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913cd6d7ef90126cb7b03402 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | admin_panel | javascript | backend | Perform a deep multi-layer analysis of backend for a admin_panel using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
57c57d89a5f97f5e69effcc3 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | javascript | javascript | Design React components for a analytics. | {"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... | 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 |
97c30f5508f5a21d29a0cfb4 | train | performance_fix | npm | https://www.npmjs.com/package/zod | zod | landing_page | swift | typescript | Create a web-performance optimization plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7ddc4a307f43469356a7bcbd | train | dx_analysis | codeberg | https://codeberg.org/CryptoJones/120xSocrates | CryptoJones/120xSocrates | search_interface | c | fullstack | Perform a deep developer-experience analysis for a c project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CryptoJones/120xSocrates", "source_url": "https://codeberg.org/CryptoJones/120xSocrates", "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 | |
8488d8661f9a28c3979e92de | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | search_interface | java | frontend | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
37da5e381f8e6972f5ea8f08 | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | cpp | testing | Implement JavaScript interactions for a landing_page. | {"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... | 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 |
c12102fc185ba7639d7d28a7 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | javascript | algorithms | Perform a deep multi-layer analysis of algorithms for a portfolio 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": "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 | |
b4e010dd1eb70f47d2b43c0c | train | information_architecture | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | community | html | sql | Design the information architecture for sql. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
807fcbf676c9e5e91a6a545d | train | local_development_experience | npm | https://www.npmjs.com/package/axios | axios | productivity | go | redis | Perform a deep developer-experience analysis for a go project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 | |
3eb2bc997dc53dc1d5b30ee3 | train | technical_research | npm | https://www.npmjs.com/package/zod | zod | finance | c | authorization | Perform a technical research task about authorization, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === SCOPE ===
Technical behavior of authorization.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- zod (https://www.npmjs.com/package/zod)
- Official documen... | web-research-coding-5m-1.1.0 | |
434c3fea0262303df96b2402 | train | cli_experience | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | ecommerce | php | api_design | Perform a deep developer-experience analysis for a php project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "corniclr25/stack-mined-javascript-v1", "source_url": "https://huggingface.co/datasets/cornicl... | === 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 | |
a9de80ff45d708fa5de9fbe8 | train | build_experience | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | ecommerce | shell | web_performance | Perform a deep developer-experience analysis for a shell project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
60e9772341483bb86d3c53c0 | train | repository_comparison | npm | https://www.npmjs.com/package/hono | hono | portfolio | cpp | rest_api | Perform a deep multi-layer analysis of rest_api for a portfolio 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
f4e25e66b893234a31b577bc | train | code_explanation | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | analytics | swift | developer_experience | Explain a swift implementation related to developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
6aa0a55b782b9a19b4fbfa1a | train | design_tokens | huggingface | https://huggingface.co/datasets/ml6team/the-stack-smol-python | ml6team/the-stack-smol-python | developer_tool | java | html | Create design tokens for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ml6team/the-stack-smol-python", "source_url": "https://huggingface.co/datasets/ml6team/the-st... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
76cad8e44d4999fdc6eb845f | train | scalability_analysis | npm | https://www.npmjs.com/package/react | react | dashboard | php | backend | Perform a deep multi-layer analysis of backend for a dashboard 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
f426d0f9a08f2932e0e89732 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/5726729/how-to-parse-json-using-node-js | How to parse JSON using Node.js? | analytics | shell | ci_cd | Perform a deep developer-experience analysis for a shell project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to parse JSON using Node.js?", "source_url": "https://stackoverflow.com/questions/5726729... | === 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 | |
d544176288511b4c7587cd41 | train | source_comparison | pypi | https://pypi.org/project/httpx/ | httpx | marketplace | javascript | developer_experience | Compare multiple sources about developer_experience 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === SOURCES ===
- httpx (https://pypi.org/project/httpx/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAP... | web-research-coding-5m-1.1.0 | |
a50e5bf966041eafc8984645 | train | landing_page | codeberg | https://codeberg.org/scambi/11ty-ghost | scambi/11ty-ghost | analytics | shell | devops | Design a landing page for a devops product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scambi/11ty-ghost", "source_url": "https://codeberg.org/scambi/11ty-ghost", "source_type": "r... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
024f2a90755edb17f917601d | train | refactoring | npm | https://www.npmjs.com/package/next | next | marketplace | sql | security | Create a production coding task in sql for security. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
14ddd3f7271de7159edb5ca1 | train | javascript_generation | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | blog | dart | typescript | Implement JavaScript interactions for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | 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 |
9c08b053a7b517a421560d9a | train | tradeoff_analysis | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | admin_panel | html | documentation | Perform a deep multi-layer analysis of documentation for a admin_panel 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": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'foundry-projects/foundry-pc/foundry-pc-types' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
80ee05a099d50e6a7841225e | train | performance_analysis | huggingface | https://huggingface.co/datasets/eustlb/documentation-images | eustlb/documentation-images | search_interface | java | microservices | Perform a deep multi-layer analysis of microservices for a search_interface using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eustlb/documentation-images", "source_url": "https://huggingface.co/datasets/eustlb/documenta... | === 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 'eustlb/documentation-images' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
d519a973d6b372604c37a12a | train | code_explanation | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | analytics | shell | debugging | Explain a shell implementation related to debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e70baa3d4631d672259f2849 | train | system_analysis | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | blog | java | python | Perform a deep multi-layer analysis of python for a blog using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'zjsd/RedStone-Code-python' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
fa211d8aca500ff326abbb63 | train | deployment_experience | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | saas | rust | frontend | Perform a deep developer-experience analysis for a rust project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "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 | |
2aa54889a1081e08671fcf90 | train | dashboard | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | scala | testing | Design a production dashboard for testing. | {"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", ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b50873f1688974140766f6d3 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_computer_programming_code | BAAI/IndustryCorpus2_computer_programming_code | dashboard | sql | developer_experience | Refactor a sql system related to developer_experience. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_computer_programming_code", "source_url": "https://huggingface.co/datase... | === 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 | |
0025fbfc91623a5e494f7a5a | train | documentation_page | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | portfolio | dart | cloud | Design a developer documentation page for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f31e08cedd74c7da0b59cff3 | train | design_tokens | codeberg | https://codeberg.org/DarthCloud/100-exercises-to-learn-rust | DarthCloud/100-exercises-to-learn-rust | dashboard | sql | kubernetes | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DarthCloud/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/DarthCloud/100-e... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
865d5a9bf2fce10a62591f40 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | dashboard | html | react | Refactor a html system related to react. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === 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 | |
bc5005680c16f265663ec6a2 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | ruby | testing | Perform a deep multi-layer analysis of testing for a social_app 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
e1b1a94c33e68b3a2978b3a8 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | cpp | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
a434facf9f0e004276b73adc | train | ux_analysis | npm | https://www.npmjs.com/package/next | next | education | css | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a education using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'next' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
6db3f73a9dd91b73b11630f7 | train | code_review | npm | https://www.npmjs.com/package/three | three | analytics | kotlin | mongodb | Perform a production code review of kotlin code related to mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ea7d92071068d07e698e35ab | train | accessibility_fix | pypi | https://pypi.org/project/gradio/ | gradio | saas | html | microservices | Create an accessibility remediation plan for a saas. | {"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":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a7af71a3a35f6bc66c921783 | train | responsive_website | stackexchange | https://stackoverflow.com/questions/1024847/how-can-i-add-new-keys-to-a-dictionary | How can I add new keys to a dictionary? | portfolio | javascript | typescript | Design a complete responsive portfolio for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I add new keys to a dictionary?", "source_url": "https://stackoverflow.com/questions/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
2103024b109221b7d8f210bc | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | sql | web_accessibility | Perform a deep developer-experience analysis for a sql project involving 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... | === 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 | |
b7e63f5e2faa484fa94415cc | train | developer_experience | stackexchange | https://stackoverflow.com/questions/22891211/what-is-the-difference-between-save-and-save-dev | What is the difference between --save and --save-dev? | analytics | rust | user_experience | Perform a deep developer-experience analysis for a rust project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between --save and --save-dev?", "source_url": "https://stackoverflow.... | === 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 | |
ad360aaf88aa32871d985ec9 | train | product_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | sql | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
fa45eeb4f4a54fa86a1cf8c9 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | community | cpp | nextjs | Perform multi-hop research about nextjs: 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": "corniclr25/stack-mined-javascript-v1", "source_url": "https://huggingface.co/datasets/cornicl... | === HOP 1 ===
Start at: corniclr25/stack-mined-javascript-v1
https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1
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-wo... | web-research-coding-5m-1.1.0 | |
d1f2ca9f65d9f7a39f0e8df3 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/3331353/transitions-on-the-css-display-property | Transitions on the CSS display property | search_interface | shell | web_accessibility | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Transitions on the CSS display property", "source_url": "https://stackoverflow.com/questions/... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
b4bc3c335bed8b513d48f85a | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | ecommerce | javascript | react | Perform a deep multi-layer analysis of react for a ecommerce using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | === 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 'Is it possible to apply CSS to half of a character?' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
9c033bc1e18182196e5542b1 | train | algorithm_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | education | scala | nlp | Design a scala algorithm for a nlp problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody", "source_url": "https://codeberg.... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
e025b09eeecbf7472bb50a64 | train | refactoring_observability | npm | https://www.npmjs.com/package/three | three | marketplace | javascript | security | Refactor a javascript system related to security. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c328e5ab33a7d5aa60befaab | train | security_analysis | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | search_interface | c | graphql | Perform a deep multi-layer analysis of graphql for a search_interface 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": "HaomingSong/lerobot-documentation-images", "source_url": "https://huggingface.co/datasets/Hao... | === 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 'HaomingSong/lerobot-documentation-images' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
a49b90d79f15f69830f3de1b | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | css | backend | Design React components for a blog. | {"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... | 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 |
9b1df6ca31fc44424963fc0e | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/13315131/enforcing-the-type-of-the-indexed-members-of-a-typescript-object | Enforcing the type of the indexed members of a Typescript object? | documentation | swift | postgresql | Design a data structure in swift for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Enforcing the type of the indexed members of a Typescript object?", "source_url": "https://st... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
12fdc4ecf357119c4b65cee3 | train | component_design | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | productivity | swift | data_engineering | Design reusable UI components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
71ca0e16c0c5f0775631e335 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | css | kubernetes | Perform multi-hop research about kubernetes: 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === HOP 1 ===
Start at: Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
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... | web-research-coding-5m-1.1.0 | |
2bf46c4dbd143f1fbc5ce62b | train | ux_analysis | github | https://github.com/ChatGPTNextWeb/NextChat | ChatGPTNextWeb/NextChat | blog | html | observability | Perform a deep multi-layer analysis of observability for a blog 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": "ChatGPTNextWeb/NextChat", "source_url": "https://github.com/ChatGPTNextWeb/NextChat", "source... | === 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 'ChatGPTNextWeb/NextChat' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
fe5ce958c86d59b75351dff2 | train | accessibility_fix | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | java | kubernetes | Create an accessibility remediation plan for a blog. | {"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": "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b010d84d13219521293dcb98 | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | typescript | web_performance | Create semantic HTML for a finance about web_performance. | {"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... | 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 |
c922da1ed59b12352f5cfa7f | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/1357118/event-preventdefault-vs-return-false | event.preventDefault() vs. return false | productivity | 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": "event.preventDefault() vs. return false", "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 | |
802b3a1ce97ca0bb57faa24a | train | refactoring | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | cpp | open_source | Create a production coding task in cpp for open_source. | {"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": "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
871331440c1cc118d825df70 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | developer_tool | html | redis | Find and summarize the relevant documentation for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | === RELEVANT DOCS ===
- Which characters are valid in CSS class names/selectors?
https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting... | web-research-coding-5m-1.1.0 | |
d70312504be61f19acf3472d | train | cli_experience | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-qrels | CoIR-Retrieval/CodeSearchNet-javascript-qrels | dashboard | python | debugging | Perform a deep developer-experience analysis for a python project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-javascript-qrels", "source_url": "https://huggingface.co/dataset... | === 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 |
226c219dc1a4d7ef885fb41c | train | refactoring_architecture | web_docs | https://git-scm.com/doc | Git Documentation | education | dart | javascript | Refactor a dart system related to javascript. Focus on refactoring architecture. | {"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", ... | === 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 | |
924b1b187c3ef68f49c188bf | train | source_comparison | stackexchange | https://stackoverflow.com/questions/4482686/check-synchronously-if-file-directory-exists-in-node-js | Check synchronously if file/directory exists in Node.js | admin_panel | java | deep_learning | Compare multiple sources about deep_learning 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": "Check synchronously if file/directory exists in Node.js", "source_url": "https://stackoverflo... | === SOURCES ===
- Check synchronously if file/directory exists in Node.js (https://stackoverflow.com/questions/4482686/check-synchronously-if-file-directory-exists-in-node-js)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTI... | web-research-coding-5m-1.1.0 | |
e5a661b8748c71e6988d7046 | train | repository_comparison | npm | https://www.npmjs.com/package/rollup | rollup | finance | html | html | Perform a deep multi-layer analysis of html for a finance 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 html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
9502742beb62cd4f38ea6bac | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/586182/how-can-i-insert-an-item-into-an-array-at-a-specific-index | How can I insert an item into an array at a specific index? | community | scala | machine_learning | Perform a deep multi-layer analysis of machine_learning for a community 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": "How can I insert an item into an array at a specific index?", "source_url": "https://stackove... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'How can I insert an item into an array at a specific index?' as a source anch... | web-research-coding-5m-1.1.0 | |
ad8172d8b9b3671771533580 | train | dashboard | gitlab | https://gitlab.com/doctormo/python-crontab | doctormo/python-crontab | education | typescript | 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": "doctormo/python-crontab", "source_url": "https://gitlab.com/doctormo/python-crontab", "source... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
18dace4ed60982bfb318abd2 | train | product_analysis | pypi | https://pypi.org/project/pytest/ | pytest | finance | sql | mongodb | Perform a deep multi-layer analysis of mongodb for a finance using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
0b019ca5f1fc4c588914e216 | train | documentation_lookup | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | productivity | swift | web_performance | Find and summarize the relevant documentation for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | === RELEVANT DOCS ===
- flectra-hq/flectra
https://gitlab.com/flectra-hq/flectra
- 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 relevant... | web-research-coding-5m-1.1.0 | |
5aaedafda68429ac537ba715 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | sql | ci_cd | Perform a deep multi-layer analysis of ci_cd for a finance using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f8a87139ef16c9dec6e31d59 | train | local_development_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1c56f275e00aced3b5f65376 | train | javascript_generation | pypi | https://pypi.org/project/numpy/ | numpy | finance | php | microservices | Implement JavaScript interactions for a finance. | {"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": "... | 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 |
06990b64085e731ff765a4c9 | train | html_generation | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | portfolio | cpp | deep_learning | Create semantic HTML for a portfolio about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | 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 |
b4799f8103ba1a754f810f74 | train | refactoring_scalability | npm | https://www.npmjs.com/package/react | react | search_interface | css | deep_learning | Refactor a css system related to deep_learning. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 | |
2003bc051e43ac10fa9c137b | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | python | typescript | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "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 |
1d8e0766da654b07756edd21 | train | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | ruby | postgresql | Create a web-performance optimization plan for a documentation. | {"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", "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
b101f0c5ac02687761b652f7 | train | refactoring_testability | gitlab | https://gitlab.com/gorlapraveen/TheLearningDocumentationProject | gorlapraveen/TheLearningDocumentationProject | social_app | php | graphql | Refactor a php system related to graphql. Focus on refactoring testability. | {"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... | === 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 | |
5b3738e57a3f870f12fb9823 | train | testing_experience | npm | https://www.npmjs.com/package/rollup | rollup | dashboard | html | react | Perform a deep developer-experience analysis for a html project involving react. | {"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. 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 | |
f76b426b98c59b323d7355dd | train | refactoring_scalability | web_docs | https://git-scm.com/doc | Git Documentation | finance | java | deep_learning | Refactor a java system related to deep_learning. Focus on refactoring scalability. | {"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", ... | === 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 | |
f9925fedeb27fd2719545523 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | javascript | observability | Perform a deep multi-layer analysis of observability for a community 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
3c27558c199bf63b91564ab8 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | swift | frontend | Perform a deep developer-experience analysis for a swift project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "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 | |
688828884d0bb7771ad52c54 | train | dependency_impact_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | html | algorithms | Perform a deep multi-layer analysis of algorithms for a education 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
d7071f1533021b7a5cc05f34 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/426258/setting-checked-for-a-checkbox-with-jquery | Setting "checked" for a checkbox with jQuery | saas | scala | docker | Perform a deep developer-experience analysis for a scala project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Setting "checked" for a checkbox with jQuery", "source_url": "https://stackoverflow... | === 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 | |
c8be761da76c5359d1ad22f1 | train | refactoring_security | pypi | https://pypi.org/project/transformers/ | transformers | admin_panel | javascript | ci_cd | Refactor a javascript system related to ci_cd. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
179f50905d1a0489013821ff | train | documentation_page | stackexchange | https://stackoverflow.com/questions/30571875/whats-the-difference-between-super-and-superprops-in-react-when-using-e | What's the difference between "super()" and "super(props)" in React when using es6 classes? | developer_tool | sql | react | Design a developer documentation page for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between "super()" and "super(props)" in React w... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
3003556bf54ad760b2946496 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means | Is it possible to specify your own distance function using scikit-learn K-Means Clustering? | admin_panel | scala | web_performance | Create a unit-testing strategy for scala code involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to specify your own distance function using scikit-learn K-Means Clustering?",... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
869a7b3891ed90be8aee0ac8 | train | refactoring_dependency | 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? | analytics | html | user_experience | Refactor a html system related to user_experience. Focus on refactoring dependency. | {"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"... | === 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 | |
4d69ef88a445f123737869db | train | html_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | finance | go | docker | Create semantic HTML for a finance about docker. | {"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... | 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 |
c2bcabf19f8d47dcc37aff89 | train | fact_verification | web_docs | https://doc.rust-lang.org/ | Rust Documentation | productivity | scala | algorithms | Verify a technical claim about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === CLAIM ===
A common claim about algorithms.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-de... | web-research-coding-5m-1.1.0 | |
f3f897e314286ab440f85deb | train | search_intent_classification | web_docs | https://git-scm.com/doc | Git Documentation | saas | cpp | redis | Classify the search intent for a query about redis. | {"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", ... | === 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 ===
"redis vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
40fb2ee02a44224183f94fc2 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/231767/what-does-the-yield-keyword-do-in-python | What does the "yield" keyword do in Python? | productivity | css | microservices | Perform a deep multi-layer analysis of microservices for a productivity 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": "What does the "yield" keyword do in Python?", "source_url": "https://stackoverflow.... | === 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 'What does the "yield" keyword do in Python?' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
8ab04532c35bd82ce90c0207 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | landing_page | html | documentation | Select the most reliable sources to research documentation. | {"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": "... | === 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 | |
3e4d30f971c639174e0d687a | train | dashboard | pypi | https://pypi.org/project/pytest/ | pytest | landing_page | php | developer_experience | Design a production dashboard for developer_experience. | {"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 | |
e51edfe4425e8fda6da2faa0 | train | research_summary | npm | https://www.npmjs.com/package/axios | axios | finance | shell | testing | Summarize the current state of knowledge about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === OVERVIEW ===
testing 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 ===
axios (https://www.npm... | web-research-coding-5m-1.1.0 | |
38b8958ca6e629ff660390e6 | train | search_intent_classification | pypi | https://pypi.org/project/scrapy/ | scrapy | productivity | scala | authentication | Classify the search intent for a query about authentication. | {"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":... | === 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 ===
"authentication vs alternatives"
=== CLASSIFICATION ===
Comparative / informati... | web-research-coding-5m-1.1.0 | |
5b7be02df52402cb0b194fe0 | train | debugging | stackexchange | https://stackoverflow.com/questions/5797852/how-do-i-include-functions-from-my-other-files | How do I "include" functions from my other files? | finance | sql | backend | Create a realistic sql debugging problem involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I "include" functions from my other files?", "source_url": "https://stackove... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
329f3f1cea44412f570789f9 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | blog | dart | nextjs | Design a developer documentation page for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b17d9fa5bf8f0a0349a845b6 | train | source_selection | codeberg | https://codeberg.org/ivaninkv/100-exercises-to-learn-rust | ivaninkv/100-exercises-to-learn-rust | marketplace | python | software_architecture | Select the most reliable sources to research software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ivaninkv/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/ivaninkv/100-exerc... | === 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
=== ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9bdb942f768633330749ff8d | train | ui_design | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | analytics | go | postgresql | Design a production-quality UI for a analytics focused on postgresql. | {"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": "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
17f11fcc446439851dd34b92 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | ruby | graphql | Perform a technical research task about graphql, focused on implementation details. | {"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", "... | === SCOPE ===
Technical behavior of graphql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Accessibility (https://developer.mozilla.org/en-US/docs/Web/Acce... | web-research-coding-5m-1.1.0 | |
1397817b9b423ceaa92a51e6 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | ecommerce | cpp | security | Perform a deep multi-layer analysis of security for a ecommerce 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": "Difference between "git add -A" and "git add ."", "source_url": "https://... | === 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 'Difference between "git add -A" and "git add ."' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
4def07b7eccd15398ba6b40f | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | php | serverless | Design reusable UI components for a documentation. | {"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": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
beef8107957901df81276430 | train | unit_testing | huggingface | https://huggingface.co/datasets/PrunaAI/documentation-images | PrunaAI/documentation-images | analytics | rust | mongodb | Create a unit-testing strategy for rust code involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PrunaAI/documentation-images", "source_url": "https://huggingface.co/datasets/PrunaAI/documen... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8d9720d15277c9bc448f20bb | train | design_accessibility | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | developer_tool | html | authentication | Audit accessibility for a developer_tool. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a867fefac463a577c87d8892 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | dart | docker | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | 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 |
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