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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
868fd6a1a941e9a5fbb54440 | train | api_design | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | productivity | kotlin | distributed_systems | Design a production API for a distributed_systems application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9a8b807f3cbcd8ad202e934f | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | go | authorization | Perform a deep developer-experience analysis for a go project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cbcd37e76aa5c9898a3d7ead | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | dart | design_system | Verify a technical claim about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CLAIM ===
A common claim about design_system.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
d011713cebc47959948d3a0d | train | repository_architecture | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | documentation | javascript | computer_vision | Perform a deep multi-layer analysis of computer_vision for a documentation using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'e-cons/esercizi-typescript' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
6ca4bf8790ac485437640a1f | train | ux_analysis | gitlab | https://gitlab.com/kornelski/babel-preset-php | kornelski/babel-preset-php | portfolio | python | developer_experience | Perform a deep multi-layer analysis of developer_experience for a portfolio using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornelski/babel-preset-php", "source_url": "https://gitlab.com/kornelski/babel-preset-php", "... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'kornelski/babel-preset-php' as a source anchor and identify relevant ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1bd3319a31dbb1e74cc8f4a4 | train | interaction_design | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | admin_panel | java | react | Design interaction states for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
2791dda62e9a5394b2adb9ab | train | refactoring_dependency | github | https://github.com/ElemeFE/element | ElemeFE/element | analytics | dart | css | Refactor a dart system related to css. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
4f5fb81ea9f22075494024ac | train | ux_analysis | huggingface | https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset | prsdm/Machine-Learning-QA-dataset | productivity | ruby | ci_cd | Perform a deep multi-layer analysis of ci_cd for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prsdm/Machine-Learning-QA-dataset", "source_url": "https://huggingface.co/datasets/prsdm/Mach... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'prsdm/Machine-Learning-QA-dataset' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
5c5f74f3c48069d3348a55f1 | train | ux_design | pypi | https://pypi.org/project/scrapy/ | scrapy | landing_page | php | html | Design the complete UX flow of a landing_page for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
46fe4730cd70ed5bb02fb555 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | scala | caching | Perform a deep multi-layer analysis of caching for a analytics using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
7a6a9898c0442f160b9e961d | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags | RegEx match open tags except XHTML self-contained tags | saas | c | authorization | Improve visual hierarchy in a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RegEx match open tags except XHTML self-contained tags", "source_url": "https://stackoverflow... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ac50dc77b9d0823ee8062537 | train | deployment_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | java | web_accessibility | Perform a deep developer-experience analysis for a java project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
82542a491baf2d3cc5211d30 | train | design_to_code | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | dashboard | html | algorithms | Translate a dashboard design into maintainable html code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2", "source_url": "https://huggingfa... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
ccf364cdae36e7317e2ec857 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/togethercomputer/CoderForge-Preview | togethercomputer/CoderForge-Preview | finance | html | computer_vision | Refactor a html system related to computer_vision. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "togethercomputer/CoderForge-Preview", "source_url": "https://huggingface.co/datasets/together... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
6687c2e22de8b64c157135af | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | scala | docker | Perform a deep multi-layer analysis of docker for a documentation using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
1b6fd69ffc4171fc678406fa | train | seo_fix | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | javascript | authentication | Create an SEO improvement plan for a social_app about authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
782d0b3b9cb7f37d19838f1f | train | design_accessibility | pypi | https://pypi.org/project/flask/ | flask | developer_tool | shell | authentication | Audit accessibility for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2bc56434e180c427c6423c8d | train | html_generation | pypi | https://pypi.org/project/django/ | django | saas | cpp | deep_learning | Create semantic HTML for a saas about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
371cd5cf1a440aec92471270 | train | maintainability_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | saas | python | deep_learning | Perform a deep multi-layer analysis of deep_learning for a saas using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, sta... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
149eaaa8749fab6fa849b4f2 | train | local_development_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | education | java | documentation | Perform a deep developer-experience analysis for a java project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
67b7e7af2ca7b3808da8f73a | train | refactoring_scalability | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | analytics | java | sql | Refactor a java system related to sql. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
29b3ff671f8417b364d05a8d | train | accessibility_fix | codeberg | https://codeberg.org/KokaKiwi/_cargo-index | KokaKiwi/_cargo-index | social_app | html | nextjs | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "KokaKiwi/_cargo-index", "source_url": "https://codeberg.org/KokaKiwi/_cargo-index", "source_t... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
ceb4ec7d52bbc522ad5a14e8 | train | design_components | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | landing_page | rust | web_performance | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
a5a8061c2d3eba11ccec7097 | train | documentation_experience | npm | https://www.npmjs.com/package/webpack | webpack | analytics | java | nextjs | Perform a deep developer-experience analysis for a java project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ec647b4af651451d16374b55 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/25093276/node-js-windows-error-enoent-stat-c-users-rt-appdata-roaming-npm | Node.js/Windows error: ENOENT, stat 'C:\Users\RT\AppData\Roaming\npm' | ecommerce | c | devops | Perform a deep developer-experience analysis for a c project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js/Windows error: ENOENT, stat 'C:\\Users\\RT\\AppData\\Roaming\\npm'", "source_... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
244efaa6fd7bab1135adf0c6 | train | design_accessibility | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | social_app | css | serverless | Audit accessibility for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
801ffffc0b1e53d702b18ea7 | train | design_tokens | huggingface | https://huggingface.co/datasets/abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | education | sql | nodejs | Create design tokens for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abanm/arjoonn-codechef-competitive-programming-ChatGPT4o", "source_url": "https://huggingface... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
390c8c380e37a78f4aabcb30 | train | dependency_management_experience | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | landing_page | c | linux | Perform a deep developer-experience analysis for a c project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e3bf1750bb504b0925f7ccd0 | train | html_generation | stackexchange | https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input | React - changing an uncontrolled input | search_interface | python | algorithms | Create semantic HTML for a search_interface about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React - changing an uncontrolled input", "source_url": "https://stackoverflow.com/questions/3... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
d673754fefcbc5912b0b26b6 | train | refactoring_testability | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | sql | sql | Refactor a sql system related to sql. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
3a8e16c1e854cd21400844b2 | train | deep_technical_analysis | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | landing_page | cpp | authorization | Perform a deep multi-layer analysis of authorization for a landing_page using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'mysterysd.sd/WZML-X' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
0c224cc610d3a6319421dec8 | train | evidence_extraction | pypi | https://pypi.org/project/rich/ | rich | marketplace | javascript | algorithms | Extract verifiable evidence about algorithms from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "al... | === SOURCE ===
rich
https://pypi.org/project/rich/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment stated?... | web-research-coding-5m-1.1.0 | |
1264f1dc83b694a6140cdf42 | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | c | linux | Perform a deep developer-experience analysis for a c project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8e35c6e7fefc5966a2bfb434 | train | responsive_design | pypi | https://pypi.org/project/httpx/ | httpx | analytics | php | authentication | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
32f87b30563920354146c871 | train | typescript_generation | pypi | https://pypi.org/project/torch/ | torch | portfolio | java | api_design | Implement TypeScript logic for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
9c85f32dce6c3b324cee7806 | train | repository_understanding | codeberg | https://codeberg.org/lesbianlucy/_cargo-index | lesbianlucy/_cargo-index | saas | rust | linux | Perform a deep multi-layer analysis of linux for a saas using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lesbianlucy/_cargo-index", "source_url": "https://codeberg.org/lesbianlucy/_cargo-index", "so... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'lesbianlucy/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
63e73a3c036530d8b2aa90f9 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | typescript | machine_learning | Design React components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
edc1ea5ece3e70e0c69cd34e | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | java | documentation | Verify a technical claim about documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CLAIM ===
A common claim about documentation.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
477c674fb26955b8459b7c37 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | dart | user_experience | Perform a deep multi-layer analysis of user_experience for a landing_page using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
6a56d90df865feb8b2ef4500 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | cpp | debugging | Audit design consistency across a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
8420d0e9688c2cf717b8ed90 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | html | distributed_systems | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
fdbd5edf320da539019745bb | train | ui_design | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | social_app | dart | database | Design a production-quality UI for a social_app focused on database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "source_url": "https://huggingface.co/datasets/... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a2b421906438171af71776a4 | train | component_design | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | saas | shell | linux | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unconed/use.gpu", "source_url": "https://gitlab.com/unconed/use.gpu", "source_type": "reposit... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
4e97a6c118143837f1d3abc6 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | scala | react | Perform a deep multi-layer analysis of react for a education using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
4a880837c0552827a1aa931c | train | seo_fix | web_docs | https://go.dev/doc/ | Go Documentation | admin_panel | scala | html | Create an SEO improvement plan for a admin_panel about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a31037b5fb1b2c994d840a84 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/415511/how-do-i-get-the-current-time-in-python | How do I get the current time in Python? | admin_panel | scala | algorithms | Create a web-performance optimization plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get the current time in Python?", "source_url": "https://stackoverflow.com/questions... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
01826fe275bc94d8cac9fcd9 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | analytics | css | rest_api | Perform a deep multi-layer analysis of rest_api for a analytics using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'Does Python have a ternary conditional operator?' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
861a459c63f036c9e470f2fd | train | research_summary | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | portfolio | swift | fullstack | Summarize the current state of knowledge about fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | === OVERVIEW ===
fullstack in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
cyber5k/mistborn (ht... | web-research-coding-5m-1.1.0 | |
fca8012bafbd0386b52de6aa | train | component_design | web_docs | https://go.dev/doc/ | Go Documentation | ecommerce | shell | docker | Design reusable UI components for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
7e9fdcf101f7830beb69cf2a | train | design_tokens | codeberg | https://codeberg.org/FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS | FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS | community | shell | observability | Create design tokens for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS", "source_url": "https://codeberg.org/FloveDocs/4... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1a75c2e24b915df7b1e13497 | train | source_selection | pypi | https://pypi.org/project/rich/ | rich | saas | dart | html | Select the most reliable sources to research html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ht... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
a364c74149c7f0c23099193a | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | dart | authorization | Perform a deep developer-experience analysis for a dart project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4a7fb751aabcd4bc01702345 | train | local_development_experience | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | dashboard | css | web_accessibility | Perform a deep developer-experience analysis for a css project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8e64e9c71090bd446f270be1 | train | dashboard | npm | https://www.npmjs.com/package/prettier | prettier | education | go | python | Design a production dashboard for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
f6f0dd7f230efe5a26f5a0ed | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | sql | docker | Perform a deep multi-layer analysis of docker for a education using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
a37d0e8650b45a78f889b164 | train | cli_experience | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | developer_tool | dart | deep_learning | Perform a deep developer-experience analysis for a dart project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2d11605ceab1cd41c7740c05 | train | code_review | pypi | https://pypi.org/project/httpx/ | httpx | admin_panel | css | web_performance | Perform a production code review of css code related to web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
af0ecf7e240f7de298d5e3b8 | train | ux_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | blog | sql | typescript | Perform a deep multi-layer analysis of typescript for a blog using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
e491c8851a8de39d86d67baa | train | source_comparison | npm | https://www.npmjs.com/package/vue | vue | community | c | deep_learning | Compare multiple sources about deep_learning and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === SOURCES ===
- vue (https://www.npmjs.com/package/vue)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAP... | web-research-coding-5m-1.1.0 | |
8225262b97451a177865806a | train | algorithm_design | gitlab | https://gitlab.com/production-ml/password-complexity | production-ml/password-complexity | landing_page | javascript | python | Design a javascript algorithm for a python problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "production-ml/password-complexity", "source_url": "https://gitlab.com/production-ml/password-... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
351280545e3d44fcbc8b2a79 | train | component_design | npm | https://www.npmjs.com/package/express | express | blog | html | kubernetes | Design reusable UI components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
5c1a1338db87d8c104e3c0c2 | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | portfolio | cpp | data_engineering | Perform a deep multi-layer analysis of data_engineering for a portfolio using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'How can I check if an object is an array?' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
bc3db878e1340d3bf197d5fb | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | search_interface | python | rest_api | Perform a deep multi-layer analysis of rest_api for a search_interface using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'averoo/sc_JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
631058c9345f3ffe527ba15b | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | html | mongodb | Perform a deep multi-layer analysis of mongodb for a education using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
22d27f0fb493a0949097a2be | train | design_consistency | huggingface | https://huggingface.co/datasets/SeaLLMs/TrueFalse-Statements-multilingual | SeaLLMs/TrueFalse-Statements-multilingual | documentation | css | api_design | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SeaLLMs/TrueFalse-Statements-multilingual", "source_url": "https://huggingface.co/datasets/Se... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
cf7f29314c93a7b5f86c785a | train | source_comparison | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | search_interface | kotlin | cloud | Compare multiple sources about cloud and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | === SOURCES ===
- Mojeer/django_components (https://gitlab.com/Mojeer/django_components)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, enviro... | web-research-coding-5m-1.1.0 | |
51b9b933146b1394023d3478 | train | form_ui | stackexchange | https://stackoverflow.com/questions/39152071/cant-bind-to-formgroup-since-it-isnt-a-known-property-of-form | Can't bind to 'formGroup' since it isn't a known property of 'form' | education | typescript | debugging | Design an accessible form for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can't bind to 'formGroup' since it isn't a known property of 'form'",... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
6ba53713c492fb23f88fb11d | train | evidence_chain_analysis | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | education | javascript | docker | Perform a deep multi-layer analysis of docker for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "sour... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'harvard-edge/cs249r_book' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
7f6dc1eb7d054b955bf871ad | train | code_explanation | web_docs | https://react.dev/ | React Documentation | social_app | python | html | Explain a python implementation related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
61a66e5760d8da54ad8c7369 | train | algorithm_design | npm | https://www.npmjs.com/package/typescript | typescript | developer_tool | php | nodejs | Design a php algorithm for a nodejs problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
8c96a7a9c34fdf18a033a172 | train | dependency_management_experience | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | landing_page | kotlin | javascript | Perform a deep developer-experience analysis for a kotlin project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
12109c25dfe5eb70be6a06c6 | train | css_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | java | web_accessibility | Create responsive CSS for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
1ad1abaf13333bd5513400cc | train | css_generation | npm | https://www.npmjs.com/package/vue | vue | social_app | kotlin | backend | Create responsive CSS for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
9f276dce739ea3bf408cf6be | train | error_message_design | npm | https://www.npmjs.com/package/eslint | eslint | documentation | ruby | database | Perform a deep developer-experience analysis for a ruby project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
695d83739980d1a8ccc41237 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations | HuggingFaceTB/python-edu-annotations | search_interface | c | python | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceTB/python-edu-annotations", "source_url": "https://huggingface.co/datasets/Hugging... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ed689d877a9e026ad620d862 | train | security_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | productivity | ruby | redis | Perform a deep multi-layer analysis of redis for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
95c7bcffc9fdc4eb283dbfd5 | train | api_design | pypi | https://pypi.org/project/transformers/ | transformers | documentation | cpp | web_performance | Design a production API for a web_performance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
6af13c50e482f340dea495f5 | train | accessibility_fix | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | sql | authentication | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4f3eead19229ddc9c3ee09d9 | train | refactoring_scalability | npm | https://www.npmjs.com/package/svelte | svelte | blog | python | fullstack | Refactor a python system related to fullstack. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0102a7b19f2e56193bcc6cf5 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/122102/what-is-the-most-efficient-way-to-deep-clone-an-object-in-javascript | What is the most efficient way to deep clone an object in JavaScript? | portfolio | ruby | backend | Perform a deep developer-experience analysis for a ruby project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the most efficient way to deep clone an object in JavaScript?", "source_url": "https:... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
35c5d843744424c792996e03 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | go | nlp | Perform a deep developer-experience analysis for a go project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e0704fb2de9ca43ed044ae90 | train | component_design | pypi | https://pypi.org/project/numpy/ | numpy | marketplace | go | data_engineering | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6df44cf1830ccaee1250af8a | train | research_summary | stackexchange | https://stackoverflow.com/questions/1946426/html-5-is-it-br-br-or-br | HTML 5: Is it <br>, <br/>, or <br />? | dashboard | go | computer_vision | Summarize the current state of knowledge about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML 5: Is it <br>, <br/>, or <br />?", "source_url": "https://stackoverflo... | === OVERVIEW ===
computer_vision in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
HTML 5: Is it ... | web-research-coding-5m-1.1.0 | |
277110dadcab90a777793bd4 | train | performance_fix | gitlab | https://gitlab.com/pyspread/pyspread | pyspread/pyspread | dashboard | scala | javascript | Create a web-performance optimization plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyspread/pyspread", "source_url": "https://gitlab.com/pyspread/pyspread", "source_type": "rep... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
916730b39510bb654d10e855 | train | evidence_chain_analysis | github | https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | admin_panel | c | react | Perform a deep multi-layer analysis of react for a admin_panel using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code", ... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code' as a so... | web-research-coding-5m-1.1.0 | |
54e0a8753e6cd8c84282ccf3 | train | product_analysis | github | https://github.com/vercel/hyper | vercel/hyper | productivity | scala | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a productivity using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'vercel/hyper' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
213cd86ad343551d1821a798 | train | interaction_design | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | documentation | c | linux | Design interaction states for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
aac14b11230e65168ceb5d1a | train | research_summary | npm | https://www.npmjs.com/package/fastify | fastify | community | c | ci_cd | Summarize the current state of knowledge about ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === OVERVIEW ===
ci_cd in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
fastify (https://www.npm... | web-research-coding-5m-1.1.0 | |
8f5eaec9478c40208f68047c | train | refactoring_security | huggingface | https://huggingface.co/datasets/HighFive-OPJ/Implementation_1-Machine_learning | HighFive-OPJ/Implementation_1-Machine_learning | landing_page | sql | data_structures | Refactor a sql system related to data_structures. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HighFive-OPJ/Implementation_1-Machine_learning", "source_url": "https://huggingface.co/datase... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
0a8cac84b4e4c9c4c08fbcbd | train | refactoring_readability | huggingface | https://huggingface.co/datasets/SWE-bench/SWE-bench_Multilingual | SWE-bench/SWE-bench_Multilingual | productivity | swift | caching | Refactor a swift system related to caching. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SWE-bench/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/SWE-bench/S... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
e9fdce1dee56ba85783ba237 | train | system_analysis | github | https://github.com/vuejs/core | vuejs/core | blog | kotlin | web_performance | Perform a deep multi-layer analysis of web_performance for a blog using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vuejs/core", "source_url": "https://github.com/vuejs/core", "source_type": "repository", "top... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'vuejs/core' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
3211591cf272a401852700f6 | train | ux_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | portfolio | go | authorization | Perform a deep multi-layer analysis of authorization for a portfolio using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
00b78afc5765ffe90389acc2 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | scala | html | Perform a deep developer-experience analysis for a scala project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f00cec9f21dbbca12afb0f46 | train | html_generation | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | documentation | javascript | web_performance | Create semantic HTML for a documentation about web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
2176991fc5428415bdd91a57 | train | developer_experience | npm | https://www.npmjs.com/package/three | three | ecommerce | swift | security | Perform a deep developer-experience analysis for a swift project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
290a80d2b2cf0bc8dfea82f3 | train | data_structure_design | gitlab | https://gitlab.com/postmill/Postmill | postmill/Postmill | dashboard | rust | css | Design a data structure in rust for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "postmill/Postmill", "source_url": "https://gitlab.com/postmill/Postmill", "source_type": "rep... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
e40347fa77baab6ee842388d | train | refactoring_testability | web_docs | https://docs.djangoproject.com/ | Django Documentation | portfolio | typescript | distributed_systems | Refactor a typescript system related to distributed_systems. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
77d6f3f39a7968e3014d903a | train | repository_comparison | npm | https://www.npmjs.com/package/three | three | ecommerce | ruby | user_experience | Perform a deep multi-layer analysis of user_experience for a ecommerce using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
dfece32fa4a26252c3dc8726 | train | component_design | npm | https://www.npmjs.com/package/vitest | vitest | dashboard | python | html | Design reusable UI components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
06b5f76bbee43edd005cf499 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/2727167/how-do-you-get-a-list-of-the-names-of-all-files-present-in-a-directory-in-node-j | How do you get a list of the names of all files present in a directory in Node.js? | documentation | c | redis | Refactor a c system related to redis. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you get a list of the names of all files present in a directory in Node.js?", "source_... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 |
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