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90538b7598d14cf6d817dcbe | train | design_tokens | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | community | java | observability | 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8ee5b071ca5aaf74c93f52c2 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | typescript | computer_vision | Design a landing page for a computer_vision product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
3b4d60d10758f39c2f2aefbc | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | go | user_experience | Translate a dashboard design into maintainable go code. | {"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... | 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 | |
a653144de5f93f6f14197ea5 | train | refactoring_scalability | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley | UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley | landing_page | javascript | css | Refactor a javascript system related to css. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley", "source_url": "https://codeberg.org... | === 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 | |
8220ab55829b48ea703632c5 | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/37576685/using-async-await-with-a-foreach-loop | Using async/await with a forEach loop | social_app | ruby | nextjs | Perform a deep developer-experience analysis for a ruby project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using async/await with a forEach loop", "source_url": "https://stackoverflow.com/questions/37... | === 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 | |
794d84f57f49699c10ae3596 | train | technical_research | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | cpp | serverless | Perform a technical research task about serverless, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of serverless.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Kubernetes Documentation (https://kubernetes.io/docs/)
- Offi... | web-research-coding-5m-1.1.0 | |
8f08209ba898defbbb76c50b | train | fact_verification | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | sql | react | Verify a technical claim about react. | {"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... | === CLAIM ===
A common claim about react.
=== 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-depende... | web-research-coding-5m-1.1.0 | |
b26810da65667bb3cbf32eb7 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | community | html | security | Perform a deep multi-layer analysis of security for a community 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": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'npm check and update package if needed' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
0c80a7cf71bdfe6c24cc5453 | train | design_accessibility | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | ecommerce | css | testing | Audit accessibility for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
7a4c082371acbed152be5370 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | python | data_structures | Perform a deep multi-layer analysis of data_structures for a portfolio using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, st... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
96e8c7341380ff3413aad9f7 | train | css_generation | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | search_interface | dart | rest_api | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | 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 |
bd30f2453854ca96a50de37e | train | error_message_design | pypi | https://pypi.org/project/fastapi/ | fastapi | marketplace | c | typescript | Perform a deep developer-experience analysis for a c project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 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 | |
1d5c1c710dc81108838e8e6d | train | local_development_experience | web_docs | https://react.dev/ | React Documentation | landing_page | shell | ci_cd | Perform a deep developer-experience analysis for a shell project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 | |
058ec65cda67d5b16a3d9f2f | train | typescript_generation | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | developer_tool | c | caching | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "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 |
da6cfdbce34b89aaf8236dfa | train | seo_fix | codeberg | https://codeberg.org/rutgerclaes/2025-advent-of-code-rs | rutgerclaes/2025-advent-of-code-rs | portfolio | typescript | api_design | Create an SEO improvement plan for a portfolio about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rutgerclaes/2025-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2025-adv... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
823da5b4fc65ca175dd83614 | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | sql | authorization | Perform a deep multi-layer analysis of authorization for a productivity 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
c432e5276961b0136bdfa587 | train | code_explanation | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | search_interface | shell | redis | Explain a shell implementation related to redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald", "source_url": "https://codeberg.... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
d3aa95098665b0bdb40b7fcd | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/469059/button-vs-input-type-button-which-to-use | <button> vs. <input type="button"> -- which to use? | community | c | css | Refactor a c system related to css. Focus on refactoring api. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
a2344c6738395f8751fdee65 | train | refactoring_observability | web_docs | https://react.dev/ | React Documentation | documentation | dart | nodejs | Refactor a dart system related to nodejs. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
d0b664b99a00a129d1173b0b | train | multi_hop_research | web_docs | https://git-scm.com/doc | Git Documentation | developer_tool | shell | html | Perform multi-hop research about html: 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === HOP 1 ===
Start at: Git Documentation
https://git-scm.com/doc
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESI... | web-research-coding-5m-1.1.0 | |
1b696b10719387d18f1eb61f | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/9782071/why-must-a-nonlinear-activation-function-be-used-in-a-backpropagation-neural-net | Why must a nonlinear activation function be used in a backpropagation neural network? | developer_tool | html | typescript | Perform a deep multi-layer analysis of typescript 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": "Why must a nonlinear activation function be used in a backpropagation neural network?", "sour... | === 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 'Why must a nonlinear activation function be used in a backpropagation neural network?' as... | web-research-coding-5m-1.1.0 | |
60a4ce21f8a9d338b34fe6ac | train | security_analysis | stackexchange | https://stackoverflow.com/questions/15260732/does-typescript-support-the-operator-and-whats-it-called | Does Typescript support the ?. operator? (And, what's it called?) | finance | go | backend | Perform a deep multi-layer analysis of backend for a finance 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": "Does Typescript support the ?. operator? (And, what's it called?)", "source_url": "https:... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Does Typescript support the ?. operator? (And, what's it called?)' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
34095a2166c38f3bcfa2d584 | train | react_generation | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | community | ruby | typescript | Design React components for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | 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 |
2a45ab0c674b0f694adb35bf | train | tradeoff_analysis | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | dart | javascript | Perform a deep multi-layer analysis of javascript for a ecommerce 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
aeb3c9df47e307f1fa148d9a | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/HuggingFaceH4/testing_codealpaca_small | HuggingFaceH4/testing_codealpaca_small | admin_panel | java | testing | Perform a deep multi-layer analysis of testing for a admin_panel 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": "HuggingFaceH4/testing_codealpaca_small", "source_url": "https://huggingface.co/datasets/Huggi... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'HuggingFaceH4/testing_codealpaca_small' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
7f9e3815ec9d0217260d061c | train | form_ui | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | social_app | javascript | developer_experience | Design an accessible form for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
ba5d16b4e6f90edc55db060d | train | refactoring_readability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | finance | go | nodejs | Refactor a go system related to nodejs. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
b12d04502e193e5389366fbc | train | react_generation | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | community | php | observability | Design React components for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | 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 |
5a72b3767b3745518bb40d48 | train | maintainability_analysis | npm | https://www.npmjs.com/package/jest | jest | landing_page | sql | react | Perform a deep multi-layer analysis of react 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 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 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
11d11e1d797d1b0928d0d206 | train | repository_architecture | gitlab | https://gitlab.com/pygolo/py | pygolo/py | admin_panel | css | developer_experience | Perform a deep multi-layer analysis of developer_experience for a admin_panel using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "topic... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'pygolo/py' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
4cc0cf48e1c2da5dc52f44f6 | train | api_developer_experience | codeberg | https://codeberg.org/colgrave34/30-Days-Of-JavaScript | colgrave34/30-Days-Of-JavaScript | saas | sql | security | Perform a deep developer-experience analysis for a sql project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "colgrave34/30-Days-Of-JavaScript", "source_url": "https://codeberg.org/colgrave34/30-Days-Of-... | === 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 | |
a982a2a9d10c58745e9931e4 | train | data_structure_design | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | community | python | data_engineering | Design a data structure in python for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0bc3cda4d6cc76a38c8b2633 | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/596351/how-can-i-know-which-radio-button-is-selected-via-jquery | How can I know which radio button is selected via jQuery? | blog | go | web_accessibility | Perform a deep developer-experience analysis for a go project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I know which radio button is selected via jQuery?", "source_url": "https://stackoverf... | === 1. 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 | |
a897e9fc4a0adc22ae94abf4 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/43237124/what-is-the-role-of-flatten-in-keras | What is the role of "Flatten" in Keras? | ecommerce | java | graphql | Perform a deep multi-layer analysis of graphql for a ecommerce 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": "What is the role of "Flatten" in Keras?", "source_url": "https://stackoverflow.com/... | === 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 'What is the role of "Flatten" in Keras?' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
1664482fed65ebfb31db3ccc | train | web_search_query | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | php | postgresql | Write an effective web search query to research the topic: postgresql. | {"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... | === QUERY ===
postgresql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- postgresql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
cc97bf1d1fc8eb407ce50809 | train | code_review | stackexchange | https://stackoverflow.com/questions/1033156/how-can-i-write-ahover-in-inline-css | How can I write 'a:hover' in inline CSS? | landing_page | swift | nodejs | Perform a production code review of swift code related to nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I write 'a:hover' in inline CSS?", "source_url": "https://stackoverflow.com/q... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
be9ee36798868eb274770831 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | community | javascript | computer_vision | Refactor a javascript system related to computer_vision. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
07b9b32af98182e5a3f3547f | train | design_review | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | developer_tool | ruby | database | Perform a professional design review of 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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
326624f6fd7b0d22721b26f0 | train | documentation_experience | npm | https://www.npmjs.com/package/fastify | fastify | search_interface | go | design_system | Perform a deep developer-experience analysis for a go project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 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 | |
2dd4b9372fd2b1b934b0413a | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/762011/what-is-the-difference-between-let-and-var | What is the difference between "let" and "var"? | social_app | html | data_structures | Perform a deep multi-layer analysis of data_structures for a social_app 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": "What is the difference between "let" and "var"?", "source_url": "https://... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'What is the difference between "let" and "var"?' as a sourc... | web-research-coding-5m-1.1.0 | |
b4ffdb5d54faca871820e2d7 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | social_app | php | postgresql | Refactor a php 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": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | === 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 | |
df4e56bb785a69a0b271d2fc | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/react | react | marketplace | scala | mongodb | Perform a deep multi-layer analysis of mongodb for a marketplace 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
211a3e270bd47270514d1269 | train | source_selection | codeberg | https://codeberg.org/Roboe/advent-of-code | Roboe/advent-of-code | ecommerce | html | debugging | Select the most reliable sources to research debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Roboe/advent-of-code", "source_url": "https://codeberg.org/Roboe/advent-of-code", "source_typ... | === 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 | |
a090e4483e718bf2de6d3bb5 | train | repository_architecture | web_docs | https://doc.rust-lang.org/ | Rust Documentation | finance | python | nlp | Perform a deep multi-layer analysis of nlp for a finance using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
287e236b632bed2b100cc625 | train | form_ui | pypi | https://pypi.org/project/fastapi/ | fastapi | saas | java | devops | Design an accessible form for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
4b9c2066071cf15605e6ed98 | train | react_generation | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | portfolio | swift | deep_learning | Design React components for a portfolio. | {"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... | 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 |
4bd74ccb8b3a4ff3685d33b1 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/1026069/how-do-i-make-the-first-letter-of-a-string-uppercase-in-javascript | How do I make the first letter of a string uppercase in JavaScript? | productivity | cpp | serverless | Refactor a cpp system related to serverless. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make the first letter of a string uppercase in JavaScript?", "source_url": "https://... | === 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 | |
3d625e1bb2bee1a08de34d6b | train | security_analysis | npm | https://www.npmjs.com/package/typescript | typescript | dashboard | cpp | caching | Perform a deep multi-layer analysis of caching for a dashboard 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 'typescript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
c16e8a5fe2fd0423b419929b | train | design_review | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | search_interface | kotlin | documentation | Perform a professional design review of a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
e65bd630858846541409b905 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/70851048/does-it-make-sense-to-use-conda-poetry | Does it make sense to use Conda + Poetry? | education | php | html | Implement JavaScript interactions for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does it make sense to use Conda + Poetry?", "source_url": "https://stackoverflow.com/question... | 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 |
cd6c80fb52d4aa6dcd9c422a | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | java | ci_cd | Design a production-quality UI for a finance focused on ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
4dd12946a670660b14051f17 | train | react_generation | stackexchange | https://stackoverflow.com/questions/30626030/can-you-force-a-react-component-to-rerender-without-calling-setstate | Can you force a React component to rerender without calling setState? | portfolio | swift | mongodb | Design React components for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can you force a React component to rerender without calling setState?", "source_url": "https:... | 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 |
bac8914f4a9346085023c73d | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/136097/what-is-the-difference-between-staticmethod-and-classmethod-in-python | What is the difference between @staticmethod and @classmethod in Python? | community | sql | python | Refactor a sql system related to python. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between @staticmethod and @classmethod in Python?", "source_url": "htt... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
42131d7da039192b2ee94999 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/18111657/how-to-get-names-of-enum-entries | How to get names of enum entries? | marketplace | java | web_performance | Create a responsive design strategy for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get names of enum entries?", "source_url": "https://stackoverflow.com/questions/181116... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
9c0c05925d7982c6c1eccf03 | train | debugging | stackexchange | https://stackoverflow.com/questions/34968722/how-to-implement-the-softmax-function-in-python | How to implement the Softmax function in Python? | community | rust | kubernetes | Create a realistic rust debugging problem involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to implement the Softmax function in Python?", "source_url": "https://stackoverflow.com/q... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2e322e91ff73b0a2fec899f8 | train | multi_layer_analysis | npm | https://www.npmjs.com/package/three | three | dashboard | sql | microservices | Perform a deep multi-layer analysis of microservices for a dashboard 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": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 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 'three' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
3973d00b20f173c7eb10573b | train | deployment_experience | web_docs | https://docs.python.org/3/ | Python Documentation | community | css | frontend | Perform a deep developer-experience analysis for a css project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7252dbe6a805644f3b1b8ef8 | train | api_design | stackexchange | https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items | How do I set distance between flexbox items? | documentation | rust | algorithms | Design a production API for a algorithms application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I set distance between flexbox items?", "source_url": "https://stackoverflow.com/quest... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
710dcfb5f7b89dc60c1adaaa | train | repository_architecture | pypi | https://pypi.org/project/django/ | django | social_app | cpp | debugging | Perform a deep multi-layer analysis of debugging for a social_app 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
b7cdf010fc085ef8a7f1aedf | train | integration_testing | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | blog | rust | web_performance | Design integration tests for a rust system involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn/scikit-learn", "source_url": "https://github.com/scikit-learn/scikit-learn", "so... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
6a910734dd9becd130ca7096 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/59013109/runtimeerror-input-type-torch-floattensor-and-weight-type-torch-cuda-floatte | RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be the same | marketplace | scala | nextjs | Perform a deep multi-layer analysis of nextjs for a marketplace 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": "RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should ... | === 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 'RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be t... | web-research-coding-5m-1.1.0 | |
97fb87337f4af1bf60c19cd4 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/879432/what-is-the-difference-between-a-generative-and-a-discriminative-algorithm | What is the difference between a generative and a discriminative algorithm? | developer_tool | cpp | software_architecture | Create design tokens for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between a generative and a discriminative algorithm?", "source_url": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
24203cc30f14b5fda73e4d6a | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | sql | authentication | Perform a deep multi-layer analysis of authentication for a blog 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
8b02266183e162df25302709 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/codeparrot/github-code | codeparrot/github-code | education | typescript | nodejs | Perform a deep multi-layer analysis of nodejs for a education 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": "codeparrot/github-code", "source_url": "https://huggingface.co/datasets/codeparrot/github-cod... | === 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 'codeparrot/github-code' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
1d80ac1afaaf2bed6cbdf4e1 | train | performance_fix | npm | https://www.npmjs.com/package/hono | hono | admin_panel | javascript | frontend | Create a web-performance optimization plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7c60dcd3fdbd3b24b6fe36a6 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | swift | computer_vision | Perform a deep multi-layer analysis of computer_vision for a finance using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
14da78aafbece23416e612eb | train | research_plan | web_docs | https://docs.djangoproject.com/ | Django Documentation | productivity | rust | cloud | Build a structured research plan to deeply understand cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === GOAL ===
Produce a reliable, current, and actionable understanding of cloud.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with... | web-research-coding-5m-1.1.0 | |
16d5db9eeb4ee7dbde0a745b | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/442404/retrieve-the-position-x-y-of-an-html-element | Retrieve the position (X,Y) of an HTML element | marketplace | shell | linux | Perform multi-hop research about linux: 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": "Retrieve the position (X,Y) of an HTML element", "source_url": "https://stackoverflow.com/que... | === HOP 1 ===
Start at: Retrieve the position (X,Y) of an HTML element
https://stackoverflow.com/questions/442404/retrieve-the-position-x-y-of-an-html-element
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check comm... | web-research-coding-5m-1.1.0 | |
de90aa2566b7391d2fee7629 | train | css_generation | huggingface | https://huggingface.co/datasets/bgudmestad/Nushell_documentation | bgudmestad/Nushell_documentation | productivity | shell | javascript | Create responsive CSS for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bgudmestad/Nushell_documentation", "source_url": "https://huggingface.co/datasets/bgudmestad/... | 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 |
c4d17d26a29777cc02baa147 | train | refactoring_testability | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | productivity | javascript | html | Refactor a javascript system related to html. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
df670f61dc091b2089858857 | train | react_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | productivity | html | cloud | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | 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 |
36868e1950a22b7652602e84 | train | developer_onboarding | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | social_app | c | serverless | Perform a deep developer-experience analysis for a c project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transist.or/125kHz-door", "source_url": "https://codeberg.org/transist.or/125kHz-door", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8f0678e6241a44ef93f809ac | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | blog | go | css | Perform a deep developer-experience analysis for a go project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f485eb09f10f81db44f25247 | train | responsive_website | npm | https://www.npmjs.com/package/vitest | vitest | marketplace | swift | deep_learning | Design a complete responsive marketplace for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
2c306b1f9bde3b835ef1a420 | train | repository_issue_reasoning | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | portfolio | rust | developer_experience | Perform a deep multi-layer analysis of developer_experience for a portfolio 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": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'flectra-hq/flectra' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
0702b57e118201c0c006a0bd | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | go | database | Perform a deep multi-layer analysis of database 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
e70c82c067ea61edcce42234 | train | local_development_experience | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | typescript | machine_learning | Perform a deep developer-experience analysis for a typescript project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 | |
930795dfb9ff5321c158bb02 | train | information_architecture | web_docs | https://docs.python.org/3/ | Python Documentation | finance | typescript | python | Design the information architecture for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
254f9ce10987499365bc4052 | train | refactoring_dependency | github | https://github.com/unionlabs/union | unionlabs/union | finance | javascript | postgresql | Refactor a javascript system related to postgresql. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unionlabs/union", "source_url": "https://github.com/unionlabs/union", "source_type": "reposit... | === 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 | |
d22e15632c900f07cab19beb | train | repository_documentation | npm | https://www.npmjs.com/package/three | three | social_app | swift | typescript | Perform a deep multi-layer analysis of typescript for a social_app using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
038476e8a35e02452b0acced | train | refactoring_scalability | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | analytics | ruby | postgresql | Refactor a ruby system related to postgresql. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | === 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 | |
a63d98885930d20d9fb3533e | train | code_explanation | pypi | https://pypi.org/project/fastapi/ | fastapi | developer_tool | html | react | Explain a html implementation related to react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
2f8330cdc06ae8c5332e48b1 | train | landing_page | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | blog | python | data_structures | Design a landing page for a data_structures product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
787775624cf2d0dc786c0ad6 | train | cli_experience | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | dashboard | python | distributed_systems | Perform a deep developer-experience analysis for a python project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4536758cfb1a85bc3feb5466 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | sql | machine_learning | Classify the search intent for a query about machine_learning. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"machine_learning vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
dab8271c7293fdc16af297e8 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | sql | sql | Design a Next.js architecture for a education. | {"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... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
bc1f9d13965a1aa073c643da | train | tradeoff_analysis | npm | https://www.npmjs.com/package/fastify | fastify | dashboard | scala | cloud | Perform a deep multi-layer analysis of cloud for a dashboard 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
4210715b580f2bcf1c051f70 | train | documentation_lookup | npm | https://www.npmjs.com/package/axios | axios | dashboard | swift | observability | Find and summarize the relevant documentation for observability. | {"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... | === RELEVANT DOCS ===
- axios
https://www.npmjs.com/package/axios
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
a3bf7ae83abc8c4a3aeeb2a5 | train | react_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | education | css | mongodb | Design React components for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | 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 |
60c768c2b8f6abd32c32e6f3 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/4752626/epoch-vs-iteration-when-training-neural-networks | Epoch vs Iteration when training neural networks | ecommerce | css | postgresql | Perform a deep multi-layer analysis of postgresql for a ecommerce using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Epoch vs Iteration when training neural networks", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Epoch vs Iteration when training neural networks' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
d0e9250c327648109cab69d7 | train | testing_experience | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | saas | javascript | nodejs | Perform a deep developer-experience analysis for a javascript project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 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 | |
c5dd2f44cf6be841d2cfe549 | train | accessibility_fix | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | community | kotlin | algorithms | Create an accessibility remediation plan for a community. | {"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": "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
69439cd5c06def713b0a0f96 | train | documentation_page | npm | https://www.npmjs.com/package/webpack | webpack | education | scala | web_accessibility | Design a developer documentation page for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
dc350aa237455a127883daad | train | information_architecture | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | developer_tool | ruby | 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": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
68fe22da6bdba266bab35f4f | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/29831489/convert-array-of-indices-to-one-hot-encoded-array-in-numpy | Convert array of indices to one-hot encoded array in NumPy | marketplace | cpp | authentication | Perform a deep developer-experience analysis for a cpp project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Convert array of indices to one-hot encoded array in NumPy", "source_url": "https://stackover... | === 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 | |
254d49a47da6a41086d0ff29 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | python | machine_learning | Write an effective web search query to research the topic: machine_learning. | {"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... | === QUERY ===
machine_learning best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- machine_learning
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official document... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b94598e78e319375bb9def9c | train | search_query_rewrite | pypi | https://pypi.org/project/streamlit/ | streamlit | social_app | typescript | mongodb | Rewrite and improve a vague search query about mongodb into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === ORIGINAL (VAGUE) ===
how to do mongodb
=== REWRITTEN QUERIES ===
1. mongodb official documentation guide
2. mongodb production best practices 2025
3. mongodb common pitfalls and solutions
4. mongodb architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
389300153b47f82039d44d67 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/5195859/how-do-you-push-a-tag-to-a-remote-repository-using-git | How do you push a tag to a remote repository using Git? | dashboard | shell | web_performance | Refactor a shell system related to web_performance. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you push a tag to a remote repository using Git?", "source_url": "https://stackoverflo... | === 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 | |
b7ad1f95efcbb896a4629ab9 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/2596805/how-do-i-make-git-use-the-editor-of-my-choice-for-editing-commit-messages | How do I make git use the editor of my choice for editing commit messages? | marketplace | swift | linux | Perform a deep multi-layer analysis of linux for a marketplace using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make git use the editor of my choice for editing commit messages?", "source_url": "h... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'How do I make git use the editor of my choice for editing commit messages?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
6eb297cd7ecc164e033a8b25 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/12146914/what-is-the-difference-between-linear-regression-and-logistic-regression | What is the difference between linear regression and logistic regression? | social_app | rust | python | Design a Next.js architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between linear regression and logistic regression?", "source_url": "ht... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
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