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3f61ac50a5071b5757649a6f | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a admin_panel using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
2f41b398d574593d26eaf519 | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | python | debugging | Design the information architecture for debugging. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5ce7024203da743d8945feb6 | train | architecture_analysis | pypi | https://pypi.org/project/requests/ | requests | developer_tool | dart | computer_vision | Perform a deep multi-layer analysis of computer_vision for a developer_tool 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
e34af551f2e3736854b0dc60 | train | html_generation | npm | https://www.npmjs.com/package/zod | zod | landing_page | sql | microservices | Create semantic HTML for a landing_page about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
f25ed21f2b990d00a72fc4c7 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | java | user_experience | Design interaction states for a ecommerce. | {"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", "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
538de043d80cf954a2aaa9e1 | train | technical_research | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | saas | sql | observability | Perform a technical research task about observability, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === SCOPE ===
Technical behavior of observability.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- TypeScript Documentation (https://www.typescriptlang.org/d... | web-research-coding-5m-1.1.0 | |
5880c80adf6f40b8815449e3 | train | local_development_experience | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | developer_tool | css | redis | Perform a deep developer-experience analysis for a css project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === 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 | |
80fcd43ff0c81c5632460770 | train | code_explanation | gitlab | https://gitlab.com/cashscript-py/cashscript-py | cashscript-py/cashscript-py | productivity | rust | documentation | Explain a rust implementation related to documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cashscript-py/cashscript-py", "source_url": "https://gitlab.com/cashscript-py/cashscript-py",... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
81ba2bde82e00a003e441448 | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/273192/how-do-i-create-a-directory-and-any-missing-parent-directories | How do I create a directory, and any missing parent directories? | ecommerce | java | software_architecture | Perform a deep multi-layer analysis of software_architecture 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": "How do I create a directory, and any missing parent directories?", "source_url": "https://sta... | === 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 'How do I create a directory, and any missing parent directories?' a... | web-research-coding-5m-1.1.0 | |
4c063758c91d388b9b1f9353 | train | system_analysis | stackexchange | https://stackoverflow.com/questions/6996603/how-can-i-delete-a-file-or-folder-in-python | How can I delete a file or folder in Python? | landing_page | python | fullstack | Perform a deep multi-layer analysis of fullstack for a landing_page 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": "How can I delete a file or folder in Python?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'How can I delete a file or folder in Python?' as a source anchor and identify relevant APIs... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
41f66c61e1b26936b39e5f1b | train | deployment_experience | pypi | https://pypi.org/project/transformers/ | transformers | productivity | kotlin | javascript | Perform a deep developer-experience analysis for a kotlin project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
58ec11ee86c9bdbc2a9f8767 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | dashboard | rust | security | Refactor a rust system related to security. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | === 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 | |
a17a50830f2bc5f77aa629c7 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/2595176/which-machine-learning-classifier-to-choose-in-general | Which machine learning classifier to choose, in general? | community | javascript | open_source | Perform a deep multi-layer analysis of open_source for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which machine learning classifier to choose, in general?", "source_url": "https://stackoverfl... | === 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 'Which machine learning classifier to choose, in general?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
c1c4ddb339022e37b20a28a7 | train | search_intent_classification | pypi | https://pypi.org/project/pytest/ | pytest | social_app | dart | authentication | Classify the search intent for a query about authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"authentication vs alternatives"
=== CLASSIFICATION ===
Comparative / informati... | web-research-coding-5m-1.1.0 | |
c8babdcd4b8835d0181413c7 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-sp | axay/javascript-dataset-sp | search_interface | kotlin | nextjs | Perform a deep developer-experience analysis for a kotlin project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axay/javascript-dataset-sp", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === 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 | |
b660b5584350ffd0786ebc93 | train | developer_onboarding | gitlab | https://gitlab.com/gitterHQ/webapp | gitterHQ/webapp | landing_page | kotlin | redis | Perform a deep developer-experience analysis for a kotlin project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitterHQ/webapp", "source_url": "https://gitlab.com/gitterHQ/webapp", "source_type": "reposit... | === 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 | |
d6ef485b6ac40f4bc8d33cba | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | c | nextjs | Perform a deep developer-experience analysis for a c project involving nextjs. | {"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 | |
496da4e7e9bfec51e67e6586 | train | nextjs_generation | pypi | https://pypi.org/project/typer/ | typer | ecommerce | sql | debugging | Design a Next.js architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | 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 |
70498f6e64462e1dd3f394ee | train | form_ui | huggingface | https://huggingface.co/datasets/Alex-xu/secalign-dbg-haiku-javascript-all | Alex-xu/secalign-dbg-haiku-javascript-all | saas | kotlin | observability | Design an accessible form for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Alex-xu/secalign-dbg-haiku-javascript-all", "source_url": "https://huggingface.co/datasets/Al... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
67991f78cdf29b40a308c849 | train | refactoring | pypi | https://pypi.org/project/uvicorn/ | uvicorn | portfolio | typescript | nodejs | Create a production coding task in typescript for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "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 | |
cee27102daf130445a11cada | train | form_ui | gitlab | https://gitlab.com/mailman/postorius | mailman/postorius | documentation | ruby | fullstack | Design an accessible form for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/postorius", "source_url": "https://gitlab.com/mailman/postorius", "source_type": "rep... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
1ec3717d73be2b7ea93375c8 | train | performance_fix | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | portfolio | java | frontend | Create a web-performance optimization plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
a2e064a5808c30ea5604a566 | train | design_tokens | npm | https://www.npmjs.com/package/vite | vite | blog | go | css | Create design tokens for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
06aa365920c4241a6f65d8f1 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | html | rest_api | Design reusable UI components for a analytics. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
08a5cd06a15ebfe8b2bc632f | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/webpack | webpack | finance | scala | api_design | Perform a deep multi-layer analysis of api_design for a finance using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 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 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
90d394afddc751ee3d2c4759 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | typescript | devops | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0c8b5cfa8ea54bfcaeca3bb8 | train | nextjs_generation | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | community | scala | software_architecture | 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | 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 |
e9702560bb68e085725cfd1d | train | error_message_design | huggingface | https://huggingface.co/datasets/Athe72/machine-learning | Athe72/machine-learning | education | dart | authentication | Perform a deep developer-experience analysis for a dart project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Athe72/machine-learning", "source_url": "https://huggingface.co/datasets/Athe72/machine-learn... | === 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 | |
a65854ca7c41d5ae65389aab | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/67699/how-do-i-clone-all-remote-branches | How do I clone all remote branches? | landing_page | dart | cloud | Refactor a dart system related to cloud. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I clone all remote branches?", "source_url": "https://stackoverflow.com/questions/6769... | === 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 | |
2d6e3ee994f785d1e625a443 | train | developer_experience | web_docs | https://go.dev/doc/ | Go Documentation | social_app | shell | distributed_systems | Perform a deep developer-experience analysis for a shell project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 | |
91f3a26e45e382f8400897e3 | train | cli_experience | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | marketplace | cpp | serverless | Perform a deep developer-experience analysis for a cpp project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | === 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 | |
058e31754a1f1253fef1a538 | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/22891211/what-is-the-difference-between-save-and-save-dev | What is the difference between --save and --save-dev? | developer_tool | c | machine_learning | Perform a deep multi-layer analysis of machine_learning for a developer_tool 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": "What is the difference between --save and --save-dev?", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'What is the difference between --save and --save-dev?' as a source anchor and... | web-research-coding-5m-1.1.0 | |
4599986b74abe2adb06de6ee | train | refactoring_api | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | productivity | ruby | software_architecture | Refactor a ruby system related to software_architecture. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | === 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.... | web-research-coding-5m-1.1.0 | |
dcff5dbf06592c1741c87317 | train | accessibility_analysis | gitlab | https://gitlab.com/nitk-nest/nest | nitk-nest/nest | dashboard | scala | debugging | Perform a deep multi-layer analysis of debugging for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nitk-nest/nest", "source_url": "https://gitlab.com/nitk-nest/nest", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'nitk-nest/nest' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
9da165a117d70b801d34d5e2 | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | search_interface | html | backend | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "so... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
325ed35e9436633974d15060 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/4810841/pretty-print-json-using-javascript | pretty-print JSON using JavaScript | dashboard | rust | nlp | Perform a deep developer-experience analysis for a rust project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pretty-print JSON using JavaScript", "source_url": "https://stackoverflow.com/questions/48108... | === 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 | |
00ece171d8400d841b54756b | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/990754/how-to-leave-exit-deactivate-a-python-virtualenv | How to leave/exit/deactivate a Python virtualenv | social_app | shell | html | Extract verifiable evidence about html from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to leave/exit/deactivate a Python virtualenv", "source_url": "https://stackoverflow.com/q... | === SOURCE ===
How to leave/exit/deactivate a Python virtualenv
https://stackoverflow.com/questions/990754/how-to-leave-exit-deactivate-a-python-virtualenv
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security no... | web-research-coding-5m-1.1.0 | |
a49d4ba6fd57d85c99b6c214 | train | security_review | stackexchange | https://stackoverflow.com/questions/2765421/how-do-i-push-a-new-local-branch-to-a-remote-git-repository-and-track-it-too | How do I push a new local branch to a remote Git repository and track it too? | finance | rust | observability | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I push a new local branch to a remote Git repository and track it too?", "source_url":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
33bfa8fd401c6338661dcd8c | train | refactoring_modularization | web_docs | https://go.dev/doc/ | Go Documentation | social_app | go | computer_vision | Refactor a go system related to computer_vision. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 | |
2d1a013f3365ebccf707c0cc | train | design_system | web_docs | https://docs.djangoproject.com/ | Django Documentation | admin_panel | php | design_system | Create a scalable design system for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
8880cf602b37f84007ea9beb | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | community | ruby | html | Perform a deep developer-experience analysis for a ruby project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "so... | === 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 | |
418d501098fb9bcad1950d6a | train | refactoring_readability | github | https://github.com/puppeteer/puppeteer | puppeteer/puppeteer | blog | java | database | Refactor a java system related to database. Focus on refactoring readability. | {"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": ... | === 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 | |
c4f90939e6afbafc832cac28 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/sg-c/aws_bedrock_documentation_demo | sg-c/aws_bedrock_documentation_demo | blog | php | microservices | Perform a deep developer-experience analysis for a php project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sg-c/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/sg-c/aws... | === 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 | |
e7977eaed045363d39d7520b | train | documentation_lookup | huggingface | https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction | m-a-p/CodeFeedback-Filtered-Instruction | dashboard | c | typescript | Find and summarize the relevant documentation for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m-a-p/CodeFeedback-Filtered-Instruction", "source_url": "https://huggingface.co/datasets/m-a-... | === RELEVANT DOCS ===
- m-a-p/CodeFeedback-Filtered-Instruction
https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in ... | web-research-coding-5m-1.1.0 | |
6d2103cd125fddaa61234227 | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | css | nodejs | Perform a deep multi-layer analysis of nodejs for a search_interface 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
1c173b062742d1b8f852749b | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | html | docker | Refactor a html system related to docker. Focus on refactoring api. | {"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 ===
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.... | web-research-coding-5m-1.1.0 | |
0c0d6dd3b30fdf352bc34740 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/code-search-net/code_search_net | code-search-net/code_search_net | community | kotlin | nextjs | Classify the search intent for a query about nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-search-net/code_search_net", "source_url": "https://huggingface.co/datasets/code-search-... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"nextjs vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
b0cb8781d67eafa2e0937538 | train | design_consistency | pypi | https://pypi.org/project/uvicorn/ | uvicorn | finance | ruby | authentication | Audit design consistency across a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
ec0c1db46f39ba36e2c0a94a | train | component_design | npm | https://www.npmjs.com/package/playwright | playwright | finance | python | 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
929057bad58f6e6aed8223f3 | train | api_developer_experience | pypi | https://pypi.org/project/httpx/ | httpx | documentation | html | software_architecture | Perform a deep developer-experience analysis for a html project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 | |
e4a15aaf98e81c90ce638fef | train | debugging | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | python | data_engineering | Create a realistic python debugging problem involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
568ce72190907dea6b0be09c | train | deployment_experience | npm | https://www.npmjs.com/package/express | express | admin_panel | scala | data_engineering | Perform a deep developer-experience analysis for a scala project involving data_engineering. | {"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. 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 | |
63d576e55ace8b8f4ab742c5 | train | performance_fix | github | https://github.com/appwrite/appwrite | appwrite/appwrite | productivity | php | react | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "appwrite/appwrite", "source_url": "https://github.com/appwrite/appwrite", "source_type": "rep... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
54fd06e0d516ef61655b094b | train | source_comparison | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | admin_panel | python | microservices | Compare multiple sources about microservices 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === SOURCES ===
- sqlalchemy (https://pypi.org/project/sqlalchemy/)
- 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)... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
489dafd041409599adbec627 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | swift | data_structures | Perform a deep multi-layer analysis of data_structures for a productivity 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
1d98434cf4dc2952db669e5b | train | local_development_experience | gitlab | https://gitlab.com/hsleisink/orb | hsleisink/orb | landing_page | c | open_source | Perform a deep developer-experience analysis for a c project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsleisink/orb", "source_url": "https://gitlab.com/hsleisink/orb", "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 | |
3ca0c6c598fb3092b0c6b0f4 | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | cpp | computer_vision | Perform a deep multi-layer analysis of computer_vision for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
6f12f3e5f2bf75fa18719975 | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | javascript | docker | Implement JavaScript interactions for a community. | {"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... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | 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 |
e021d4ff495a3afcae4b06b7 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/13142635/how-can-i-create-an-object-based-on-an-interface-file-definition-in-typescript | How can I create an object based on an interface file definition in TypeScript? | developer_tool | html | developer_experience | Extract verifiable evidence about developer_experience from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I create an object based on an interface file definition in TypeScript?", "source_url... | === SOURCE ===
How can I create an object based on an interface file definition in TypeScript?
https://stackoverflow.com/questions/13142635/how-can-i-create-an-object-based-on-an-interface-file-definition-in-typescript
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. V... | web-research-coding-5m-1.1.0 | |
8bb06cdebbab04816160699a | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/Svngoku/intensive-programming | Svngoku/intensive-programming | analytics | python | security | Improve visual hierarchy in a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Svngoku/intensive-programming", "source_url": "https://huggingface.co/datasets/Svngoku/intens... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5b69e6d7ed4a55c370c65f7b | train | design_review | npm | https://www.npmjs.com/package/webpack | webpack | developer_tool | kotlin | data_engineering | Perform a professional design review of a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
02f28728f8ca5ff002a40bbd | train | repository_issue_reasoning | npm | https://www.npmjs.com/package/prettier | prettier | analytics | swift | web_performance | Perform a deep multi-layer analysis of web_performance 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
57f8807b17db5d4d0463863f | train | accessibility_fix | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | ecommerce | dart | authorization | Create an accessibility remediation plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4969e65b4d7b9b6f421fd03c | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | java | sql | Compare multiple sources about sql 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === SOURCES ===
- CSS (https://developer.mozilla.org/en-US/docs/Web/CSS)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated ... | web-research-coding-5m-1.1.0 | |
40ec9cb2a611fd8374ffe3b9 | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | saas | python | redis | Perform a deep developer-experience analysis for a python project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
243e78c2604a78ef0299b874 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | productivity | kotlin | cloud | Refactor a kotlin system related to cloud. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | === 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 | |
206a5d0b545dab7a14f38ff6 | train | error_message_design | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_VD_javascript | Mo7art/Stack2Graph_VD_javascript | saas | typescript | caching | Perform a deep developer-experience analysis for a typescript project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_VD_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | === 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 | |
02259ff7e66a62710edec24a | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/5751114/nearest-neighbors-in-high-dimensional-data | Nearest neighbors in high-dimensional data? | ecommerce | css | observability | Classify the search intent for a query about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nearest neighbors in high-dimensional data?", "source_url": "https://stackoverflow.com/questi... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"observability vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
4c1cf0d3473a0db3689978ec | train | deployment_experience | pypi | https://pypi.org/project/django/ | django | admin_panel | python | kubernetes | Perform a deep developer-experience analysis for a python project involving kubernetes. | {"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. 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 |
6615fccb015674f453149ca8 | train | code_review | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | saas | rust | nextjs | Perform a production code review of rust code related to nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
d3cbde7a20adee1814958c75 | train | refactoring | npm | https://www.npmjs.com/package/webpack | webpack | blog | shell | backend | Create a production coding task in shell for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
0e484c34d1e29fce0465069c | train | accessibility_fix | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | portfolio | html | postgresql | Create an accessibility remediation plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b6f7e668c9fda0e6e4ccc9f1 | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | scala | observability | Refactor a scala system related to observability. Focus on refactoring observability. | {"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 ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== 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 | |
adbc983e5592675e8570124e | train | search_intent_classification | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | productivity | rust | developer_experience | Classify the search intent for a query about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"developer_experience vs alternatives"
=== CLASSIFICATION ===
Comparative / inf... | web-research-coding-5m-1.1.0 | |
11cde0c2e080394cfbdf6668 | train | form_ui | web_docs | https://docs.djangoproject.com/ | Django Documentation | social_app | kotlin | debugging | Design an accessible form for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
55b07bcd34eba837a7f553cf | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | css | javascript | Select the most reliable sources to research javascript. | {"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... | === 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 | |
6ac82818676ca9af9ad17d2a | train | refactoring_testability | gitlab | https://gitlab.com/woob/woob | woob/woob | analytics | typescript | open_source | Refactor a typescript system related to open_source. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
6b322eb0fe1d0901265c9413 | train | design_to_code | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-DPO | mxzoo/CFFI-javascript-obfuscated-DPO | saas | javascript | react | Translate a saas design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-DPO", "source_url": "https://huggingface.co/datasets/mxzoo/C... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
3089f7eafc8e9339dcbe2070 | train | javascript_generation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | education | kotlin | html | Implement JavaScript interactions for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | 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 |
0802433a2a08071bf7f86fc4 | train | performance_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | landing_page | go | computer_vision | Perform a deep multi-layer analysis of computer_vision for a landing_page 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'Django Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
6e54295f3dfdc27ee1060165 | train | documentation_experience | huggingface | https://huggingface.co/datasets/AIYA-on-Huggingface/AIYA-Programming | AIYA-on-Huggingface/AIYA-Programming | analytics | ruby | documentation | Perform a deep developer-experience analysis for a ruby project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AIYA-on-Huggingface/AIYA-Programming", "source_url": "https://huggingface.co/datasets/AIYA-on... | === 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 | |
ec997193bc8c7bcc71a0c1c9 | train | landing_page | npm | https://www.npmjs.com/package/react | react | landing_page | c | api_design | Design a landing page for a api_design product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
4f1eeb070e59143be92809e9 | train | repository_documentation | npm | https://www.npmjs.com/package/vue | vue | blog | ruby | fullstack | Perform a deep multi-layer analysis of fullstack for a blog using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'vue' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
d920b506484d86263f4144a1 | train | refactoring | gitlab | https://gitlab.com/mattia.bergomi/geneos | mattia.bergomi/geneos | admin_panel | swift | nlp | Create a production coding task in swift for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattia.bergomi/geneos", "source_url": "https://gitlab.com/mattia.bergomi/geneos", "source_typ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
f24f250acfd567a3d6e3fd81 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | css | serverless | Create responsive CSS for a dashboard. | {"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... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
04e90e30624bb49668dc999b | train | repository_documentation | gitlab | https://gitlab.com/qemu-project/qemu | qemu-project/qemu | analytics | php | web_performance | Perform a deep multi-layer analysis of web_performance for a analytics 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": "qemu-project/qemu", "source_url": "https://gitlab.com/qemu-project/qemu", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'qemu-project/qemu' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
377f3c56a9667afec157dbf4 | train | documentation_experience | codeberg | https://codeberg.org/mclare/2019-python-pandas | mclare/2019-python-pandas | productivity | 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": "mclare/2019-python-pandas", "source_url": "https://codeberg.org/mclare/2019-python-pandas", "... | === 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 | |
94a17e4e9d4cc7927a39f3ab | train | integration_testing | github | https://github.com/ant-design/ant-design | ant-design/ant-design | social_app | ruby | authentication | Design integration tests for a ruby system involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
3b1c1a1fe677a575501af635 | train | refactoring_maintainability | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | saas | typescript | redis | Refactor a typescript system related to redis. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | === 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 | |
50bccd3e01b355792d651dc4 | train | dx_analysis | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-inference-examples-40 | NTU-yiwen/code-world-model-inference-examples-40 | dashboard | python | deep_learning | Perform a deep developer-experience analysis for a python project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-inference-examples-40", "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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c42e393569c03e628f712786 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | analytics | shell | computer_vision | Perform a deep multi-layer analysis of computer_vision for a analytics using shell. 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 replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'How do I replace all occurrences of a string?' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
291ee6b79caf289116e65ef2 | train | visual_hierarchy | gitlab | https://gitlab.com/juliensimon/awsmlmap | juliensimon/awsmlmap | dashboard | shell | html | Improve visual hierarchy in a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "juliensimon/awsmlmap", "source_url": "https://gitlab.com/juliensimon/awsmlmap", "source_type"... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
777b43345b42b4d32988767c | train | repository_issue_reasoning | pypi | https://pypi.org/project/flask/ | flask | ecommerce | html | machine_learning | Perform a deep multi-layer analysis of machine_learning for a ecommerce 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 machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'flask' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
152536959f1ca5f095d283e8 | train | refactoring_testability | gitlab | https://gitlab.com/metapensiero/metapensiero.pj | metapensiero/metapensiero.pj | developer_tool | sql | graphql | Refactor a sql system related to graphql. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "metapensiero/metapensiero.pj", "source_url": "https://gitlab.com/metapensiero/metapensiero.pj... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
b9b7189b0d4fc7ddee44e054 | train | visual_hierarchy | web_docs | https://docs.python.org/3/ | Python Documentation | ecommerce | c | deep_learning | Improve visual hierarchy in a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
7ff86a9e91e71afcd91be6a4 | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/three | three | productivity | go | typescript | Refactor a go system related to typescript. Focus on refactoring legacy code. | {"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 ===
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 | |
7375b74a792a1475864e5952 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | c | microservices | Perform a deep developer-experience analysis for a c project involving microservices. | {"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... | web-research-coding-5m-1.1.0 | |
4315f73202bd01b0b447e41e | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/4906977/how-can-i-access-environment-variables-in-python | How can I access environment variables in Python? | community | css | react | Design a data structure in css for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I access environment variables in Python?", "source_url": "https://stackoverflow.com/... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
c0f1daac196077578c59121d | train | repository_understanding | pypi | https://pypi.org/project/pytest/ | pytest | education | java | rest_api | Perform a deep multi-layer analysis of rest_api for a education 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
8dabf76db67204e69287b5fb | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | scala | web_accessibility | Design the complete UX flow of a landing_page for web_accessibility. | {"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... | 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 |
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