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9643bd605dde16d2e5e3ab50 | train | architecture_analysis | web_docs | https://git-scm.com/doc | Git Documentation | community | c | react | Perform a deep multi-layer analysis of react for a community 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
071af581781748598baec8d1 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | kotlin | security | Perform a deep multi-layer analysis of security for a saas 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
cbf65f1e15ec0aa9eb8fbcdc | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | kotlin | developer_experience | Perform a deep multi-layer analysis of developer_experience for a portfolio 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
aea48996c43add088fe14a37 | train | ui_design | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | blog | cpp | authorization | Design a production-quality UI for a blog focused on authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a421acec13343d6ebff19e45 | train | repository_understanding | npm | https://www.npmjs.com/package/webpack | webpack | admin_panel | css | database | Perform a deep multi-layer analysis of database for a admin_panel 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
117c963ba29fcf594ca6ee02 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/1041344/how-can-i-select-an-element-with-multiple-classes-in-jquery | How can I select an element with multiple classes in jQuery? | landing_page | 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": "How can I select an element with multiple classes in jQuery?", "source_url": "https://stackov... | === 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 | |
2366182fbd3a636143e890bc | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | finance | typescript | typescript | Perform a deep multi-layer analysis of typescript for a finance 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
8f1d3b75389f41bf6126aeee | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/12709074/how-do-you-explicitly-set-a-new-property-on-window-in-typescript | How do you explicitly set a new property on `window` in TypeScript? | community | css | graphql | Perform a deep multi-layer analysis of graphql for a community 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": "How do you explicitly set a new property on `window` in TypeScript?", "source_url": "https://... | === 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 'How do you explicitly set a new property on `window` in TypeScript?' as a source anchor and ide... | web-research-coding-5m-1.1.0 | |
180f6521f2f492e556d8ab17 | train | responsive_design | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | social_app | shell | fullstack | Create a responsive design strategy for a social_app. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c107c47fcca76d65618ced79 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | typescript | kubernetes | Perform a deep developer-experience analysis for a typescript project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
09cdca3f307a745d6a06ee1b | train | fact_verification | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | scala | user_experience | Verify a technical claim about user_experience. | {"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... | === CLAIM ===
A common claim about user_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 / conte... | web-research-coding-5m-1.1.0 | |
503076d0fba3992b10f03798 | train | form_ui | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | blog | rust | typescript | Design an accessible form for typescript. | {"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-Micheal-Dermody", "source_url": "https://codeberg.... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
345d960c1b5eabd94bd04aa2 | train | documentation_experience | huggingface | https://huggingface.co/datasets/CM/codexglue_code2text_javascript | CM/codexglue_code2text_javascript | analytics | java | ci_cd | Perform a deep developer-experience analysis for a java project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CM/codexglue_code2text_javascript", "source_url": "https://huggingface.co/datasets/CM/codexgl... | === 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 | |
a2f563ba95ad74bf76c215b9 | train | dx_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | saas | shell | data_engineering | Perform a deep developer-experience analysis for a shell project involving data_engineering. | {"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... | === 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 | |
669476aab62a26025ae28756 | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | css | frontend | Create semantic HTML for a education about frontend. | {"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 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 |
a06409e37bf760a7e6959bd1 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | sql | devops | Design interaction states for a portfolio. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d522ad5acf91dd3173370986 | train | deep_technical_analysis | pypi | https://pypi.org/project/rich/ | rich | dashboard | ruby | observability | Perform a deep multi-layer analysis of observability for a dashboard 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ob... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
50234d5f7bd0d07f93004947 | train | design_tokens | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | finance | php | computer_vision | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
7578eb8c5a028dad3dffb877 | train | refactoring_maintainability | codeberg | https://codeberg.org/fhupp/_cargo-index | fhupp/_cargo-index | ecommerce | shell | linux | Refactor a shell system related to linux. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fhupp/_cargo-index", "source_url": "https://codeberg.org/fhupp/_cargo-index", "source_type": ... | === 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 | |
36193f64dc8d4b4c6cbb416e | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/14727044/what-is-the-difference-between-types-string-and-string | What is the difference between types String and string? | marketplace | swift | microservices | Find and summarize the relevant documentation for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between types String and string?", "source_url": "https://stackoverflo... | === RELEVANT DOCS ===
- What is the difference between types String and string?
https://stackoverflow.com/questions/14727044/what-is-the-difference-between-types-string-and-string
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting... | web-research-coding-5m-1.1.0 | |
59f47c9fb747e872ab67f9f0 | train | code_explanation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | admin_panel | dart | developer_experience | Explain a dart implementation related to developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
517b96b40adb7fa978e8d5df | train | api_design | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | admin_panel | typescript | frontend | Design a production API for a frontend application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
74928fa194d1205db4e88d5b | train | maintainability_analysis | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | landing_page | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a landing_page 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": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === 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 'a_akgun/gitlab-rapid-machine-learning-prototypes' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
56f86e895fa89256eaaa5bf2 | train | seo_fix | stackexchange | https://stackoverflow.com/questions/1394797/move-existing-uncommitted-work-to-a-new-branch-in-git | Move existing, uncommitted work to a new branch in Git | portfolio | cpp | serverless | Create an SEO improvement plan for a portfolio about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
f447baa0ea5cdf57b97d3a96 | train | ui_design | web_docs | https://git-scm.com/doc | Git Documentation | documentation | python | linux | Design a production-quality UI for a documentation focused on linux. | {"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", ... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5e6091031e2195497ee8f3d7 | train | design_consistency | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | community | dart | testing | Audit design consistency across a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
3568f192a273a41dd9453664 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/typescript | typescript | admin_panel | python | security | Perform a deep multi-layer analysis of security for a admin_panel 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'typescript' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e7f597532e38a1156a6fa808 | train | research_plan | github | https://github.com/Textualize/textual | Textualize/textual | developer_tool | cpp | security | Build a structured research plan to deeply understand security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Textualize/textual", "source_url": "https://github.com/Textualize/textual", "source_type": "r... | === GOAL ===
Produce a reliable, current, and actionable understanding of security.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings w... | web-research-coding-5m-1.1.0 | |
947efb7e1cce30861e0aacd8 | train | scalability_analysis | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | developer_tool | rust | devops | Perform a deep multi-layer analysis of devops for a developer_tool 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": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'gitlab-ci-utils/gitlab-semgrep-plus' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
daeebb8b3e9427b5f2ac236b | train | documentation_lookup | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | blog | java | nodejs | Find and summarize the relevant documentation for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === RELEVANT DOCS ===
- scikit-learn
https://pypi.org/project/scikit-learn/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
ff5e4ac2b6389e95b33ab32a | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/1014861/is-there-a-css-parent-selector | Is there a CSS parent selector? | admin_panel | cpp | html | Perform a deep developer-experience analysis for a cpp project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a CSS parent selector?", "source_url": "https://stackoverflow.com/questions/1014861/... | === 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 | |
adef385ac4a6f8a1e90d2d2e | train | typescript_generation | pypi | https://pypi.org/project/flask/ | flask | analytics | css | devops | Implement TypeScript logic for a analytics. | {"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": "... | 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 |
cdbe9bbba1d8aae23d896cf4 | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | social_app | html | machine_learning | Refactor a html system related to machine_learning. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 | |
c4144e972e048161620c7d21 | train | refactoring_readability | pypi | https://pypi.org/project/numpy/ | numpy | analytics | html | documentation | Refactor a html system related to documentation. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 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 | |
1af3ca487c4402540484f60b | train | refactoring_modularization | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | blog | scala | open_source | Refactor a scala system related to open_source. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | === 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 | |
2122f54ae4a4000b0b7dab17 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/code-search-net/code_search_net | code-search-net/code_search_net | dashboard | rust | database | Refactor a rust system related to database. Focus on refactoring legacy code. | {"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-... | === 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 | |
39fe3f162a15e9315f53a823 | train | fact_verification | pypi | https://pypi.org/project/scrapy/ | scrapy | marketplace | html | sql | Verify a technical claim about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === CLAIM ===
A common claim about sql.
=== 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-dependent... | web-research-coding-5m-1.1.0 | |
df04703bdf33ee12da4e8056 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | search_interface | go | css | Create an accessibility remediation plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f6e41363b8e71c6d4037c4b8 | train | technical_research | huggingface | https://huggingface.co/datasets/xszheng2020/the_stack_dedup_python | xszheng2020/the_stack_dedup_python | landing_page | kotlin | sql | Perform a technical research task about sql, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "xszheng2020/the_stack_dedup_python", "source_url": "https://huggingface.co/datasets/xszheng20... | === SCOPE ===
Technical behavior of sql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- xszheng2020/the_stack_dedup_python (https://huggingface.co/datasets/... | web-research-coding-5m-1.1.0 | |
62c4ad4af8383a39b4e5a65c | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/292357/what-is-the-difference-between-git-pull-and-git-fetch | What is the difference between 'git pull' and 'git fetch'? | dashboard | go | graphql | Perform a deep multi-layer analysis of graphql for a dashboard 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": "What is the difference between 'git pull' and 'git fetch'?", "source_url": "h... | === 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 'What is the difference between 'git pull' and 'git fetch'?' as a source anchor ... | web-research-coding-5m-1.1.0 | |
2231ad351254a3ed822d48c5 | train | fact_verification | pypi | https://pypi.org/project/requests/ | requests | social_app | dart | documentation | Verify a technical claim about documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === CLAIM ===
A common claim about documentation.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
4a883d5b95b4d89d452990a7 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/3577641/how-do-you-parse-and-process-html-xml-in-php | How do you parse and process HTML/XML in PHP? | marketplace | typescript | kubernetes | Perform a deep developer-experience analysis for a typescript project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you parse and process HTML/XML in PHP?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
b8918678d496393be64e3f89 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/three | three | search_interface | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a search_interface 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": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 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 'three' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
58dca89fc50dedc083011ae2 | train | algorithm_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | java | data_engineering | Design a java algorithm for a data_engineering problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
0b883935d32b80023b5ee830 | train | performance_analysis | npm | https://www.npmjs.com/package/next | next | analytics | typescript | authorization | Perform a deep multi-layer analysis of authorization for a analytics 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": "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 | |
b577b9923460680b1e8f030d | train | debugging | npm | https://www.npmjs.com/package/hono | hono | landing_page | javascript | web_performance | Create a realistic javascript debugging problem involving web_performance. | {"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":... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
80acfb2bf66ba096baa8023f | train | code_explanation | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | marketplace | go | security | Explain a go implementation related to security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-en", "source_url": "https://huggingface.co... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
ed2c15fdfec9b5157d39fe9e | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | html | database | Create a production coding task in html for database. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
e346f98926f5bc41304daff7 | train | dx_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | social_app | shell | data_structures | Perform a deep developer-experience analysis for a shell project involving data_structures. | {"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-Lauren-Brophy", "source_url": "https://codeberg.or... | === 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 | |
173f419e99feff879fda2287 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/37292872/how-can-i-one-hot-encode-in-python | How can I one hot encode in Python? | social_app | c | sql | Perform a deep multi-layer analysis of sql for a social_app 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": "How can I one hot encode in Python?", "source_url": "https://stackoverflow.com/questions/3729... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'How can I one hot encode in Python?' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
7b97704574b4961055034769 | train | security_review | npm | https://www.npmjs.com/package/rollup | rollup | education | cpp | machine_learning | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
af84c2ca0e3a710f6d3d8953 | train | refactoring_observability | gitlab | https://gitlab.com/cashscript-py/cashscript-py | cashscript-py/cashscript-py | finance | cpp | debugging | Refactor a cpp system related to debugging. Focus on refactoring observability. | {"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",... | === 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 | |
e5da5a8418b04270cd1ac7ec | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | dart | postgresql | Design the information architecture for postgresql. | {"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", "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
891d6f273d06f75d4013193a | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/philschmid/markdown-documentation-transformers | philschmid/markdown-documentation-transformers | dashboard | swift | testing | Perform a deep multi-layer analysis of testing for a dashboard 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": "philschmid/markdown-documentation-transformers", "source_url": "https://huggingface.co/datase... | === 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 'philschmid/markdown-documentation-transformers' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
591a148ad0ba5c1c0c191f9b | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | scala | frontend | Perform a deep multi-layer analysis of frontend 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
a388939d64d5ae1a4a818b8b | train | system_analysis | stackexchange | https://stackoverflow.com/questions/4810841/pretty-print-json-using-javascript | pretty-print JSON using JavaScript | marketplace | go | nextjs | Perform a deep multi-layer analysis of nextjs for a marketplace 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": "pretty-print JSON using JavaScript", "source_url": "https://stackoverflow.com/questions/48108... | === 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 'pretty-print JSON using JavaScript' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
4402e9fef34df845a1bc88df | train | search_query_rewrite | npm | https://www.npmjs.com/package/webpack | webpack | blog | python | testing | Rewrite and improve a vague search query about testing 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === ORIGINAL (VAGUE) ===
how to do testing
=== REWRITTEN QUERIES ===
1. testing official documentation guide
2. testing production best practices 2025
3. testing common pitfalls and solutions
4. testing architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
567a23795371fd1267d1731e | train | search_query_rewrite | npm | https://www.npmjs.com/package/vue | vue | portfolio | go | deep_learning | Rewrite and improve a vague search query about deep_learning 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
6d17a4dc99936a2058c06d1a | train | design_consistency | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | community | python | deep_learning | Audit design consistency across a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
16dcfa9c5f1939f94eb7c613 | train | code_review | stackexchange | https://stackoverflow.com/questions/37292872/how-can-i-one-hot-encode-in-python | How can I one hot encode in Python? | developer_tool | php | nodejs | Perform a production code review of php code related to nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I one hot encode in Python?", "source_url": "https://stackoverflow.com/questions/3729... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
42a156883e7b39f9ba808c23 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | rust | developer_experience | Explain a rust implementation related to developer_experience. | {"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": "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
75e98387052c32b0f2ae4526 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | sql | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === SOURCE ===
Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is th... | web-research-coding-5m-1.1.0 | |
d3cde8e210749320dc83be3f | train | scalability_analysis | huggingface | https://huggingface.co/datasets/crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | blog | php | mongodb | Perform a deep multi-layer analysis of mongodb for a blog 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": "crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-s... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-set... | web-research-coding-5m-1.1.0 | |
3f1709c40b45223fb6261f88 | train | code_review | pypi | https://pypi.org/project/httpx/ | httpx | documentation | cpp | nextjs | Perform a production code review of cpp code related to nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
1692d945dc70b224a914093a | train | react_generation | npm | https://www.npmjs.com/package/fastify | fastify | blog | rust | fullstack | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | 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 |
77537f0950678235078d534c | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | shell | nlp | Perform a deep multi-layer analysis of nlp for a dashboard 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical c... | web-research-coding-5m-1.1.0 | |
ee40c0dca4fc5f088317670e | train | ux_design | gitlab | https://gitlab.com/SaikoJosh/safe-env-vars | SaikoJosh/safe-env-vars | developer_tool | javascript | redis | Design the complete UX flow of a developer_tool for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SaikoJosh/safe-env-vars", "source_url": "https://gitlab.com/SaikoJosh/safe-env-vars", "source... | 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 | |
dfedc5e83e3eb3ec381b268f | train | debugging_experience | web_docs | https://docs.docker.com/ | Docker Documentation | dashboard | php | data_engineering | Perform a deep developer-experience analysis for a php project involving data_engineering. | {"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... | === 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 | |
77a47fe696294d815dda5c37 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | go | linux | Refactor a go system related to linux. Focus on refactoring modularization. | {"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... | === 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 | |
533c18e12931214d0747c3f9 | train | documentation_page | npm | https://www.npmjs.com/package/svelte | svelte | productivity | kotlin | documentation | Design a developer documentation page for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
20e294b7b1797b5c991a60a0 | train | refactoring_architecture | web_docs | https://docs.python.org/3/ | Python Documentation | blog | swift | debugging | Refactor a swift system related to debugging. Focus on refactoring architecture. | {"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... | === 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 | |
b15a1a35dc9966d8c455692e | train | design_consistency | npm | https://www.npmjs.com/package/vue | vue | community | dart | sql | Audit design consistency across a community. | {"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": "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
a173a54ce5c47136e1ca693d | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/16151018/how-to-fix-npm-throwing-error-without-sudo | How to fix npm throwing error without sudo | portfolio | typescript | linux | Perform a deep multi-layer analysis of linux for a portfolio 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": "How to fix npm throwing error without sudo", "source_url": "https://stackoverflow.com/questio... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'How to fix npm throwing error without sudo' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
15d5b4ae846d235680b6db8d | train | refactoring | stackexchange | https://stackoverflow.com/questions/171251/how-can-i-merge-properties-of-two-javascript-objects | How can I merge properties of two JavaScript objects? | community | javascript | rest_api | Create a production coding task in javascript for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I merge properties of two JavaScript objects?", "source_url": "https://stackoverflow.... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
fde787298f50a9379b60a97e | train | research_summary | huggingface | https://huggingface.co/datasets/hf-azure-internal/documentation-image | hf-azure-internal/documentation-image | productivity | go | kubernetes | Summarize the current state of knowledge about kubernetes. | {"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... | === OVERVIEW ===
kubernetes in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
hf-azure-internal/d... | web-research-coding-5m-1.1.0 | |
bf6f560958d500bd8dab646f | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | dart | design_system | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
573d30d3cfe0a82cfde57a92 | train | form_ui | stackexchange | https://stackoverflow.com/questions/1628563/move-the-most-recent-commits-to-a-new-branch-with-git | Move the most recent commit(s) to a new branch with Git | productivity | sql | cloud | Design an accessible form for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move the most recent commit(s) to a new branch with Git", "source_url": "https://stackoverflo... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
770f18f9d909375f00af0c9c | train | upgrade_experience | gitlab | https://gitlab.com/gitlab-org/security-products/analyzers/fuzzers/jsfuzz | gitlab-org/security-products/analyzers/fuzzers/jsfuzz | developer_tool | typescript | postgresql | Perform a deep developer-experience analysis for a typescript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-org/security-products/analyzers/fuzzers/jsfuzz", "source_url": "https://gitlab.com/git... | === 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 | |
1cc290fe979fced44b42bda8 | train | design_to_code | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | education | kotlin | observability | Translate a education design into maintainable kotlin code. | {"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... | 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 | |
46f0666c625a14576abcd187 | train | fact_verification | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning | joey234/mmlu-machine_learning | landing_page | scala | fullstack | Verify a technical claim about fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning", "source_url": "https://huggingface.co/datasets/joey234/mmlu-m... | === CLAIM ===
A common claim about fullstack.
=== 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-dep... | web-research-coding-5m-1.1.0 | |
8095e89c829e13339adce878 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | community | swift | typescript | Perform a deep developer-experience analysis for a swift project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | === 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 | |
269858e840026bd8872d754b | train | repository_dependency_analysis | pypi | https://pypi.org/project/httpx/ | httpx | education | python | docker | Perform a deep multi-layer analysis of docker for a education 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9a05f53bfcb08951474242a2 | train | api_developer_experience | codeberg | https://codeberg.org/Jelloism/1337-Python_installer | Jelloism/1337-Python_installer | landing_page | html | rest_api | Perform a deep developer-experience analysis for a html project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jelloism/1337-Python_installer", "source_url": "https://codeberg.org/Jelloism/1337-Python_ins... | === 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 | |
0b2e5c68875b12347f2dfefe | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | cpp | testing | Design reusable UI components for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
bb4828781b2c0e4d3d9f9d3b | train | refactoring_legacy_code | pypi | https://pypi.org/project/httpx/ | httpx | admin_panel | shell | python | Refactor a shell system related to python. Focus on refactoring legacy code. | {"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": "... | === 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 | |
44f71a0b51a320f66750399f | train | repository_architecture | npm | https://www.npmjs.com/package/express | express | dashboard | scala | testing | Perform a deep multi-layer analysis of testing 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
85f10a51e43eefefe85e03e0 | train | search_query_rewrite | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | shell | javascript | Rewrite and improve a vague search query about javascript 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === ORIGINAL (VAGUE) ===
how to do javascript
=== REWRITTEN QUERIES ===
1. javascript official documentation guide
2. javascript production best practices 2025
3. javascript common pitfalls and solutions
4. javascript architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
414b50aa940075c8312eebd3 | train | deployment_experience | npm | https://www.npmjs.com/package/next | next | social_app | scala | algorithms | Perform a deep developer-experience analysis for a scala project involving algorithms. | {"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 | |
ddb24fb0b84472db62e06208 | train | repository_comparison | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | admin_panel | cpp | css | Perform a deep multi-layer analysis of css for a admin_panel 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": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "source_type"... | === 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 'jakelazaroff/narrows' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
e41e75dc6b32997f6beaf274 | train | responsive_design | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | search_interface | sql | graphql | Create a responsive design strategy for a search_interface. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
cb6837b3aea1279991431692 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/Vezora/Tested-22k-Python-Alpaca | Vezora/Tested-22k-Python-Alpaca | search_interface | sql | data_engineering | Perform a deep developer-experience analysis for a sql project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-22k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Teste... | === 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 | |
0980548a579e7895aedc91ff | train | visual_hierarchy | codeberg | https://codeberg.org/ZelphirKaltstahl/100-exercises-to-learn-rust | ZelphirKaltstahl/100-exercises-to-learn-rust | saas | rust | observability | Improve visual hierarchy in a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ZelphirKaltstahl/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/ZelphirKal... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
eed8fb15d2e7b8d5e4ad2643 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/ybelkada/documentation-images | ybelkada/documentation-images | search_interface | cpp | 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": "ybelkada/documentation-images", "source_url": "https://huggingface.co/datasets/ybelkada/docum... | === 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 | |
3024d0962842fade193db351 | train | ui_design | stackexchange | https://stackoverflow.com/questions/3680429/click-through-div-to-underlying-elements | Click through div to underlying elements | productivity | javascript | authorization | Design a production-quality UI for a productivity focused on authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Click through div to underlying elements", "source_url": "https://stackoverflow.com/questions... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
18af9499f6b7b4c64d561f8b | train | data_structure_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | productivity | c | user_experience | Design a data structure in c for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
33acfac9b8fa655eb1918732 | train | ui_design | npm | https://www.npmjs.com/package/playwright | playwright | marketplace | python | linux | Design a production-quality UI for a marketplace focused on linux. | {"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 layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c9f649e52c86e1058c6953d7 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | ecommerce | css | data_engineering | 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": "hchautran/javascript", "source_url": "https://huggingface.co/datasets/hchautran/javascript", ... | 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 |
49015ec142a1e1a44fb6d852 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/12694530/what-is-typescript-and-why-should-i-use-it-instead-of-javascript | What is TypeScript and why should I use it instead of JavaScript? | admin_panel | c | postgresql | Rewrite and improve a vague search query about postgresql 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": "What is TypeScript and why should I use it instead of JavaScript?", "source_url": "https://st... | === ORIGINAL (VAGUE) ===
how to do postgresql
=== REWRITTEN QUERIES ===
1. postgresql official documentation guide
2. postgresql production best practices 2025
3. postgresql common pitfalls and solutions
4. postgresql architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
a7ac7a871e2ec5645732220d | train | architecture_analysis | github | https://github.com/nicolargo/glances | nicolargo/glances | admin_panel | dart | cloud | Perform a deep multi-layer analysis of cloud for a admin_panel 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": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'nicolargo/glances' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
eca97ab8401964a5d2c7be4e | train | design_accessibility | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | education | cpp | docker | Audit accessibility for a education. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 |
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