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bbe76921a019f4cd536068a4 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | php | sql | Perform a deep multi-layer analysis of sql for a marketplace 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical c... | web-research-coding-5m-1.1.0 | |
0871471b31a8b5cdc09f2169 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | rust | devops | Implement TypeScript logic 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... | 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 |
6729cd2c48d2a0ff4d86c82f | train | debugging_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | kotlin | web_accessibility | Perform a deep developer-experience analysis for a kotlin project involving web_accessibility. | {"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. 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 | |
26b9185e43f60018685172af | train | product_analysis | 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 | ecommerce | html | typescript | Perform a deep multi-layer analysis of typescript for a ecommerce 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 to redirect one HTML page to another on load", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'How to redirect one HTML page to another on load' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
d94dc774be0a1dd174a3f40e | train | local_development_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | social_app | shell | authorization | Perform a deep developer-experience analysis for a shell project involving authorization. | {"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 | |
1c976e614393457fcada6ee2 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/312443/how-do-i-split-a-list-into-equally-sized-chunks | How do I split a list into equally-sized chunks? | dashboard | c | graphql | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I split a list into equally-sized chunks?", "source_url": "https://stackoverflow.com/q... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
dd8ea43f048495ed55908521 | train | search_intent_classification | pypi | https://pypi.org/project/torch/ | torch | admin_panel | go | web_performance | Classify the search intent for a query about web_performance. | {"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": "... | === 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 ===
"web_performance vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
9efecf550e119505bc7da6a7 | train | web_search_query | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | documentation | javascript | postgresql | Write an effective web search query to research the topic: postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === QUERY ===
postgresql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- postgresql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
5b940aa8e55897ad36cd3820 | train | build_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | productivity | javascript | nextjs | Perform a deep developer-experience analysis for a javascript project involving nextjs. | {"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. 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 | |
df4d984febb3b548f202cd80 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | education | typescript | cloud | Perform a deep multi-layer analysis of cloud for a education using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-en", "source_url": "https://huggingface.co... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'arolstar52/ocr-synthetic-multilingual-v1-tokenized-en' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
0af0dc2cd6164fe60cebec80 | train | security_analysis | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | landing_page | sql | database | Perform a deep multi-layer analysis of database for a landing_page using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'to-be-continuous/python' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
81514d96006f1bb0a5e0c56e | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | typescript | software_architecture | Perform a deep developer-experience analysis for a typescript project involving software_architecture. | {"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. 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 | |
03302af866da34234a007c9f | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | sql | kubernetes | Perform a deep multi-layer analysis of kubernetes for a marketplace 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
7a9795d4fd0b6e9007eadaef | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/5009324/node-js-nginx-what-now | Node.js + Nginx - What now? | education | sql | debugging | Perform a deep multi-layer analysis of debugging for a education 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": "Node.js + Nginx - What now?", "source_url": "https://stackoverflow.com/questions/5009324/node... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'Node.js + Nginx - What now?' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
f84383338282999cd9af595a | train | dependency_management_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | marketplace | php | data_engineering | Perform a deep developer-experience analysis for a php project involving data_engineering. | {"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... | === 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 | |
89d7f64ac652ec277d858c8b | train | design_system | pypi | https://pypi.org/project/django/ | django | saas | css | computer_vision | Create a scalable design system for a saas. | {"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":... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
2634c1da473a64745c0211fd | train | refactoring_readability | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | blog | scala | documentation | Refactor a scala system related to documentation. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | === 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 | |
771205b50aada97ee0b80b0e | train | technical_research | codeberg | https://codeberg.org/fepfitra/-Dicoding-nodejs-web-sever | fepfitra/-Dicoding-nodejs-web-sever | productivity | javascript | sql | Perform a technical research task about sql, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding-nodejs-web-sever", "source_url": "https://codeberg.org/fepfitra/-Dicoding-... | === SCOPE ===
Technical behavior of sql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- fepfitra/-Dicoding-nodejs-web-sever (https://codeberg.org/fepfitra/-... | web-research-coding-5m-1.1.0 | |
ea464174595488a105586569 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | community | java | documentation | Build a structured research plan to deeply understand documentation. | {"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": "... | === GOAL ===
Produce a reliable, current, and actionable understanding of documentation.
=== 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 findi... | web-research-coding-5m-1.1.0 | |
42fdf8f6e95dfecb5ecb309d | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | php | observability | Perform a deep developer-experience analysis for a php project involving observability. | {"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. 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 | |
f494049950dc5769c20802f5 | train | form_ui | npm | https://www.npmjs.com/package/three | three | ecommerce | php | web_performance | Design an accessible form for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5b044299e4e94df0c5185c20 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | typescript | authorization | Build a structured research plan to deeply understand authorization. | {"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": "... | === GOAL ===
Produce a reliable, current, and actionable understanding of authorization.
=== 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 findi... | web-research-coding-5m-1.1.0 | |
b9f2cc69776bc015c722d649 | train | product_analysis | huggingface | https://huggingface.co/datasets/codefuse-ai/CodeExercise-Python-27k | codefuse-ai/CodeExercise-Python-27k | finance | cpp | ci_cd | Perform a deep multi-layer analysis of ci_cd for a finance 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": "codefuse-ai/CodeExercise-Python-27k", "source_url": "https://huggingface.co/datasets/codefuse... | === 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 'codefuse-ai/CodeExercise-Python-27k' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
de7974ccf8cd813f36953517 | train | design_system | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | blog | python | nextjs | 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": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
637af4c56de63930b2fda337 | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | css | graphql | Design a data structure in css for graphql. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
3015a5767a75d28f5703178f | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | productivity | kotlin | javascript | Refactor a kotlin system related to javascript. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | === 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 | |
b9ef6c5a0292f22b5ec58f43 | train | repository_documentation | huggingface | https://huggingface.co/datasets/xDiT/documentation-images | xDiT/documentation-images | social_app | typescript | postgresql | Perform a deep multi-layer analysis of postgresql 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": "xDiT/documentation-images", "source_url": "https://huggingface.co/datasets/xDiT/documentation... | === 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 'xDiT/documentation-images' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
233172c011dec79d57628c6a | train | javascript_generation | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | html | kubernetes | 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
9085557b15d0812712abccc7 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | python | nextjs | Design an accessible form for nextjs. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3b95dffdb823722639c4ff94 | train | visual_hierarchy | pypi | https://pypi.org/project/transformers/ | transformers | dashboard | scala | algorithms | 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
551a59c4e3ebdb7c357b7a9a | train | information_architecture | stackexchange | https://stackoverflow.com/questions/52704/how-do-i-discard-unstaged-changes-in-git | How do I discard unstaged changes in Git? | search_interface | scala | frontend | Design the information architecture for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I discard unstaged changes in Git?", "source_url": "https://stackoverflow.com/question... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
228a0d0ad0223cb072974fb8 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | java | developer_experience | Perform a deep multi-layer analysis of developer_experience 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
36aeaa2685835e3990b8846a | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/axios | axios | productivity | go | html | Perform a deep multi-layer analysis of html for a productivity 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
61fae7daf6cb02d8d72cd7d8 | train | integration_testing | npm | https://www.npmjs.com/package/prettier | prettier | documentation | cpp | debugging | Design integration tests for a cpp system involving debugging. | {"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", ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
b6a3eec76efa7a81a6938ffe | train | refactoring_performance | web_docs | https://docs.djangoproject.com/ | Django Documentation | finance | shell | security | Refactor a shell system related to security. Focus on refactoring performance. | {"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... | === 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 | |
96b5b771cf6e19ea447e69f3 | train | react_generation | github | https://github.com/PaddlePaddle/Paddle | PaddlePaddle/Paddle | social_app | dart | typescript | Design React components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PaddlePaddle/Paddle", "source_url": "https://github.com/PaddlePaddle/Paddle", "source_type": ... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
b8a6c835f37a2785cec4963c | train | component_design | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | admin_panel | go | ci_cd | Design reusable UI components for a admin_panel. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
a4cfc04fb0e79acb608186e1 | train | ux_design | huggingface | https://huggingface.co/datasets/hasankursun/github-code-2025-language-split | hasankursun/github-code-2025-language-split | ecommerce | typescript | web_performance | Design the complete UX flow of a ecommerce for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hasankursun/github-code-2025-language-split", "source_url": "https://huggingface.co/datasets/... | 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 | |
ea64898969cac941bdfce6ef | train | landing_page | stackexchange | https://stackoverflow.com/questions/1098040/checking-if-a-key-exists-in-a-javascript-object | Checking if a key exists in a JavaScript object? | education | dart | documentation | Design a landing page for a documentation product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Checking if a key exists in a JavaScript object?", "source_url": "https://stackoverflow.com/q... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
353244939c3ec577fb0baa7c | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | dart | open_source | Design interaction states for a saas. | {"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": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
4ec66c896073863fb4983ba3 | train | refactoring_observability | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | javascript | nextjs | Refactor a javascript system related to nextjs. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 | |
0515bcaf627024e800788a54 | train | developer_onboarding | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | ecommerce | dart | rest_api | Perform a deep developer-experience analysis for a dart project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nanuchi/python-programming", "source_url": "https://gitlab.com/nanuchi/python-programming", "... | === 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 | |
71e209307a45a96d5f78573c | train | design_consistency | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | landing_page | sql | fullstack | Audit design consistency across a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "corniclr25/stack-mined-javascript-v1", "source_url": "https://huggingface.co/datasets/cornicl... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
738d336e791cd4b474278938 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | swift | nodejs | Select the most reliable sources to research nodejs. | {"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... | === 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 | |
a805d3a544122fd778fcae27 | train | repository_documentation | pypi | https://pypi.org/project/torch/ | torch | marketplace | html | database | Perform a deep multi-layer analysis of database for a marketplace using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
93298e885d1198e27c1894db | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | search_interface | go | caching | Refactor a go system related to caching. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === 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 | |
f3e13394c0131867c9d4370f | train | search_query_rewrite | web_docs | https://doc.rust-lang.org/ | Rust Documentation | search_interface | go | nextjs | Rewrite and improve a vague search query about nextjs 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === ORIGINAL (VAGUE) ===
how to do nextjs
=== REWRITTEN QUERIES ===
1. nextjs official documentation guide
2. nextjs production best practices 2025
3. nextjs common pitfalls and solutions
4. nextjs architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
6ce14b7ef3129636bd66e8cc | train | repository_architecture | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | ecommerce | ruby | postgresql | Perform a deep multi-layer analysis of postgresql for a ecommerce using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | === 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 'blewpri/ng-master-detail' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
0b7ee519b0ff99d82fd3f95e | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | dart | distributed_systems | Design integration tests for a dart system involving distributed_systems. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
673d6124375e039e33838602 | train | research_plan | stackexchange | https://stackoverflow.com/questions/9899372/vanilla-javascript-equivalent-of-jquerys-ready-how-to-call-a-function-whe | Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the page/DOM is ready for it | analytics | typescript | cloud | Build a structured research plan to deeply understand cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the pag... | === GOAL ===
Produce a reliable, current, and actionable understanding of cloud.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with... | web-research-coding-5m-1.1.0 | |
c9e1a7989c65038199961db9 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | go | sql | Perform a security review of a documentation application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
464e845289aaa4ae2d808149 | train | upgrade_experience | github | https://github.com/lukasmasuch/best-of-ml-python | lukasmasuch/best-of-ml-python | saas | dart | ci_cd | Perform a deep developer-experience analysis for a dart project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lukasmasuch/best-of-ml-python", "source_url": "https://github.com/lukasmasuch/best-of-ml-pyth... | === 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 | |
7b018f26bf186702f42271d2 | train | refactoring_legacy_code | web_docs | https://react.dev/ | React Documentation | finance | rust | mongodb | Refactor a rust system related to mongodb. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
c4c9bca1c8b0b360528f0ae3 | train | refactoring_scalability | pypi | https://pypi.org/project/torch/ | torch | developer_tool | python | serverless | Refactor a python system related to serverless. Focus on refactoring scalability. | {"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": "... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
15e7402797f9f2555ae4c63f | train | performance_analysis | codeberg | https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics | AjeshCasual/12DoF-Quadruped-Kinematics | portfolio | go | typescript | Perform a deep multi-layer analysis of typescript for a portfolio 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": "AjeshCasual/12DoF-Quadruped-Kinematics", "source_url": "https://codeberg.org/AjeshCasual/12Do... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'AjeshCasual/12DoF-Quadruped-Kinematics' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
f723ffdc0d58a7f10ba6ebc8 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | swift | rest_api | Create a production coding task in swift for rest_api. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
31da204eb9d8187538b7e48e | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | sql | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
9ed5a6fac881d20842dc8150 | train | product_analysis | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | documentation | python | sql | Perform a deep multi-layer analysis of sql for a documentation 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": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'shewolf/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
482cc303c3672cbaa91b5f89 | train | tradeoff_analysis | gitlab | https://gitlab.com/secml/secml | secml/secml | analytics | typescript | software_architecture | Perform a deep multi-layer analysis of software_architecture for a analytics using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "secml/secml", "source_url": "https://gitlab.com/secml/secml", "source_type": "repository", "t... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'secml/secml' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
fae28674b4525e680694940c | train | architecture_analysis | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | search_interface | shell | developer_experience | Perform a deep multi-layer analysis of developer_experience for a search_interface 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": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | === 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 'codeShare/text-to-image-prompts' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
5ab53298e90d68b59a05adec | train | accessibility_fix | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | ecommerce | python | caching | 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": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
963d9eb196d7bd85be872d67 | train | information_architecture | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | productivity | scala | distributed_systems | Design the information architecture for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
9d362a98b12efcdfed34dd4f | train | deep_technical_analysis | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | developer_tool | c | frontend | Perform a deep multi-layer analysis of frontend for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | === 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 'mi_udemy/python-for-data-science-and-machine-learning-bootcamp' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
1817c79d6acb34fa5eacffc6 | train | multi_hop_research | web_docs | https://docs.docker.com/ | Docker Documentation | documentation | typescript | data_structures | Perform multi-hop research about data_structures: 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === HOP 1 ===
Start at: Docker Documentation
https://docs.docker.com/
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.
=== SYNT... | web-research-coding-5m-1.1.0 | |
f5c2e1aab1204598529ffae0 | train | refactoring_security | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | marketplace | java | serverless | Refactor a java system related to serverless. Focus on refactoring security. | {"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-... | === 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 | |
d09e726653c85883bc16c848 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | html | postgresql | Extract verifiable evidence about postgresql from the given source. | {"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... | === SOURCE ===
CSS
https://developer.mozilla.org/en-US/docs/Web/CSS
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and en... | web-research-coding-5m-1.1.0 | |
08017c1fc9e747b961430f2c | train | ui_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | documentation | scala | data_structures | Design a production-quality UI for a documentation focused on data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
45c2e7b4f6490b47b5e65ec3 | train | ux_design | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-15lang | artur-muratov/multilingual-speech-commands-15lang | developer_tool | swift | linux | Design the complete UX flow of a developer_tool for linux. | {"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... | 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 | |
98527e66a9ec31c3417d6be5 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/312443/how-do-i-split-a-list-into-equally-sized-chunks | How do I split a list into equally-sized chunks? | landing_page | ruby | api_design | Perform a deep multi-layer analysis of api_design for a landing_page using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I split a list into equally-sized chunks?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'How do I split a list into equally-sized chunks?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
80b1a33805ffb838233bb575 | train | typescript_generation | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | portfolio | swift | microservices | Implement TypeScript logic for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | 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 |
aa6ada08c8192c5dfbfbdad9 | train | performance_analysis | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh | shangshang/programming-interview-zh | dashboard | dart | nlp | Perform a deep multi-layer analysis of nlp for a dashboard using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh", "source_url": "https://huggingface.co/datasets/shangsha... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'shangshang/programming-interview-zh' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
90ef49a90c671ab7aace3a99 | train | responsive_design | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | developer_tool | go | authorization | Create a responsive design strategy for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
d3f483f9b557711527dbdc46 | train | evidence_chain_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | developer_tool | kotlin | debugging | Perform a deep multi-layer analysis of debugging for a developer_tool 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": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
af08db4be6d6055eb4996e00 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | html | typescript | Perform a deep multi-layer analysis of typescript for a admin_panel 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 typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
ca26ad4ccb8b6a232a3f3ffe | train | documentation_page | huggingface | https://huggingface.co/datasets/ellamind/humaneval-multilingual | ellamind/humaneval-multilingual | blog | javascript | cloud | Design a developer documentation page for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/humaneval-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hum... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ad83f87aec4e7b38847068c7 | train | upgrade_experience | gitlab | https://gitlab.com/moodlenet/frontend | moodlenet/frontend | finance | python | python | Perform a deep developer-experience analysis for a python project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "moodlenet/frontend", "source_url": "https://gitlab.com/moodlenet/frontend", "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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
22da55bdf4878561a47d74dc | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | html | linux | Implement JavaScript interactions 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... | 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 |
47b0629c298b4f42fc3bccbb | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | cpp | observability | Perform a deep multi-layer analysis of observability for a landing_page 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
167cf28dbe701e77e6458c9b | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | shell | backend | Perform a deep multi-layer analysis of backend for a marketplace 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
dc83b08b0b1da38f0c17bea4 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/950087/how-do-i-include-a-javascript-file-in-another-javascript-file | How do I include a JavaScript file in another JavaScript file? | blog | css | design_system | Perform a deep multi-layer analysis of design_system for a blog 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": "How do I include a JavaScript file in another JavaScript file?", "source_url": "https://stack... | === 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 'How do I include a JavaScript file in another JavaScript file?' as a source anchor ... | web-research-coding-5m-1.1.0 | |
cc398e7d5242134fa822f4e3 | train | integration_testing | web_docs | https://react.dev/ | React Documentation | saas | go | sql | Design integration tests for a go system involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
d35ebdfe1c91ae885f39645f | train | unit_testing | huggingface | https://huggingface.co/datasets/Reynard1ng/Graph_Machine_Learning_Homework_Datasets | Reynard1ng/Graph_Machine_Learning_Homework_Datasets | saas | php | graphql | Create a unit-testing strategy for php code involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reynard1ng/Graph_Machine_Learning_Homework_Datasets", "source_url": "https://huggingface.co/d... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
d0957740b7edc80eef2f49e8 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | c | rest_api | Design a landing page for a rest_api product. | {"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", "... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
bae52bcd58c84bfc2ea5ffa3 | train | component_design | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | marketplace | swift | testing | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
7b1529ab0380828ba172339b | train | refactoring_scalability | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | c | nextjs | Refactor a c system related to nextjs. Focus on refactoring scalability. | {"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... | === 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 | |
cb4bd36229963b47df3b6457 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | c | algorithms | Design an accessible form for algorithms. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
ed84b3882f0cea0c95c06288 | train | component_design | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | productivity | ruby | documentation | Design reusable UI components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
1c6da786f7aec0f20b23a5c9 | train | design_to_code | huggingface | https://huggingface.co/datasets/Arturito1/OCR-Synthetic-Multilingual-v1 | Arturito1/OCR-Synthetic-Multilingual-v1 | community | scala | nextjs | Translate a community design into maintainable scala code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Arturito1/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Artu... | 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 | |
3f147f334ed705a3d6caff51 | train | design_consistency | npm | https://www.npmjs.com/package/vite | vite | admin_panel | go | data_engineering | Audit design consistency across a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
20d3ba10a09a91bdac4cf8ad | train | design_system | web_docs | https://go.dev/doc/ | Go Documentation | portfolio | java | graphql | Create a scalable design system for a portfolio. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
466958e4e039b2f10ad44f31 | train | nextjs_generation | pypi | https://pypi.org/project/numpy/ | numpy | landing_page | kotlin | database | 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | 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 |
cbd535328dc0e2ebb0205d95 | train | deep_technical_analysis | pypi | https://pypi.org/project/httpx/ | httpx | dashboard | shell | graphql | Perform a deep multi-layer analysis of graphql for a dashboard using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
2990bea01fa23056095fe899 | train | design_consistency | web_docs | https://doc.rust-lang.org/ | Rust Documentation | productivity | c | computer_vision | Audit design consistency across a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
b2282612c7b62c71526d1373 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | social_app | cpp | database | Perform a deep multi-layer analysis of database for a social_app using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
6892d694b133f3ac826e7159 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/mlabonne/Evol-Instruct-Python-26k | mlabonne/Evol-Instruct-Python-26k | portfolio | typescript | security | Refactor a typescript system related to security. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlabonne/Evol-Instruct-Python-26k", "source_url": "https://huggingface.co/datasets/mlabonne/E... | === 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 | |
7f1cfbbcbae88302ae69722f | train | accessibility_fix | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | admin_panel | javascript | database | Create an accessibility remediation plan for a admin_panel. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
164f8fbf0546f440dc9aa5ad | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | typescript | nodejs | Perform a deep developer-experience analysis for a typescript project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. 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 | |
00f245747f7c3199635481b3 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | marketplace | css | devops | Refactor a css system related to devops. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | === 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 | |
bf4626cf3f4bb6629078f725 | train | information_architecture | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-extended | shangshang/programming-interview-zh-extended | search_interface | php | 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": "shangshang/programming-interview-zh-extended", "source_url": "https://huggingface.co/datasets... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
2fb290397f996d5455847718 | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | sql | data_engineering | Summarize the current state of knowledge about data_engineering. | {"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": "... | === OVERVIEW ===
data_engineering 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 ===
Web APIs (htt... | web-research-coding-5m-1.1.0 |
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