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4a6d327e13fd927729710664 | train | component_design | pypi | https://pypi.org/project/torch/ | torch | developer_tool | cpp | react | Design reusable UI components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
76482113e3bff8de86c27bb5 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/open-r1/codeforces-cots | open-r1/codeforces-cots | ecommerce | go | user_experience | Find and summarize the relevant documentation for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/codeforces-cots", "source_url": "https://huggingface.co/datasets/open-r1/codeforces-c... | === RELEVANT DOCS ===
- open-r1/codeforces-cots
https://huggingface.co/datasets/open-r1/codeforces-cots
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact si... | web-research-coding-5m-1.1.0 | |
8ed4727af00dbafb808fdc94 | train | security_analysis | gitlab | https://gitlab.com/electrum-cash/network | electrum-cash/network | saas | typescript | user_experience | Perform a deep multi-layer analysis of user_experience for a saas 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": "electrum-cash/network", "source_url": "https://gitlab.com/electrum-cash/network", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'electrum-cash/network' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
b28ba1efa0fd194e0fb1c7fb | train | unit_testing | stackexchange | https://stackoverflow.com/questions/51936369/what-is-the-record-type | What is the Record type? | dashboard | cpp | database | Create a unit-testing strategy for cpp code involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the Record type?", "source_url": "https://stackoverflow.com/questions/51936369/what-i... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
039b8cd400bd4ca436dfe853 | train | typescript_generation | github | https://github.com/freeCodeCamp/freeCodeCamp | freeCodeCamp/freeCodeCamp | community | sql | documentation | Implement TypeScript logic for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freeCodeCamp/freeCodeCamp", "source_url": "https://github.com/freeCodeCamp/freeCodeCamp", "so... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
15a091cda26319943331e572 | train | technical_research | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | analytics | javascript | kubernetes | Perform a technical research task about kubernetes, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === SCOPE ===
Technical behavior of kubernetes.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How can I check if an object is an array? (https://stackoverf... | web-research-coding-5m-1.1.0 | |
1a371aec9c88fd56a11277fd | train | source_selection | huggingface | https://huggingface.co/datasets/win-wang/Machine_Learning_QA_Collection | win-wang/Machine_Learning_QA_Collection | marketplace | ruby | linux | Select the most reliable sources to research linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "win-wang/Machine_Learning_QA_Collection", "source_url": "https://huggingface.co/datasets/win-... | === 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 | |
d5b3b39f285ecc12884523a1 | train | javascript_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | finance | java | distributed_systems | 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | 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 |
536795f369129a4892150923 | train | repository_documentation | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | analytics | typescript | javascript | Perform a deep multi-layer analysis of javascript 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": "Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning", "source_url": "https://huggi... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
bb933f063233fe5ef6191ac5 | train | api_design | stackexchange | https://stackoverflow.com/questions/1436703/what-is-the-difference-between-str-and-repr | What is the difference between __str__ and __repr__? | community | swift | software_architecture | Design a production API for a software_architecture application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between __str__ and __repr__?", "source_url": "https://stackoverflow.c... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
30ccd64822f2915ebb7c13ee | train | tradeoff_analysis | codeberg | https://codeberg.org/rutgerclaes/2024-advent-of-code-rs | rutgerclaes/2024-advent-of-code-rs | developer_tool | scala | typescript | Perform a deep multi-layer analysis of typescript for a developer_tool 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": "rutgerclaes/2024-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2024-adv... | === 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 'rutgerclaes/2024-advent-of-code-rs' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
e3119ba716a1e2d6b83b2044 | train | risk_analysis | pypi | https://pypi.org/project/numpy/ | numpy | marketplace | rust | caching | Perform a deep multi-layer analysis of caching for a marketplace 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
58e9c1af02c5460de001163a | train | evidence_extraction | huggingface | https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1 | Aaqqid/OCR-Synthetic-Multilingual-v1 | social_app | javascript | graphql | Extract verifiable evidence about graphql from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Aaqqid/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Aaqqid/... | === SOURCE ===
Aaqqid/OCR-Synthetic-Multilingual-v1
https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the... | web-research-coding-5m-1.1.0 | |
a39068e07a24297453e07a23 | train | react_generation | stackexchange | https://stackoverflow.com/questions/3010840/how-to-loop-through-the-items-of-an-array-in-javascript | How to loop through the items of an array in JavaScript? | search_interface | shell | ci_cd | 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": "How to loop through the items of an array in JavaScript?", "source_url": "https://stackoverfl... | 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 |
89564f145f84826950eafbf6 | train | repository_architecture | npm | https://www.npmjs.com/package/svelte | svelte | portfolio | c | user_experience | Perform a deep multi-layer analysis of user_experience for a portfolio 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
eb1447b78b62c683df6c1ef9 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | dart | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 ===
- Performance (https://developer.mozilla.org/en-US/docs/Web/... | web-research-coding-5m-1.1.0 | |
67ae325b5414510a053eb426 | train | typescript_generation | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | saas | java | nodejs | Implement TypeScript logic for a saas. | {"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": ... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
3af1640347b7fc4716079489 | train | refactoring | npm | https://www.npmjs.com/package/typescript | typescript | finance | typescript | css | Create a production coding task in typescript for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
a42cdf8f22d22a489fde2c7c | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | analytics | typescript | graphql | Perform a deep developer-experience analysis for a typescript project involving graphql. | {"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 | |
fdad52ac0b8d37fd73c553e4 | train | dx_analysis | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | developer_tool | java | documentation | Perform a deep developer-experience analysis for a java project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | === 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 | |
085d38d95a9794635e051ef3 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/7073484/how-do-css-triangles-work | How do CSS triangles work? | analytics | css | ci_cd | Implement JavaScript interactions for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do CSS triangles work?", "source_url": "https://stackoverflow.com/questions/7073484/how-d... | 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 |
3c2e3e9ffbc092f4f0d9a2f3 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | social_app | java | microservices | Perform a deep multi-layer analysis of microservices for a social_app 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": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | === 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 'Machine-Learning-Oncology/orena-frame-annotations' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
71feacdf4ca643520d783d9d | train | responsive_design | codeberg | https://codeberg.org/fepfitra/-Dicoding--hapi-web-server | fepfitra/-Dicoding--hapi-web-server | developer_tool | java | typescript | Create a responsive design strategy for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding--hapi-web-server", "source_url": "https://codeberg.org/fepfitra/-Dicoding-... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
255518f44177c543643fffb4 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | scala | authorization | Perform a deep multi-layer analysis of authorization for a ecommerce 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
c54eedb52f4f48a8f7597ee1 | train | tradeoff_analysis | pypi | https://pypi.org/project/django/ | django | ecommerce | javascript | sql | Perform a deep multi-layer analysis of sql 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
2250a0a659fdf99cb927afb3 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | sql | open_source | Select the most reliable sources to research open_source. | {"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... | === 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 | |
1bbcbc35f5fcd9ad67e315ba | train | developer_experience | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | admin_panel | html | authentication | Perform a deep developer-experience analysis for a html project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation_lite", "source_url": "https://huggingface.co/datasets/livecodeb... | === 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 | |
3ab71bfd4160c7d87f927933 | train | dependency_impact_analysis | codeberg | https://codeberg.org/nathawat/_cargo-index | nathawat/_cargo-index | finance | typescript | graphql | Perform a deep multi-layer analysis of graphql for a finance 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": "nathawat/_cargo-index", "source_url": "https://codeberg.org/nathawat/_cargo-index", "source_t... | === 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 'nathawat/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
7714c241d14045a0c626c51a | train | developer_onboarding | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v2 | nvidia/Nemotron-SFT-Multilingual-v2 | marketplace | ruby | open_source | Perform a deep developer-experience analysis for a ruby project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v2", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
bb2196f0149f3dcdd4b3b9a0 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | landing_page | sql | software_architecture | Perform a deep multi-layer analysis of software_architecture for a landing_page 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": "prrao87/documentation-images", "source_url": "https://huggingface.co/datasets/prrao87/documen... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'prrao87/documentation-images' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
2172d78f70567b0e18eb95ac | train | seo_fix | stackexchange | https://stackoverflow.com/questions/179123/how-to-modify-existing-unpushed-commit-messages | How to modify existing, unpushed commit messages? | social_app | php | web_performance | Create an SEO improvement plan for a social_app about web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to modify existing, unpushed commit messages?", "source_url": "https://stackoverflow.com/... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a9ca3127e89edc04cb636fec | train | documentation_page | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | social_app | swift | html | Design a developer documentation page for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ec0f67f3a0fd6873ec5ae9c5 | train | documentation_experience | huggingface | https://huggingface.co/datasets/HuggingFaceH4/Multilingual-Thinking | HuggingFaceH4/Multilingual-Thinking | ecommerce | swift | design_system | Perform a deep developer-experience analysis for a swift project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/Multilingual-Thinking", "source_url": "https://huggingface.co/datasets/HuggingF... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b3df95bf5695c3d59eb5ac8e | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | go | serverless | Perform a deep multi-layer analysis of serverless for a community 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
114acb54582c68d41fc0e2ea | train | design_accessibility | npm | https://www.npmjs.com/package/rollup | rollup | documentation | ruby | html | Audit accessibility for a documentation. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
ccfd1054bf2f2d8c20c7f341 | train | design_accessibility | npm | https://www.npmjs.com/package/axios | axios | finance | shell | caching | Audit accessibility for a finance. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
c4f91057551fa6d436acb0ac | train | accessibility_fix | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | developer_tool | swift | frontend | Create an accessibility remediation plan 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 HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
57bd2c9b927abfc4d1b3ce0b | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | landing_page | scala | nodejs | Perform a deep multi-layer analysis of nodejs 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": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'databounty-io/build-competitive-programming-problem-dataset-cmsokff2' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
b6132a915414f530eb57088c | train | code_explanation | pypi | https://pypi.org/project/pandas/ | pandas | search_interface | rust | observability | Explain a rust implementation related to observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
cdb70e771a9cd74a1a7651a7 | train | research_summary | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | saas | scala | user_experience | Summarize the current state of knowledge about user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === OVERVIEW ===
user_experience in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Node.js Docume... | web-research-coding-5m-1.1.0 | |
e3d60fa34fcce88c62dce93d | train | architecture_analysis | github | https://github.com/microsoft/playwright | microsoft/playwright | productivity | typescript | algorithms | Perform a deep multi-layer analysis of algorithms for a productivity 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": "microsoft/playwright", "source_url": "https://github.com/microsoft/playwright", "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 'microsoft/playwright' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
1d4ae7e5cbebe34f2d952224 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/522563/how-can-i-access-the-index-value-in-a-for-loop | How can I access the index value in a 'for' loop? | portfolio | sql | developer_experience | Write an effective web search query to research the topic: developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I access the index value in a 'for' loop?", "source_url": "https://stackoverf... | === QUERY ===
developer_experience best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- developer_experience
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official ... | web-research-coding-5m-1.1.0 | |
4f289e40f6115c9fe693ea60 | train | css_generation | stackexchange | https://stackoverflow.com/questions/32461229/why-use-redux-over-facebook-flux | Why use Redux over Facebook Flux? | admin_panel | swift | deep_learning | 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": "Why use Redux over Facebook Flux?", "source_url": "https://stackoverflow.com/questions/324612... | 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 |
9e6203217313a132c9dc8118 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | marketplace | ruby | rest_api | Audit accessibility for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b48c58214914a58964732fbe | train | developer_onboarding | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | css | microservices | Perform a deep developer-experience analysis for a css project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9ff125c8ce69cb4fb886b2dc | train | design_tokens | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | php | kubernetes | 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5a3b0765ba42270cc58473a9 | train | documentation_experience | huggingface | https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked | sauravjoshi23/aws-documentation-chunked | marketplace | typescript | nlp | Perform a deep developer-experience analysis for a typescript project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sauravjoshi23/aws-documentation-chunked", "source_url": "https://huggingface.co/datasets/saur... | === 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 | |
58fdc2178db33416628b23d6 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | saas | c | computer_vision | Perform a deep developer-experience analysis for a c project involving computer_vision. | {"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 | |
02936676191bcdafbe877b7e | train | api_developer_experience | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-dev | joey234/mmlu-machine_learning-dev | dashboard | scala | documentation | Perform a deep developer-experience analysis for a scala project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-dev", "source_url": "https://huggingface.co/datasets/joey234/mm... | === 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 | |
1ac245882b475382a21b3b41 | train | responsive_design | npm | https://www.npmjs.com/package/svelte | svelte | dashboard | c | observability | Create a responsive design strategy for a dashboard. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
7c89bb12aa5068fc680be30d | train | refactoring_maintainability | gitlab | https://gitlab.com/catamphetamine/libphonenumber-js | catamphetamine/libphonenumber-js | ecommerce | javascript | kubernetes | Refactor a javascript system related to kubernetes. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/libphonenumber-js", "source_url": "https://gitlab.com/catamphetamine/libphonen... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
01359b410f934821f216ffa2 | train | refactoring | web_docs | https://go.dev/doc/ | Go Documentation | community | dart | html | Create a production coding task in dart for html. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
36a8449de350e944f0f7ebcf | train | cli_experience | huggingface | https://huggingface.co/datasets/mondk/documentation-images | mondk/documentation-images | marketplace | php | software_architecture | Perform a deep developer-experience analysis for a php project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mondk/documentation-images", "source_url": "https://huggingface.co/datasets/mondk/documentati... | === 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 | |
5b24a1c7dcebb6294244d109 | train | design_accessibility | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | portfolio | php | kubernetes | Audit accessibility for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only", "source_url": "https://huggingf... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
cc55ef82fd82764caa70b868 | train | security_review | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | search_interface | scala | observability | Perform a security review of a search_interface application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prrao87/documentation-images", "source_url": "https://huggingface.co/datasets/prrao87/documen... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
5e0c04fc6fe08a1449db1450 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/46677752/the-difference-between-requirex-and-import-x | The difference between "require(x)" and "import x" | saas | typescript | fullstack | Design integration tests for a typescript system involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The difference between "require(x)" and "import x"", "source_url": "https... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
0028b083561e8eb75f04836a | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | dart | deep_learning | Perform a deep developer-experience analysis for a dart project involving deep_learning. | {"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 | |
cba07e56ce33eeeb4824604b | train | algorithm_design | codeberg | https://codeberg.org/maxkeyscore/10000 | maxkeyscore/10000 | search_interface | php | cloud | Design a php algorithm for a cloud problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "maxkeyscore/10000", "source_url": "https://codeberg.org/maxkeyscore/10000", "source_type": "r... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
099e764484f1bbac8d511add | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | dart | mongodb | Perform a deep multi-layer analysis of mongodb for a developer_tool 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
9dc1501f047042788a94886d | train | documentation_page | npm | https://www.npmjs.com/package/hono | hono | blog | go | deep_learning | Design a developer documentation page for deep_learning. | {"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":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
730c93a718e7bd118dec0584 | train | security_review | npm | https://www.npmjs.com/package/three | three | analytics | kotlin | data_structures | Perform a security review of a analytics application. | {"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 authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
081f9a2bf5ef9b7a513b251f | train | repository_understanding | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | developer_tool | c | open_source | Perform a deep multi-layer analysis of open_source for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | === 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 'jfolz/datadings' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
08d0b6a4ac8efa523fffd899 | train | design_tokens | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class | RazinAleks/SO-Python_QA-Web_Development_class | portfolio | kotlin | user_experience | Create design tokens for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RazinAleks/SO-Python_QA-Web_Development_class", "source_url": "https://huggingface.co/dataset... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d8aa2c0398924cacb6986161 | train | responsive_design | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | community | html | graphql | Create a responsive design strategy for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning", "source_url": "https://huggi... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
faa90c0e8f55f497f64ceb8f | train | react_generation | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | landing_page | ruby | api_design | Design React components for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | 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 |
b7fc66abfc84b8588f284b92 | train | refactoring_dependency | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | portfolio | scala | testing | Refactor a scala system related to testing. Focus on refactoring dependency. | {"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": "... | === 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 | |
3d2a93ab684377cad5342684 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | dart | deep_learning | Refactor a dart system related to deep_learning. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
680f65833b6e3de66a5e6d1b | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | marketplace | css | postgresql | Refactor a css system related to postgresql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
5e2a43b7442e3bfb9230cc6c | train | code_review | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | admin_panel | javascript | testing | Perform a production code review of javascript code related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
e577435e96be6e604d02fe3a | train | tradeoff_analysis | pypi | https://pypi.org/project/requests/ | requests | community | dart | javascript | Perform a deep multi-layer analysis of javascript for a community 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
23c0d73e929d7ea8a22b6a0b | train | code_explanation | pypi | https://pypi.org/project/scrapy/ | scrapy | blog | swift | security | Explain a swift implementation related to security. | {"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":... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e65fd2603afeb51057856042 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | community | c | software_architecture | Audit design consistency across a community. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
98d1f34981dc0f1b0d155802 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | scala | testing | Perform multi-hop research about testing: 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === HOP 1 ===
Start at: JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
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 w... | web-research-coding-5m-1.1.0 | |
50f5f1bbc8b576f76d962085 | train | design_to_code | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | analytics | dart | sql | Translate a analytics design into maintainable dart code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | 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 | |
5953ffc590f2a96ad247ca5e | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | javascript | typescript | Build a structured research plan to deeply understand typescript. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of typescript.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings... | web-research-coding-5m-1.1.0 | |
6af5eecdcf973729592e09b7 | train | security_analysis | huggingface | https://huggingface.co/datasets/Jackrong/Competitive-Programming-python-blend | Jackrong/Competitive-Programming-python-blend | saas | go | user_experience | Perform a deep multi-layer analysis of user_experience for a saas using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jackrong/Competitive-Programming-python-blend", "source_url": "https://huggingface.co/dataset... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'Jackrong/Competitive-Programming-python-blend' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
239380d472f21785576ba1cc | train | cli_experience | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | developer_tool | html | css | Perform a deep developer-experience analysis for a html project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
832745beaf361b61a308b58f | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | dart | documentation | Perform a deep multi-layer analysis of documentation for a dashboard 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
6b484ef7c967838ecd70528b | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/13610074/is-there-a-rule-of-thumb-for-how-to-divide-a-dataset-into-training-and-validatio | Is there a rule-of-thumb for how to divide a dataset into training and validation sets? | marketplace | cpp | algorithms | Perform a deep multi-layer analysis of algorithms for a marketplace 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": "Is there a rule-of-thumb for how to divide a dataset into training and validation sets?", "so... | === 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 'Is there a rule-of-thumb for how to divide a dataset into training and validation sets?' ... | web-research-coding-5m-1.1.0 | |
ee2d6d585e73b5e695de9978 | train | debugging | codeberg | https://codeberg.org/slenderman00/2captcha-python | slenderman00/2captcha-python | social_app | kotlin | design_system | Create a realistic kotlin debugging problem involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "slenderman00/2captcha-python", "source_url": "https://codeberg.org/slenderman00/2captcha-pyth... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
e445ce4bffa9af441948c6e5 | train | repository_comparison | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | ecommerce | shell | database | Perform a deep multi-layer analysis of database for a ecommerce using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'Nan-Do/code-search-net-javascript' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
e44e7ff1bea36710bf1ba2ab | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | community | css | data_engineering | Refactor a css system related to data_engineering. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 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 | |
5f6bf82326fb621c5017b8cd | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/176918/how-can-i-find-the-index-for-a-given-item-in-a-list | How can I find the index for a given item in a list? | social_app | kotlin | react | Perform a deep multi-layer analysis of react for a social_app 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": "How can I find the index for a given item in a list?", "source_url": "https://stackoverflow.c... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'How can I find the index for a given item in a list?' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
bd5395414378476f3ed865ab | train | repository_understanding | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | portfolio | html | design_system | Perform a deep multi-layer analysis of design_system for a portfolio using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
7876980d7c7905fb707b7626 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | analytics | javascript | postgresql | Perform a deep developer-experience analysis for a javascript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | === 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 | |
fdee31738a2c598b6a51120c | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | css | user_experience | Write an effective web search query to research the topic: user_experience. | {"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": "... | === QUERY ===
user_experience best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- user_experience
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
e4ada99e8a531a4adf603e91 | train | information_architecture | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-ultimate | shangshang/programming-interview-zh-ultimate | marketplace | dart | nextjs | Design the information architecture for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh-ultimate", "source_url": "https://huggingface.co/datasets... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ff75cf9d24d7aaeb8446ce84 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | scala | database | Perform a deep multi-layer analysis of database for a documentation 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
b8507d708d96f06836a43a9e | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/122102/what-is-the-most-efficient-way-to-deep-clone-an-object-in-javascript | What is the most efficient way to deep clone an object in JavaScript? | saas | java | caching | Find and summarize the relevant documentation for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the most efficient way to deep clone an object in JavaScript?", "source_url": "https:... | === RELEVANT DOCS ===
- What is the most efficient way to deep clone an object in JavaScript?
https://stackoverflow.com/questions/122102/what-is-the-most-efficient-way-to-deep-clone-an-object-in-javascript
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Confi... | web-research-coding-5m-1.1.0 | |
ed34a5d633184ccf7bced54f | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | kotlin | design_system | Perform a deep multi-layer analysis of design_system for a saas 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
7f03954998cf07f51ddd17f4 | train | repository_understanding | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | developer_tool | html | css | Perform a deep multi-layer analysis of css for a developer_tool using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'kornwtp/software-documentation-tha-bitextmining' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
a393f49b4527744a15018bb9 | train | accessibility_analysis | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | marketplace | html | web_performance | Perform a deep multi-layer analysis of web_performance for a marketplace using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'materials-modeling/icet' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
28360002ebe67f50c72889dd | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | javascript | web_performance | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e2367f5af476c7d2e99f83d6 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/469059/button-vs-input-type-button-which-to-use | <button> vs. <input type="button"> -- which to use? | analytics | shell | user_experience | Perform a deep developer-experience analysis for a shell project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<button> vs. <input type="button"> -- which to use?", "source_url": "ht... | === 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 | |
ed4dac5b53d5a56efc9ce1c0 | train | research_summary | stackexchange | https://stackoverflow.com/questions/37987839/how-can-i-run-tensorboard-on-a-remote-server | How can I run Tensorboard on a remote server? | education | python | rest_api | Summarize the current state of knowledge about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I run Tensorboard on a remote server?", "source_url": "https://stackoverflow.com/ques... | === OVERVIEW ===
rest_api 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 ===
How can I run Tensorb... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b707b882a35f8bc33ea2d46b | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/25093276/node-js-windows-error-enoent-stat-c-users-rt-appdata-roaming-npm | Node.js/Windows error: ENOENT, stat 'C:\Users\RT\AppData\Roaming\npm' | marketplace | shell | security | Perform a deep developer-experience analysis for a shell project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js/Windows error: ENOENT, stat 'C:\\Users\\RT\\AppData\\Roaming\\npm'", "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 | |
7118152962e250678e140253 | train | algorithm_design | npm | https://www.npmjs.com/package/fastify | fastify | search_interface | javascript | open_source | Design a javascript algorithm for a open_source problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
34aef265dfb3a85f8f31104a | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | landing_page | ruby | nextjs | Perform a deep multi-layer analysis of nextjs for a landing_page using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "source_... | === 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 'How can I catch multiple exceptions in one line? (in the "except" block)' as a source a... | web-research-coding-5m-1.1.0 | |
502690248670928e13dbefc8 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | php | authentication | Explain a php implementation related to authentication. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
40dd76a8d0db5e3d17c683b4 | train | fact_verification | web_docs | https://git-scm.com/doc | Git Documentation | productivity | go | devops | Verify a technical claim about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === CLAIM ===
A common claim about devops.
=== 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-depend... | web-research-coding-5m-1.1.0 |
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