id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
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value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e729f934d87f0b0e1f93702e | train | refactoring_modularization | npm | https://www.npmjs.com/package/vue | vue | productivity | css | database | Refactor a css system related to database. Focus on refactoring modularization. | {"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": "... | === 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 | |
b8ea858cbd77761a61b2466f | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | swift | api_design | Create a unit-testing strategy for swift code involving api_design. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
56beb1b453f2ad2563961e84 | train | typescript_generation | huggingface | https://huggingface.co/datasets/hf-azure-internal/documentation-image | hf-azure-internal/documentation-image | ecommerce | rust | typescript | Implement TypeScript logic for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-azure-internal/documentation-image", "source_url": "https://huggingface.co/datasets/hf-azu... | 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 |
fe298f0dbba4cb59a385fdfb | train | html_generation | stackexchange | https://stackoverflow.com/questions/57086672/element-implicitly-has-an-any-type-because-expression-of-type-string-cant-b | Element implicitly has an 'any' type because expression of type 'string' can't be used to index | saas | rust | fullstack | Create semantic HTML for a saas about fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Element implicitly has an 'any' type because expression of type 'string' can&... | 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 |
062a1c346b9173b8d22705b1 | train | error_message_design | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | marketplace | php | algorithms | Perform a deep developer-experience analysis for a php project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | === 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 | |
206e7a8cbee12005067c2186 | train | refactoring_api | npm | https://www.npmjs.com/package/three | three | portfolio | python | computer_vision | Refactor a python system related to computer_vision. Focus on refactoring api. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b340898245e7b62a6cb89f84 | train | refactoring | pypi | https://pypi.org/project/django/ | django | marketplace | ruby | graphql | Create a production coding task in ruby for graphql. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
5e725e33e14caafc7fc3567b | train | risk_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | community | php | api_design | Perform a deep multi-layer analysis of api_design for a community using php. 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
725fe8b9fe0dd9635e9ce67f | train | source_selection | stackexchange | https://stackoverflow.com/questions/16476924/how-can-i-iterate-over-rows-in-a-pandas-dataframe | How can I iterate over rows in a Pandas DataFrame? | analytics | javascript | frontend | Select the most reliable sources to research frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I iterate over rows in a Pandas DataFrame?", "source_url": "https://stackoverflow.com... | === 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 | |
836e4622b7bff675725df9b2 | train | maintainability_analysis | web_docs | https://git-scm.com/doc | Git Documentation | blog | typescript | docker | Perform a deep multi-layer analysis of docker for a blog using typescript. 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
a4b1f6766e7696d6271d8b28 | train | source_comparison | github | https://github.com/freeCodeCamp/freeCodeCamp | freeCodeCamp/freeCodeCamp | blog | c | graphql | Compare multiple sources about graphql 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": "freeCodeCamp/freeCodeCamp", "source_url": "https://github.com/freeCodeCamp/freeCodeCamp", "so... | === SOURCES ===
- freeCodeCamp/freeCodeCamp (https://github.com/freeCodeCamp/freeCodeCamp)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, envi... | web-research-coding-5m-1.1.0 | |
461047d53057a45cfeb2afeb | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | python | html | Refactor a python system related to html. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f4706138b52a2b055d9db7de | train | fact_verification | npm | https://www.npmjs.com/package/three | three | ecommerce | cpp | typescript | Verify a technical claim about typescript. | {"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... | === CLAIM ===
A common claim about typescript.
=== 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-de... | web-research-coding-5m-1.1.0 | |
dea0cab3c65559ba823087d1 | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | kotlin | javascript | Perform a deep multi-layer analysis of javascript for a marketplace 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
f7c9041180a8dd5cb933d4b5 | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | shell | authentication | Refactor a shell system related to authentication. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
f062629e09de1d9f8300e127 | train | typescript_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | documentation | dart | deep_learning | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | 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 |
601bff296ab4eebb3a7ad36e | train | source_comparison | gitlab | https://gitlab.com/ase/ase | ase/ase | marketplace | cpp | authentication | Compare multiple sources about authentication 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": "ase/ase", "source_url": "https://gitlab.com/ase/ase", "source_type": "repository", "topic": "... | === SOURCES ===
- ase/ase (https://gitlab.com/ase/ase)
- 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).
=== GAPS =... | web-research-coding-5m-1.1.0 | |
d43fb831f782d7978a7a8950 | train | deployment_experience | github | https://github.com/huggingface/transformers | huggingface/transformers | community | sql | distributed_systems | Perform a deep developer-experience analysis for a sql project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface/transformers", "source_url": "https://github.com/huggingface/transformers", "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 | |
639657030f902674b7afda12 | train | responsive_design | npm | https://www.npmjs.com/package/playwright | playwright | dashboard | javascript | docker | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
1e8d6027f891b7f4255724f5 | train | maintainability_analysis | pypi | https://pypi.org/project/django/ | django | ecommerce | rust | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'django' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
5828315d4ec67e1ec2347fb3 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/679915/how-do-i-test-for-an-empty-javascript-object | How do I test for an empty JavaScript object? | analytics | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a analytics using swift. 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 do I test for an empty JavaScript object?", "source_url": "https://stackoverflow.com/ques... | === 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 'How do I test for an empty JavaScript object?' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
144812f74085440d65f08533 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | javascript | authentication | Refactor a javascript system related to authentication. Focus on refactoring legacy code. | {"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", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
3f5f2eec57ac2cbb12eb606e | train | evidence_extraction | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | education | rust | caching | Extract verifiable evidence about caching from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle", "source_url": "https://codeberg.org/... | === SOURCE ===
UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle
https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== Q... | web-research-coding-5m-1.1.0 | |
2d68422208a981e6d985b211 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | admin_panel | kotlin | authentication | Refactor a kotlin system related to authentication. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "source_... | === 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 | |
5340cfd9698471f88aca4a70 | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | go | caching | Perform a deep developer-experience analysis for a go project involving caching. | {"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 | |
e40b8d1cb4519100f0c565d1 | train | design_accessibility | npm | https://www.npmjs.com/package/express | express | developer_tool | python | observability | 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
06b18dc029bae3dd56c0db02 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | shell | javascript | Refactor a shell system related to javascript. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 | |
04195b837457848c5a8f4a96 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/35534959/access-key-and-value-of-object-using-ngfor | access key and value of object using *ngFor | community | swift | frontend | Design integration tests for a swift system involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "access key and value of object using *ngFor", "source_url": "https://stackoverflow.com/questi... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
a382fee895aac22b404eab1b | train | documentation_lookup | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | finance | html | authorization | Find and summarize the relevant documentation for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | === RELEVANT DOCS ===
- NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt
https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
... | web-research-coding-5m-1.1.0 | |
e17d25cb5916ab90b8bf462d | train | design_consistency | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | blog | rust | testing | Audit design consistency across a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
0bec082e5d756c6a1f9e1d16 | train | performance_analysis | npm | https://www.npmjs.com/package/next | next | documentation | c | authorization | Perform a deep multi-layer analysis of authorization for a documentation 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 'next' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
d2901d9cc1ca2933f6b9a18e | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | rust | software_architecture | Perform a deep developer-experience analysis for a rust project involving software_architecture. | {"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 | |
3855069f31d4af91624e7bd9 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | c | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
32dcbe7668d83bb7266136b7 | train | repository_issue_reasoning | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | portfolio | python | rest_api | Perform a deep multi-layer analysis of rest_api 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": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | === 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 'msts-public/general/typescript-cacheable' as a source anchor and identify relevant APIs, depe... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f6e95879ad7848aa686216b2 | train | code_review | pypi | https://pypi.org/project/pandas/ | pandas | landing_page | typescript | web_performance | Perform a production code review of typescript code related to web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
bbe710f5d9b2c93d70fd01fe | train | testing_experience | npm | https://www.npmjs.com/package/next | next | developer_tool | c | web_accessibility | Perform a deep developer-experience analysis for a c project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "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 | |
89c151dff6aa9f2bbb9bebd4 | train | refactoring | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | swift | open_source | Create a production coding task in swift for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b3e5b39dc4d07906d549e4ba | train | fact_verification | codeberg | https://codeberg.org/nathawat/_cargo-index | nathawat/_cargo-index | community | shell | developer_experience | Verify a technical claim about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nathawat/_cargo-index", "source_url": "https://codeberg.org/nathawat/_cargo-index", "source_t... | === CLAIM ===
A common claim about developer_experience.
=== 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 / ... | web-research-coding-5m-1.1.0 | |
a9bbcb3cfeea93d73854b607 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | java | testing | Create a unit-testing strategy for java code involving testing. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
6bc1e587254a6a105d31e13a | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | sql | software_architecture | Perform a deep multi-layer analysis of software_architecture for a portfolio 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Fetch API' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
b2858675c9b77347491ab8e2 | train | refactoring_security | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | education | c | debugging | Refactor a c system related to debugging. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | === 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 | |
841c246e7a9ce468159babb0 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/33091376/what-is-exactly-sklearn-pipeline-pipeline | What is exactly sklearn.pipeline.Pipeline? | search_interface | css | serverless | Design a developer documentation page for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is exactly sklearn.pipeline.Pipeline?", "source_url": "https://stackoverflow.com/questio... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
5a0f879359ea19d273d9bbfa | train | search_query_rewrite | npm | https://www.npmjs.com/package/typescript | typescript | dashboard | kotlin | html | Rewrite and improve a vague search query about html into a precise, high-signal query. | {"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... | === ORIGINAL (VAGUE) ===
how to do html
=== REWRITTEN QUERIES ===
1. html official documentation guide
2. html production best practices 2025
3. html common pitfalls and solutions
4. html architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, env... | web-research-coding-5m-1.1.0 | |
eb187afb840a838dc2bb5d86 | train | design_system | npm | https://www.npmjs.com/package/react | react | social_app | rust | user_experience | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
6055adfcaca7386ab90328ed | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | blog | python | microservices | Perform a deep multi-layer analysis of microservices for a blog 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": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset' a... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4958a5dfb7437f67ea7188b9 | train | local_development_experience | github | https://github.com/pallets/flask | pallets/flask | community | typescript | computer_vision | Perform a deep developer-experience analysis for a typescript project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pallets/flask", "source_url": "https://github.com/pallets/flask", "source_type": "repository"... | === 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 | |
e2256fbc42e692d305c12d65 | train | component_design | npm | https://www.npmjs.com/package/express | express | education | ruby | nodejs | Design reusable UI components for a education. | {"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 | |
66fc098907fedf091d0ffa33 | train | form_ui | pypi | https://pypi.org/project/django/ | django | education | scala | data_structures | Design an accessible form for data_structures. | {"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 labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
e4ea00aea4506e0b15242fb7 | train | data_structure_design | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | search_interface | kotlin | docker | Design a data structure in kotlin for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
a77c9ed12d7940c09bfb1320 | train | repository_architecture | huggingface | https://huggingface.co/datasets/model-metadata/code_python_files | model-metadata/code_python_files | dashboard | php | react | Perform a deep multi-layer analysis of react for a dashboard using php. 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": "model-metadata/code_python_files", "source_url": "https://huggingface.co/datasets/model-metad... | === 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 'model-metadata/code_python_files' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
523b88ca8573ea495efb104b | train | form_ui | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | finance | python | api_design | Design an accessible form for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0059dc481b829841bcfa8536 | train | ux_analysis | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | marketplace | typescript | testing | Perform a deep multi-layer analysis of testing for a marketplace using typescript. 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": "Mo7art/Stack2Graph_KG_python", "source_url": "https://huggingface.co/datasets/Mo7art/Stack2Gr... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'Mo7art/Stack2Graph_KG_python' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
175b3a02385feb7ba21bcfa0 | train | ux_analysis | npm | https://www.npmjs.com/package/express | express | community | python | nlp | Perform a deep multi-layer analysis of nlp for a community 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d191685aaba370cbab3f0d10 | train | developer_experience | npm | https://www.npmjs.com/package/next | next | social_app | cpp | authorization | Perform a deep developer-experience analysis for a cpp project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "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 | |
6d3b19467c79a97b302c3ce5 | train | system_analysis | npm | https://www.npmjs.com/package/prettier | prettier | search_interface | html | serverless | Perform a deep multi-layer analysis of serverless for a search_interface 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
528c07d72f8bb0ac5d648f0d | train | refactoring_readability | npm | https://www.npmjs.com/package/three | three | documentation | swift | algorithms | Refactor a swift system related to algorithms. Focus on refactoring readability. | {"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... | === 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 | |
40afb0cef45562615859a0e8 | train | design_consistency | github | https://github.com/react/react-native | react/react-native | productivity | shell | frontend | Audit design consistency across a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react-native", "source_url": "https://github.com/react/react-native", "source_type": "r... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
b7280f992ce0691a243943c9 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | c | machine_learning | Refactor a c system related to machine_learning. Focus on refactoring maintainability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
ac08265a1c638827d0c6cbcd | train | maintainability_analysis | github | https://github.com/zulip/zulip | zulip/zulip | blog | dart | css | Perform a deep multi-layer analysis of css for a blog 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": "zulip/zulip", "source_url": "https://github.com/zulip/zulip", "source_type": "repository", "t... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'zulip/zulip' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
8936853c1ff55a89450de9a4 | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/133051/what-is-the-difference-between-visibilityhidden-and-displaynone | What is the difference between visibility:hidden and display:none? | admin_panel | java | serverless | Perform a deep developer-experience analysis for a java project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between visibility:hidden and display:none?", "source_url": "https://s... | === 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 | |
74ca164f25132c1b9023fe03 | train | debugging_experience | codeberg | https://codeberg.org/Quanti/_cargo-index | Quanti/_cargo-index | ecommerce | c | graphql | Perform a deep developer-experience analysis for a c project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Quanti/_cargo-index", "source_url": "https://codeberg.org/Quanti/_cargo-index", "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 | |
5e7844ff9ab456ec218f3557 | train | component_design | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | finance | sql | data_engineering | Design reusable UI components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
fc97a7fc0daf24598e46fd0a | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | swift | database | Audit accessibility for a dashboard. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8fe9b7c1a79dedcd95d80a91 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/61212/how-do-i-remove-local-untracked-files-from-the-current-git-working-tree | How do I remove local (untracked) files from the current Git working tree? | education | python | cloud | Perform a deep developer-experience analysis for a python project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove local (untracked) files from the current Git working tree?", "source_url": "h... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f7b5b422e59ad85d59eb1087 | train | refactoring_legacy_code | pypi | https://pypi.org/project/streamlit/ | streamlit | portfolio | go | ci_cd | Refactor a go system related to ci_cd. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
7e9285c49f6b40bdf162a326 | train | api_developer_experience | pypi | https://pypi.org/project/flask/ | flask | search_interface | javascript | redis | Perform a deep developer-experience analysis for a javascript project involving redis. | {"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": "... | === 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 | |
270cad6618093816224339aa | train | testing_experience | npm | https://www.npmjs.com/package/prettier | prettier | ecommerce | python | web_performance | Perform a deep developer-experience analysis for a python project involving web_performance. | {"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", ... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6b0ceee63add79639f8f16f5 | train | deep_technical_analysis | github | https://github.com/puppeteer/puppeteer | puppeteer/puppeteer | ecommerce | rust | design_system | Perform a deep multi-layer analysis of design_system for a ecommerce 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": "puppeteer/puppeteer", "source_url": "https://github.com/puppeteer/puppeteer", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'puppeteer/puppeteer' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
6e1fa0b15696ce84e3d1f37f | train | nextjs_generation | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | community | typescript | security | Design a Next.js architecture for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/library-documentation", "source_url": "https://huggingface.co/datasets/code-ra... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
83607159ff927fef648d05af | train | source_selection | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | admin_panel | html | kubernetes | Select the most reliable sources to research kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | === 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 | |
2da5a387751bab2b53c2e30f | train | developer_experience | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-11 | GudduButt/schemaforge-ai-and-machine-learning-11 | documentation | typescript | nodejs | Perform a deep developer-experience analysis for a typescript project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-11", "source_url": "https://huggingface.co/data... | === 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 | |
5356a47da5b62e7546f48d7a | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/Omar-keita/Machine-Learning-Socratic-Dataset | Omar-keita/Machine-Learning-Socratic-Dataset | finance | shell | kubernetes | Refactor a shell system related to kubernetes. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Omar-keita/Machine-Learning-Socratic-Dataset", "source_url": "https://huggingface.co/datasets... | === 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 | |
4fce56b6550f2b037a00909c | train | refactoring_legacy_code | pypi | https://pypi.org/project/rich/ | rich | ecommerce | dart | devops | Refactor a dart system related to devops. Focus on refactoring legacy code. | {"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": "de... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
4ae95b64266d3fdd038e44d4 | train | seo_fix | npm | https://www.npmjs.com/package/typescript | typescript | portfolio | ruby | authentication | Create an SEO improvement plan for a portfolio about authentication. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
99bbffc68f4ed712d16a4a2a | train | debugging | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | community | html | ci_cd | Create a realistic html debugging problem involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
6177bdcdddd92663d0c055fd | train | system_analysis | stackexchange | https://stackoverflow.com/questions/12952729/how-to-understand-locality-sensitive-hashing | How to understand Locality Sensitive Hashing? | landing_page | html | nodejs | Perform a deep multi-layer analysis of nodejs for a landing_page 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": "How to understand Locality Sensitive Hashing?", "source_url": "https://stackoverflow.com/ques... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'How to understand Locality Sensitive Hashing?' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
4ccb1cd9e659767499d68b87 | train | landing_page | stackexchange | https://stackoverflow.com/questions/115983/how-do-i-add-an-empty-directory-to-a-git-repository | How do I add an empty directory to a Git repository? | social_app | dart | frontend | Design a landing page for a frontend product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I add an empty directory to a Git repository?", "source_url": "https://stackoverflow.c... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d3b2a4f8e0455edfd3dbc34c | train | code_review | gitlab | https://gitlab.com/roth1002/awesome-javascript | roth1002/awesome-javascript | portfolio | html | distributed_systems | Perform a production code review of html code related to distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "roth1002/awesome-javascript", "source_url": "https://gitlab.com/roth1002/awesome-javascript",... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
1d948b881dd64bc9f0fd8156 | train | ux_analysis | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | education | typescript | nextjs | Perform a deep multi-layer analysis of nextjs for a education using typescript. 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": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'open-r1/verifiable-coding-problems-python' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
50766990fc72abdd218e9f73 | train | data_structure_design | huggingface | https://huggingface.co/datasets/learning-machine-inc/bbh-cot-opus5 | learning-machine-inc/bbh-cot-opus5 | dashboard | html | html | Design a data structure in html for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/bbh-cot-opus5", "source_url": "https://huggingface.co/datasets/learning-... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
e058bc9004bf05baba6db33a | train | api_design | stackexchange | https://stackoverflow.com/questions/4696499/meta-charset-utf-8-vs-meta-http-equiv-content-type | <meta charset="utf-8"> vs <meta http-equiv="Content-Type"> | community | scala | security | Design a production API for a security application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<meta charset="utf-8"> vs <meta http-equiv="Content-Type">", ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
aad36d434eee29a19e0b167f | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/51439843/unknown-vs-any | 'unknown' vs. 'any' | saas | shell | javascript | Refactor a shell system related to javascript. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "'unknown' vs. 'any'", "source_url": "https://stackoverflow.com/questions/5143... | === 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 | |
6f39985b3613d47461ddbe94 | train | react_generation | npm | https://www.npmjs.com/package/hono | hono | analytics | dart | graphql | Design React components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | 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 |
ea4e53c0f23f9c0bfe263791 | train | ux_design | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | marketplace | cpp | postgresql | Design the complete UX flow of a marketplace for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | 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 | |
ea1d5ee1fe3dba58f5f66948 | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/123198/how-do-i-copy-a-file | How do I copy a file? | social_app | cpp | authentication | Design a data structure in cpp for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I copy a file?", "source_url": "https://stackoverflow.com/questions/123198/how-do-i-co... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
6e89e18eca9dbff3a9aae04e | train | refactoring_scalability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | analytics | ruby | api_design | Refactor a ruby system related to api_design. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 | |
4a2400ba484bfaf74f380734 | train | responsive_design | web_docs | https://docs.docker.com/ | Docker Documentation | saas | dart | html | Create a responsive design strategy for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c79deafb8e54493f7f63a5a5 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | scala | distributed_systems | Refactor a scala system related to distributed_systems. Focus on refactoring legacy code. | {"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", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
ba84d44d02634b972368aa8c | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | landing_page | css | typescript | Perform a deep multi-layer analysis of typescript for a landing_page 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
63bdc91529d8627ebb8c6384 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | ruby | html | Create design tokens for a saas. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
fb6f5dd2d4a3d3cc9d906d22 | train | form_ui | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Competitive-Programming-v1 | nvidia/Nemotron-Competitive-Programming-v1 | finance | cpp | html | Design an accessible form for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Competitive-Programming-v1", "source_url": "https://huggingface.co/datasets/n... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b2228e5234c166da20516407 | train | scalability_analysis | pypi | https://pypi.org/project/flask/ | flask | blog | html | authorization | Perform a deep multi-layer analysis of authorization for a blog 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 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 'flask' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
fcabe06728190db4fe978f4f | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | python | database | Perform a deep developer-experience analysis for a python project involving database. | {"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. 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b11ea4b6ec572fd296e573d8 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | productivity | go | postgresql | Perform a deep multi-layer analysis of postgresql for a productivity 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": "AkshithAI/stackexchange-programming-cs-ctx-4096", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'AkshithAI/stackexchange-programming-cs-ctx-4096' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
53a53018cf285a9ebddab762 | train | multi_hop_research | codeberg | https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics | AjeshCasual/12DoF-Quadruped-Kinematics | ecommerce | sql | observability | Perform multi-hop research about observability: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AjeshCasual/12DoF-Quadruped-Kinematics", "source_url": "https://codeberg.org/AjeshCasual/12Do... | === HOP 1 ===
Start at: AjeshCasual/12DoF-Quadruped-Kinematics
https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world iss... | web-research-coding-5m-1.1.0 | |
db1146585c89e488833d616f | train | documentation_page | stackexchange | https://stackoverflow.com/questions/4089430/how-to-determine-the-url-that-a-local-git-repository-was-originally-cloned-from | How to determine the URL that a local Git repository was originally cloned from | ecommerce | ruby | authentication | Design a developer documentation page for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to determine the URL that a local Git repository was originally cloned from", "source_url... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b59f8392bdf5ee828e0bd52a | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | kotlin | ci_cd | Design a complete responsive landing_page for ci_cd. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
e44623d93929a0bd3ad272a2 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | java | open_source | Perform a deep multi-layer analysis of open_source for a ecommerce using java. 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 open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
5b28314b5db600caaa426a6f | train | dependency_impact_analysis | pypi | https://pypi.org/project/pandas/ | pandas | ecommerce | css | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce 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": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'pandas' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
43039fa7b644d9fe5dd52b67 | train | accessibility_analysis | web_docs | https://git-scm.com/doc | Git Documentation | social_app | kotlin | graphql | Perform a deep multi-layer analysis of graphql for a social_app 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 |
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