id large_stringlengths 24 24 | split large_stringclasses 1
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0824762c6053c6530a0edc50 | train | debugging_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | developer_tool | dart | react | Perform a deep developer-experience analysis for a dart project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 | |
ec3f2c76e74270493801ecf7 | train | css_generation | npm | https://www.npmjs.com/package/vue | vue | blog | swift | api_design | 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | 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 |
82a0b743ff88a40e46e06be4 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | rust | html | Perform a deep multi-layer analysis of html for a saas using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
c91e960c9cb2ed412b3fb549 | train | accessibility_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | ruby | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a admin_panel using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
31fd62fb9c88067baaab456b | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | shell | redis | Design React components 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... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
2dca0736b59d372568440796 | train | design_accessibility | pypi | https://pypi.org/project/typer/ | typer | ecommerce | shell | nextjs | Audit accessibility for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e481138b3f598f1dbc5182af | train | upgrade_experience | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | blog | c | algorithms | Perform a deep developer-experience analysis for a c project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 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 | |
37c85114f5b7979acde1df4e | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/3437786/get-the-size-of-the-screen-current-web-page-and-browser-window | Get the size of the screen, current web page and browser window | productivity | php | react | Perform a deep multi-layer analysis of react for a productivity using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the size of the screen, current web page and browser window", "source_url": "https://stac... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Get the size of the screen, current web page and browser window' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
f8337cdc06fe8bcecf6cc829 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | shell | typescript | Perform a deep multi-layer analysis of typescript for a ecommerce 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
78f52ded531d41bea2d54e7d | train | research_summary | npm | https://www.npmjs.com/package/express | express | productivity | c | 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 ===
express (https://ww... | web-research-coding-5m-1.1.0 | |
4bde2e63670896842bce8748 | train | refactoring_scalability | pypi | https://pypi.org/project/requests/ | requests | education | kotlin | css | Refactor a kotlin system related to css. Focus on refactoring scalability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
35835be7fc49b14080772753 | train | architecture_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | finance | dart | cloud | Perform a deep multi-layer analysis of cloud for a finance 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
ec6070aa3f4bb14cf48f0b55 | train | repository_documentation | pypi | https://pypi.org/project/numpy/ | numpy | search_interface | html | security | Perform a deep multi-layer analysis of security for a search_interface 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
8a53a1bce297d7be688c2371 | train | system_analysis | npm | https://www.npmjs.com/package/next | next | landing_page | rust | devops | Perform a deep multi-layer analysis of devops for a landing_page using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
49357ada7e52b165f1b6a1b3 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/879432/what-is-the-difference-between-a-generative-and-a-discriminative-algorithm | What is the difference between a generative and a discriminative algorithm? | developer_tool | swift | serverless | Perform a deep developer-experience analysis for a swift project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between a generative and a discriminative algorithm?", "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 | |
3c687b3a7a17e4970d5c6cd4 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | python | nextjs | Perform a deep multi-layer analysis of nextjs for a developer_tool 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' 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 |
aa0e1ece0925feaa5710e933 | train | design_review | stackexchange | https://stackoverflow.com/questions/469059/button-vs-input-type-button-which-to-use | <button> vs. <input type="button"> -- which to use? | marketplace | rust | nlp | Perform a professional design review of a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<button> vs. <input type="button"> -- which to use?", "source_url": "ht... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
4d409e69b377599f70d2f371 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | education | go | documentation | Refactor a go system related to documentation. Focus on refactoring testability. | {"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/... | === 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 | |
ac74b9fb177e14e415312b37 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | html | graphql | Perform a deep multi-layer analysis of graphql for a developer_tool 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
73c6a0b12bfe77d3abebd432 | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | kotlin | ci_cd | Create semantic HTML for a finance about ci_cd. | {"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 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 |
9a2d2c0efbe5819426019c3c | train | repository_architecture | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | community | ruby | api_design | Perform a deep multi-layer analysis of api_design for a community 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
d6dd666727b0cae299cbc296 | train | landing_page | github | https://github.com/TheAlgorithms/C | TheAlgorithms/C | admin_panel | swift | redis | Design a landing page for a redis product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d4ff4f6e919bb63b94931834 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | search_interface | typescript | authentication | Perform a deep developer-experience analysis for a typescript project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | === 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 | |
9cee7fca704e48cbc99cd994 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | shell | mongodb | Extract verifiable evidence about mongodb from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === SOURCE ===
HTML
https://developer.mozilla.org/en-US/docs/Web/HTML
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and ... | web-research-coding-5m-1.1.0 | |
3f02bb3dc7cfe85a45e8fe94 | train | repository_understanding | pypi | https://pypi.org/project/rich/ | rich | portfolio | go | react | Perform a deep multi-layer analysis of react for a portfolio 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "re... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
90cdf129688f0d74ce9d0c1b | train | seo_fix | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | saas | shell | documentation | Create an SEO improvement plan for a saas about documentation. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
aa82e7ba7a04e41a95719299 | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/jest | jest | portfolio | typescript | postgresql | Perform a deep multi-layer analysis of postgresql for a portfolio using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "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 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
e75c0362137449b7e88c9583 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/32553158/detect-click-outside-react-component | Detect click outside React component | social_app | sql | machine_learning | Create a unit-testing strategy for sql code involving machine_learning. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
2f3810bad86b3fb9ffba63f7 | train | refactoring | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | blog | swift | nlp | Create a production coding task in swift for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "source_url": "https://stackoverflow.com/questi... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
0f7f996ae312b3a020e52987 | train | design_components | codeberg | https://codeberg.org/itworksmoothly8375/5000vanilaJavaScript | itworksmoothly8375/5000vanilaJavaScript | dashboard | java | graphql | Create a component architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "itworksmoothly8375/5000vanilaJavaScript", "source_url": "https://codeberg.org/itworksmoothly8... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
9c57a4abf74f05c6fbf95d77 | train | css_generation | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | ecommerce | java | mongodb | Create responsive CSS for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | 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 |
1bbcbc9c18f7921ad86f928b | train | upgrade_experience | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | admin_panel | c | linux | Perform a deep developer-experience analysis for a c project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 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 | |
415dd15109251e60175556f0 | train | repository_understanding | web_docs | https://docs.docker.com/ | Docker Documentation | portfolio | sql | javascript | Perform a deep multi-layer analysis of javascript for a portfolio 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
ee8b672516d9541fdeb118b1 | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | landing_page | php | react | Perform a deep multi-layer analysis of react for a landing_page using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
715f8385dc342af8c1039b10 | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | javascript | postgresql | Perform a deep developer-experience analysis for a javascript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. 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 | |
14c0c6c7e5d9cd68bec3334d | train | javascript_generation | huggingface | https://huggingface.co/datasets/invinciblejha01/documentation-images | invinciblejha01/documentation-images | community | go | frontend | Implement JavaScript interactions for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "invinciblejha01/documentation-images", "source_url": "https://huggingface.co/datasets/invinci... | 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 |
f1734e5d59583a410aa85c65 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | developer_tool | c | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
426a6892e0e76f5a813ec9e1 | train | evidence_chain_analysis | codeberg | https://codeberg.org/aass/0 | aass/0 | marketplace | shell | postgresql | Perform a deep multi-layer analysis of postgresql for a marketplace 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": "aass/0", "source_url": "https://codeberg.org/aass/0", "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 'aass/0' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
b94c051ba6604da788fea4da | train | multi_hop_research | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | analytics | c | serverless | Perform multi-hop research about serverless: 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === HOP 1 ===
Start at: TypeScript Documentation
https://www.typescriptlang.org/docs/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workar... | web-research-coding-5m-1.1.0 | |
dc921dd47e7d8693f92acf7e | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/29685421/hide-keyboard-in-react-native | Hide keyboard in react-native | 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": "Hide keyboard in react-native", "source_url": "https://stackoverflow.com/questions/29685421/h... | === 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 'Hide keyboard in react-native' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
8f366c7ec25355a88e4a7e0a | train | refactoring_security | npm | https://www.npmjs.com/package/playwright | playwright | search_interface | c | authorization | Refactor a c system related to authorization. Focus on refactoring security. | {"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... | === 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 | |
6b0b5e575697731a04dd232d | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | php | machine_learning | Refactor a php system related to machine_learning. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
bef8359cb91c0b78f29c3053 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | html | developer_experience | Create responsive CSS for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Use 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 |
1640aa2f4fc8bea0a0e31499 | train | ui_design | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | documentation | ruby | documentation | Design a production-quality UI for a documentation focused on documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
0f67e3306c5c6a65f5cabcdf | train | design_components | codeberg | https://codeberg.org/nopeppermint/_cargo-index | nopeppermint/_cargo-index | marketplace | cpp | nodejs | Create a component architecture for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nopeppermint/_cargo-index", "source_url": "https://codeberg.org/nopeppermint/_cargo-index", "... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
ee4ca304bdf887bda92af18f | train | refactoring_dependency | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | html | mongodb | Refactor a html system related to mongodb. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 | |
1d7d885846ecda1cb17a3d10 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/14220321/how-do-i-return-the-response-from-an-asynchronous-call | How do I return the response from an asynchronous call? | saas | php | cloud | Rewrite and improve a vague search query about cloud 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": "How do I return the response from an asynchronous call?", "source_url": "https://stackoverflo... | === ORIGINAL (VAGUE) ===
how to do cloud
=== REWRITTEN QUERIES ===
1. cloud official documentation guide
2. cloud production best practices 2025
3. cloud common pitfalls and solutions
4. cloud architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
dd741c8951519c944a7ca7b8 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | java | microservices | Design a landing page for a microservices product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d104829e2512ae9697d4cf52 | train | research_plan | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | documentation | kotlin | rest_api | Build a structured research plan to deeply understand rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | === GOAL ===
Produce a reliable, current, and actionable understanding of rest_api.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings w... | web-research-coding-5m-1.1.0 | |
61c2ae25a275a91fde93ecc1 | train | code_review | stackexchange | https://stackoverflow.com/questions/134882/undoing-a-git-rebase | Undoing a git rebase | marketplace | kotlin | data_engineering | Perform a production code review of kotlin code related to data_engineering. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
4189ac8a5e0d13f8efd096f4 | train | design_to_code | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | productivity | php | cloud | Translate a productivity design into maintainable php code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-6144", "source_url": "https://huggingface.co/datasets/... | 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 | |
6882692844ee78af0af92936 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | landing_page | 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": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | === 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 | |
6882d101ddaf5f0f916e2998 | train | risk_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | search_interface | kotlin | algorithms | Perform a deep multi-layer analysis of algorithms for a search_interface 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
f98a593ff17defc9d792bab7 | train | evidence_chain_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | saas | go | graphql | Perform a deep multi-layer analysis of graphql 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
b6cef6a82e010e7801f133c1 | train | developer_onboarding | pypi | https://pypi.org/project/gradio/ | gradio | saas | scala | microservices | Perform a deep developer-experience analysis for a scala project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 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 | |
06671c5be6817093ee9de10e | train | product_analysis | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | blog | dart | database | Perform a deep multi-layer analysis of database 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": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'dougiefresh/systems_programming_and_administration' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
cb8031eece3b8938e9fb3b84 | train | repository_understanding | npm | https://www.npmjs.com/package/rollup | rollup | dashboard | html | postgresql | Perform a deep multi-layer analysis of postgresql for a dashboard 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 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 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
219871b124c1ed20fd61bde0 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | dashboard | scala | ci_cd | Perform a deep developer-experience analysis for a scala project involving ci_cd. | {"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... | === 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 | |
5b3999ae10a03eaf723decf1 | train | accessibility_fix | npm | https://www.npmjs.com/package/typescript | typescript | social_app | ruby | cloud | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
318965681f7e0fc7a7381bdc | train | algorithm_design | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | finance | java | nodejs | Design a java algorithm for a nodejs problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
dbd4eafcd38ae9c982268664 | train | repository_comparison | pypi | https://pypi.org/project/pydantic/ | pydantic | documentation | shell | security | Perform a deep multi-layer analysis of security for a documentation 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
b421610d2ff574b22a510e5a | train | security_analysis | huggingface | https://huggingface.co/datasets/ajibawa-2023/Python-Code-23k-ShareGPT | ajibawa-2023/Python-Code-23k-ShareGPT | finance | cpp | backend | Perform a deep multi-layer analysis of backend for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ajibawa-2023/Python-Code-23k-ShareGPT", "source_url": "https://huggingface.co/datasets/ajibaw... | === 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 'ajibawa-2023/Python-Code-23k-ShareGPT' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
e06274f5858586afaf44cda3 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | portfolio | ruby | debugging | 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": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "so... | 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 |
c2f8f54ab9b86e4b57f56823 | train | risk_analysis | huggingface | https://huggingface.co/datasets/CodedotAI/code_clippy_github | CodedotAI/code_clippy_github | blog | php | nodejs | Perform a deep multi-layer analysis of nodejs for a blog using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CodedotAI/code_clippy_github", "source_url": "https://huggingface.co/datasets/CodedotAI/code_... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'CodedotAI/code_clippy_github' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
24457145bf64f29885fdf601 | train | build_experience | stackexchange | https://stackoverflow.com/questions/134882/undoing-a-git-rebase | Undoing a git rebase | finance | scala | mongodb | Perform a deep developer-experience analysis for a scala project involving mongodb. | {"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 | |
c2fa70000e87f38d2ade1b00 | train | refactoring_readability | pypi | https://pypi.org/project/httpx/ | httpx | saas | shell | api_design | Refactor a shell system related to api_design. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
b74dc3aaa64aab3cfc82d466 | train | research_plan | web_docs | https://go.dev/doc/ | Go Documentation | finance | javascript | security | Build a structured research plan to deeply understand security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === GOAL ===
Produce a reliable, current, and actionable understanding of security.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings w... | web-research-coding-5m-1.1.0 | |
f54760ebe8a83fd169d7dee5 | train | refactoring_api | pypi | https://pypi.org/project/scrapy/ | scrapy | finance | c | open_source | Refactor a c system related to open_source. Focus on refactoring api. | {"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 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 | |
4fb3a07fe06f91ad237002ca | train | upgrade_experience | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/McEval | Multilingual-Multimodal-NLP/McEval | marketplace | php | fullstack | Perform a deep developer-experience analysis for a php project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/McEval", "source_url": "https://huggingface.co/datasets/Multiling... | === 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 | |
bbed36ecab34b356be528535 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | html | algorithms | Refactor a html system related to algorithms. Focus on refactoring modularization. | {"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... | === 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 | |
c4e48307cef12da92f824e63 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | swift | deep_learning | Perform a deep multi-layer analysis of deep_learning for a search_interface using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
9955278f9b5dc7e931fe243a | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | developer_tool | php | data_structures | Perform a deep multi-layer analysis of data_structures for a developer_tool using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'Save classifier to disk in scikit-learn' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
f8e86d9482d5d61c5d6083a5 | train | dashboard | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | search_interface | rust | api_design | Design a production dashboard for api_design. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5ee7391cef71f989a865b8e7 | train | landing_page | stackexchange | https://stackoverflow.com/questions/1186535/how-do-i-modify-a-specific-commit | How do I modify a specific commit? | blog | dart | distributed_systems | Design a landing page for a distributed_systems product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I modify a specific commit?", "source_url": "https://stackoverflow.com/questions/11865... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
b437c6e83e956ca05420bc18 | train | design_tokens | gitlab | https://gitlab.com/unimatrix/larod | unimatrix/larod | ecommerce | dart | mongodb | Create design tokens for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unimatrix/larod", "source_url": "https://gitlab.com/unimatrix/larod", "source_type": "reposit... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5e5cd2c09fa5d393be66dbef | train | component_design | stackexchange | https://stackoverflow.com/questions/6542274/how-to-train-an-artificial-neural-network-to-play-diablo-2-using-visual-input | How to train an artificial neural network to play Diablo 2 using visual input? | marketplace | python | algorithms | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to train an artificial neural network to play Diablo 2 using visual input?", "source_url"... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7a981d0729f37f261cd0a958 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | c | data_engineering | Refactor a c system related to data_engineering. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
50a7dd5e539fcdf44c1c83f8 | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | blog | php | serverless | Classify the search intent for a query about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "source_... | === 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 ===
"serverless vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
b606b7bbaadc36106bb5e6cc | train | security_review | gitlab | https://gitlab.com/kornelski/babel-preset-php | kornelski/babel-preset-php | saas | python | sql | 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": "kornelski/babel-preset-php", "source_url": "https://gitlab.com/kornelski/babel-preset-php", "... | 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 |
4265cf980d43ab6ad94a3279 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/122102/what-is-the-most-efficient-way-to-deep-clone-an-object-in-javascript | What is the most efficient way to deep clone an object in JavaScript? | ecommerce | kotlin | computer_vision | Design the information architecture for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the most efficient way to deep clone an object in JavaScript?", "source_url": "https:... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
af4c1789f74b7e35bff86cb8 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/66239691/what-does-npm-install-legacy-peer-deps-do-exactly-when-is-it-recommended-wh | What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a potential use case? | documentation | go | javascript | Create a responsive design strategy for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a po... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
03f0a922e54c3b2e9541c036 | train | research_plan | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | ecommerce | python | redis | Build a structured research plan to deeply understand redis. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of redis.
=== 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9e334cbb30612a9ec45eafe1 | train | repository_understanding | gitlab | https://gitlab.com/postmill/Postmill | postmill/Postmill | marketplace | html | api_design | Perform a deep multi-layer analysis of api_design for a marketplace 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": "postmill/Postmill", "source_url": "https://gitlab.com/postmill/Postmill", "source_type": "rep... | === 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 'postmill/Postmill' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
b8239f6fcc9263bb98e9c99d | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | rust | computer_vision | Perform a deep developer-experience analysis for a rust project involving computer_vision. | {"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 | |
8ec84e1790038be19cf5526d | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | sql | rest_api | Refactor a sql system related to rest_api. Focus on refactoring performance. | {"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... | === 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 | |
a76c41f1c476579cc7e9237d | train | refactoring_testability | 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? | documentation | java | linux | Refactor a java system related to linux. Focus on refactoring testability. | {"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... | === 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 | |
d6f15343f304113238d0570f | train | source_selection | huggingface | https://huggingface.co/datasets/aamanlamba/Machine_Learning_QA_Dataset_Llama | aamanlamba/Machine_Learning_QA_Dataset_Llama | productivity | shell | 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": "aamanlamba/Machine_Learning_QA_Dataset_Llama", "source_url": "https://huggingface.co/datasets... | === 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 | |
5ad258325791b53a9b7f2538 | train | root_cause_analysis | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | sql | testing | Perform a deep multi-layer analysis of testing 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
3d66a991c6d46dad31d3a775 | train | ui_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | ecommerce | html | testing | Design a production-quality UI for a ecommerce focused on testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
804b43681433b2e3b15b478e | train | risk_analysis | web_docs | https://react.dev/ | React Documentation | analytics | javascript | database | Perform a deep multi-layer analysis of database for a analytics using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
400e806f52fd4400b47b9e6f | train | search_query_rewrite | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | finance | html | documentation | Rewrite and improve a vague search query about documentation 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === ORIGINAL (VAGUE) ===
how to do documentation
=== REWRITTEN QUERIES ===
1. documentation official documentation guide
2. documentation production best practices 2025
3. documentation common pitfalls and solutions
4. documentation architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
4f648cc7d42f8c67d25d7401 | train | refactoring_scalability | npm | https://www.npmjs.com/package/jest | jest | landing_page | ruby | open_source | Refactor a ruby system related to open_source. Focus on refactoring scalability. | {"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":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
5a2a9e3a6d57d68ff08a4f20 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/50605219/difference-between-npx-and-npm | Difference between npx and npm | saas | shell | debugging | Perform a deep developer-experience analysis for a shell project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between npx and npm", "source_url": "https://stackoverflow.com/questions/50605219/... | === 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 | |
8f9b34f6beea0417327d968a | train | refactoring_api | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | saas | html | cloud | Refactor a html system related to cloud. Focus on refactoring api. | {"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... | === 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 | |
927184aaf5c127203c976640 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | cpp | docker | Perform a deep multi-layer analysis of docker for a analytics using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
df8b3167de566a456afc7106 | train | testing_experience | huggingface | https://huggingface.co/datasets/allenai/multilingual_mbpp | allenai/multilingual_mbpp | admin_panel | shell | developer_experience | Perform a deep developer-experience analysis for a shell project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "allenai/multilingual_mbpp", "source_url": "https://huggingface.co/datasets/allenai/multilingu... | === 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 | |
cf5ab2222c303f5c3ff459b7 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | search_interface | java | docker | Create a unit-testing strategy for java code involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
e28162cbc7a29918536d08e5 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | documentation | scala | machine_learning | Refactor a scala system related to machine_learning. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | === 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 | |
0403b4ce24263d0c6acf92ec | train | typescript_generation | codeberg | https://codeberg.org/I-ATE-OREO/2025 | I-ATE-OREO/2025 | finance | php | open_source | Implement TypeScript logic for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025", "source_url": "https://codeberg.org/I-ATE-OREO/2025", "source_type": "repos... | 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 |
11d1d6f37e3a1a12aff326bc | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | rust | cloud | Perform a deep multi-layer analysis of cloud for a analytics using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 |
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