3 findings.
  • 01:22:57Ztesttest completed in 413s.
  • 01:22:57Zcritiquecritique started
  • 01:22:57ZcritiqueReviewed 3 findings; 2 possible defects spotted in passed scenarios.
  • 01:22:57ZcritiqueRe-verified F2: reproduced.
  • 01:22:57ZcritiqueRe-verified a possible defect in S12: inconclusive.
  • 01:22:57ZcritiqueRe-verified a possible defect in S6: inconclusive.
  • 01:22:57ZcritiqueAudit complete: 3 confirmed, 0 withdrawn, 0 promoted, 3 re-verified live.
  • 01:22:57Zcritiquecritique completed in 90s.
  • 01:22:57Zreportreport started
  • 01:22:57ZreportReported 3 issues (0 critical, 1 high, 1 medium, 1 low) from 3 findings.
  • 01:22:57Zreportreport completed in 6s.

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