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8b70b882416df6e38bd105e8 | train | scalability_analysis | npm | https://www.npmjs.com/package/next | next | search_interface | ruby | html | Perform a deep multi-layer analysis of html for a search_interface 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
7396b6bba0eb0f1e6c21f2a9 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | css | sql | Refactor a css system related to sql. Focus on refactoring security. | {"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 ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
9bab1aac9e22c8ca68b47129 | train | error_message_design | huggingface | https://huggingface.co/datasets/prima02/SWE-smith-python | prima02/SWE-smith-python | documentation | sql | design_system | Perform a deep developer-experience analysis for a sql project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prima02/SWE-smith-python", "source_url": "https://huggingface.co/datasets/prima02/SWE-smith-p... | === 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 | |
3652ad59564cd55ef6c82707 | train | nextjs_generation | gitlab | https://gitlab.com/radix-ai/challenge | radix-ai/challenge | saas | ruby | backend | Design a Next.js architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "radix-ai/challenge", "source_url": "https://gitlab.com/radix-ai/challenge", "source_type": "r... | 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 |
9ce91f070fc91f56cc308b2f | train | source_comparison | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-3lang-raw | artur-muratov/multilingual-speech-commands-3lang-raw | ecommerce | scala | nlp | Compare multiple sources about nlp 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": "artur-muratov/multilingual-speech-commands-3lang-raw", "source_url": "https://huggingface.co/... | === SOURCES ===
- artur-muratov/multilingual-speech-commands-3lang-raw (https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-3lang-raw)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify c... | web-research-coding-5m-1.1.0 | |
550cfa81a231e557f04af564 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | search_interface | shell | graphql | Refactor a shell system related to graphql. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | === 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 | |
4a91150b85c2697397f8a4a3 | train | web_search_query | huggingface | https://huggingface.co/datasets/AAdonis/multilingual_audio_alignments | AAdonis/multilingual_audio_alignments | documentation | scala | nodejs | Write an effective web search query to research the topic: nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AAdonis/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/AAdoni... | === QUERY ===
nodejs best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nodejs
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
fc25c85e321d50823f3223a3 | train | algorithm_design | gitlab | https://gitlab.com/nfriend/ts-key-enum | nfriend/ts-key-enum | productivity | java | developer_experience | Design a java algorithm for a developer_experience problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nfriend/ts-key-enum", "source_url": "https://gitlab.com/nfriend/ts-key-enum", "source_type": ... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
da7bb043373611e185da4893 | train | maintainability_analysis | pypi | https://pypi.org/project/transformers/ | transformers | education | cpp | javascript | Perform a deep multi-layer analysis of javascript for a education 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
79a68f24a0f01223a90b4d45 | train | maintainability_analysis | codeberg | https://codeberg.org/smb374/_cargo-index | smb374/_cargo-index | saas | typescript | web_performance | Perform a deep multi-layer analysis of web_performance for a saas 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": "smb374/_cargo-index", "source_url": "https://codeberg.org/smb374/_cargo-index", "source_type"... | === 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 'smb374/_cargo-index' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
556eb115ac4e75835d13ef79 | train | typescript_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | python | web_performance | Implement TypeScript logic for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
2df8cff5a7a8e871144df1e8 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | ruby | react | Perform a deep developer-experience analysis for a ruby project involving react. | {"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 | |
a1c259c52dd38173e7b4bd40 | train | integration_testing | npm | https://www.npmjs.com/package/vitest | vitest | marketplace | css | backend | Design integration tests for a css system involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
4a6e76ee06cbb9fd7730a09a | train | dashboard | huggingface | https://huggingface.co/datasets/bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | finance | cpp | authentication | Design a production dashboard for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual", "source_url": "https://hugging... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
2ced6e66bf6c84face1ab751 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | c | rest_api | Perform a deep developer-experience analysis for a c project involving rest_api. | {"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 | |
19edb6e30ebc456604419ae1 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | css | postgresql | Perform a deep developer-experience analysis for a css project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. 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 | |
3c52c114373a9671608782ed | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | shell | user_experience | Perform a deep multi-layer analysis of user_experience for a community 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
98542237fb648bd86e065e0a | train | nextjs_generation | npm | https://www.npmjs.com/package/axios | axios | search_interface | dart | database | Design a Next.js architecture for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "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 |
1c0252e524a147a5a929b877 | train | documentation_experience | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | documentation | dart | web_performance | Perform a deep developer-experience analysis for a dart project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6311597c40061c1ee7b42f7b | train | data_structure_design | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | portfolio | css | open_source | Design a data structure in css for open_source. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
917611dd9304aed9e356ac67 | train | search_query_rewrite | npm | https://www.npmjs.com/package/vite | vite | analytics | kotlin | frontend | Rewrite and improve a vague search query about frontend 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": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do frontend
=== REWRITTEN QUERIES ===
1. frontend official documentation guide
2. frontend production best practices 2025
3. frontend common pitfalls and solutions
4. frontend architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
fd9cb941a551c32ce63221cc | train | search_query_rewrite | npm | https://www.npmjs.com/package/jest | jest | saas | shell | software_architecture | Rewrite and improve a vague search query about software_architecture 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do software_architecture
=== REWRITTEN QUERIES ===
1. software_architecture official documentation guide
2. software_architecture production best practices 2025
3. software_architecture common pitfalls and solutions
4. software_architecture architecture patterns with examples
=== RATIO... | web-research-coding-5m-1.1.0 | |
1dd52e3154eb965ceaa89bc2 | train | refactoring_scalability | pypi | https://pypi.org/project/gradio/ | gradio | community | cpp | documentation | Refactor a cpp system related to documentation. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 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 | |
caddd4d575abe2364ddd4a91 | train | design_tokens | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | productivity | css | data_structures | Create design tokens for a productivity. | {"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", ... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
450097954fdf1fffd18976d8 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/5797852/how-do-i-include-functions-from-my-other-files | How do I "include" functions from my other files? | dashboard | typescript | open_source | Perform a deep developer-experience analysis for a typescript project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I "include" functions from my other files?", "source_url": "https://stackove... | === 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 | |
05a94ff2a247bdf1cad0eb1a | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | community | python | design_system | Rewrite and improve a vague search query about design_system 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": "jason1966/aminasalamt_heart-disease-prediction-using-machine-learning", "source_url": "https:... | === ORIGINAL (VAGUE) ===
how to do design_system
=== REWRITTEN QUERIES ===
1. design_system official documentation guide
2. design_system production best practices 2025
3. design_system common pitfalls and solutions
4. design_system architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ee146102cd5633035de95bd5 | train | debugging_experience | npm | https://www.npmjs.com/package/vitest | vitest | saas | dart | docker | Perform a deep developer-experience analysis for a dart project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
728ea4a8a0545a41443b40a1 | train | form_ui | gitlab | https://gitlab.com/unimatrix/larod | unimatrix/larod | saas | swift | user_experience | Design an accessible form for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unimatrix/larod", "source_url": "https://gitlab.com/unimatrix/larod", "source_type": "reposit... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
c154cf618e6a78734dd8eebe | train | dashboard | npm | https://www.npmjs.com/package/fastify | fastify | productivity | shell | react | Design a production dashboard for react. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
7c5d79c013f238fb90ca4961 | train | design_consistency | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | analytics | rust | backend | Audit design consistency across a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-10", "source_url": "https://huggingface.co/data... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
0001dc2fe944e2901a427b49 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/50432556/cannot-use-jsx-unless-the-jsx-flag-is-provided | Cannot use JSX unless the '--jsx' flag is provided | social_app | php | sql | Audit design consistency across a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Cannot use JSX unless the '--jsx' flag is provided", "source_url": "https://stackover... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
122dffb0f88884e258a6393a | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | php | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
d7ae943b0506aa0fcc694dc5 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | rust | serverless | Refactor a rust system related to serverless. Focus on refactoring testability. | {"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 ===
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 | |
d4acb1f35c52d0c26c90e8d4 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/Svngoku/intensive-programming | Svngoku/intensive-programming | analytics | python | devops | Rewrite and improve a vague search query about devops 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": "Svngoku/intensive-programming", "source_url": "https://huggingface.co/datasets/Svngoku/intens... | === ORIGINAL (VAGUE) ===
how to do devops
=== REWRITTEN QUERIES ===
1. devops official documentation guide
2. devops production best practices 2025
3. devops common pitfalls and solutions
4. devops architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
37e2a09c4628a99c43c4c86e | train | dependency_impact_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? | ecommerce | javascript | fullstack | Perform a deep multi-layer analysis of fullstack for a ecommerce 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": "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... | web-research-coding-5m-1.1.0 | |
073ad93efbb445e81a46eac4 | train | accessibility_analysis | pypi | https://pypi.org/project/typer/ | typer | analytics | javascript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a analytics 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": "typer", "source_url": "https://pypi.org/project/typer/", "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 'typer' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
0d8d98ace4d93533fdb6b819 | train | deep_technical_analysis | pypi | https://pypi.org/project/streamlit/ | streamlit | blog | typescript | postgresql | Perform a deep multi-layer analysis of postgresql for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'streamlit' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
222d0c392d5a531ee8914a21 | train | dx_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | portfolio | html | docker | Perform a deep developer-experience analysis for a html project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. 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 | |
443f0b47ccbf1b486c5eaff4 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/400212/how-do-i-copy-to-the-clipboard-in-javascript | How do I copy to the clipboard in JavaScript? | portfolio | javascript | javascript | Perform a deep developer-experience analysis for a javascript project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I copy to the clipboard in JavaScript?", "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 | |
85e906b9ece61e13aa865ae2 | train | security_analysis | codeberg | https://codeberg.org/NotComplicated/AdventOfCode_in_Five_Languages | NotComplicated/AdventOfCode_in_Five_Languages | finance | swift | algorithms | Perform a deep multi-layer analysis of algorithms for a finance 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": "NotComplicated/AdventOfCode_in_Five_Languages", "source_url": "https://codeberg.org/NotCompli... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'NotComplicated/AdventOfCode_in_Five_Languages' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
be4897208f437ccc17a75b20 | train | typescript_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | developer_tool | rust | javascript | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Use 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 |
23ecdfc58a3f5cd42cb0e52e | train | javascript_generation | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | analytics | rust | javascript | Implement JavaScript interactions for a analytics. | {"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... | 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 |
4486fb36da505a115f0d3658 | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | blog | css | linux | Perform a deep multi-layer analysis of linux for a blog 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": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 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 'AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
987a647b8c81521cb41c472a | train | dashboard | npm | https://www.npmjs.com/package/zod | zod | dashboard | sql | web_performance | Design a production dashboard for web_performance. | {"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": "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c68d6e575d0a2fd71f905658 | train | upgrade_experience | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | social_app | javascript | devops | Perform a deep developer-experience analysis for a javascript project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | === 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 | |
2aa75bac23b7b2aefe2ed4de | train | design_components | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | landing_page | javascript | nodejs | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
66f37804e25ff1d15d0faee5 | train | ui_design | stackexchange | https://stackoverflow.com/questions/47012169/a-component-is-changing-an-uncontrolled-input-of-type-text-to-be-controlled-erro | A component is changing an uncontrolled input of type text to be controlled error in ReactJS | finance | typescript | web_accessibility | Design a production-quality UI for a finance focused on web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "A component is changing an uncontrolled input of type text to be controlled error in ReactJS"... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
90278402272a1080a0c0f323 | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | kotlin | cloud | Design a production dashboard for cloud. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
27622b158a56cd04b6379b96 | train | design_accessibility | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | blog | dart | frontend | Audit accessibility for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "source_type"... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
079738acad1799f1a6140e0e | train | seo_fix | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | analytics | javascript | redis | Create an SEO improvement plan for a analytics about redis. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d33ce034771f3a7b4d32a0be | train | build_experience | pypi | https://pypi.org/project/typer/ | typer | portfolio | dart | backend | Perform a deep developer-experience analysis for a dart project involving backend. | {"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": "... | === 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 | |
7732b7256de767ebc511401e | train | accessibility_analysis | github | https://github.com/twentyhq/twenty | twentyhq/twenty | education | css | data_engineering | Perform a deep multi-layer analysis of data_engineering for a education 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": "twentyhq/twenty", "source_url": "https://github.com/twentyhq/twenty", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'twentyhq/twenty' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
7ea065ea0b4e15d479cf01a0 | train | performance_analysis | codeberg | https://codeberg.org/dmerej/2023-2024-mines-python | dmerej/2023-2024-mines-python | social_app | go | typescript | Perform a deep multi-layer analysis of typescript for a social_app 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": "dmerej/2023-2024-mines-python", "source_url": "https://codeberg.org/dmerej/2023-2024-mines-py... | === 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 'dmerej/2023-2024-mines-python' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
7118f1e93e65129a5cba3098 | train | testing_experience | pypi | https://pypi.org/project/scrapy/ | scrapy | blog | rust | debugging | Perform a deep developer-experience analysis for a rust project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. 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 | |
86aabf3ba96e87b357195ba1 | train | data_structure_design | codeberg | https://codeberg.org/whitecold/100_days_python | whitecold/100_days_python | documentation | python | ci_cd | Design a data structure in python for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecold/100_days_python", "source_url": "https://codeberg.org/whitecold/100_days_python", "... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f185be9262ad3619c213cd73 | train | ui_design | pypi | https://pypi.org/project/torch/ | torch | analytics | typescript | user_experience | Design a production-quality UI for a analytics focused on user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
071d9baa46f0cddb66817132 | train | nextjs_generation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | social_app | sql | security | Design a Next.js architecture for a social_app. | {"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... | 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 |
beb5ec77bf7dca479cbf35a9 | train | debugging | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13 | GudduButt/schemaforge-machine-learning-research-13 | landing_page | swift | distributed_systems | Create a realistic swift debugging problem involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-machine-learning-research-13", "source_url": "https://huggingface.co/da... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
5c1579dcf670660feb90d08f | train | performance_analysis | web_docs | https://go.dev/doc/ | Go Documentation | documentation | scala | web_performance | Perform a deep multi-layer analysis of web_performance for a documentation using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
45d384fc09860710bf7a4f02 | train | responsive_website | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | dashboard | rust | nodejs | Design a complete responsive dashboard for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
fd5557e8e991328e36800cbb | train | ux_design | github | https://github.com/fastapi/full-stack-fastapi-template | fastapi/full-stack-fastapi-template | documentation | sql | data_structures | Design the complete UX flow of a documentation for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/full-stack-fastapi-template", "source_url": "https://github.com/fastapi/full-stack-fa... | 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 | |
0f6560dbb416625b31e3d44c | train | research_plan | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | dashboard | html | serverless | Build a structured research plan to deeply understand serverless. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of serverless.
=== 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... | web-research-coding-5m-1.1.0 | |
57dbf1bb016f7c0cbd7929b8 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/2701192/what-characters-can-be-used-for-up-down-triangle-arrow-without-stem-for-displa | What characters can be used for up/down triangle (arrow without stem) for display in HTML? | blog | cpp | frontend | 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": "What characters can be used for up/down triangle (arrow without stem) for display in HTML?", ... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
25ee6c4f6b742ad8ef1de44f | train | repository_understanding | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | blog | ruby | cloud | Perform a deep multi-layer analysis of cloud 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": "facebook/multilingual_librispeech", "source_url": "https://huggingface.co/datasets/facebook/m... | === 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 'facebook/multilingual_librispeech' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
b8dd175a7567a1f941321c6c | train | architecture_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | developer_tool | typescript | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
16ea6ea6b0fc87c755e5ff66 | train | documentation_page | huggingface | https://huggingface.co/datasets/ml6team/the-stack-smol-python | ml6team/the-stack-smol-python | finance | typescript | react | Design a developer documentation page for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ml6team/the-stack-smol-python", "source_url": "https://huggingface.co/datasets/ml6team/the-st... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
bde501d3b436b4f0c1703edc | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | community | go | nextjs | Perform a deep multi-layer analysis of nextjs for a community 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": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | === 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 'How to round to at most 2 decimal places, if necessary' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
7c499e5b3912e05a42bc2094 | train | security_review | web_docs | https://git-scm.com/doc | Git Documentation | landing_page | rust | linux | Perform a security review of a landing_page application. | {"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", ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
1c075bda43bd46b0efdd6c20 | train | local_development_experience | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-answer | joey234/mmlu-machine_learning-neg-answer | education | swift | security | Perform a deep developer-experience analysis for a swift project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-answer", "source_url": "https://huggingface.co/datasets/joe... | === 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 | |
8e1bf0a1d1b0f7a84ed973f1 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/MatrixStudio/Codeforces-Python-Submissions | MatrixStudio/Codeforces-Python-Submissions | social_app | sql | linux | Refactor a sql system related to linux. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MatrixStudio/Codeforces-Python-Submissions", "source_url": "https://huggingface.co/datasets/M... | === 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 | |
f2ffe46526752148b77255ea | train | ux_analysis | web_docs | https://go.dev/doc/ | Go Documentation | documentation | ruby | debugging | Perform a deep multi-layer analysis of debugging for a documentation 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
b1b36b229f0aca648fd87dfa | train | product_analysis | codeberg | https://codeberg.org/zaccesss/.profile | zaccesss/.profile | blog | typescript | nodejs | Perform a deep multi-layer analysis of nodejs for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zaccesss/.profile", "source_url": "https://codeberg.org/zaccesss/.profile", "source_type": "r... | === 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 'zaccesss/.profile' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
f142ed784ea0518bd7038e84 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | saas | rust | ci_cd | Perform multi-hop research about ci_cd: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | === HOP 1 ===
Start at: smcleod/golang-programming-style-best-practices
https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community d... | web-research-coding-5m-1.1.0 | |
87967d7816978c9b5d7a5108 | train | javascript_generation | huggingface | https://huggingface.co/datasets/finbarr/rlvr-code-data-javascript-edited | finbarr/rlvr-code-data-javascript-edited | saas | ruby | kubernetes | Implement JavaScript interactions for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "finbarr/rlvr-code-data-javascript-edited", "source_url": "https://huggingface.co/datasets/fin... | 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 |
57c688a1ba8b894d0d239ef1 | train | system_analysis | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | community | sql | python | Perform a deep multi-layer analysis of python for a community using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'panoramax/clients/web-viewer' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
4925c868634675b5ce1f44d8 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | community | scala | user_experience | Refactor a scala system related to user_experience. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | === 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 | |
f09c6238b79a262ae00f8c93 | train | ux_design | npm | https://www.npmjs.com/package/webpack | webpack | saas | php | database | Design the complete UX flow of a saas for database. | {"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... | 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 | |
7e4e4d18d40f92fd0276e0d6 | train | security_review | stackexchange | https://stackoverflow.com/questions/61212/how-do-i-remove-local-untracked-files-from-the-current-git-working-tree | How do I remove local (untracked) files from the current Git working tree? | marketplace | dart | nextjs | Perform a security review of a marketplace application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove local (untracked) files from the current Git working tree?", "source_url": "h... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
e89bd050ad6f05038f156758 | train | accessibility_fix | npm | https://www.npmjs.com/package/prettier | prettier | community | cpp | nodejs | Create an accessibility remediation plan for a community. | {"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", ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
12b592a6e7246401123f18ca | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | c | documentation | Create a scalable design system for a blog. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
4b948fcf8c4ece2e2b2899bf | train | refactoring_readability | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | analytics | sql | api_design | Refactor a sql system related to api_design. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 | |
61bfb734ad16742cef358171 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a portfolio 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
0b4caab952f557db99ccb387 | train | testing_experience | pypi | https://pypi.org/project/flask/ | flask | documentation | ruby | css | Perform a deep developer-experience analysis for a ruby project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7a0a111fa845f3874f6795b2 | train | design_tokens | pypi | https://pypi.org/project/gradio/ | gradio | analytics | dart | mongodb | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "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 | |
7d463d98f3d4a82dd59a1bbe | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | php | database | Refactor a php 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
0e387b0f0877e497c5b2f7fd | train | code_review | npm | https://www.npmjs.com/package/three | three | dashboard | sql | microservices | Perform a production code review of sql code related to microservices. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
10cd9bc4f16b434d14d260ba | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/43034960/many-to-one-and-many-to-many-lstm-examples-in-keras | Many to one and many to many LSTM examples in Keras | saas | go | backend | Perform a deep developer-experience analysis for a go project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Many to one and many to many LSTM examples in Keras", "source_url": "https://stackoverflow.co... | === 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 | |
d35cdc163e896519d193cdb0 | train | integration_testing | huggingface | https://huggingface.co/datasets/code-search-net/code_search_net | code-search-net/code_search_net | education | sql | graphql | Design integration tests for a sql system involving graphql. | {"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-... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
a1bdc3db1fc4eaf202009e63 | train | dashboard | gitlab | https://gitlab.com/antora/antora | antora/antora | finance | ruby | machine_learning | Design a production dashboard for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
eb52458f2839518c232f5732 | train | landing_page | github | https://github.com/expo/expo | expo/expo | analytics | python | react | Design a landing page for a react product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expo/expo", "source_url": "https://github.com/expo/expo", "source_type": "repository", "topic... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
53938e568ac4cdaf393fdabb | train | refactoring_scalability | codeberg | https://codeberg.org/LadueCS/2048 | LadueCS/2048 | developer_tool | html | debugging | Refactor a html system related to debugging. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LadueCS/2048", "source_url": "https://codeberg.org/LadueCS/2048", "source_type": "repository"... | === 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 | |
7cd8b50f0ef4e286ce2e6d17 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/396145/how-can-i-vertically-center-a-div-element-for-all-browsers-using-css | How can I vertically center a div element for all browsers using CSS? | social_app | swift | redis | Find and summarize the relevant documentation for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I vertically center a div element for all browsers using CSS?", "source_url": "https:... | === RELEVANT DOCS ===
- How can I vertically center a div element for all browsers using CSS?
https://stackoverflow.com/questions/396145/how-can-i-vertically-center-a-div-element-for-all-browsers-using-css
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Confi... | web-research-coding-5m-1.1.0 | |
8c01c18da45437faec7fe14c | train | cli_experience | huggingface | https://huggingface.co/datasets/AAdonis/multilingual_audio_alignments | AAdonis/multilingual_audio_alignments | community | scala | docker | Perform a deep developer-experience analysis for a scala project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AAdonis/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/AAdoni... | === 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 | |
6f716e9be41d5f7d61e5dfae | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/178325/how-do-i-check-if-an-element-is-hidden-in-jquery | How do I check if an element is hidden in jQuery? | blog | cpp | ci_cd | Refactor a cpp system related to ci_cd. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an element is hidden in jQuery?", "source_url": "https://stackoverflow.com/... | === 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 | |
4dfd4aec69158d32beaac2df | train | fact_verification | huggingface | https://huggingface.co/datasets/mlabonne/Evol-Instruct-Python-26k | mlabonne/Evol-Instruct-Python-26k | marketplace | python | data_engineering | Verify a technical claim about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlabonne/Evol-Instruct-Python-26k", "source_url": "https://huggingface.co/datasets/mlabonne/E... | === CLAIM ===
A common claim about data_engineering.
=== 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 / cont... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a83808e5dca0348ca387085f | train | refactoring_modularization | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | portfolio | shell | postgresql | Refactor a shell system related to postgresql. Focus on refactoring modularization. | {"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... | === 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 | |
760cab3a0191bc0cf3d390f9 | train | design_system | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | analytics | python | authentication | Create a scalable design system for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0df8732de018744aff4042f9 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/2727167/how-do-you-get-a-list-of-the-names-of-all-files-present-in-a-directory-in-node-j | How do you get a list of the names of all files present in a directory in Node.js? | blog | javascript | user_experience | Perform a deep multi-layer analysis of user_experience for a blog 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": "How do you get a list of the names of all files present in a directory in Node.js?", "source_... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'How do you get a list of the names of all files present in a directory in Node.... | web-research-coding-5m-1.1.0 | |
fc7fc0db1a65e9247e91ab6f | train | performance_fix | npm | https://www.npmjs.com/package/vite | vite | community | shell | software_architecture | Create a web-performance optimization plan for a community. | {"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":... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
49287a3fdbd736ff00da7401 | train | build_experience | pypi | https://pypi.org/project/typer/ | typer | community | javascript | javascript | Perform a deep developer-experience analysis for a javascript project involving javascript. | {"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": "... | === 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 |
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