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0f9e4cfdf8822a1bd06c3f9d | train | refactoring_testability | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | blog | typescript | ci_cd | Refactor a typescript system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nanuchi/python-programming", "source_url": "https://gitlab.com/nanuchi/python-programming", "... | === 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 | |
aa128b62f9a60debe246ee23 | train | performance_fix | github | https://github.com/ChatGPTNextWeb/NextChat | ChatGPTNextWeb/NextChat | productivity | shell | kubernetes | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ChatGPTNextWeb/NextChat", "source_url": "https://github.com/ChatGPTNextWeb/NextChat", "source... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
be85e798e94529fa36af7f8e | train | nextjs_generation | github | https://github.com/gradio-app/gradio | gradio-app/gradio | admin_panel | python | data_engineering | Design a Next.js architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio-app/gradio", "source_url": "https://github.com/gradio-app/gradio", "source_type": "rep... | 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 |
1664b6ffa946db19c7ccec4c | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | swift | authorization | Write an effective web search query to research the topic: authorization. | {"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... | === QUERY ===
authorization best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authorization
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
477289ccd12e7a38c080d69d | train | research_summary | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | analytics | c | user_experience | Summarize the current state of knowledge about user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soapbox-pub/nostrify", "source_url": "https://gitlab.com/soapbox-pub/nostrify", "source_type"... | === OVERVIEW ===
user_experience 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 ===
soapbox-pub/no... | web-research-coding-5m-1.1.0 | |
5614a624e2b9ee9228516bfb | train | unit_testing | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | shell | docker | Create a unit-testing strategy for shell code involving docker. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
2cb594758aa9f50366844dc0 | train | api_design | pypi | https://pypi.org/project/requests/ | requests | documentation | sql | linux | Design a production API for a linux application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
f288dd88479cdb72771994c3 | train | security_review | stackexchange | https://stackoverflow.com/questions/34930735/pros-cons-of-using-redux-saga-with-es6-generators-vs-redux-thunk-with-es2017-asy | Pros/cons of using redux-saga with ES6 generators vs redux-thunk with ES2017 async/await | dashboard | python | linux | Perform a security review of a dashboard application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pros/cons of using redux-saga with ES6 generators vs redux-thunk with ES2017 async/await", "s... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3b8e02d5a7df13dc444a8839 | train | developer_onboarding | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | education | html | user_experience | Perform a deep developer-experience analysis for a html project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 | |
2818a855ca4fcb23cb500d1c | train | seo_fix | gitlab | https://gitlab.com/gces-ej/ej-application | gces-ej/ej-application | documentation | html | web_accessibility | Create an SEO improvement plan for a documentation about web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gces-ej/ej-application", "source_url": "https://gitlab.com/gces-ej/ej-application", "source_t... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
c3975fd8e87daeeff5ef129b | train | design_consistency | stackexchange | https://stackoverflow.com/questions/42790602/how-do-i-check-whether-an-array-contains-a-string-in-typescript | How do I check whether an array contains a string in TypeScript? | education | typescript | serverless | Audit design consistency across a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check whether an array contains a string in TypeScript?", "source_url": "https://sta... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
53e372577a8d0ce7c0ec4b24 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/3331353/transitions-on-the-css-display-property | Transitions on the CSS display property | community | html | postgresql | Perform a deep developer-experience analysis for a html project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Transitions on the CSS display property", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
0bd8b8f4e30e4b9c5fb2b976 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | kotlin | ci_cd | Create an SEO improvement plan for a social_app about ci_cd. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
afd6425b735ca308b1875a7c | train | risk_analysis | npm | https://www.npmjs.com/package/jest | jest | analytics | go | algorithms | Perform a deep multi-layer analysis of algorithms for a analytics 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 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 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
19e485ab7487ceae7c83cbd8 | train | api_design | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | documentation | rust | mongodb | Design a production API for a mongodb application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
feb7b061335a931c6299c0ae | train | html_generation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | dashboard | php | fullstack | Create semantic HTML for a dashboard about fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
38bc452c00ebfadb8874b1c4 | train | design_components | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | education | javascript | security | Create a component architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
9532bd7795f3aee181c82ba9 | train | visual_hierarchy | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | social_app | rust | html | Improve visual hierarchy in a social_app. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
fa0d5731c4bca0fa99234495 | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | kotlin | kubernetes | Perform a deep developer-experience analysis for a kotlin project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
be31e07183005a3583db11ef | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | sql | authentication | Design reusable UI components for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
1b97b339f50f301106e2b277 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | landing_page | dart | javascript | Perform a deep multi-layer analysis of javascript for a landing_page 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
0cc9fa462f722721a08fdcbf | train | css_generation | web_docs | https://docs.python.org/3/ | Python Documentation | portfolio | rust | testing | Create responsive CSS for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Use 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 |
abb40abe2d5d3750350d892a | train | repository_comparison | gitlab | https://gitlab.com/pygolo/py | pygolo/py | documentation | kotlin | typescript | Perform a deep multi-layer analysis of typescript for a documentation 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": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "topic... | === 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 'pygolo/py' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
38e3decc7af6a1ece6261020 | train | repository_understanding | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | landing_page | html | css | Perform a deep multi-layer analysis of css for a landing_page using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
0672243787827d523817fbfd | train | algorithm_design | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | analytics | php | sql | Design a php algorithm for a sql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
b363010790699f94e2d31080 | train | build_experience | gitlab | https://gitlab.com/production-ml/password-complexity | production-ml/password-complexity | education | rust | typescript | Perform a deep developer-experience analysis for a rust project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "production-ml/password-complexity", "source_url": "https://gitlab.com/production-ml/password-... | === 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 | |
c16038d7b0433b3f55cf96f2 | train | search_intent_classification | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | javascript | linux | Classify the search intent for a query about linux. | {"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": "... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"linux vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
3d2ee57b6acd023908ebbb93 | train | documentation_experience | npm | https://www.npmjs.com/package/vue | vue | landing_page | 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "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 | |
699759a5d126f409b4d66db2 | train | repository_dependency_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | ruby | microservices | Perform a deep multi-layer analysis of microservices 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
f92a4aa5a7ed7238339b4319 | train | repository_comparison | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | developer_tool | swift | ci_cd | Perform a deep multi-layer analysis of ci_cd for a developer_tool 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": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | === 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 'glide-the/documentation-images' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
e8ca393aa5c098e4557999b3 | train | documentation_page | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/tokenization-multiplicity-data | Human-Centric-Machine-Learning/tokenization-multiplicity-data | saas | sql | kubernetes | Design a developer documentation page for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/tokenization-multiplicity-data", "source_url": "https://huggin... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
5b59d1f52c13eed75ebf607b | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | dart | documentation | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
e80671c400c6935d1f104e83 | train | source_selection | pypi | https://pypi.org/project/torch/ | torch | social_app | rust | software_architecture | Select the most reliable sources to research software_architecture. | {"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": "... | === 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 | |
27470800559b9ce40488c2fd | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/47190861/how-can-the-default-node-js-version-be-set-using-nvm | How can the default Node.js version be set using NVM? | admin_panel | swift | testing | Perform a deep multi-layer analysis of testing for a admin_panel using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can the default Node.js version be set using NVM?", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'How can the default Node.js version be set using NVM?' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
f34553f25e731cd3f61a3ab1 | train | security_review | stackexchange | https://stackoverflow.com/questions/348170/how-do-i-undo-git-add-before-commit | How do I undo 'git add' before commit? | admin_panel | dart | data_structures | Perform a security review of a admin_panel application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I undo 'git add' before commit?", "source_url": "https://stackoverflow.com/que... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
6b65f5527fa953fa15eba470 | train | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | java | open_source | Create a web-performance optimization plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
efc94945213d42c40b4d6995 | train | code_explanation | npm | https://www.npmjs.com/package/svelte | svelte | marketplace | javascript | user_experience | Explain a javascript implementation related to user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
767ed460a364b8148248369e | train | multi_hop_research | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | landing_page | shell | open_source | Perform multi-hop research about open_source: 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": "h4iku/coconut_javascript2010_preprocessed", "source_url": "https://huggingface.co/datasets/h4... | === HOP 1 ===
Start at: h4iku/coconut_javascript2010_preprocessed
https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions f... | web-research-coding-5m-1.1.0 | |
a369b9b29afe8b6a1a9b993e | train | information_architecture | npm | https://www.npmjs.com/package/express | express | social_app | python | mongodb | Design the information architecture for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9df08deeb8e87033b72c3d8c | train | documentation_page | pypi | https://pypi.org/project/flask/ | flask | marketplace | cpp | cloud | Design a developer documentation page for cloud. | {"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": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
84ea9bb0ff933489bd33453b | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | search_interface | php | api_design | Summarize the current state of knowledge about api_design. | {"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... | === OVERVIEW ===
api_design 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 ===
Fetch API (https://... | web-research-coding-5m-1.1.0 | |
35e262510ef745d7bbbca16c | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | css | data_structures | Verify a technical claim about data_structures. | {"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... | === CLAIM ===
A common claim about data_structures.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / conte... | web-research-coding-5m-1.1.0 | |
7d05cf31b1475455248e408e | train | technical_research | huggingface | https://huggingface.co/datasets/ASSERT-KTH/latent-programming-horizons-trajs | ASSERT-KTH/latent-programming-horizons-trajs | dashboard | rust | nlp | Perform a technical research task about nlp, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ASSERT-KTH/latent-programming-horizons-trajs", "source_url": "https://huggingface.co/datasets... | === SCOPE ===
Technical behavior of nlp.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- ASSERT-KTH/latent-programming-horizons-trajs (https://huggingface.co... | web-research-coding-5m-1.1.0 | |
0bc53076a753e4a3b31b8db1 | train | security_review | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | productivity | swift | javascript | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
fc3b716f8dc8f8446d9366bd | train | refactoring_security | huggingface | https://huggingface.co/datasets/OpenVINO/documentation | OpenVINO/documentation | documentation | sql | docker | Refactor a sql system related to docker. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OpenVINO/documentation", "source_url": "https://huggingface.co/datasets/OpenVINO/documentatio... | === 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 | |
0d2b27878f2c63aa12377d6b | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | cpp | react | Improve visual hierarchy in a education. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
d0f1d6f65807b5b3dfa298f0 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/tikushitam/documentation-images | tikushitam/documentation-images | finance | python | mongodb | Perform a deep developer-experience analysis for a python project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tikushitam/documentation-images", "source_url": "https://huggingface.co/datasets/tikushitam/d... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ea0b0099221729f695f97b47 | train | repository_comparison | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | analytics | ruby | design_system | Perform a deep multi-layer analysis of design_system for a analytics 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": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 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 'srabon444/google-calendar-clone-typescript' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
4940a59b6b6c5aa5f385d0f4 | train | typescript_generation | gitlab | https://gitlab.com/hsleisink/orb | hsleisink/orb | marketplace | sql | data_engineering | Implement TypeScript logic for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsleisink/orb", "source_url": "https://gitlab.com/hsleisink/orb", "source_type": "repository"... | 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 |
61db925c235025ef043b9c0d | train | responsive_website | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | developer_tool | cpp | deep_learning | Design a complete responsive developer_tool for deep_learning. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
188c938d115124602139408d | train | tradeoff_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | marketplace | sql | mongodb | Perform a deep multi-layer analysis of mongodb for a marketplace 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
ced4fcb23c87d54abf44d80e | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/436411/where-should-i-put-script-tags-in-html-markup | Where should I put <script> tags in HTML markup? | marketplace | swift | mongodb | Perform a deep multi-layer analysis of mongodb for a marketplace 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": "Where should I put <script> tags in HTML markup?", "source_url": "https://stackoverflow... | === 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 'Where should I put <script> tags in HTML markup?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
52d741b820fef1cdee802374 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | saas | cpp | api_design | Perform a deep multi-layer analysis of api_design for a saas 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": "AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries", "sour... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries' as... | web-research-coding-5m-1.1.0 | |
4f5b4f85dc3ed15fb05c1dc3 | train | developer_onboarding | npm | https://www.npmjs.com/package/svelte | svelte | marketplace | scala | nlp | Perform a deep developer-experience analysis for a scala project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
22b61cafeec4bf66699eb054 | train | fact_verification | huggingface | https://huggingface.co/datasets/MachineLearningVisionRG/CattleSSFR | MachineLearningVisionRG/CattleSSFR | education | c | sql | Verify a technical claim about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningVisionRG/CattleSSFR", "source_url": "https://huggingface.co/datasets/MachineLe... | === CLAIM ===
A common claim about sql.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-dependent... | web-research-coding-5m-1.1.0 | |
faedf78810633b52c6ff565a | train | repository_understanding | pypi | https://pypi.org/project/django/ | django | ecommerce | python | redis | Perform a deep multi-layer analysis of redis for a ecommerce 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4a20673984720f295ef416c2 | train | typescript_generation | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | social_app | python | redis | Implement TypeScript logic for a social_app. | {"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... | 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 |
1890c0aab361d2543a3a5403 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-python | Nan-Do/code-search-net-python | search_interface | swift | documentation | Refactor a swift system related to documentation. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-python", "source_url": "https://huggingface.co/datasets/Nan-Do/code-se... | === 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 | |
6b567203bf6c873e3b76e84b | train | landing_page | pypi | https://pypi.org/project/transformers/ | transformers | marketplace | dart | debugging | Design a landing page for a debugging product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
dff82f3b3cdcf2684893bd68 | train | code_review | github | https://github.com/langchain-ai/langchain | langchain-ai/langchain | analytics | rust | redis | Perform a production code review of rust code related to redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "langchain-ai/langchain", "source_url": "https://github.com/langchain-ai/langchain", "source_t... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
9326af5670dee044ea7ea568 | train | web_search_query | pypi | https://pypi.org/project/httpx/ | httpx | saas | dart | authentication | Write an effective web search query to research the topic: authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === QUERY ===
authentication best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authentication
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentatio... | web-research-coding-5m-1.1.0 | |
e6ac53ae211b696dd4e76bcf | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | css | cloud | Create responsive CSS for a blog. | {"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 |
958996fa8fc1c1fc5f9fee44 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | social_app | rust | python | Refactor a rust system related to python. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
a009273d9b3f0657c86cf428 | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/model-metadata/code_python_files | model-metadata/code_python_files | developer_tool | sql | computer_vision | Perform a deep multi-layer analysis of computer_vision for a developer_tool 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": "model-metadata/code_python_files", "source_url": "https://huggingface.co/datasets/model-metad... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'model-metadata/code_python_files' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
184b3f4ebde7fb88115668f1 | train | repository_architecture | huggingface | https://huggingface.co/datasets/Ujjwal-Tyagi/JavaScript-Code-Large | Ujjwal-Tyagi/JavaScript-Code-Large | social_app | css | web_performance | Perform a deep multi-layer analysis of web_performance for a social_app 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": "Ujjwal-Tyagi/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/Ujjwal-Ty... | === 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 'Ujjwal-Tyagi/JavaScript-Code-Large' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
998126bc58d257676c4ce0e8 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/134882/undoing-a-git-rebase | Undoing a git rebase | landing_page | rust | sql | Perform a deep developer-experience analysis for a rust project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Undoing a git rebase", "source_url": "https://stackoverflow.com/questions/134882/undoing-a-gi... | === 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 | |
d89e0c0a3116b1609194e545 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | dart | design_system | Improve visual hierarchy in a blog. | {"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",... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
d5c656c722f6172bc8126f1c | train | fact_verification | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | ecommerce | kotlin | postgresql | Verify a technical claim about postgresql. | {"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... | === CLAIM ===
A common claim about postgresql.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-de... | web-research-coding-5m-1.1.0 | |
b4cce23beb72cb18e2fe23a6 | train | fact_verification | npm | https://www.npmjs.com/package/vue | vue | ecommerce | go | web_performance | Verify a technical claim about web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === CLAIM ===
A common claim about web_performance.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / conte... | web-research-coding-5m-1.1.0 | |
c0db0995f3032e236eedd10e | train | debugging_experience | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | blog | scala | data_structures | Perform a deep developer-experience analysis for a scala project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | === 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 | |
4d325787f026d2b3fd248c58 | train | refactoring_readability | github | https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | documentation | dart | observability | Refactor a dart system related to observability. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code", ... | === 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 | |
87a59f42e7164f4e60be01a6 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | finance | shell | serverless | Refactor a shell system related to serverless. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | === 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 | |
1ccfbb15bdf85b5ac8bda558 | train | design_system | stackexchange | https://stackoverflow.com/questions/31173738/typescript-getting-error-ts2304-cannot-find-name-require | TypeScript getting error TS2304: cannot find name ' require' | developer_tool | rust | nodejs | Create a scalable design system for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript getting error TS2304: cannot find name ' require'", "source_url": "https:/... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
313d96aa49f3a580e055d970 | train | technical_research | stackexchange | https://stackoverflow.com/questions/7273338/how-to-vertically-align-an-image-inside-a-div | How to vertically align an image inside a div | ecommerce | kotlin | ci_cd | Perform a technical research task about ci_cd, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to vertically align an image inside a div", "source_url": "https://stackoverflow.com/ques... | === SCOPE ===
Technical behavior of ci_cd.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How to vertically align an image inside a div (https://stackoverfl... | web-research-coding-5m-1.1.0 | |
ae2ed1ae229ef0cd0bce0180 | train | research_plan | pypi | https://pypi.org/project/transformers/ | transformers | landing_page | kotlin | sql | Build a structured research plan to deeply understand sql. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of sql.
=== 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 with c... | web-research-coding-5m-1.1.0 | |
970bc9eebdbad3b0f8a9eb74 | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/613183/how-do-i-sort-a-dictionary-by-value | How do I sort a dictionary by value? | productivity | ruby | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a productivity 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": "How do I sort a dictionary by value?", "source_url": "https://stackoverflow.com/questions/613... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'How do I sort a dictionary by value?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
f6612637916c0027ccbea09e | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | search_interface | swift | data_structures | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual", "source_url": "https://hugging... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
8d2e9346af7ddb6eb0ac2409 | train | documentation_lookup | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | ecommerce | sql | ci_cd | Find and summarize the relevant documentation for ci_cd. | {"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": "... | === RELEVANT DOCS ===
- Node.js Documentation
https://nodejs.org/docs/latest/api/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevan... | web-research-coding-5m-1.1.0 | |
0bf5ed305b5a74ed20f4634e | train | refactoring_testability | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | documentation | scala | redis | Refactor a scala system related to redis. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | === 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 | |
ba098087a4f155cd3a3c67e8 | train | landing_page | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | admin_panel | java | deep_learning | Design a landing page for a deep_learning product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
ece7ac398ccd29731d48bf22 | train | design_system | stackexchange | https://stackoverflow.com/questions/3577641/how-do-you-parse-and-process-html-xml-in-php | How do you parse and process HTML/XML in PHP? | blog | ruby | css | 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": "How do you parse and process HTML/XML in PHP?", "source_url": "https://stackoverflow.com/ques... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
f1109bf15b6ecc6e6024eb0b | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/176918/how-can-i-find-the-index-for-a-given-item-in-a-list | How can I find the index for a given item in a list? | saas | python | open_source | Perform a deep multi-layer analysis of open_source for a saas using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I find the index for a given item in a list?", "source_url": "https://stackoverflow.c... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'How can I find the index for a given item in a list?' as a source anchor and identify r... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c295c5d5d4018e0c016416f7 | train | debugging | huggingface | https://huggingface.co/datasets/FriendliAI/documentation-images | FriendliAI/documentation-images | search_interface | shell | data_structures | Create a realistic shell debugging problem involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FriendliAI/documentation-images", "source_url": "https://huggingface.co/datasets/FriendliAI/d... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
de1757b4233a2ad77bfe24a3 | train | integration_testing | huggingface | https://huggingface.co/datasets/gretelai/synthetic_pii_finance_multilingual | gretelai/synthetic_pii_finance_multilingual | marketplace | css | typescript | Design integration tests for a css system involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gretelai/synthetic_pii_finance_multilingual", "source_url": "https://huggingface.co/datasets/... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
13c71cb2453ffa94320ca3ee | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/6084360/using-node-js-as-a-simple-web-server | Using Node.js as a simple web server | dashboard | cpp | postgresql | Perform a deep developer-experience analysis for a cpp project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js as a simple web server", "source_url": "https://stackoverflow.com/questions/608... | === 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 | |
b45d4c9b89bd463116a17a49 | train | refactoring_testability | pypi | https://pypi.org/project/transformers/ | transformers | analytics | shell | kubernetes | Refactor a shell system related to kubernetes. Focus on refactoring testability. | {"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... | === 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 | |
cce4dd2db13c45fcc9c29237 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/824349/how-do-i-modify-the-url-without-reloading-the-page | How do I modify the URL without reloading the page? | analytics | javascript | algorithms | Perform a deep developer-experience analysis for a javascript project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I modify the URL without reloading the page?", "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 | |
d3be1ca09043d50b997c0d56 | train | debugging | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | social_app | dart | software_architecture | Create a realistic dart debugging problem involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2cc99c3b4c13839ea41c9221 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | productivity | python | observability | Refactor a python system related to observability. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
734389b61bd59365696e485e | train | dashboard | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | landing_page | python | microservices | Design a production dashboard for microservices. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8ca21ba9609da723aaad0844 | train | refactoring_legacy_code | pypi | https://pypi.org/project/fastapi/ | fastapi | dashboard | cpp | debugging | Refactor a cpp system related to debugging. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
15a8234c649fda8e129c3d14 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | dashboard | go | software_architecture | Refactor a go system related to software_architecture. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | === 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 | |
8a5b2a89de3273a34733b8d7 | train | search_intent_classification | gitlab | https://gitlab.com/hsleisink/orb | hsleisink/orb | search_interface | typescript | nextjs | Classify the search intent for a query about nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsleisink/orb", "source_url": "https://gitlab.com/hsleisink/orb", "source_type": "repository"... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"nextjs vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
34bf40353c2f4fbddf33ba26 | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | kotlin | api_design | Perform a deep developer-experience analysis for a kotlin project involving api_design. | {"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. 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 | |
9601e333b18f7bed0278df02 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/13610074/is-there-a-rule-of-thumb-for-how-to-divide-a-dataset-into-training-and-validatio | Is there a rule-of-thumb for how to divide a dataset into training and validation sets? | education | dart | python | Perform a deep developer-experience analysis for a dart project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a rule-of-thumb for how to divide a dataset into training and validation sets?", "so... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6fa9a2d0863f6dc4cd5d8e14 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | cpp | cloud | Perform a deep developer-experience analysis for a cpp project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. 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 | |
c8d451d7436e2da41bf6eed9 | train | design_components | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | saas | dart | computer_vision | Create a component architecture for a saas. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
9dcbaf905244e17699c15699 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/jest | jest | admin_panel | javascript | caching | Perform a deep multi-layer analysis of caching for a admin_panel 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 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 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
27ce3d7b68212a5038b7b227 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | productivity | c | sql | Perform a deep developer-experience analysis for a c project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sahil2801/CodeAlpaca-20k", "source_url": "https://huggingface.co/datasets/sahil2801/CodeAlpac... | === 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 | |
03ebfe202c24b53b30724422 | train | search_intent_classification | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | productivity | dart | user_experience | Classify the search intent for a query about user_experience. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"user_experience vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 |
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