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a110a8d4fbe6e29c7dd946bb | train | documentation_lookup | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | typescript | web_accessibility | Find and summarize the relevant documentation for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === RELEVANT DOCS ===
- transformers
https://pypi.org/project/transformers/
- 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 | |
d417328fa3987f04007f630f | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | java | caching | Perform a deep multi-layer analysis of caching for a analytics 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
abe49698330b23f433f86152 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/1274057/how-do-i-make-git-forget-about-a-file-that-was-tracked-but-is-now-in-gitignore | How do I make Git forget about a file that was tracked, but is now in .gitignore? | productivity | sql | frontend | Implement JavaScript interactions for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make Git forget about a file that was tracked, but is now in .gitignore?", "source_u... | 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 |
deecd843e0d46aa10771c050 | train | source_comparison | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | saas | html | python | Compare multiple sources about python and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === SOURCES ===
- beautifulsoup4 (https://pypi.org/project/beautifulsoup4/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdat... | web-research-coding-5m-1.1.0 | |
b75678295f1860c955bf1e3e | train | maintainability_analysis | gitlab | https://gitlab.com/b4ckup/ts-tex | b4ckup/ts-tex | analytics | java | javascript | Perform a deep multi-layer analysis of javascript for a analytics 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": "b4ckup/ts-tex", "source_url": "https://gitlab.com/b4ckup/ts-tex", "source_type": "repository"... | === 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 'b4ckup/ts-tex' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
2b2ef44d2c7dc00279db80d5 | train | search_intent_classification | github | https://github.com/gradio-app/gradio | gradio-app/gradio | marketplace | javascript | html | Classify the search intent for a query about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio-app/gradio", "source_url": "https://github.com/gradio-app/gradio", "source_type": "rep... | === 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 ===
"html vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
===... | web-research-coding-5m-1.1.0 | |
a4cdf33e8d553d4bbdade89d | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/1789945/how-to-check-whether-a-string-contains-a-substring-in-javascript | How to check whether a string contains a substring in JavaScript? | analytics | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a analytics using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to check whether a string contains a substring in JavaScript?", "source_url": "https://st... | === 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 'How to check whether a string contains a substring in JavaScript?' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
f938ff57ee7b21c980a963db | train | interaction_design | stackexchange | https://stackoverflow.com/questions/2003505/how-do-i-delete-a-git-branch-locally-and-remotely | How do I delete a Git branch locally and remotely? | blog | sql | rest_api | Design interaction states for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I delete a Git branch locally and remotely?", "source_url": "https://stackoverflow.com... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
6813ed7ef58a19b5df297c61 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | ruby | graphql | Perform a deep multi-layer analysis of graphql for a marketplace using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
3730df239cd6c7ffd54fcd35 | train | build_experience | stackexchange | https://stackoverflow.com/questions/1789945/how-to-check-whether-a-string-contains-a-substring-in-javascript | How to check whether a string contains a substring in JavaScript? | admin_panel | html | machine_learning | Perform a deep developer-experience analysis for a html project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to check whether a string contains a substring in JavaScript?", "source_url": "https://st... | === 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 | |
0454095d8f40ef7805a2c159 | train | refactoring | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | marketplace | php | database | Create a production coding task in php for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
7a58e4c5b33b1626d273a020 | train | upgrade_experience | gitlab | https://gitlab.com/verbose-equals-true/django-postgres-vue-gitlab-ecs | verbose-equals-true/django-postgres-vue-gitlab-ecs | education | html | css | Perform a deep developer-experience analysis for a html project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verbose-equals-true/django-postgres-vue-gitlab-ecs", "source_url": "https://gitlab.com/verbos... | === 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 | |
ac579da94591e31828578cf4 | train | source_selection | stackexchange | https://stackoverflow.com/questions/34240703/what-are-logits-what-is-the-difference-between-softmax-and-softmax-cross-entrop | What are logits? What is the difference between softmax and softmax_cross_entropy_with_logits? | social_app | rust | data_engineering | Select the most reliable sources to research data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are logits? What is the difference between softmax and softmax_cross_entropy_with_logits... | === 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 | |
ea6c6924b8f8bffd38301798 | train | design_components | huggingface | https://huggingface.co/datasets/DeveloperBishal/LLama3.2_Fine-Tune_web-development | DeveloperBishal/LLama3.2_Fine-Tune_web-development | dashboard | rust | algorithms | Create a component architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DeveloperBishal/LLama3.2_Fine-Tune_web-development", "source_url": "https://huggingface.co/da... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
953a5bb9a88dbdbf46e6fa3b | train | refactoring_observability | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | search_interface | kotlin | linux | Refactor a kotlin system related to linux. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | === 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 | |
967a895c2ca8fa75225be619 | train | evidence_extraction | pypi | https://pypi.org/project/streamlit/ | streamlit | saas | swift | nlp | Extract verifiable evidence about nlp from the given source. | {"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... | === SOURCE ===
streamlit
https://pypi.org/project/streamlit/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environme... | web-research-coding-5m-1.1.0 | |
2a05042f42b455fd46e51424 | train | refactoring | gitlab | https://gitlab.com/nfriend/tree-online | nfriend/tree-online | social_app | shell | nlp | Create a production coding task in shell for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nfriend/tree-online", "source_url": "https://gitlab.com/nfriend/tree-online", "source_type": ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
f579a6a46920de71ed94ab1c | train | debugging_experience | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | saas | java | web_performance | Perform a deep developer-experience analysis for a java project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://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 | |
2ee56682e603ebf5420470b1 | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/684672/how-do-i-loop-through-or-enumerate-a-javascript-object | How do I loop through or enumerate a JavaScript object? | dashboard | shell | data_structures | Perform a deep multi-layer analysis of data_structures for a dashboard using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I loop through or enumerate a JavaScript object?", "source_url": "https://stackoverflo... | === 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 'How do I loop through or enumerate a JavaScript object?' as a source anchor and... | web-research-coding-5m-1.1.0 | |
0476b43aee18d257fe0a7d82 | train | refactoring_testability | npm | https://www.npmjs.com/package/next | next | finance | c | fullstack | Refactor a c system related to fullstack. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 | |
adbeebdc575c886cf8d84d90 | train | refactoring_testability | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | portfolio | css | kubernetes | Refactor a css system related to kubernetes. Focus on refactoring testability. | {"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... | === 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 | |
c33f84bf09806c64feacc774 | train | risk_analysis | pypi | https://pypi.org/project/transformers/ | transformers | finance | swift | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
284aa0a2b8011198c8245aa2 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | python | observability | Design a Next.js architecture for a developer_tool. | {"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... | 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 |
b6fbe3ae673e1c750465705a | train | api_design | stackexchange | https://stackoverflow.com/questions/44206782/do-i-commit-the-package-lock-json-file-created-by-npm-5 | Do I commit the package-lock.json file created by npm 5? | finance | scala | mongodb | Design a production API for a mongodb application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Do I commit the package-lock.json file created by npm 5?", "source_url": "https://stackoverfl... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
67e15a3af725c5e289c0a45e | train | responsive_design | npm | https://www.npmjs.com/package/three | three | dashboard | cpp | python | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
4688eec1609ad5385b552a6b | train | component_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | finance | swift | authorization | Design reusable UI components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
5bdadbec52d6918df798151a | train | dependency_management_experience | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | portfolio | php | data_structures | Perform a deep developer-experience analysis for a php project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | === 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 | |
c5058da54fa59412c56f7232 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2eb9284fe496d0cc1a8ab0cb | train | refactoring_observability | pypi | https://pypi.org/project/fastapi/ | fastapi | admin_panel | cpp | authentication | Refactor a cpp system related to authentication. Focus on refactoring observability. | {"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... | === 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 | |
858a707703a92015a24283fa | train | react_generation | gitlab | https://gitlab.com/ironfox-oss/IronFox | ironfox-oss/IronFox | productivity | typescript | user_experience | 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": "ironfox-oss/IronFox", "source_url": "https://gitlab.com/ironfox-oss/IronFox", "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 |
48bab81aff07ea305eb701af | train | dx_analysis | web_docs | https://git-scm.com/doc | Git Documentation | finance | dart | html | Perform a deep developer-experience analysis for a dart project involving html. | {"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. 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 | |
94b5459ef8a675cf465b603b | train | design_components | npm | https://www.npmjs.com/package/prettier | prettier | analytics | html | graphql | Create a component architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c7a7dd21d1efc4638f3d6ef7 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | java | sql | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b4839eda6c1e358b3257ede7 | train | security_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
2fd3e84a9ca546f1be7d67bb | train | data_structure_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | saas | swift | frontend | Design a data structure in swift for frontend. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
0dafabb0dd3a35c721e748f8 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | cpp | authentication | Find and summarize the relevant documentation for authentication. | {"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... | === RELEVANT DOCS ===
- Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
- 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 wh... | web-research-coding-5m-1.1.0 | |
caf7d3df0df559b0c185d93e | train | nextjs_generation | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | ecommerce | c | distributed_systems | Design a Next.js architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | 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 |
cca9d145daaa6e569d7e7f8a | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | javascript | algorithms | Perform a deep multi-layer analysis of algorithms for a portfolio using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
30af9eec4fa38f35763efb2d | train | multi_hop_research | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | productivity | javascript | observability | Perform multi-hop research about observability: 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": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | === HOP 1 ===
Start at: tensorflow/tensorflow
https://github.com/tensorflow/tensorflow
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 worka... | web-research-coding-5m-1.1.0 | |
5f3a4ae91d68cdedb94ba7d9 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | html | backend | Design a landing page for a backend 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 | |
79041d01c3a9d97cf4e31bf1 | train | accessibility_fix | npm | https://www.npmjs.com/package/prettier | prettier | landing_page | go | backend | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
ed676786c7ca42bd31d664f4 | train | product_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | dart | data_engineering | Perform a deep multi-layer analysis of data_engineering for a blog using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
4459e79fc53c45652e33521c | train | code_explanation | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | dashboard | dart | devops | Explain a dart implementation related to devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
816243c147652ae1e53b3f24 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | dart | sql | Create responsive CSS for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
58dc86e61d404c9cbf6a37ff | train | landing_page | pypi | https://pypi.org/project/transformers/ | transformers | landing_page | css | microservices | Design a landing page for a microservices product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
db2cef008b3f8767862c93e6 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | rust | docker | Refactor a rust system related to docker. Focus on refactoring maintainability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
9dad28cde1d4f67bb33da7f8 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/2906582/how-do-i-create-an-html-button-that-acts-like-a-link | How do I create an HTML button that acts like a link? | finance | scala | rest_api | Create a web-performance optimization plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create an HTML button that acts like a link?", "source_url": "https://stackoverflow.... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
6a368e09a770476dd301471d | train | repository_dependency_analysis | pypi | https://pypi.org/project/pandas/ | pandas | productivity | cpp | typescript | Perform a deep multi-layer analysis of typescript for a productivity 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": "pandas", "source_url": "https://pypi.org/project/pandas/", "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 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
870246daf51831bc2e154403 | train | code_explanation | pypi | https://pypi.org/project/pytest/ | pytest | portfolio | typescript | debugging | Explain a typescript implementation related to debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
54116040b007372d8a264951 | train | component_design | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | marketplace | kotlin | distributed_systems | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BigScienceBiasEval/crows_pairs_multilingual", "source_url": "https://huggingface.co/datasets/... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
54d809e080507bed2f9f3fea | train | refactoring_testability | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | java | ci_cd | Refactor a java system related to ci_cd. Focus on refactoring testability. | {"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": "... | === 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 | |
8d34f53a73afc04c857a9cca | train | fact_verification | npm | https://www.npmjs.com/package/react | react | marketplace | css | authentication | Verify a technical claim about authentication. | {"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... | === CLAIM ===
A common claim about authentication.
=== 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 / contex... | web-research-coding-5m-1.1.0 | |
343933ff1108db3f1c96338d | train | security_review | pypi | https://pypi.org/project/gradio/ | gradio | education | shell | distributed_systems | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
2514d796cf1f18fa7203ff9c | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses | Why does Google prepend while(1); to their JSON responses? | documentation | scala | developer_experience | Perform a deep multi-layer analysis of developer_experience for a documentation using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does Google prepend while(1); to their JSON responses?", "source_url": "https://stackover... | === 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 'Why does Google prepend while(1); to their JSON responses?' as a sour... | web-research-coding-5m-1.1.0 | |
dd58cd62f3d2b3e160d1158f | train | source_selection | stackexchange | https://stackoverflow.com/questions/4906977/how-can-i-access-environment-variables-in-python | How can I access environment variables in Python? | portfolio | swift | developer_experience | Select the most reliable sources to research developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I access environment variables in Python?", "source_url": "https://stackoverflow.com/... | === 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 | |
ad470c889e20c0d4d810ee16 | train | repository_documentation | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | productivity | shell | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'encode/django-rest-framework' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
f8dfea949a36eb7c115cd166 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | java | web_accessibility | 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
9e6c5afc2f34138e77da0ee3 | train | debugging | codeberg | https://codeberg.org/Ypman/100-exercises-to-learn-rust | Ypman/100-exercises-to-learn-rust | productivity | swift | nodejs | Create a realistic swift debugging problem involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ypman/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/Ypman/100-exercises-t... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
cc849a9f1d591dc2e4fea97a | train | risk_analysis | npm | https://www.npmjs.com/package/hono | hono | analytics | sql | postgresql | Perform a deep multi-layer analysis of postgresql for a analytics 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
eb31fd8f72fecf6f4c8c1695 | train | responsive_design | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | landing_page | html | api_design | Create a responsive design strategy for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
6029652fccd20db81db6b903 | train | ui_design | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | documentation | c | css | Design a production-quality UI for a documentation focused on css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
2b7b65c769cb939748d19216 | train | html_generation | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/McEval | Multilingual-Multimodal-NLP/McEval | documentation | kotlin | data_structures | Create semantic HTML for a documentation about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/McEval", "source_url": "https://huggingface.co/datasets/Multiling... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
a8d8e9d1e0919b5bddf0f0a9 | train | dependency_impact_analysis | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | blog | html | nodejs | Perform a deep multi-layer analysis of nodejs for a blog using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | === 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 'TheAlgorithms/C-Plus-Plus' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
1b673010fe35eb7265701607 | train | search_intent_classification | github | https://github.com/ElemeFE/element | ElemeFE/element | community | php | rest_api | Classify the search intent for a query about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | === 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 ===
"rest_api vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
ddc6ccda20cbb0aa3bbb6648 | train | system_analysis | huggingface | https://huggingface.co/datasets/SciCodePile/SciCode-Programming-Problems | SciCodePile/SciCode-Programming-Problems | education | cpp | documentation | Perform a deep multi-layer analysis of documentation for a education 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": "SciCodePile/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/Sci... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'SciCodePile/SciCode-Programming-Problems' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
f10530a68edc9e04e1d0c431 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/3437059/does-python-have-a-string-contains-substring-method | Does Python have a string 'contains' substring method? | dashboard | shell | serverless | Perform a deep multi-layer analysis of serverless for a dashboard using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a string 'contains' substring method?", "source_url": "https://stack... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Does Python have a string 'contains' substring method?' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
1a6ecfdd3c7dc0a720a33351 | train | repository_understanding | web_docs | https://react.dev/ | React Documentation | ecommerce | dart | testing | Perform a deep multi-layer analysis of testing 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
67e8f561da0248754192f8d2 | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | javascript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'Performance' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
8e37dbb7aaf4ce1a8f73df26 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | go | machine_learning | Create a production coding task in go for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
0ff9d30a963baa94b584b54b | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | swift | sql | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
2879df75aa36d1d8853140c8 | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/multimodal-reasoning-lab/Competitive-Programming | multimodal-reasoning-lab/Competitive-Programming | ecommerce | kotlin | software_architecture | Refactor a kotlin system related to software_architecture. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multimodal-reasoning-lab/Competitive-Programming", "source_url": "https://huggingface.co/data... | === 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 | |
d6115300254eef7af34e0281 | train | debugging_experience | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | admin_panel | dart | developer_experience | Perform a deep developer-experience analysis for a dart project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | === 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 | |
e137d5c3813681543145933a | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/6084360/using-node-js-as-a-simple-web-server | Using Node.js as a simple web server | finance | go | documentation | Refactor a go system related to documentation. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js as a simple web server", "source_url": "https://stackoverflow.com/questions/608... | === 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 | |
6e159f087d6952e1e93eb72a | train | design_consistency | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | community | kotlin | devops | Audit design consistency across a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
08147837a3b0d7a79240ce67 | train | api_design | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | dashboard | dart | developer_experience | Design a production API for a developer_experience application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
6f43f9f25a0f6e8fc07d095e | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | kotlin | ci_cd | Perform a deep developer-experience analysis for a kotlin project involving 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... | === 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 | |
1f9ebedb96bab5cc2366c3e0 | train | interaction_design | huggingface | https://huggingface.co/datasets/jeffmeloy/python_documentation_code | jeffmeloy/python_documentation_code | developer_tool | rust | authentication | Design interaction states for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jeffmeloy/python_documentation_code", "source_url": "https://huggingface.co/datasets/jeffmelo... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
7015ac98715b5c58e9d2e33f | train | cli_experience | huggingface | https://huggingface.co/datasets/togethercomputer/CoderForge-Preview | togethercomputer/CoderForge-Preview | developer_tool | ruby | typescript | Perform a deep developer-experience analysis for a ruby project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "togethercomputer/CoderForge-Preview", "source_url": "https://huggingface.co/datasets/together... | === 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 | |
dfb6c4a4d0046e4f67209c93 | train | dependency_impact_analysis | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | productivity | rust | security | Perform a deep multi-layer analysis of security for a productivity 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": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | === 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 'bytedance/deer-flow' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
f0d44a7b8c0031ebb299f625 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | html | javascript | Perform a deep multi-layer analysis of javascript for a portfolio using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f0e14e0e451c7e0444ec8081 | train | nextjs_generation | gitlab | https://gitlab.com/paolobenve/myphotoshare | paolobenve/myphotoshare | finance | scala | kubernetes | Design a Next.js architecture for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "paolobenve/myphotoshare", "source_url": "https://gitlab.com/paolobenve/myphotoshare", "source... | 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 |
57719a602746288a475a8725 | train | visual_hierarchy | codeberg | https://codeberg.org/import-benjamin/.dotfiles | import-benjamin/.dotfiles | documentation | dart | api_design | Improve visual hierarchy in a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "import-benjamin/.dotfiles", "source_url": "https://codeberg.org/import-benjamin/.dotfiles", "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
9dff50f8d5489d154e11b410 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined | Is there a way to check for both `null` and `undefined`? | analytics | scala | rest_api | Perform a deep multi-layer analysis of rest_api for a analytics using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to check for both `null` and `undefined`?", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'Is there a way to check for both `null` and `undefined`?' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
cf2ee8916bfe304c48f2cb54 | train | error_message_design | github | https://github.com/facebook/docusaurus | facebook/docusaurus | community | css | security | Perform a deep developer-experience analysis for a css project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/docusaurus", "source_url": "https://github.com/facebook/docusaurus", "source_type": ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
fb921c1c80511ace31dcc481 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | finance | python | data_engineering | Perform a deep multi-layer analysis of data_engineering 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": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'How to round to at most 2 decimal places, if necessary' as a source anchor an... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e8ad252b10ba41d803d24555 | train | security_review | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | finance | c | open_source | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
06846fac6a3ad59ec747d639 | train | refactoring | pypi | https://pypi.org/project/pydantic/ | pydantic | dashboard | swift | nodejs | Create a production coding task in swift for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
f17c87f8a3247244dd2acc21 | train | source_selection | stackexchange | https://stackoverflow.com/questions/57237352/what-does-unsqueeze-do-in-pytorch | What does "unsqueeze" do in Pytorch? | landing_page | rust | redis | Select the most reliable sources to research redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "unsqueeze" do in Pytorch?", "source_url": "https://stackoverflow.com/que... | === 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 | |
18bd9ff94a1e8dfcedada402 | train | deployment_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | community | html | computer_vision | Perform a deep developer-experience analysis for a html project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4af5857fb5c336997238a758 | train | documentation_page | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | dashboard | typescript | user_experience | Design a developer documentation page for user_experience. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
399bf10fc3d0d52781292a68 | train | information_architecture | huggingface | https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style | TokenBender/code_instructions_122k_alpaca_style | finance | typescript | distributed_systems | Design the information architecture for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TokenBender/code_instructions_122k_alpaca_style", "source_url": "https://huggingface.co/datas... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
c1f7894d28414282b17b9769 | train | repository_dependency_analysis | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | community | scala | open_source | Perform a deep multi-layer analysis of open_source for a community using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'blue-dragon/laravel-routes' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
9e8e21b0a58c27a680d6e707 | train | repository_architecture | npm | https://www.npmjs.com/package/three | three | search_interface | javascript | algorithms | Perform a deep multi-layer analysis of algorithms for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
95d5c85e1b84fcfb111d7b6f | train | search_query_rewrite | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | community | php | deep_learning | Rewrite and improve a vague search query about deep_learning 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": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "source_type"... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
be80772747d0192d1e666106 | train | research_summary | pypi | https://pypi.org/project/flask/ | flask | education | python | nextjs | Summarize the current state of knowledge about nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === OVERVIEW ===
nextjs in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
flask (https://pypi.org... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3013b25b83961a5cf3c0491a | train | performance_fix | github | https://github.com/DavidHDev/react-bits | DavidHDev/react-bits | education | java | database | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DavidHDev/react-bits", "source_url": "https://github.com/DavidHDev/react-bits", "source_type"... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
c38bf4601b571a4bc7e786fe | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | swift | software_architecture | Perform a deep developer-experience analysis for a swift project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e0bf00273eb0ca899931ba11 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | python | observability | Refactor a python system related to observability. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
353bbe816e1ca787f637c1f4 | train | javascript_generation | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data | Human-Centric-Machine-Learning/strategic-ttc-data | developer_tool | dart | cloud | Implement JavaScript interactions for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/strategic-ttc-data", "source_url": "https://huggingface.co/dat... | 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 |
d8d2bfd5775de97000672dcd | train | source_comparison | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset | Multilingual-Multimodal-NLP/IfEvalCode-testset | ecommerce | sql | algorithms | Compare multiple sources about algorithms and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/IfEvalCode-testset", "source_url": "https://huggingface.co/datase... | === SOURCES ===
- Multilingual-Multimodal-NLP/IfEvalCode-testset (https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting c... | web-research-coding-5m-1.1.0 |
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