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bf309d6d4c8a59dc2dfc57eb | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/5062614/how-to-decide-when-to-use-node-js | How to decide when to use Node.js? | analytics | swift | redis | Design a Next.js architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to decide when to use Node.js?", "source_url": "https://stackoverflow.com/questions/50626... | 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 |
aa2f69ac523f9079d33ca1a9 | train | interaction_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | ecommerce | cpp | graphql | Design interaction states for a ecommerce. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
5c1ebc5022a170da5d33672c | train | seo_fix | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | saas | swift | data_structures | Create an SEO improvement plan for a saas about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
03b1ff0306379aaabfb4745e | train | refactoring_scalability | web_docs | https://docs.docker.com/ | Docker Documentation | portfolio | typescript | security | Refactor a typescript system related to security. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 | |
ca3e56dcca06931fb826d305 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | landing_page | shell | microservices | Design a Next.js architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | 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 |
6878a894f393f43005beea76 | train | accessibility_fix | pypi | https://pypi.org/project/pytest/ | pytest | blog | css | algorithms | Create an accessibility remediation plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
c5ad814d92d4a78594899274 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/5411538/how-to-redirect-one-html-page-to-another-on-load | How to redirect one HTML page to another on load | search_interface | c | web_performance | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to redirect one HTML page to another on load", "source_url": "https://stackoverflow.com/q... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
06d4847a3af0a38204ab65c3 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/42790602/how-do-i-check-whether-an-array-contains-a-string-in-typescript | How do I check whether an array contains a string in TypeScript? | marketplace | html | deep_learning | Create a responsive design strategy for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check whether an array contains a string in TypeScript?", "source_url": "https://sta... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
97fd75f6378e23c60eedf4c3 | train | design_consistency | pypi | https://pypi.org/project/uvicorn/ | uvicorn | blog | python | fullstack | Audit design consistency across a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | 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 |
0116eb4f2e7297ef2fe72159 | train | technical_research | huggingface | https://huggingface.co/datasets/IFM/Code-Reasoning | IFM/Code-Reasoning | social_app | typescript | frontend | Perform a technical research task about frontend, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "IFM/Code-Reasoning", "source_url": "https://huggingface.co/datasets/IFM/Code-Reasoning", "sou... | === SCOPE ===
Technical behavior of frontend.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- IFM/Code-Reasoning (https://huggingface.co/datasets/IFM/Code-Re... | web-research-coding-5m-1.1.0 | |
e0ecd579ef9cd9c11f07d352 | train | data_structure_design | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | saas | css | caching | Design a data structure in css for caching. | {"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": ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
902b6014760bfa7a38249b6a | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/2701192/what-characters-can-be-used-for-up-down-triangle-arrow-without-stem-for-displa | What characters can be used for up/down triangle (arrow without stem) for display in HTML? | productivity | 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": "What characters can be used for up/down triangle (arrow without stem) for display in HTML?", ... | === 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 | |
31dda334e854844e502403a4 | train | refactoring_modularization | codeberg | https://codeberg.org/sanjai-shaarugesh/Advanced-media-controller | sanjai-shaarugesh/Advanced-media-controller | social_app | c | react | Refactor a c system related to react. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sanjai-shaarugesh/Advanced-media-controller", "source_url": "https://codeberg.org/sanjai-shaa... | === 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 | |
fc648077edf2b510f37baea2 | train | design_to_code | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | blog | scala | css | Translate a blog design into maintainable scala code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | 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 | |
f7ec5e498ff18cac5b9cc080 | train | design_to_code | pypi | https://pypi.org/project/django/ | django | search_interface | go | devops | Translate a search_interface design into maintainable go code. | {"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":... | 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 | |
88d03ad615c6a576b6f4e986 | train | source_comparison | pypi | https://pypi.org/project/httpx/ | httpx | search_interface | typescript | web_accessibility | Compare multiple sources about web_accessibility and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === SOURCES ===
- httpx (https://pypi.org/project/httpx/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAP... | web-research-coding-5m-1.1.0 | |
6bdb3ef8e94ec4916259fa45 | train | source_comparison | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | developer_tool | go | 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === SOURCES ===
- TypeScript Documentation (https://www.typescriptlang.org/docs/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, ... | web-research-coding-5m-1.1.0 | |
8fabee2ac00a3167d7fcf194 | train | refactoring_testability | codeberg | https://codeberg.org/fepfitra/-Dicoding--WebClock | fepfitra/-Dicoding--WebClock | documentation | ruby | redis | Refactor a ruby system related to redis. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding--WebClock", "source_url": "https://codeberg.org/fepfitra/-Dicoding--WebClo... | === 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 | |
0731b3743a9857053fc496fe | train | source_comparison | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git | UI-Programming-23-24/01-Web-basics-and-git | education | go | 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": "UI-Programming-23-24/01-Web-basics-and-git", "source_url": "https://codeberg.org/UI-Programmi... | === SOURCES ===
- UI-Programming-23-24/01-Web-basics-and-git (https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their lik... | web-research-coding-5m-1.1.0 | |
bc6d35d0adb914a1770bedb0 | train | local_development_experience | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | typescript | devops | Perform a deep developer-experience analysis for a typescript project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
bbfc511525335f77dc3e766c | train | multi_hop_research | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | dashboard | kotlin | algorithms | Perform multi-hop research about algorithms: 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": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === HOP 1 ===
Start at: ionic-team/ionic-framework
https://github.com/ionic-team/ionic-framework
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes... | web-research-coding-5m-1.1.0 | |
2e8eac92ecd07a619649fbc0 | train | design_to_code | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | dashboard | kotlin | microservices | Translate a dashboard design into maintainable kotlin code. | {"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... | 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 | |
ed0328df9b8f4e6cbf109a28 | train | research_summary | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | documentation | swift | caching | Summarize the current state of knowledge about caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation_lite", "source_url": "https://huggingface.co/datasets/livecodeb... | === OVERVIEW ===
caching 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 ===
livecodebench/code_gen... | web-research-coding-5m-1.1.0 | |
12454479449076594c1b45e0 | train | nextjs_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | admin_panel | ruby | ci_cd | Design a Next.js architecture for a admin_panel. | {"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": "... | 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 |
261c61809c5b7b5983809abe | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/41285211/overriding-interface-property-type-defined-in-typescript-d-ts-file | Overriding interface property type defined in Typescript d.ts file | landing_page | html | react | Refactor a html system related to react. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Overriding interface property type defined in Typescript d.ts file", "source_url": "https://s... | === 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 | |
8df41dc66a9e172eb0dadec8 | train | dx_analysis | gitlab | https://gitlab.com/robocup-sim/JaSMIn | robocup-sim/JaSMIn | productivity | kotlin | frontend | Perform a deep developer-experience analysis for a kotlin project involving frontend. | {"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. 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 | |
2436ac37baa1b7be21186150 | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | search_interface | cpp | testing | Design a data structure in cpp for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
40763c9fcac96615ac87c209 | train | refactoring | codeberg | https://codeberg.org/khalid_salad/100-exercises-to-learn-rust | khalid_salad/100-exercises-to-learn-rust | marketplace | ruby | design_system | Create a production coding task in ruby for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khalid_salad/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/khalid_salad/1... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
5e81191a35f5509d80560052 | train | performance_fix | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | community | html | caching | Create a web-performance optimization plan for a community. | {"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-Jack-Sweeney2", "source_url": "https://codeberg.or... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
f9d1b56614de35e0718ad9f3 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | documentation | swift | debugging | Rewrite and improve a vague search query about debugging 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": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | === ORIGINAL (VAGUE) ===
how to do debugging
=== REWRITTEN QUERIES ===
1. debugging official documentation guide
2. debugging production best practices 2025
3. debugging common pitfalls and solutions
4. debugging architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity... | web-research-coding-5m-1.1.0 | |
ae60b223877c6e75ca897e21 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/43040721/how-to-update-nested-state-properties-in-react | How to update nested state properties in React | ecommerce | sql | nextjs | Create an accessibility remediation plan for a ecommerce. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1fa2b4153f49a81de231605b | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | documentation | sql | distributed_systems | Create a scalable design system for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
05fde4fa033e8a9b67aa815b | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | go | deep_learning | Design the information architecture for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
c27988c9a45a69653d40e9e8 | train | documentation_page | huggingface | https://huggingface.co/datasets/DeveloperBishal/LLama3.2_Fine-Tune_web-development | DeveloperBishal/LLama3.2_Fine-Tune_web-development | landing_page | kotlin | html | Design a developer documentation page for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DeveloperBishal/LLama3.2_Fine-Tune_web-development", "source_url": "https://huggingface.co/da... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b1b893012b8a6214e755bf26 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/50605219/difference-between-npx-and-npm | Difference between npx and npm | search_interface | dart | data_structures | Perform a deep multi-layer analysis of data_structures for a search_interface 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": "Difference between npx and npm", "source_url": "https://stackoverflow.com/questions/50605219/... | === 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 'Difference between npx and npm' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
a311764b963a5e1871936ac6 | train | ux_design | pypi | https://pypi.org/project/pydantic/ | pydantic | landing_page | c | caching | Design the complete UX flow of a landing_page for caching. | {"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... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
23d4bd4c869633d5d3493b7d | train | refactoring_observability | github | https://github.com/react/react-native | react/react-native | ecommerce | c | css | Refactor a c system related to css. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react-native", "source_url": "https://github.com/react/react-native", "source_type": "r... | === 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 | |
5bef9c29e085e725b56c8c11 | train | ux_design | npm | https://www.npmjs.com/package/axios | axios | dashboard | kotlin | debugging | Design the complete UX flow of a dashboard for debugging. | {"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... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
b9a7eb3fd018b59dd33c355e | train | unit_testing | stackexchange | https://stackoverflow.com/questions/16670931/hide-scroll-bar-but-while-still-being-able-to-scroll | Hide scroll bar, but while still being able to scroll | documentation | go | rest_api | Create a unit-testing strategy for go code involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Hide scroll bar, but while still being able to scroll", "source_url": "https://stackoverflow.... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
db3ee7df580c42b6ff64912d | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/29689966/how-to-define-type-for-a-function-callback-as-any-function-type-not-universal | How to define type for a function callback (as any function type, not universal any) used in a method parameter | search_interface | css | nodejs | Perform a deep developer-experience analysis for a css project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to define type for a function callback (as any function type, not universal any) used in ... | === 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 | |
366e4b8d406bdd5e7bc0678e | train | javascript_generation | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | community | rust | web_performance | Implement JavaScript interactions for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | 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 |
a1c85d1f6b2317ff949f97a3 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | kotlin | database | Perform multi-hop research about database: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === HOP 1 ===
Start at: Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes... | web-research-coding-5m-1.1.0 | |
19aff99e6d4c6aeb4441b22a | train | ux_analysis | npm | https://www.npmjs.com/package/rollup | rollup | search_interface | cpp | fullstack | Perform a deep multi-layer analysis of fullstack for a search_interface 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
75e727a5e7457a5d365478df | train | ux_analysis | gitlab | https://gitlab.com/verbose-equals-true/django-postgres-vue-gitlab-ecs | verbose-equals-true/django-postgres-vue-gitlab-ecs | social_app | typescript | algorithms | Perform a deep multi-layer analysis of algorithms for a social_app 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": "verbose-equals-true/django-postgres-vue-gitlab-ecs", "source_url": "https://gitlab.com/verbos... | === 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 'verbose-equals-true/django-postgres-vue-gitlab-ecs' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
5dc22c3d98e5a1cfb394352d | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | c | developer_experience | Perform a deep developer-experience analysis for a c project involving developer_experience. | {"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. 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 | |
966da69306bf0bc51bb97a3e | train | responsive_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | analytics | swift | serverless | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald", "source_url": "https://codeberg.... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
69fbe9c4bdc05d6ccf61e920 | train | developer_experience | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-python | Nan-Do/code-search-net-python | community | scala | kubernetes | Perform a deep developer-experience analysis for a scala project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-python", "source_url": "https://huggingface.co/datasets/Nan-Do/code-se... | === 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 | |
5d79234df6e546bb1d5efc75 | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | sql | docker | Audit accessibility for a search_interface. | {"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",... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d7affc20e96b223476da5e4d | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | productivity | dart | backend | Refactor a dart system related to backend. Focus on refactoring maintainability. | {"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... | === 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 | |
df10e70ed17443b387148156 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | php | machine_learning | Classify the search intent for a query about machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"machine_learning vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
c150641f0ff3acb36804b588 | train | component_design | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | community | php | developer_experience | Design reusable UI components for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
81bc8173d41d97712466149d | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | swift | debugging | Refactor a swift system related to debugging. Focus on refactoring dependency. | {"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... | === 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 | |
542dd5b19647bc5121118ff1 | train | react_generation | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | blog | ruby | python | 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": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new", "source_url": "https://huggingface.co/da... | 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 |
23bcd427442b9fb3ef45fa18 | train | design_components | huggingface | https://huggingface.co/datasets/lightonai/multilingual-embeddings-pre-training-curated | lightonai/multilingual-embeddings-pre-training-curated | dashboard | kotlin | nextjs | 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": "lightonai/multilingual-embeddings-pre-training-curated", "source_url": "https://huggingface.c... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
999bbd02e579a9404f354060 | train | design_system | gitlab | https://gitlab.com/TUSoftwareEngineering/vulnerability-localization-using-machine-learning | TUSoftwareEngineering/vulnerability-localization-using-machine-learning | blog | typescript | ci_cd | Create a scalable design system for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TUSoftwareEngineering/vulnerability-localization-using-machine-learning", "source_url": "http... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
84ef217d1fc319fe025114ee | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | python | css | Compare multiple sources about css 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === SOURCES ===
- Fetch API (https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, enviro... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
abfce783cdddd8438ccdf136 | train | api_developer_experience | npm | https://www.npmjs.com/package/prettier | prettier | blog | scala | rest_api | Perform a deep developer-experience analysis for a scala project involving rest_api. | {"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", ... | === 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 | |
39114b334f35c615873c3bd4 | train | research_plan | web_docs | https://git-scm.com/doc | Git Documentation | community | ruby | graphql | Build a structured research plan to deeply understand graphql. | {"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", ... | === GOAL ===
Produce a reliable, current, and actionable understanding of graphql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
ddb6cb3a1c83d0461de0357d | train | refactoring_api | codeberg | https://codeberg.org/veroxis/_cargo-index | veroxis/_cargo-index | community | dart | microservices | Refactor a dart system related to microservices. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "veroxis/_cargo-index", "source_url": "https://codeberg.org/veroxis/_cargo-index", "source_typ... | === 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 | |
49714394e78c58dab2e98a5a | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | c | redis | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
8e55e9eb47ce6bc1212478ac | train | html_generation | stackexchange | https://stackoverflow.com/questions/606191/convert-bytes-to-a-string-in-python-3 | Convert bytes to a string in Python 3 | documentation | c | 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": "Convert bytes to a string in Python 3", "source_url": "https://stackoverflow.com/questions/60... | 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 |
c605aca53e6b7e8c49cadd77 | train | code_explanation | stackexchange | https://stackoverflow.com/questions/952914/how-do-i-make-a-flat-list-out-of-a-list-of-lists | How do I make a flat list out of a list of lists? | documentation | c | api_design | Explain a c implementation related to api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a flat list out of a list of lists?", "source_url": "https://stackoverflow.com/... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
13c9e3f08f7c0a8ea7c812aa | train | dependency_impact_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron | UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron | saas | typescript | web_performance | Perform a deep multi-layer analysis of web_performance for a saas using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron", "source_url": "https://... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron' as a sourc... | web-research-coding-5m-1.1.0 | |
f92d45aa4b72f59f191f9b7b | train | refactoring_readability | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | search_interface | html | devops | Refactor a html system related to devops. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered", "source_url": "https://huggingface.co/datase... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c73e25501eb91f9ff6588ca0 | train | refactoring | huggingface | https://huggingface.co/datasets/Tapos-Minmoy/python_programming_questions | Tapos-Minmoy/python_programming_questions | developer_tool | cpp | css | Create a production coding task in cpp for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Tapos-Minmoy/python_programming_questions", "source_url": "https://huggingface.co/datasets/Ta... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
cd6ef0215af568ab6c31b93a | train | performance_fix | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | education | php | javascript | 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": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
e0ecbe2f730f1498f02e9310 | train | performance_analysis | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | finance | typescript | frontend | Perform a deep multi-layer analysis of frontend 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": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | === 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 'introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics' as a source anchor ... | web-research-coding-5m-1.1.0 | |
d180d14ece4df1c49d0307dc | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/21733847/react-jsx-selecting-selected-on-selected-select-option | React JSX: selecting "selected" on selected <select> option | landing_page | ruby | testing | Refactor a ruby system related to testing. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React JSX: selecting "selected" on selected <select> option", "source_url": "... | === 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 | |
f156c598df322bff463a0d71 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | shell | sql | Refactor a shell system related to sql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 | |
885403fc7dc05d6db25222bb | train | javascript_generation | npm | https://www.npmjs.com/package/vitest | vitest | productivity | rust | open_source | 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | 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 |
a1f8dbf54b0b5196e981aad8 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/CodedotAI/code_clippy_github | CodedotAI/code_clippy_github | blog | shell | cloud | Refactor a shell system related to cloud. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CodedotAI/code_clippy_github", "source_url": "https://huggingface.co/datasets/CodedotAI/code_... | === 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 | |
f05a4e52aecdc673e684d6ee | train | ux_design | gitlab | https://gitlab.com/pencillabs/ej/ej-application | pencillabs/ej/ej-application | analytics | go | debugging | Design the complete UX flow of a analytics for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pencillabs/ej/ej-application", "source_url": "https://gitlab.com/pencillabs/ej/ej-application... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
fd85da955189927f3c74c320 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | cpp | algorithms | Perform a technical research task about algorithms, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === SCOPE ===
Technical behavior of algorithms.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- HTTP (https://developer.mozilla.org/en-US/docs/Web/HTTP)
- Of... | web-research-coding-5m-1.1.0 | |
0c62126792b2a2ab8c1f5f91 | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/60618844/useeffect-is-called-twice-even-if-an-empty-array-is-used-as-an-argument | useEffect() is called twice even if an empty array is used as an argument | education | kotlin | computer_vision | Perform a deep developer-experience analysis for a kotlin project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "useEffect() is called twice even if an empty array is used as an argument", "source_url": "ht... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
fc2957f464e846fdab863d21 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/263965/how-can-i-convert-a-string-to-boolean-in-javascript | How can I convert a string to boolean in JavaScript? | portfolio | swift | data_engineering | Perform a deep developer-experience analysis for a swift project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I convert a string to boolean in JavaScript?", "source_url": "https://stackoverflow.c... | === 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 | |
0707a961c4c92ee14cbce1fa | train | nextjs_generation | web_docs | https://docs.docker.com/ | Docker Documentation | ecommerce | java | web_performance | 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | 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 |
eb026a9dbb32f935fddd8a28 | train | ux_analysis | huggingface | https://huggingface.co/datasets/dslighfdsl/humaneval_python | dslighfdsl/humaneval_python | social_app | sql | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a social_app 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": "dslighfdsl/humaneval_python", "source_url": "https://huggingface.co/datasets/dslighfdsl/human... | === 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 'dslighfdsl/humaneval_python' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
737d66d77fa0fec56d3d62d2 | train | research_summary | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | admin_panel | dart | javascript | Summarize the current state of knowledge about javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | === OVERVIEW ===
javascript 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 ===
pixinsight/PJSR (ht... | web-research-coding-5m-1.1.0 | |
640a27b957f06a692ca7cde9 | train | design_accessibility | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | social_app | c | react | Audit accessibility for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0651e6f7f647bc4abf054d23 | train | information_architecture | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_VD_javascript | Mo7art/Stack2Graph_VD_javascript | community | scala | python | Design the information architecture for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_VD_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
8b409ee633e0a4520883797e | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | shell | algorithms | Create a production coding task in shell for algorithms. | {"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 | |
abb7850c6120068eeb77b1fd | train | developer_onboarding | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | analytics | php | authorization | Perform a deep developer-experience analysis for a php project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e42aa1bcf0723618a82c5c4a | train | refactoring_observability | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | productivity | sql | react | Refactor a sql system related to react. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | === 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 | |
cafec501753256dc2bf6a1a0 | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | java | computer_vision | Verify a technical claim about computer_vision. | {"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", "... | === CLAIM ===
A common claim about computer_vision.
=== 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 / conte... | web-research-coding-5m-1.1.0 | |
c0245df6d12a28d75168fa34 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/22876978/loop-inside-react-jsx | Loop inside React JSX | blog | ruby | documentation | Perform a deep developer-experience analysis for a ruby project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Loop inside React JSX", "source_url": "https://stackoverflow.com/questions/22876978/loop-insi... | === 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 | |
e4a016576e7a56fe8453d566 | train | cli_experience | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | productivity | dart | devops | Perform a deep developer-experience analysis for a dart project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | === 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 | |
a6d98468621df1fc329b212d | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | scala | deep_learning | Perform a deep multi-layer analysis of deep_learning for a marketplace using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
e3c8afd289864f54b33a85e7 | train | system_analysis | github | https://github.com/webpack/webpack | webpack/webpack | documentation | shell | data_structures | Perform a deep multi-layer analysis of data_structures for a documentation 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": "webpack/webpack", "source_url": "https://github.com/webpack/webpack", "source_type": "reposit... | === 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 'webpack/webpack' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
f9151746097ef6bb90cb7afa | train | responsive_website | pypi | https://pypi.org/project/django/ | django | productivity | php | web_accessibility | Design a complete responsive productivity for web_accessibility. | {"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":... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
315c7cf9bb9fd84b37bc00bd | train | nextjs_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | kotlin | distributed_systems | Design a Next.js architecture for a blog. | {"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": "... | 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 |
e7e9612e61d114355a734511 | train | refactoring_api | huggingface | https://huggingface.co/datasets/AIYA-on-Huggingface/AIYA-Programming | AIYA-on-Huggingface/AIYA-Programming | social_app | javascript | frontend | Refactor a javascript system related to frontend. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AIYA-on-Huggingface/AIYA-Programming", "source_url": "https://huggingface.co/datasets/AIYA-on... | === 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 | |
83ef4b7055950af24a1e8aa6 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | html | mongodb | Improve visual hierarchy in a social_app. | {"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": "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
0ee1b63688b7083639634d54 | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/332289/how-do-i-change-the-size-of-figures-drawn-with-matplotlib | How do I change the size of figures drawn with Matplotlib? | finance | html | javascript | Perform a deep multi-layer analysis of javascript for a finance using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I change the size of figures drawn with Matplotlib?", "source_url": "https://stackover... | === 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 'How do I change the size of figures drawn with Matplotlib?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
000be5dc8eb19e5e821744e0 | train | dependency_management_experience | npm | https://www.npmjs.com/package/vue | vue | finance | shell | ci_cd | Perform a deep developer-experience analysis for a shell project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
49c1ef2dae5f1682b36437c2 | train | source_selection | stackexchange | https://stackoverflow.com/questions/195951/how-can-i-change-an-elements-class-with-javascript | How can I change an element's class with JavaScript? | productivity | go | cloud | Select the most reliable sources to research cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change an element's class with JavaScript?", "source_url": "https://stackoverfl... | === 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 | |
1e55a009535895d0978f981a | train | dependency_impact_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | landing_page | typescript | deep_learning | Perform a deep multi-layer analysis of deep_learning for a landing_page 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
5b6c996daaafedba1bfdb6bd | train | deployment_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | portfolio | sql | devops | Perform a deep developer-experience analysis for a sql project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c81b85ee647cd56c13a306b1 | train | visual_hierarchy | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | scala | developer_experience | Improve visual hierarchy in a dashboard. | {"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", ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
c1975c7b24571ec119f6fd98 | train | system_analysis | huggingface | https://huggingface.co/datasets/google/code_x_glue_ct_code_to_text | google/code_x_glue_ct_code_to_text | documentation | typescript | backend | Perform a deep multi-layer analysis of backend for a documentation 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": "google/code_x_glue_ct_code_to_text", "source_url": "https://huggingface.co/datasets/google/co... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'google/code_x_glue_ct_code_to_text' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
6b52b6fa38983c7d834b321d | train | refactoring | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | blog | scala | sql | Create a production coding task in scala for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 |
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