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068cc575c6c9b8cdcf0939f8 | train | security_analysis | codeberg | https://codeberg.org/lesbianlucy/_cargo-index | lesbianlucy/_cargo-index | portfolio | html | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a portfolio using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lesbianlucy/_cargo-index", "source_url": "https://codeberg.org/lesbianlucy/_cargo-index", "so... | === 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 'lesbianlucy/_cargo-index' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
41e17525f8190457533962ae | train | ux_design | web_docs | https://react.dev/ | React Documentation | admin_panel | python | web_performance | Design the complete UX flow of a admin_panel for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4aca7ef21b4797dd6a792764 | train | integration_testing | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | python | debugging | Design integration tests for a python system involving debugging. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bce713738f6df899a6ec907b | train | nextjs_generation | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | sql | css | Design a Next.js architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | 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 |
6ae59699622369222f11fa06 | train | documentation_experience | huggingface | https://huggingface.co/datasets/aheadmint/machine-learning-glossary-ai | aheadmint/machine-learning-glossary-ai | analytics | sql | observability | Perform a deep developer-experience analysis for a sql project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aheadmint/machine-learning-glossary-ai", "source_url": "https://huggingface.co/datasets/ahead... | === 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 | |
9e793c8ef019deda2cf05560 | train | cli_experience | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | marketplace | cpp | web_accessibility | Perform a deep developer-experience analysis for a cpp project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | === 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 | |
a3611b7fcb6a3161fb769135 | train | refactoring_maintainability | npm | https://www.npmjs.com/package/eslint | eslint | finance | go | testing | Refactor a go system related to testing. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 | |
80dc492f2a89e1741da1a44b | train | debugging_experience | npm | https://www.npmjs.com/package/vite | vite | marketplace | ruby | distributed_systems | Perform a deep developer-experience analysis for a ruby project involving distributed_systems. | {"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":... | === 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 | |
3e3d712259168452d52bfbcb | train | debugging | stackexchange | https://stackoverflow.com/questions/986006/how-do-i-pass-a-variable-by-reference | How do I pass a variable by reference? | admin_panel | go | distributed_systems | Create a realistic go debugging problem involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I pass a variable by reference?", "source_url": "https://stackoverflow.com/questions/9... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
5663690da91b35d67758deb5 | train | source_selection | stackexchange | https://stackoverflow.com/questions/1260748/how-do-i-remove-a-submodule | How do I remove a submodule? | marketplace | css | html | Select the most reliable sources to research html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove a submodule?", "source_url": "https://stackoverflow.com/questions/1260748/how... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
6d21be379b510034df5a0b50 | train | information_architecture | pypi | https://pypi.org/project/numpy/ | numpy | developer_tool | java | nodejs | Design the information architecture for nodejs. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
767470b8dc28dd566e5272b7 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | c | javascript | Perform a security review of a saas application. | {"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": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
daa6d8745b4d955783d7f269 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means | Is it possible to specify your own distance function using scikit-learn K-Means Clustering? | analytics | python | postgresql | Perform a deep multi-layer analysis of postgresql for a analytics 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": "Is it possible to specify your own distance function using scikit-learn K-Means Clustering?",... | === 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 'Is it possible to specify your own distance function using scikit-learn K-Means Clusterin... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c7ad5ec6f60016b1d78db2b1 | train | maintainability_analysis | gitlab | https://gitlab.com/postmill/Postmill | postmill/Postmill | social_app | typescript | caching | Perform a deep multi-layer analysis of caching for a social_app 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": "postmill/Postmill", "source_url": "https://gitlab.com/postmill/Postmill", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'postmill/Postmill' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
bfa1e9daef54e4edcd76b0f6 | train | refactoring_performance | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | documentation | html | user_experience | Refactor a html system related to user_experience. Focus on refactoring performance. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== 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 | |
31c2800d1e9ff266286b6bfe | train | refactoring | pypi | https://pypi.org/project/streamlit/ | streamlit | ecommerce | html | postgresql | Create a production coding task in html for postgresql. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
5a17d85a7f6c64d7246210d9 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | javascript | distributed_systems | Design a developer documentation page for distributed_systems. | {"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",... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
d9da6987423c884ae4da4ab1 | train | responsive_design | npm | https://www.npmjs.com/package/react | react | analytics | javascript | kubernetes | 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
8758f60de1fc0e63d63ffb7c | train | refactoring_readability | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | social_app | scala | fullstack | Refactor a scala system related to fullstack. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === 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 | |
0ccec42a6b14920f9fdbda4c | train | system_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | finance | kotlin | css | Perform a deep multi-layer analysis of css for a finance 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
5013cdd6671173d69a10aeb7 | train | testing_experience | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | community | java | nextjs | Perform a deep developer-experience analysis for a java project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 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 | |
f158c52d04ed70ef3a23993c | train | developer_experience | pypi | https://pypi.org/project/requests/ | requests | community | css | cloud | Perform a deep developer-experience analysis for a css project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. 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 | |
1fa31a0a7e76f55311d3e386 | train | risk_analysis | pypi | https://pypi.org/project/pytest/ | pytest | finance | sql | developer_experience | Perform a deep multi-layer analysis of developer_experience for a finance 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
fcc53c31a030b72d380cef03 | train | repository_issue_reasoning | gitlab | https://gitlab.com/mailman/postorius | mailman/postorius | analytics | html | redis | Perform a deep multi-layer analysis of redis for a analytics using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/postorius", "source_url": "https://gitlab.com/mailman/postorius", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'mailman/postorius' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
2e7f7b62b99eefac7dac1104 | train | javascript_generation | pypi | https://pypi.org/project/transformers/ | transformers | portfolio | sql | security | Implement JavaScript interactions for a portfolio. | {"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... | 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 |
8e307e57c33e1df886b01374 | train | dashboard | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | productivity | c | linux | Design a production dashboard for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8a9226cd64367e728871fed6 | train | documentation_experience | github | https://github.com/ElemeFE/element | ElemeFE/element | saas | javascript | api_design | Perform a deep developer-experience analysis for a javascript project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | === 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 | |
8f392b535bc2862422446235 | train | system_analysis | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | search_interface | java | kubernetes | Perform a deep multi-layer analysis of kubernetes for a search_interface using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'fighting41love/funNLP' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
580a355203e98c1a9ce04c90 | train | refactoring_dependency | npm | https://www.npmjs.com/package/three | three | portfolio | c | web_performance | Refactor a c system related to web_performance. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
07d486f9704706f9fb11f1b5 | train | scalability_analysis | github | https://github.com/TheAlgorithms/C | TheAlgorithms/C | saas | html | serverless | Perform a deep multi-layer analysis of serverless for a saas using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C", "source_url": "https://github.com/TheAlgorithms/C", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'TheAlgorithms/C' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
870819a5d12f69cfe64bab0e | train | javascript_generation | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | social_app | cpp | frontend | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leo009/python-programming-instructions", "source_url": "https://huggingface.co/datasets/leo00... | 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 |
1d976a4514d94db2cb2a3945 | train | performance_analysis | gitlab | https://gitlab.com/pygolo/py | pygolo/py | documentation | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a documentation 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": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "topic... | === 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 'pygolo/py' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
3e835527617593324fd33651 | train | performance_fix | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | portfolio | dart | ci_cd | Create a web-performance optimization plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
d09c3a08611105b3264ef99a | train | local_development_experience | web_docs | https://git-scm.com/doc | Git Documentation | community | dart | devops | Perform a deep developer-experience analysis for a dart project involving devops. | {"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. 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 | |
04509ceaab9d59f419345e1d | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | admin_panel | python | distributed_systems | Refactor a python system related to distributed_systems. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abanm/arjoonn-codechef-competitive-programming-ChatGPT4o", "source_url": "https://huggingface... | === 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.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4f4f3ee832cc5848947e8e91 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | finance | scala | python | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b74ea3b69fffbc62475593fe | train | deployment_experience | huggingface | https://huggingface.co/datasets/giuliolovisotto/openai_multilingual_mmlu | giuliolovisotto/openai_multilingual_mmlu | education | swift | frontend | Perform a deep developer-experience analysis for a swift project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "giuliolovisotto/openai_multilingual_mmlu", "source_url": "https://huggingface.co/datasets/giu... | === 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 | |
9d69b78c8b1c67d91b86d34e | train | typescript_generation | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | community | c | documentation | Implement TypeScript logic for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | 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 |
60da7a131baf92e11afb2b79 | train | dependency_management_experience | gitlab | https://gitlab.com/illwill/skiptracer | illwill/skiptracer | marketplace | python | nextjs | Perform a deep developer-experience analysis for a python project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "illwill/skiptracer", "source_url": "https://gitlab.com/illwill/skiptracer", "source_type": "r... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
663235dab7e5fbf5ce8c492b | train | integration_testing | codeberg | https://codeberg.org/RiQuY/advent-of-code | RiQuY/advent-of-code | admin_panel | java | design_system | Design integration tests for a java system involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RiQuY/advent-of-code", "source_url": "https://codeberg.org/RiQuY/advent-of-code", "source_typ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
44db71b224aa2b013b4ab1d6 | train | seo_fix | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | developer_tool | dart | javascript | Create an SEO improvement plan for a developer_tool about javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
1001a388722e0bed07c74e99 | train | interaction_design | codeberg | https://codeberg.org/okasion/2FA-lite | okasion/2FA-lite | admin_panel | shell | fullstack | Design interaction states for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "okasion/2FA-lite", "source_url": "https://codeberg.org/okasion/2FA-lite", "source_type": "rep... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
e6c920e3da00491db50641dd | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | shell | javascript | Design the information architecture for javascript. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
4fe6d324ab9a4df5d59f6e2d | train | typescript_generation | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | documentation | html | javascript | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | 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 |
f29a11fb6468b259ffac63fb | train | api_developer_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | finance | html | developer_experience | Perform a deep developer-experience analysis for a html project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0a77a36dd6cfec1b89e7dbbd | train | design_tokens | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | dashboard | rust | nextjs | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unconed/use.gpu", "source_url": "https://gitlab.com/unconed/use.gpu", "source_type": "reposit... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
976a71e004b8f8eb566d48e2 | train | integration_testing | huggingface | https://huggingface.co/datasets/no-wo/machine-learning | no-wo/machine-learning | admin_panel | cpp | kubernetes | Design integration tests for a cpp system involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "no-wo/machine-learning", "source_url": "https://huggingface.co/datasets/no-wo/machine-learnin... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
5cc672bf647092f00572555a | train | responsive_website | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | admin_panel | cpp | frontend | Design a complete responsive admin_panel for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
641907e79af2d81361a33b42 | train | refactoring_observability | pypi | https://pypi.org/project/scrapy/ | scrapy | dashboard | python | observability | Refactor a python system related to observability. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0c44aa364c8133432ce0e25e | train | search_query_rewrite | web_docs | https://doc.rust-lang.org/ | Rust Documentation | community | sql | security | Rewrite and improve a vague search query about security 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === ORIGINAL (VAGUE) ===
how to do security
=== REWRITTEN QUERIES ===
1. security official documentation guide
2. security production best practices 2025
3. security common pitfalls and solutions
4. security architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
bc80682bafb7df323f70ad85 | train | search_query_rewrite | web_docs | https://docs.docker.com/ | Docker Documentation | dashboard | cpp | docker | Rewrite and improve a vague search query about docker 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === ORIGINAL (VAGUE) ===
how to do docker
=== REWRITTEN QUERIES ===
1. docker official documentation guide
2. docker production best practices 2025
3. docker common pitfalls and solutions
4. docker architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
c21435ffa4079c2b8ba8419a | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | ruby | cloud | Create responsive CSS for a productivity. | {"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... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
bc6b86ab154820acd662a119 | train | research_summary | pypi | https://pypi.org/project/numpy/ | numpy | productivity | sql | javascript | Summarize the current state of knowledge about javascript. | {"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": "... | === OVERVIEW ===
javascript 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 ===
numpy (https://pypi... | web-research-coding-5m-1.1.0 | |
40a55b9ddc47bbc686541889 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | community | javascript | 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": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | === 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 | |
25bf3cdd9b3b4ff6567887b6 | train | technical_research | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | finance | python | design_system | Perform a technical research task about design_system, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | === SCOPE ===
Technical behavior of design_system.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Save classifier to disk in scikit-learn (https://stackover... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
27f424751aee53b6dbd58ec1 | train | source_comparison | codeberg | https://codeberg.org/belim_faux/3D-Tetris | belim_faux/3D-Tetris | analytics | typescript | observability | Compare multiple sources about observability 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": "belim_faux/3D-Tetris", "source_url": "https://codeberg.org/belim_faux/3D-Tetris", "source_typ... | === SOURCES ===
- belim_faux/3D-Tetris (https://codeberg.org/belim_faux/3D-Tetris)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment,... | web-research-coding-5m-1.1.0 | |
c27d7aa9c192af833ea0ff1a | train | search_query_rewrite | web_docs | https://react.dev/ | React Documentation | portfolio | scala | 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 /... | web-research-coding-5m-1.1.0 | |
9700bf4495e5e5875e55dd17 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | html | design_system | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
2ff953113a012b9052a2bf03 | train | form_ui | stackexchange | https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js | How do I get started with Node.js | marketplace | dart | frontend | Design an accessible form for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get started with Node.js", "source_url": "https://stackoverflow.com/questions/235381... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
82342be0c00182a56b26db96 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | community | swift | devops | Perform a deep developer-experience analysis for a swift project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | === 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 | |
d6c6f48cd4d16aaf91186f05 | train | deep_technical_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | admin_panel | sql | user_experience | Perform a deep multi-layer analysis of user_experience for a admin_panel 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
5aac2191a67a2c551638ce4c | train | search_query_rewrite | codeberg | https://codeberg.org/szh/404 | szh/404 | documentation | css | 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": "szh/404", "source_url": "https://codeberg.org/szh/404", "source_type": "repository", "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 | |
e66e0f86d566efbe692cde46 | train | debugging | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_code_conversations | dougiefresh/systems_programming_code_conversations | developer_tool | swift | devops | Create a realistic swift debugging problem involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_code_conversations", "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 | |
5b8f779a1aba53d5dac768e6 | train | security_analysis | huggingface | https://huggingface.co/datasets/flytech/python-codes-25k | flytech/python-codes-25k | admin_panel | python | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "flytech/python-codes-25k", "source_url": "https://huggingface.co/datasets/flytech/python-code... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'flytech/python-codes-25k' as a source anchor and identify relevant APIs, depe... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5af5aa6c3b35a4483bd9db4c | train | security_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | landing_page | c | design_system | Perform a deep multi-layer analysis of design_system for a landing_page 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
d0ffcd64129a0a799a80b045 | train | design_system | 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? | documentation | php | distributed_systems | Create a scalable design system for a documentation. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
c0ea2fbf635aa648cd973ee7 | train | documentation_page | npm | https://www.npmjs.com/package/three | three | social_app | html | caching | Design a developer documentation page for caching. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e85536f2485c40e63941e47e | train | search_query_rewrite | gitlab | https://gitlab.com/b4ckup/ts-tex | b4ckup/ts-tex | documentation | sql | machine_learning | Rewrite and improve a vague search query about machine_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": "b4ckup/ts-tex", "source_url": "https://gitlab.com/b4ckup/ts-tex", "source_type": "repository"... | === ORIGINAL (VAGUE) ===
how to do machine_learning
=== REWRITTEN QUERIES ===
1. machine_learning official documentation guide
2. machine_learning production best practices 2025
3. machine_learning common pitfalls and solutions
4. machine_learning architecture patterns with examples
=== RATIONALE ===
Add intent (lear... | web-research-coding-5m-1.1.0 | |
0b37a0591e89b3135b0c2107 | train | code_explanation | codeberg | https://codeberg.org/sanjai-shaarugesh/Advanced-media-controller | sanjai-shaarugesh/Advanced-media-controller | community | php | linux | Explain a php implementation related to linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sanjai-shaarugesh/Advanced-media-controller", "source_url": "https://codeberg.org/sanjai-shaa... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
4f58eb88390ce6ae5e2c3483 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/49699067/property-has-no-initializer-and-is-not-definitely-assigned-in-the-construc | Property '...' has no initializer and is not definitely assigned in the constructor | finance | scala | backend | Perform a deep multi-layer analysis of backend 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": "Property '...' has no initializer and is not definitely assigned in the constructor",... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Property '...' has no initializer and is not definitely assigned in the constructor' as... | web-research-coding-5m-1.1.0 | |
16923301e87b7a668ca4dd3b | train | nextjs_generation | npm | https://www.npmjs.com/package/typescript | typescript | portfolio | css | javascript | Design a Next.js architecture for a portfolio. | {"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... | 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 |
c872d90d406310c8a04efa1b | train | responsive_website | pypi | https://pypi.org/project/torch/ | torch | portfolio | php | security | Design a complete responsive portfolio for security. | {"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": "... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
e0ff26cc054eb04ebe458b61 | train | algorithm_design | pypi | https://pypi.org/project/scrapy/ | scrapy | social_app | css | api_design | Design a css algorithm for a api_design problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
d0a4093b2305acad8666f220 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/826782/how-to-disable-text-selection-highlighting | How to disable text selection highlighting | documentation | cpp | nextjs | Create a unit-testing strategy for cpp code involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to disable text selection highlighting", "source_url": "https://stackoverflow.com/questio... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
f8f26aeb2a41daf2df776c1b | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/38987/how-do-i-merge-two-dictionaries-in-a-single-expression-in-python | How do I merge two dictionaries in a single expression in Python? | education | cpp | observability | Design a data structure in cpp for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I merge two dictionaries in a single expression in Python?", "source_url": "https://st... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
b11fe7cc5791f193dd65e5aa | train | repository_comparison | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | finance | java | devops | Perform a deep multi-layer analysis of devops for a finance using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | === 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 'zjsd/RedStone-Code-python' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
bf82236b7d9d234dbdb9c6de | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | css | serverless | Perform a professional design review of a saas. | {"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",... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
d82c774c7b4d6a69d6ba6f44 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/3040833/how-do-i-stash-only-one-file-out-of-multiple-files-that-have-changed | How do I stash only one file out of multiple files that have changed? | social_app | dart | kubernetes | Perform a deep developer-experience analysis for a dart project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I stash only one file out of multiple files that have changed?", "source_url": "https:... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
25d81c66e7609e7a3adb4390 | train | dependency_management_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? | dashboard | rust | machine_learning | Perform a deep developer-experience analysis for a rust project involving machine_learning. | {"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 | |
9afa7479c8863add05f5e706 | train | component_design | stackexchange | https://stackoverflow.com/questions/29689966/how-to-define-type-for-a-function-callback-as-any-function-type-not-universal | How to define type for a function callback (as any function type, not universal any) used in a method parameter | developer_tool | kotlin | observability | Design reusable UI components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to define type for a function callback (as any function type, not universal any) used in ... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
52dda08bb3ecc3416541543f | train | evidence_extraction | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-tha-bitextmining | puttatidam/software-documentation-tha-bitextmining | analytics | javascript | debugging | Extract verifiable evidence about debugging from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/da... | === SOURCE ===
puttatidam/software-documentation-tha-bitextmining
https://huggingface.co/datasets/puttatidam/software-documentation-tha-bitextmining
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
==... | web-research-coding-5m-1.1.0 | |
4f728980222aceec816b8ace | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | ruby | algorithms | Perform a deep multi-layer analysis of algorithms for a saas 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
372607e6f1d116ed43b1fd18 | train | responsive_website | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | documentation | swift | data_structures | Design a complete responsive documentation for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
5b329c64e50ac223ee7b888b | train | refactoring_api | huggingface | https://huggingface.co/datasets/prima02/SWE-smith-python | prima02/SWE-smith-python | search_interface | shell | machine_learning | Refactor a shell system related to machine_learning. Focus on refactoring api. | {"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... | === 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 | |
cd54fc483f0d9c2b7d2864e7 | train | web_search_query | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | community | php | machine_learning | Write an effective web search query to research the topic: machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === QUERY ===
machine_learning best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- machine_learning
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official document... | web-research-coding-5m-1.1.0 | |
9609763bbe620d3bbf407093 | train | nextjs_generation | pypi | https://pypi.org/project/transformers/ | transformers | search_interface | typescript | linux | 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | 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 |
fdfaf28a5baa5c58e747001b | train | ui_design | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | marketplace | html | ci_cd | Design a production-quality UI for a marketplace focused on ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
dc251df68b582d1782c756f1 | train | design_to_code | npm | https://www.npmjs.com/package/jest | jest | documentation | dart | authentication | Translate a documentation design into maintainable dart code. | {"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":... | 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 | |
da13561c6403e409648f6668 | train | ui_design | huggingface | https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes | Weyaxi/huggingface-spaces-codes | admin_panel | java | linux | Design a production-quality UI for a admin_panel focused on linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Weyaxi/huggingface-spaces-codes", "source_url": "https://huggingface.co/datasets/Weyaxi/huggi... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
bf9f020d2ac582b7f8e5f521 | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | blog | dart | mongodb | Perform a deep multi-layer analysis of mongodb for a blog using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | === 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 'codeShare/text-to-image-prompts' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
2fca1f628a43b13d3f6b02ad | train | refactoring_performance | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | developer_tool | kotlin | css | Refactor a kotlin system related to css. Focus on refactoring performance. | {"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-Jake-Fitzgerald", "source_url": "https://codeberg.... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== 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 | |
2f312d777b797965a5d38020 | train | search_query_rewrite | npm | https://www.npmjs.com/package/playwright | playwright | saas | ruby | security | Rewrite and improve a vague search query about security 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === ORIGINAL (VAGUE) ===
how to do security
=== REWRITTEN QUERIES ===
1. security official documentation guide
2. security production best practices 2025
3. security common pitfalls and solutions
4. security architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
17efd847b881c3abcd2db136 | train | api_design | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | finance | typescript | react | Design a production API for a react application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
834fc6085ab370b37f80bc74 | train | information_architecture | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | admin_panel | dart | design_system | Design the information architecture for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
20bee41544be567f6627cad1 | train | design_consistency | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | blog | cpp | nodejs | Audit design consistency across a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
7617199b91d642f4d2d2850e | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/32553158/detect-click-outside-react-component | Detect click outside React component | admin_panel | shell | nextjs | Perform a deep multi-layer analysis of nextjs for a admin_panel 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": "Detect click outside React component", "source_url": "https://stackoverflow.com/questions/325... | === 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 'Detect click outside React component' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
7fafde32ec23b654b64a0a9f | train | design_to_code | pypi | https://pypi.org/project/typer/ | typer | marketplace | scala | authorization | Translate a marketplace design into maintainable scala code. | {"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": "... | 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 | |
a21dd3c2972416b3c20af5da | train | performance_analysis | gitlab | https://gitlab.com/pygolo/py | pygolo/py | saas | go | ci_cd | Perform a deep multi-layer analysis of ci_cd for a saas 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": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "topic... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'pygolo/py' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
82f6d4d2426ff3a32ec1112a | train | landing_page | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | marketplace | kotlin | html | Design a landing page for a html product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
fb9b07d4bf943e5410745e57 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | css | security | Perform a production code review of css code related to security. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 |
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