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ffb621cc9c2ddd8058f4ddbe | train | developer_onboarding | github | https://github.com/freeCodeCamp/freeCodeCamp | freeCodeCamp/freeCodeCamp | education | kotlin | api_design | Perform a deep developer-experience analysis for a kotlin project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freeCodeCamp/freeCodeCamp", "source_url": "https://github.com/freeCodeCamp/freeCodeCamp", "so... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c58cb2715940a523f7fba3bc | train | repository_architecture | gitlab | https://gitlab.com/electrum-cash/network | electrum-cash/network | ecommerce | rust | typescript | Perform a deep multi-layer analysis of typescript for a ecommerce 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": "electrum-cash/network", "source_url": "https://gitlab.com/electrum-cash/network", "source_typ... | === 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 'electrum-cash/network' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
5f08e81489dc433a11d51935 | train | react_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | java | fullstack | Design React components for a search_interface. | {"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": "... | 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 |
160b8a5b40e23e6248d0cda4 | train | documentation_experience | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | admin_panel | shell | docker | Perform a deep developer-experience analysis for a shell project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === 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 | |
f3e9cb33aa83d35d03cc4827 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | cpp | linux | Design a production API for a linux application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9ee470f479f84da4bd27c2bc | train | repository_architecture | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | saas | rust | linux | Perform a deep multi-layer analysis of linux 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": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'BuildStream/buildstream' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
703c5da7b898e290026ecd71 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | dart | microservices | Perform a deep multi-layer analysis of microservices for a analytics 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
a9e490551eff29351d183c57 | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/49433936/how-do-i-initialize-weights-in-pytorch | How do I initialize weights in PyTorch? | marketplace | css | css | Perform a deep developer-experience analysis for a css project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I initialize weights in PyTorch?", "source_url": "https://stackoverflow.com/questions/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
205a1de2e3e83dbbe0744b10 | train | tradeoff_analysis | codeberg | https://codeberg.org/Quanti/_cargo-index | Quanti/_cargo-index | dashboard | go | redis | Perform a deep multi-layer analysis of redis for a dashboard using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Quanti/_cargo-index", "source_url": "https://codeberg.org/Quanti/_cargo-index", "source_type"... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'Quanti/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
f3d2e46e68bb2c118bb48a08 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | css | software_architecture | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
bd8a2be7facb5d5487488ffd | train | code_explanation | npm | https://www.npmjs.com/package/hono | hono | community | php | web_accessibility | Explain a php implementation related to web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
3acffd10f1d7947a2f6dbfd0 | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | scala | web_accessibility | Summarize the current state of knowledge about web_accessibility. | {"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... | === OVERVIEW ===
web_accessibility 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 ===
CSS (https:/... | web-research-coding-5m-1.1.0 | |
332c1a33b173620946953d76 | train | interaction_design | github | https://github.com/vercel/next.js | vercel/next.js | admin_panel | php | user_experience | Design interaction states for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/next.js", "source_url": "https://github.com/vercel/next.js", "source_type": "repositor... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
0942c2ae15bf59accaa856bc | train | algorithm_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | search_interface | kotlin | fullstack | Design a kotlin algorithm for a fullstack problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
3a696220d553d0dd200af27d | train | product_analysis | stackexchange | https://stackoverflow.com/questions/42479902/what-does-view-do-in-pytorch | What does `view()` do in PyTorch? | blog | shell | python | Perform a deep multi-layer analysis of python for a blog 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": "What does `view()` do in PyTorch?", "source_url": "https://stackoverflow.com/questions/424799... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'What does `view()` do in PyTorch?' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
113b1585371a1580d075b351 | train | deployment_experience | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | productivity | shell | caching | Perform a deep developer-experience analysis for a shell project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "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 | |
7505acfcc854bd01c7a76675 | train | performance_fix | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | php | algorithms | Create a web-performance optimization plan for a search_interface. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
4e4a6cc8b2650d0a0c604722 | train | unit_testing | pypi | https://pypi.org/project/numpy/ | numpy | community | scala | react | Create a unit-testing strategy for scala code involving react. | {"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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
e1bc1d87a2460a131a80865c | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | ecommerce | css | caching | Perform a deep multi-layer analysis of caching for a ecommerce using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
847ce04570774d8ad3b4f47e | train | design_system | gitlab | https://gitlab.com/gorlapraveen/TheLearningDocumentationProject | gorlapraveen/TheLearningDocumentationProject | dashboard | css | nextjs | Create a scalable design system for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gorlapraveen/TheLearningDocumentationProject", "source_url": "https://gitlab.com/gorlapraveen... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
470f591e8688e41c1aeafaa7 | train | repository_issue_reasoning | github | https://github.com/eugeneyan/applied-ml | eugeneyan/applied-ml | developer_tool | kotlin | html | Perform a deep multi-layer analysis of html for a developer_tool 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": "eugeneyan/applied-ml", "source_url": "https://github.com/eugeneyan/applied-ml", "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 'eugeneyan/applied-ml' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
348dc3cc60f62d491aed7654 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/596351/how-can-i-know-which-radio-button-is-selected-via-jquery | How can I know which radio button is selected via jQuery? | productivity | php | sql | Perform a deep multi-layer analysis of sql 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": "How can I know which radio button is selected via jQuery?", "source_url": "https://stackoverf... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'How can I know which radio button is selected via jQuery?' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
9f85449a7ae92abec7ce83a7 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/svelte | svelte | analytics | scala | observability | Perform a deep multi-layer analysis of observability for a analytics using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
a0898b6161b7321b3ed6e553 | train | testing_experience | pypi | https://pypi.org/project/gradio/ | gradio | analytics | cpp | computer_vision | Perform a deep developer-experience analysis for a cpp project involving computer_vision. | {"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 | |
4fa36a725beba716706b0660 | train | refactoring_performance | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | social_app | ruby | data_engineering | Refactor a ruby system related to data_engineering. Focus on refactoring performance. | {"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 ===
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 | |
6a7d9c079ab4feeb6f0a0717 | train | information_architecture | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | social_app | java | css | Design the information architecture for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
b60b1bd74a444c0ca7ddd8bb | train | multi_hop_research | web_docs | https://react.dev/ | React Documentation | social_app | sql | ci_cd | Perform multi-hop research about ci_cd: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === HOP 1 ===
Start at: React Documentation
https://react.dev/
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 workarounds.
=== SYNTHESIS =... | web-research-coding-5m-1.1.0 | |
dacfee4e0c8a78bfec034fff | train | tradeoff_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | search_interface | kotlin | web_accessibility | Perform a deep multi-layer analysis of web_accessibility 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
028e5297430c1a775d4616da | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | kotlin | docker | Perform a deep developer-experience analysis for a kotlin project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a2b516edd17393593322ebfc | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | landing_page | scala | open_source | Perform a deep multi-layer analysis of open_source for a landing_page using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
8bb17883218271bfae75adf4 | train | css_generation | npm | https://www.npmjs.com/package/prettier | prettier | admin_panel | rust | computer_vision | Create responsive CSS for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | 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 |
045f7c88c29cd4b46cdb5611 | train | design_system | pypi | https://pypi.org/project/rich/ | rich | finance | shell | deep_learning | Create a scalable design system for a finance. | {"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": "de... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
86bebc7dab728c8c84c7c0cf | train | deployment_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | dashboard | python | cloud | Perform a deep developer-experience analysis for a python project involving cloud. | {"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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
28b3d90fd2e5c7bb5044fd77 | train | dashboard | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | search_interface | c | observability | Design a production dashboard for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
50fc38b794b3d0038d1d3ff4 | train | research_summary | npm | https://www.npmjs.com/package/webpack | webpack | developer_tool | ruby | algorithms | Summarize the current state of knowledge about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === OVERVIEW ===
algorithms 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 ===
webpack (https://ww... | web-research-coding-5m-1.1.0 | |
f45ffe5c545991ff36b74173 | train | design_to_code | web_docs | https://docs.python.org/3/ | Python Documentation | landing_page | cpp | javascript | Translate a landing_page design into maintainable cpp code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | 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 | |
a6fff01eeedc034ab09913d6 | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | c | algorithms | Design a c algorithm for a algorithms problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
5f6db9580a397451a4190b0a | train | debugging | npm | https://www.npmjs.com/package/rollup | rollup | productivity | php | open_source | Create a realistic php debugging problem involving open_source. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
e72451053a847654a977f92f | train | documentation_page | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | landing_page | go | api_design | Design a developer documentation page 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, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e9eed9f838a050335eaca136 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | swift | kubernetes | Perform a deep multi-layer analysis of kubernetes for a finance using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
debaa6d62d8d44db7a27fb0e | train | css_generation | stackexchange | https://stackoverflow.com/questions/3042437/how-can-i-change-the-commit-author-for-a-single-commit | How can I change the commit author for a single commit? | analytics | kotlin | sql | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change the commit author for a single commit?", "source_url": "https://stackoverflo... | 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 |
63a58ad57d113f6d9e23f536 | train | developer_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | finance | html | data_structures | Perform a deep developer-experience analysis for a html project involving data_structures. | {"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. 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 | |
7269b769e845486ddbbb820e | train | information_architecture | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | marketplace | swift | html | Design the information architecture for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
d404a03c544a9e4b1ab0f634 | train | developer_experience | pypi | https://pypi.org/project/gradio/ | gradio | blog | php | machine_learning | Perform a deep developer-experience analysis for a php project involving machine_learning. | {"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 | |
459ae42ac83da15b3f6f477f | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/336859/var-functionname-function-vs-function-functionname | var functionName = function() {} vs function functionName() {} | finance | c | html | Perform a deep multi-layer analysis of html for a finance 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": "var functionName = function() {} vs function functionName() {}", "source_url": "https://stack... | === 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 'var functionName = function() {} vs function functionName() {}' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
14bb372d9043164828e262fe | train | maintainability_analysis | github | https://github.com/h5bp/html5-boilerplate | h5bp/html5-boilerplate | social_app | javascript | debugging | Perform a deep multi-layer analysis of debugging for a social_app 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": "h5bp/html5-boilerplate", "source_url": "https://github.com/h5bp/html5-boilerplate", "source_t... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'h5bp/html5-boilerplate' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
ee7d04ae8eacacc49f8cc9f1 | train | refactoring_architecture | npm | https://www.npmjs.com/package/hono | hono | admin_panel | scala | typescript | Refactor a scala system related to typescript. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
c07d28e80dc070358e497fb1 | train | documentation_lookup | github | https://github.com/enaqx/awesome-react | enaqx/awesome-react | community | php | html | Find and summarize the relevant documentation for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "enaqx/awesome-react", "source_url": "https://github.com/enaqx/awesome-react", "source_type": ... | === RELEVANT DOCS ===
- enaqx/awesome-react
https://github.com/enaqx/awesome-react
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where releva... | web-research-coding-5m-1.1.0 | |
92dfa95fb7410ff1db2abead | train | deep_technical_analysis | pypi | https://pypi.org/project/typer/ | typer | landing_page | scala | open_source | Perform a deep multi-layer analysis of open_source for a landing_page using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'typer' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
40c4e78ba97cdaae31af3c1d | train | dashboard | pypi | https://pypi.org/project/pytest/ | pytest | analytics | kotlin | debugging | Design a production dashboard for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
cab7df91daba6d237de66df8 | train | refactoring_scalability | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | finance | java | nodejs | Refactor a java system related to nodejs. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | === 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 | |
ee110686b811d97cb6edf1e6 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | ruby | distributed_systems | Perform a deep developer-experience analysis for a ruby project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 | |
9b0473e5c2fbccbe759aa33b | train | web_search_query | pypi | https://pypi.org/project/django/ | django | education | java | data_engineering | Write an effective web search query to research the topic: data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === QUERY ===
data_engineering best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- data_engineering
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official document... | web-research-coding-5m-1.1.0 | |
7ab4e552e5e2b20ed125d35f | train | debugging | pypi | https://pypi.org/project/fastapi/ | fastapi | blog | dart | kubernetes | Create a realistic dart debugging problem involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
899c09c267325b2db9b32da4 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | kotlin | algorithms | Perform a deep multi-layer analysis of algorithms for a community 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
c43d6967593fd58b2c4f75f0 | train | refactoring_readability | gitlab | https://gitlab.com/nqs/ucas_workshop | nqs/ucas_workshop | analytics | php | documentation | Refactor a php system related to documentation. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nqs/ucas_workshop", "source_url": "https://gitlab.com/nqs/ucas_workshop", "source_type": "rep... | === 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 | |
fd94d31230badf044de50095 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-python | Nan-Do/instructional_code-search-net-python | admin_panel | go | design_system | Perform a deep developer-experience analysis for a go project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/instructional_code-search-net-python", "source_url": "https://huggingface.co/datasets/... | === 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 | |
78db772b9b27d56c58c2e84b | train | algorithm_design | pypi | https://pypi.org/project/pytest/ | pytest | search_interface | php | testing | Design a php algorithm for a testing problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
8ab2e470ca482d74f5987d06 | train | integration_testing | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | landing_page | swift | data_engineering | Design integration tests for a swift system involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
4616405862c16eef36aeadb7 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/AlienKevin/SWE-bench_Multilingual | AlienKevin/SWE-bench_Multilingual | documentation | cpp | deep_learning | Perform a deep developer-experience analysis for a cpp project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlienKevin/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/AlienKevin... | === 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 | |
b8091524bec529ee44bfd477 | train | refactoring_dependency | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | blog | typescript | machine_learning | Refactor a typescript system related to machine_learning. Focus on refactoring dependency. | {"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... | === 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 | |
11988f7b37eaa8fb1b5a57a7 | train | source_comparison | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | landing_page | typescript | mongodb | Compare multiple sources about mongodb and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | === SOURCES ===
- tensorflow/tensorflow (https://github.com/tensorflow/tensorflow)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment,... | web-research-coding-5m-1.1.0 | |
ab9e6b67de54c6cbedaa4944 | train | product_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | documentation | go | nextjs | Perform a deep multi-layer analysis of nextjs for a documentation 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
999de1145120eea4cf2b49a0 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/8318911/why-does-html-think-chucknorris-is-a-color | Why does HTML think “chucknorris” is a color? | blog | rust | html | Perform a deep developer-experience analysis for a rust project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does HTML think “chucknorris” is a color?", "source_url": "https://stackoverflow.com/ques... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5f74eded023b01f6b91c9dff | train | unit_testing | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | scala | html | Create a unit-testing strategy for scala code involving html. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
0f2b79917a283f6c7dca0b8a | train | dashboard | gitlab | https://gitlab.com/fdroid/repomaker | fdroid/repomaker | ecommerce | kotlin | backend | Design a production dashboard for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/repomaker", "source_url": "https://gitlab.com/fdroid/repomaker", "source_type": "repos... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
e06bec39f9031c9eb711ba72 | train | local_development_experience | huggingface | https://huggingface.co/datasets/SWE-bench/SWE-bench_Multilingual | SWE-bench/SWE-bench_Multilingual | ecommerce | go | deep_learning | Perform a deep developer-experience analysis for a go project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SWE-bench/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/SWE-bench/S... | === 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 | |
1c18cc5caba7e5a2ee658940 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/292357/what-is-the-difference-between-git-pull-and-git-fetch | What is the difference between 'git pull' and 'git fetch'? | saas | c | javascript | Refactor a c system related to javascript. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between 'git pull' and 'git fetch'?", "source_url": "h... | === 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 | |
2a0e0896032e6ece35ddb287 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | swift | microservices | Create design tokens for a community. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
84ca614f10a30c4ec2e63892 | train | upgrade_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | python | developer_experience | Perform a deep developer-experience analysis for a python project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5d3aec1500e616871024dc51 | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/rollup | rollup | blog | scala | cloud | Perform a deep multi-layer analysis of cloud for a blog using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 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 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
f66180f0d4e23503b2ef68f1 | train | code_explanation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | developer_tool | go | sql | Explain a go implementation related to sql. | {"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", ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
f327a55cfe8cd10def75b568 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | sql | docker | Translate a marketplace design into maintainable sql code. | {"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... | 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 | |
5fdd14cc2181c5b072d51f62 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/finbarr/rlvr-code-data-javascript-edited | finbarr/rlvr-code-data-javascript-edited | dashboard | swift | deep_learning | Perform a deep multi-layer analysis of deep_learning for a dashboard using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "finbarr/rlvr-code-data-javascript-edited", "source_url": "https://huggingface.co/datasets/fin... | === 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 'finbarr/rlvr-code-data-javascript-edited' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
da200907abe8b915f4716510 | train | ux_design | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | marketplace | cpp | typescript | Design the complete UX flow of a marketplace for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered", "source_url": "https://huggingface.co/datase... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
402a6f463f6d18a8ddf36e0b | train | deployment_experience | pypi | https://pypi.org/project/torch/ | torch | developer_tool | cpp | machine_learning | Perform a deep developer-experience analysis for a cpp project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 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 | |
633d802e352f4c2965b5a5f2 | train | documentation_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | documentation | swift | linux | Perform a deep developer-experience analysis for a swift project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 | |
5cc65f1f9cc2cd93ce9f7855 | train | design_components | codeberg | https://codeberg.org/NotComplicated/AdventOfCode_in_Five_Languages | NotComplicated/AdventOfCode_in_Five_Languages | developer_tool | php | testing | Create a component architecture for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NotComplicated/AdventOfCode_in_Five_Languages", "source_url": "https://codeberg.org/NotCompli... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
2e0993c9ceb1193af41092dc | train | visual_hierarchy | codeberg | https://codeberg.org/Ypman/100-exercises-to-learn-rust | Ypman/100-exercises-to-learn-rust | blog | scala | data_engineering | Improve visual hierarchy in a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ypman/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/Ypman/100-exercises-t... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
a84ee652fac9d7082432e21a | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/29810914/react-js-onclick-cant-pass-value-to-method | React js onClick can't pass value to method | landing_page | kotlin | redis | Perform a deep developer-experience analysis for a kotlin project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React js onClick can't pass value to method", "source_url": "https://stackoverflow.com/qu... | === 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 | |
e617ef1b7043a66452956510 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/466345/convert-string-jun-1-2005-133pm-into-datetime | Convert string "Jun 1 2005 1:33PM" into datetime | dashboard | scala | web_accessibility | Refactor a scala system related to web_accessibility. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Convert string "Jun 1 2005 1:33PM" into datetime", "source_url": "https://stackover... | === 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 | |
c646f4a0e47e1f31593f8039 | train | responsive_design | gitlab | https://gitlab.com/ironfox-oss/IronFox | ironfox-oss/IronFox | search_interface | shell | linux | Create a responsive design strategy for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ironfox-oss/IronFox", "source_url": "https://gitlab.com/ironfox-oss/IronFox", "source_type": ... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
b7fbe9c332e78cac079982d6 | train | design_review | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | ecommerce | c | javascript | Perform a professional design review of a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
216e2b220120f32f04b13c90 | train | error_message_design | web_docs | https://docs.python.org/3/ | Python Documentation | documentation | scala | javascript | Perform a deep developer-experience analysis for a scala project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 | |
7331cb6da4b8368e45b9cee2 | train | nextjs_generation | pypi | https://pypi.org/project/django/ | django | landing_page | css | developer_experience | Design a Next.js architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
ae436fa66682dfeef2e6fe1b | train | nextjs_generation | npm | https://www.npmjs.com/package/express | express | productivity | cpp | deep_learning | Design a Next.js architecture for a productivity. | {"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... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
174eb2a481b182e9c070d943 | train | design_review | npm | https://www.npmjs.com/package/rollup | rollup | blog | php | fullstack | Perform a professional design review of a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f9681f18aa9fd92d8d466259 | train | repository_architecture | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-js | axay/javascript-dataset-js | documentation | shell | kubernetes | Perform a deep multi-layer analysis of kubernetes 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": "axay/javascript-dataset-js", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'axay/javascript-dataset-js' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
edfbd55c6b1eccc07ffcd512 | train | refactoring | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | education | cpp | deep_learning | Create a production coding task in cpp for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
bba9d26b7d7eea6628907374 | train | debugging_experience | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | documentation | css | design_system | Perform a deep developer-experience analysis for a css project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | === 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 | |
12f5a0cc1825b604c59fb6e3 | train | code_explanation | github | https://github.com/abi/screenshot-to-code | abi/screenshot-to-code | community | go | authentication | Explain a go implementation related to authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abi/screenshot-to-code", "source_url": "https://github.com/abi/screenshot-to-code", "source_t... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
c1ffe393fd4ae915b87679ab | train | search_intent_classification | npm | https://www.npmjs.com/package/eslint | eslint | admin_panel | sql | python | Classify the search intent for a query about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 ===
"python vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
0106519e61482d0cf0fa9ab4 | train | cli_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | admin_panel | python | data_engineering | Perform a deep developer-experience analysis for a python project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9d3e9494b50f453455906603 | train | form_ui | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | dashboard | dart | authorization | Design an accessible form for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
883678901a8af0116852b8fc | train | error_message_design | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | finance | css | user_experience | Perform a deep developer-experience analysis for a css project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | === 1. 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 | |
615953db8b314165e335c0ff | train | design_system | npm | https://www.npmjs.com/package/webpack | webpack | social_app | python | nodejs | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a65baee8ba4b23d41a76c9f6 | train | repository_documentation | npm | https://www.npmjs.com/package/svelte | svelte | portfolio | java | typescript | Perform a deep multi-layer analysis of typescript for a portfolio using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
7dc8728e720ddb57de4f8ecd | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a education 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
3ced4964d455a6cbee741300 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | javascript | react | Perform a deep developer-experience analysis for a javascript project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ebf270775bbed5d687e6ce25 | train | multi_layer_analysis | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | analytics | typescript | postgresql | Perform a deep multi-layer analysis of postgresql for a analytics using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | === 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 'gitlab-data/ds-component-pipeline' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 |
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