id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3f27025e42d7be04ab4ce7f7 | train | source_selection | github | https://github.com/eriklindernoren/ML-From-Scratch | eriklindernoren/ML-From-Scratch | portfolio | cpp | documentation | Select the most reliable sources to research documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eriklindernoren/ML-From-Scratch", "source_url": "https://github.com/eriklindernoren/ML-From-S... | === 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 | |
ebbe97b8210d270a08066e9f | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/37949981/call-child-method-from-parent | Call child method from parent | marketplace | scala | frontend | Design a data structure in scala for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Call child method from parent", "source_url": "https://stackoverflow.com/questions/37949981/c... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
2836301b441477742305232a | train | debugging | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/McEval | Multilingual-Multimodal-NLP/McEval | portfolio | java | ci_cd | Create a realistic java debugging problem involving ci_cd. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
4233082770929572102ce9d2 | train | deep_technical_analysis | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | finance | typescript | nextjs | Perform a deep multi-layer analysis of nextjs for a finance using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'mysterysd.sd/WZML-X' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
24f7e33d8cad56b2207bbb26 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/21194934/how-to-create-a-directory-if-it-doesnt-exist-using-node-js | How to create a directory if it doesn't exist using Node.js | documentation | swift | serverless | Design the information architecture for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to create a directory if it doesn't exist using Node.js", "source_url": "https://stac... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
6214e27f5be5d0a17a7e475a | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/37937984/git-refusing-to-merge-unrelated-histories-on-rebase | Git refusing to merge unrelated histories on rebase | productivity | python | open_source | Perform a deep multi-layer analysis of open_source for a productivity 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": "Git refusing to merge unrelated histories on rebase", "source_url": "https://stackoverflow.co... | === 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 'Git refusing to merge unrelated histories on rebase' as a source anchor and identify re... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3b2111aa6e76a75777e1f99b | train | css_generation | npm | https://www.npmjs.com/package/jest | jest | social_app | swift | fullstack | Create responsive CSS for a social_app. | {"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":... | 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 |
d28788c095c747607af613c3 | train | refactoring_performance | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | rust | ci_cd | Refactor a rust system related to ci_cd. Focus on refactoring performance. | {"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":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c3ba3ef896dd3859b6618b0f | train | refactoring_api | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-4096 | AkshithAI/starcoderdata-javascript-ctx-4096 | portfolio | cpp | machine_learning | Refactor a cpp system related to machine_learning. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-4096", "source_url": "https://huggingface.co/datasets/... | === 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 | |
bda116071e3e57ad0f077fc6 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/9834689/how-can-i-see-the-differences-between-two-branches | How can I see the differences between two branches? | portfolio | php | rest_api | Design the information architecture for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I see the differences between two branches?", "source_url": "https://stackoverflow.co... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
5cc53703f4ac181fdf7ef689 | train | interaction_design | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-answer | joey234/mmlu-machine_learning-neg-answer | social_app | go | nodejs | Design interaction states for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-answer", "source_url": "https://huggingface.co/datasets/joe... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d157ba109201a0df7c365118 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | shell | machine_learning | Refactor a shell system related to machine_learning. Focus on refactoring scalability. | {"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", "... | === 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 | |
8301a633c0418d715558e8dc | train | form_ui | github | https://github.com/microsoft/playwright | microsoft/playwright | ecommerce | javascript | kubernetes | Design an accessible form for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/playwright", "source_url": "https://github.com/microsoft/playwright", "source_type"... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
bb5efd3b721f6d28e2e7acce | train | debugging | web_docs | https://git-scm.com/doc | Git Documentation | community | html | nextjs | Create a realistic html debugging problem involving nextjs. | {"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", ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
292e1afeb2daff67ba75bef4 | train | interaction_design | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | blog | java | developer_experience | 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d94dde2c7a86af39fd4aaa28 | train | design_components | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-15lang | artur-muratov/multilingual-speech-commands-15lang | education | typescript | frontend | Create a component architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "artur-muratov/multilingual-speech-commands-15lang", "source_url": "https://huggingface.co/dat... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
47d3eda54e11cc112f765005 | 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? | blog | cpp | user_experience | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 |
db2257cf1e1615879f8c607e | train | multi_hop_research | pypi | https://pypi.org/project/django/ | django | blog | rust | python | Perform multi-hop research about python: 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === HOP 1 ===
Start at: django
https://pypi.org/project/django/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ... | web-research-coding-5m-1.1.0 | |
bee4562ab465e775206a539b | train | ux_analysis | pypi | https://pypi.org/project/streamlit/ | streamlit | productivity | html | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a productivity 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": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'streamlit' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
ffb30ff17351dcdc084b3f16 | train | refactoring_testability | pypi | https://pypi.org/project/pydantic/ | pydantic | community | css | javascript | Refactor a css system related to javascript. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
f4d48a0cf70ba9c0f74922c3 | train | ux_analysis | gitlab | https://gitlab.com/paolobenve/myphotoshare | paolobenve/myphotoshare | education | kotlin | developer_experience | Perform a deep multi-layer analysis of developer_experience for a education using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "paolobenve/myphotoshare", "source_url": "https://gitlab.com/paolobenve/myphotoshare", "source... | === 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 'paolobenve/myphotoshare' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
bacbcde4d0de87915b7272da | train | design_review | npm | https://www.npmjs.com/package/express | express | community | c | deep_learning | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
ffa7359cd3adb66b251570f7 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/4181861/message-src-refspec-master-does-not-match-any-when-pushing-commits-in-git | Message 'src refspec master does not match any' when pushing commits in Git | education | go | algorithms | Perform a deep multi-layer analysis of algorithms for a education 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": "Message 'src refspec master does not match any' when pushing commits in Git", "source... | === 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 'Message 'src refspec master does not match any' when pushing commits in Git' as a... | web-research-coding-5m-1.1.0 | |
bea8908e1c5653a00c517a3e | train | performance_analysis | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | blog | c | algorithms | Perform a deep multi-layer analysis of algorithms for a blog using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | === 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 'jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
421eb31f6feba9de64dc1fe5 | train | dashboard | github | https://github.com/jobbole/awesome-python-cn | jobbole/awesome-python-cn | landing_page | go | deep_learning | Design a production dashboard for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jobbole/awesome-python-cn", "source_url": "https://github.com/jobbole/awesome-python-cn", "so... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
99e9d7b0d63cf8f6db00ddd8 | train | system_analysis | codeberg | https://codeberg.org/UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | landing_page | scala | security | Perform a deep multi-layer analysis of security for a landing_page using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy", "source_url": "https://codeberg.... | === 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 'UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
d9c897aa472a99bdd0443f63 | train | code_explanation | pypi | https://pypi.org/project/requests/ | requests | marketplace | sql | nextjs | Explain a sql implementation related to nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
9f935bad8298d41b41cab43c | train | refactoring_testability | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | dashboard | java | rest_api | Refactor a java system related to rest_api. Focus on refactoring testability. | {"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... | === 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 | |
f6bd9b27ab63abf1cb0a9ba1 | train | deep_technical_analysis | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | search_interface | swift | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a search_interface 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": "osp-group/flask-nginx-rtmp-manager", "source_url": "https://gitlab.com/osp-group/flask-nginx-... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'osp-group/flask-nginx-rtmp-manager' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
42baa246f0d2ef9cdee2ea34 | train | fact_verification | pypi | https://pypi.org/project/django/ | django | dashboard | php | rest_api | Verify a technical claim about rest_api. | {"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":... | === CLAIM ===
A common claim about rest_api.
=== 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-depe... | web-research-coding-5m-1.1.0 | |
0ea13de0756866c40966e114 | train | interaction_design | stackexchange | https://stackoverflow.com/questions/18111657/how-to-get-names-of-enum-entries | How to get names of enum entries? | marketplace | ruby | authorization | Design interaction states 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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
5ce0ee5fc283df775f0164f3 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | marketplace | swift | documentation | Perform multi-hop research about documentation: 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": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === HOP 1 ===
Start at: ceyron/machine-learning-and-simulation
https://huggingface.co/datasets/ceyron/machine-learning-and-simulation
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 rea... | web-research-coding-5m-1.1.0 | |
2bf3523d423ae1106d0ad255 | train | refactoring_observability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | search_interface | sql | web_performance | Refactor a sql system related to web_performance. Focus on refactoring observability. | {"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 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 | |
bbc0b842b5dbd1443f05e3f9 | train | integration_testing | huggingface | https://huggingface.co/datasets/Omar-keita/Machine-Learning-Socratic-Dataset | Omar-keita/Machine-Learning-Socratic-Dataset | documentation | php | user_experience | Design integration tests for a php system involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Omar-keita/Machine-Learning-Socratic-Dataset", "source_url": "https://huggingface.co/datasets... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
0484fd6d16d599c944c85089 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/43040721/how-to-update-nested-state-properties-in-react | How to update nested state properties in React | search_interface | scala | web_accessibility | Perform a deep developer-experience analysis for a scala project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to update nested state properties in React", "source_url": "https://stackoverflow.com/que... | === 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 | |
c73ed491d47fb3b234c55985 | train | accessibility_fix | npm | https://www.npmjs.com/package/playwright | playwright | finance | javascript | frontend | Create an accessibility remediation plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
bd982fbd3b754e5e60adc92a | train | multi_hop_research | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | search_interface | html | web_accessibility | Perform multi-hop research about web_accessibility: 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": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | === HOP 1 ===
Start at: to-be-continuous/python
https://gitlab.com/to-be-continuous/python
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and w... | web-research-coding-5m-1.1.0 | |
521a5afa9c0177f3228b4a8e | train | maintainability_analysis | npm | https://www.npmjs.com/package/fastify | fastify | search_interface | java | design_system | Perform a deep multi-layer analysis of design_system for a search_interface using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
372719efa94c50e1168f21d9 | train | typescript_generation | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | php | authentication | Implement TypeScript logic for a analytics. | {"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... | 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 |
c24da2616fb56b0f9f25f6cb | train | visual_hierarchy | 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? | productivity | javascript | data_structures | Improve visual hierarchy in a productivity. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
37ebd00ba32aea99e06877f6 | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | c | deep_learning | Perform a deep developer-experience analysis for a c project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8ee70a2e2db33b0dc81c44ac | train | ux_analysis | pypi | https://pypi.org/project/numpy/ | numpy | education | php | ci_cd | Perform a deep multi-layer analysis of ci_cd for a education using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
7fedba9c0cfd546706574953 | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/34570758/why-do-we-need-middleware-for-async-flow-in-redux | Why do we need middleware for async flow in Redux? | social_app | rust | python | Perform a deep multi-layer analysis of python for a social_app 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": "Why do we need middleware for async flow in Redux?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'Why do we need middleware for async flow in Redux?' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
fb839195ad87d622e07c04a8 | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | css | documentation | Perform a deep multi-layer analysis of documentation 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
11c4582e88daed33b0d390d8 | train | error_message_design | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | search_interface | 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": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | === 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 | |
cbe545b67fdd5b8c46f42af8 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | community | c | react | Perform a deep multi-layer analysis of react for a community using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries", "sour... | === 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 'AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries' as a source ... | web-research-coding-5m-1.1.0 | |
14b64d2e49e9acb1ae5ca366 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/ajibawa-2023/JavaScript-Code-Large | ajibawa-2023/JavaScript-Code-Large | saas | php | open_source | Extract verifiable evidence about open_source from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ajibawa-2023/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/ajibawa-2... | === SOURCE ===
ajibawa-2023/JavaScript-Code-Large
https://huggingface.co/datasets/ajibawa-2023/JavaScript-Code-Large
=== 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 cla... | web-research-coding-5m-1.1.0 | |
73b7977bcdac71acb6890709 | train | unit_testing | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | marketplace | css | python | Create a unit-testing strategy for css code involving python. | {"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", ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3594091b4306debb5c0c1304 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/allenai/multilingual_mbpp | allenai/multilingual_mbpp | education | python | devops | Perform a deep developer-experience analysis for a python project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "allenai/multilingual_mbpp", "source_url": "https://huggingface.co/datasets/allenai/multilingu... | === 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 |
11f341cbe7fc07161451b943 | train | security_analysis | npm | https://www.npmjs.com/package/eslint | eslint | documentation | javascript | kubernetes | Perform a deep multi-layer analysis of kubernetes for a documentation 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
b5b69d621869e0b307e70ce7 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | swift | authentication | Perform a deep multi-layer analysis of authentication for a developer_tool 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
71a1f0a8e00d1bee6091608a | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | productivity | shell | sql | Find and summarize the relevant documentation for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | === RELEVANT DOCS ===
- Error message "error:0308010C:digital envelope routines::unsupported"
https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
... | web-research-coding-5m-1.1.0 | |
91f1cb55087e2e5a052c8016 | train | evidence_extraction | gitlab | https://gitlab.com/hnickisch/gpml-matlab | hnickisch/gpml-matlab | ecommerce | html | react | Extract verifiable evidence about react from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hnickisch/gpml-matlab", "source_url": "https://gitlab.com/hnickisch/gpml-matlab", "source_typ... | === SOURCE ===
hnickisch/gpml-matlab
https://gitlab.com/hnickisch/gpml-matlab
=== 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 vers... | web-research-coding-5m-1.1.0 | |
ed5ec4debf65e1303216f85b | train | algorithm_design | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | analytics | shell | frontend | Design a shell algorithm for a frontend problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
32f9e76d7e94cea9fc6abdc2 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | swift | cloud | Create a component architecture for a ecommerce. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
54252edb64ceb1f6b50db813 | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | html | postgresql | Perform a deep multi-layer analysis of postgresql for a search_interface 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
606749bf87671f04b412a469 | train | css_generation | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | saas | scala | kubernetes | Create responsive CSS for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | 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 |
5854c2e0db828cdb7dfe7cbb | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | java | kubernetes | Implement TypeScript logic for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | 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 |
20ab4d59fdac5d07764b2595 | train | css_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | kotlin | html | Create responsive CSS for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Use 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 |
1b21ce9d9ec140444c55f10b | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | css | web_accessibility | Perform a deep developer-experience analysis for a css project involving web_accessibility. | {"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 | |
dea8e26a315e0496356e0ef0 | train | dashboard | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | social_app | c | security | Design a production dashboard for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
bd23b9f5c32f753c9b399b2a | train | javascript_generation | codeberg | https://codeberg.org/mclare/2019-python-pandas | mclare/2019-python-pandas | blog | kotlin | serverless | Implement JavaScript interactions for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mclare/2019-python-pandas", "source_url": "https://codeberg.org/mclare/2019-python-pandas", "... | 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 |
539e6addd7ace8ea5a300865 | train | build_experience | pypi | https://pypi.org/project/torch/ | torch | saas | python | data_structures | Perform a deep developer-experience analysis for a python project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c65274372695deb6c08cad56 | train | source_comparison | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | finance | dart | data_engineering | Compare multiple sources about data_engineering 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": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | === SOURCES ===
- nomic-ai/cornstack-javascript-v1 (https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause... | web-research-coding-5m-1.1.0 | |
4994ddc18667ecb5eea3f053 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | kotlin | fullstack | Perform a production code review of kotlin code related to fullstack. | {"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 correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
fb4fb2244453389906c7147e | train | design_consistency | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | documentation | python | software_architecture | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
78e4f039c424d9346c7babd6 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/15292278/how-do-i-remove-an-array-item-in-typescript | How do I remove an array item in TypeScript? | landing_page | python | nlp | Create a unit-testing strategy for python code involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove an array item in TypeScript?", "source_url": "https://stackoverflow.com/quest... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2d755d970f22be27c81860c7 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | scala | web_accessibility | Write an effective web search query to research the topic: web_accessibility. | {"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... | === QUERY ===
web_accessibility best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- web_accessibility
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official docume... | web-research-coding-5m-1.1.0 | |
3e7a7828b8cc450c8dedf67b | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset | dominexmacedon/Puma-Programming-Language-Dataset | ecommerce | c | rest_api | Perform a deep developer-experience analysis for a c project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dominexmacedon/Puma-Programming-Language-Dataset", "source_url": "https://huggingface.co/data... | === 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 | |
54e73e7707cc43c67fde2b7b | train | typescript_generation | web_docs | https://go.dev/doc/ | Go Documentation | dashboard | php | distributed_systems | Implement TypeScript logic for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | 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 |
7dd2f7489dd2d4caf6535f7a | train | local_development_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | search_interface | javascript | documentation | Perform a deep developer-experience analysis for a javascript project involving documentation. | {"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 | |
72efd01eef56af391d21a2c3 | train | web_search_query | codeberg | https://codeberg.org/codingotaku/7-Segment-Digital-Matrix-Rain | codingotaku/7-Segment-Digital-Matrix-Rain | developer_tool | java | testing | Write an effective web search query to research the topic: testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codingotaku/7-Segment-Digital-Matrix-Rain", "source_url": "https://codeberg.org/codingotaku/7... | === QUERY ===
testing best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- testing
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
893ddf0d24c73911733ab9ad | train | maintainability_analysis | gitlab | https://gitlab.com/robocup-sim/JaSMIn | robocup-sim/JaSMIn | search_interface | scala | graphql | Perform a deep multi-layer analysis of graphql for a search_interface 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": "robocup-sim/JaSMIn", "source_url": "https://gitlab.com/robocup-sim/JaSMIn", "source_type": "r... | === 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 'robocup-sim/JaSMIn' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
19f9086d740572a62c23a404 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | shell | fullstack | Create a production coding task in shell for fullstack. | {"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": "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
599544d4e410f11dda990ec1 | train | refactoring_modularization | web_docs | https://go.dev/doc/ | Go Documentation | community | java | observability | Refactor a java system related to observability. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
da353529dfba603ccd571dc5 | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/7073484/how-do-css-triangles-work | How do CSS triangles work? | documentation | shell | devops | Refactor a shell system related to devops. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do CSS triangles work?", "source_url": "https://stackoverflow.com/questions/7073484/how-d... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
e6f99baf815e85fa30ff7907 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/419163/what-does-if-name-main-do | What does if __name__ == "__main__": do? | productivity | shell | frontend | Perform a deep multi-layer analysis of frontend 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": "What does if __name__ == "__main__": do?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'What does if __name__ == "__main__": do?' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
70f7f08ad2d3161ff37f8fb5 | train | component_design | stackexchange | https://stackoverflow.com/questions/448271/what-is-init-py-for | What is __init__.py for? | search_interface | java | backend | Design reusable UI components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is __init__.py for?", "source_url": "https://stackoverflow.com/questions/448271/what-is-... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
2839fc282f6aefd54745626f | train | refactoring_readability | gitlab | https://gitlab.com/reubenlillie/eleventy-dot-js-blog | reubenlillie/eleventy-dot-js-blog | portfolio | python | debugging | Refactor a python system related to debugging. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reubenlillie/eleventy-dot-js-blog", "source_url": "https://gitlab.com/reubenlillie/eleventy-d... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c498fb8d0922dc5ac520242c | train | refactoring_dependency | npm | https://www.npmjs.com/package/vitest | vitest | productivity | java | database | Refactor a java system related to database. Focus on refactoring dependency. | {"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... | === 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 | |
eb11622f166616429ffe6c32 | train | debugging_experience | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13 | GudduButt/schemaforge-machine-learning-research-13 | search_interface | kotlin | graphql | Perform a deep developer-experience analysis for a kotlin project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-machine-learning-research-13", "source_url": "https://huggingface.co/da... | === 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 | |
1ebe8b0d584626d65c77e00c | train | security_review | npm | https://www.npmjs.com/package/webpack | webpack | finance | ruby | javascript | 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
0c64fdf616bbadf2434e7384 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | sql | frontend | Refactor a sql system related to frontend. Focus on refactoring security. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
87b28f6252f06228cf9dbcec | train | tradeoff_analysis | gitlab | https://gitlab.com/MrTREX/lineage2ts | MrTREX/lineage2ts | productivity | python | user_experience | Perform a deep multi-layer analysis of user_experience for a productivity 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": "MrTREX/lineage2ts", "source_url": "https://gitlab.com/MrTREX/lineage2ts", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'MrTREX/lineage2ts' as a source anchor and identify relevant APIs, dependencies,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1200a73f904497d3ddf2f7b1 | train | design_to_code | huggingface | https://huggingface.co/datasets/Delcastillo8/machine_learning_project | Delcastillo8/machine_learning_project | education | typescript | react | Translate a education design into maintainable typescript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Delcastillo8/machine_learning_project", "source_url": "https://huggingface.co/datasets/Delcas... | 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 | |
69387f47bd8c6aeee9e6b96a | train | system_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | community | rust | open_source | Perform a deep multi-layer analysis of open_source for a community 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
f31c736b995a71569e4fc400 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | scala | nextjs | Perform a deep developer-experience analysis for a scala project involving nextjs. | {"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 | |
5a2c789bffd32a7e62bb85ad | train | refactoring_security | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | finance | kotlin | data_structures | Refactor a kotlin system related to data_structures. Focus on refactoring security. | {"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", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
c7c5d17d6ae15e4793863e89 | train | local_development_experience | npm | https://www.npmjs.com/package/vitest | vitest | search_interface | 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6457773e299dd98e5fd4ba30 | train | deployment_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | blog | shell | open_source | Perform a deep developer-experience analysis for a shell project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. 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 | |
41df56f7276935fc37e55b85 | train | interaction_design | npm | https://www.npmjs.com/package/axios | axios | productivity | rust | sql | Design interaction states for a productivity. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
246d017f88c2dcddcc447509 | train | fact_verification | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | community | ruby | backend | Verify a technical claim about backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lexxy23/_cargo-index", "source_url": "https://codeberg.org/lexxy23/_cargo-index", "source_typ... | === CLAIM ===
A common claim about backend.
=== 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-depen... | web-research-coding-5m-1.1.0 | |
1f0ea82902e570ba95c1e617 | train | testing_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | social_app | swift | api_design | Perform a deep developer-experience analysis for a swift project involving api_design. | {"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 | |
c2bd2df9a1039040ca1d476c | train | refactoring_maintainability | gitlab | https://gitlab.com/hnickisch/gpml-matlab | hnickisch/gpml-matlab | landing_page | kotlin | html | Refactor a kotlin system related to html. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hnickisch/gpml-matlab", "source_url": "https://gitlab.com/hnickisch/gpml-matlab", "source_typ... | === 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 | |
688c358dfb6dc4022140852a | train | accessibility_fix | npm | https://www.npmjs.com/package/prettier | prettier | analytics | go | web_performance | Create an accessibility remediation plan 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", ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
c4730dcdc8fad2be345e1be9 | train | design_tokens | 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 | productivity | dart | computer_vision | Create design tokens for a productivity. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1f2f58d3d1efd9c30b561a7e | train | code_explanation | pypi | https://pypi.org/project/pytest/ | pytest | blog | swift | frontend | Explain a swift implementation related to frontend. | {"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 | |
6e3234ffa15fe7e99b37d2b0 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | landing_page | sql | computer_vision | Rewrite and improve a vague search query about computer_vision 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": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | === ORIGINAL (VAGUE) ===
how to do computer_vision
=== REWRITTEN QUERIES ===
1. computer_vision official documentation guide
2. computer_vision production best practices 2025
3. computer_vision common pitfalls and solutions
4. computer_vision architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
49d1104835886868245bac09 | train | responsive_website | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | analytics | html | ci_cd | Design a complete responsive analytics for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
8314fddcb6d6a546319f68ae | train | design_review | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski | UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski | blog | dart | user_experience | Perform a professional design review of a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski", "source_url": "https://codeb... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.