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704e3591367649124d0fab1f | train | seo_fix | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | swift | machine_learning | Create an SEO improvement plan for a community about machine_learning. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
dc3de3589d0566e2df3fcce9 | train | security_analysis | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | portfolio | go | rest_api | Perform a deep multi-layer analysis of rest_api 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": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'dbsystel/gitlab-ci-python-library' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
e003d420b7eac9e0f2162e70 | train | refactoring | npm | https://www.npmjs.com/package/jest | jest | dashboard | typescript | microservices | Create a production coding task in typescript for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
361c857b8173e003205d9919 | train | multi_layer_analysis | npm | https://www.npmjs.com/package/vite | vite | analytics | rust | typescript | Perform a deep multi-layer analysis of typescript for a analytics using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'vite' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
34edd351a1623501c566f737 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/739654/how-do-i-make-function-decorators-and-chain-them-together | How do I make function decorators and chain them together? | dashboard | scala | api_design | Perform a deep multi-layer analysis of api_design for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make function decorators and chain them together?", "source_url": "https://stackover... | === 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 make function decorators and chain them together?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
c862f9a3c951b8770bdffcc6 | train | landing_page | pypi | https://pypi.org/project/uvicorn/ | uvicorn | search_interface | swift | graphql | Design a landing page for a graphql product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
36364a8386d1c4ba6f40a0d4 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | sql | frontend | Perform a production code review of sql code related to frontend. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
67661b254b9b1811af9b37b1 | train | refactoring_observability | npm | https://www.npmjs.com/package/typescript | typescript | portfolio | dart | serverless | Refactor a dart system related to serverless. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 | |
df47b9e1689ca5ab40827f82 | train | build_experience | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | ecommerce | html | software_architecture | Perform a deep developer-experience analysis for a html project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 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 | |
832a0622664b841f7bbcb2f7 | train | technical_research | npm | https://www.npmjs.com/package/zod | zod | social_app | javascript | machine_learning | Perform a technical research task about machine_learning, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === SCOPE ===
Technical behavior of machine_learning.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- zod (https://www.npmjs.com/package/zod)
- Official docu... | web-research-coding-5m-1.1.0 | |
abfc85e24dce43cafa6adb96 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/336859/var-functionname-function-vs-function-functionname | var functionName = function() {} vs function functionName() {} | admin_panel | shell | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel 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": "var functionName = function() {} vs function functionName() {}", "source_url": "https://stack... | === 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 'var functionName = function() {} vs function functionName() {}' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
74857ba9fb86c4a3966c6d38 | train | component_design | npm | https://www.npmjs.com/package/next | next | education | css | web_performance | Design reusable UI components for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
e86797f56395ab3e44336108 | train | algorithm_design | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | documentation | sql | design_system | Design a sql algorithm for a design_system problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
f0de302db224d730a72ead09 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | saas | html | docker | Refactor a html system related to docker. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | === 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 | |
32a3e0159e71a3fe071a9f4c | train | search_query_rewrite | npm | https://www.npmjs.com/package/next | next | education | shell | design_system | Rewrite and improve a vague search query about design_system 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do design_system
=== REWRITTEN QUERIES ===
1. design_system official documentation guide
2. design_system production best practices 2025
3. design_system common pitfalls and solutions
4. design_system architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
d46fcb23a89f5316e544ae75 | train | documentation_lookup | npm | https://www.npmjs.com/package/fastify | fastify | documentation | dart | documentation | Find and summarize the relevant documentation for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === RELEVANT DOCS ===
- fastify
https://www.npmjs.com/package/fastify
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
966aa56aa914ef6965421a40 | train | refactoring_architecture | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | search_interface | cpp | backend | Refactor a cpp system related to backend. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
5bf9f0e004ec9e6b71b06bd6 | train | research_summary | pypi | https://pypi.org/project/uvicorn/ | uvicorn | blog | swift | python | Summarize the current state of knowledge about python. | {"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... | === OVERVIEW ===
python 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 ===
uvicorn (https://pypi.o... | web-research-coding-5m-1.1.0 | |
0a48b8bcc4e018da34c163a8 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | go | computer_vision | Perform a deep multi-layer analysis of computer_vision for a marketplace using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
01513aeec2679eeae140ab16 | train | design_accessibility | gitlab | https://gitlab.com/pyspread/pyspread | pyspread/pyspread | analytics | swift | nodejs | Audit accessibility for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyspread/pyspread", "source_url": "https://gitlab.com/pyspread/pyspread", "source_type": "rep... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
cbe268cbb808c24831bbc62a | train | landing_page | gitlab | https://gitlab.com/doctormo/python-crontab | doctormo/python-crontab | education | swift | authorization | Design a landing page for a authorization product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "doctormo/python-crontab", "source_url": "https://gitlab.com/doctormo/python-crontab", "source... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d165254d6eb44294f4bce6d7 | train | javascript_generation | huggingface | https://huggingface.co/datasets/iamtarun/python_code_instructions_18k_alpaca | iamtarun/python_code_instructions_18k_alpaca | finance | kotlin | user_experience | Implement JavaScript interactions for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "iamtarun/python_code_instructions_18k_alpaca", "source_url": "https://huggingface.co/datasets... | 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 |
ea09d7e52cad3aa51e2514f6 | train | refactoring_api | pypi | https://pypi.org/project/django/ | django | developer_tool | php | api_design | Refactor a php system related to api_design. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 | |
44c9e40e0a999803b064aa13 | train | product_analysis | pypi | https://pypi.org/project/pandas/ | pandas | analytics | ruby | user_experience | Perform a deep multi-layer analysis of user_experience for a analytics using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
e1d02f335ae308c49427affa | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | c | nodejs | Refactor a c system related to nodejs. Focus on refactoring maintainability. | {"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... | === 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 | |
cff726b873a266b6ac687508 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | kotlin | docker | Audit design consistency across a search_interface. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
2b8e076d788048b8bd8047a7 | train | documentation_lookup | pypi | https://pypi.org/project/pandas/ | pandas | developer_tool | java | microservices | Find and summarize the relevant documentation for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === RELEVANT DOCS ===
- pandas
https://pypi.org/project/pandas/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
4045dab2477632c7b765f4de | train | performance_fix | pypi | https://pypi.org/project/pytest/ | pytest | blog | go | data_structures | Create a web-performance optimization 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":... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
6b9b1d530c59ddec201abadd | train | source_selection | npm | https://www.npmjs.com/package/prettier | prettier | developer_tool | java | postgresql | Select the most reliable sources to research postgresql. | {"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", ... | === 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 | |
262f149ba8cb5557a953c332 | train | css_generation | stackexchange | https://stackoverflow.com/questions/826782/how-to-disable-text-selection-highlighting | How to disable text selection highlighting | search_interface | kotlin | developer_experience | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to disable text selection highlighting", "source_url": "https://stackoverflow.com/questio... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
9c0c96d4f38e1b4ed7b324ac | train | repository_documentation | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | saas | cpp | database | Perform a deep multi-layer analysis of database for a saas 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": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === 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 'BAAI/IndustryCorpus2_artificial_intelligence_machine_learning' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
19e230e0cf9e96edc8729d76 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/161813/how-do-i-resolve-merge-conflicts-in-a-git-repository | How do I resolve merge conflicts in a Git repository? | finance | go | computer_vision | Perform a deep developer-experience analysis for a go project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I resolve merge conflicts in a Git repository?", "source_url": "https://stackoverflow.... | === 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 | |
05f4c679c6d5596ff37adbe6 | train | developer_onboarding | pypi | https://pypi.org/project/rich/ | rich | marketplace | css | security | Perform a deep developer-experience analysis for a css project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "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 | |
990c851dc04109ffbec1d54d | train | dashboard | stackexchange | https://stackoverflow.com/questions/14638990/are-strongly-typed-functions-as-parameters-possible-in-typescript | Are strongly-typed functions as parameters possible in TypeScript? | developer_tool | sql | observability | Design a production dashboard for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Are strongly-typed functions as parameters possible in TypeScript?", "source_url": "https://s... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
580d7a09ac31d5314cdb9ee3 | train | technical_research | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | portfolio | css | react | Perform a technical research task about react, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === SCOPE ===
Technical behavior of react.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- fighting41love/funNLP (https://github.com/fighting41love/funNLP)
-... | web-research-coding-5m-1.1.0 | |
549d2fe2f03af141a76df248 | train | deployment_experience | gitlab | https://gitlab.com/metapensiero/metapensiero.pj | metapensiero/metapensiero.pj | productivity | shell | sql | Perform a deep developer-experience analysis for a shell project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "metapensiero/metapensiero.pj", "source_url": "https://gitlab.com/metapensiero/metapensiero.pj... | === 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 | |
ea63a587a072ea0f23851b46 | train | refactoring_performance | npm | https://www.npmjs.com/package/jest | jest | portfolio | java | testing | Refactor a java system related to testing. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 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 | |
64fe21d293c7aa9d007a56f7 | train | javascript_generation | pypi | https://pypi.org/project/pytest/ | pytest | portfolio | css | python | Implement JavaScript interactions for a portfolio. | {"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":... | 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 |
0f8b283a54991bd3f0843632 | train | design_consistency | pypi | https://pypi.org/project/requests/ | requests | saas | javascript | backend | Audit design consistency across a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
be6b0f4ab35914890afafdb2 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/7244321/how-do-i-update-or-sync-a-forked-repository-on-github | How do I update or sync a forked repository on GitHub? | search_interface | python | web_performance | Perform a deep developer-experience analysis for a python project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I update or sync a forked repository on GitHub?", "source_url": "https://stackoverflow... | === 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 |
649e7f8f9fc9cb2d03f651f8 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/allenai/multilingual_mbpp | allenai/multilingual_mbpp | documentation | sql | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation 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": "allenai/multilingual_mbpp", "source_url": "https://huggingface.co/datasets/allenai/multilingu... | === 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 'allenai/multilingual_mbpp' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
4478bffdfbee5e230af91d73 | train | security_review | pypi | https://pypi.org/project/flask/ | flask | search_interface | c | linux | Perform a security review of a search_interface application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
406318e4bad286e0ea2d5e53 | train | search_query_rewrite | github | https://github.com/twbs/bootstrap | twbs/bootstrap | search_interface | ruby | python | Rewrite and improve a vague search query about python 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": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | === ORIGINAL (VAGUE) ===
how to do python
=== REWRITTEN QUERIES ===
1. python official documentation guide
2. python production best practices 2025
3. python common pitfalls and solutions
4. python architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
1745cb34b9e71c617bb3a6ee | train | security_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | developer_tool | css | authentication | Perform a deep multi-layer analysis of authentication for a developer_tool 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
2496644f2b65a4436ac9bb2a | train | system_analysis | codeberg | https://codeberg.org/Roboe/advent-of-code | Roboe/advent-of-code | saas | javascript | linux | Perform a deep multi-layer analysis of linux for a saas using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Roboe/advent-of-code", "source_url": "https://codeberg.org/Roboe/advent-of-code", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'Roboe/advent-of-code' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
3ab047462e6bf2e7bae661e1 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | scala | fullstack | Create design tokens for a ecommerce. | {"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", "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
4bba2903a1417865b2ac9f39 | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/154059/how-do-i-check-for-an-empty-undefined-null-string-in-javascript | How do I check for an empty/undefined/null string in JavaScript? | marketplace | cpp | postgresql | Design a cpp algorithm for a postgresql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check for an empty/undefined/null string in JavaScript?", "source_url": "https://sta... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
636b7c46bada3c11f475ccfc | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/5480258/how-can-i-delete-a-remote-tag | How can I delete a remote tag? | saas | cpp | nodejs | Perform a deep multi-layer analysis of nodejs for a saas 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": "How can I delete a remote tag?", "source_url": "https://stackoverflow.com/questions/5480258/h... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'How can I delete a remote tag?' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
78e5f532237c0be3bbff7aa1 | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/606191/convert-bytes-to-a-string-in-python-3 | Convert bytes to a string in Python 3 | admin_panel | dart | documentation | Refactor a dart system related to documentation. Focus on refactoring observability. | {"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... | === 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 | |
3bfd005b77dab5f00801f767 | train | refactoring | npm | https://www.npmjs.com/package/prettier | prettier | documentation | html | backend | Create a production coding task in html for backend. | {"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", ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
85c8c30421ae1d2176bcd777 | train | landing_page | pypi | https://pypi.org/project/pandas/ | pandas | ecommerce | c | design_system | Design a landing page for a design_system product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
4a09293f261fed55ad33a69e | train | maintainability_analysis | codeberg | https://codeberg.org/onipa/10-lines-of-python | onipa/10-lines-of-python | portfolio | dart | frontend | Perform a deep multi-layer analysis of frontend for a portfolio 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": "onipa/10-lines-of-python", "source_url": "https://codeberg.org/onipa/10-lines-of-python", "so... | === 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 'onipa/10-lines-of-python' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
829b2f7afc43b9335e544233 | train | ui_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | productivity | python | testing | Design a production-quality UI for a productivity focused on testing. | {"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-Kyle-Donovan", "source_url": "https://codeberg.org... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5b6c9d7bb62df5fb1a7d4495 | train | repository_comparison | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | finance | javascript | microservices | Perform a deep multi-layer analysis of microservices for a finance using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'ThomasTheMaker/arc-stack-javascript' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
09fddecf8e0a99baf895325e | train | source_comparison | web_docs | https://docs.python.org/3/ | Python Documentation | finance | rust | 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === SOURCES ===
- Python Documentation (https://docs.python.org/3/)
- 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)... | web-research-coding-5m-1.1.0 | |
b81b36283cb015ce06f235fb | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-2048 | AkshithAI/starcoderdata-javascript-ctx-2048 | saas | css | deep_learning | Perform a deep multi-layer analysis of deep_learning for a saas 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": "AkshithAI/starcoderdata-javascript-ctx-2048", "source_url": "https://huggingface.co/datasets/... | === 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 'AkshithAI/starcoderdata-javascript-ctx-2048' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
2f7eff1d6307d1c79f1bcc1a | train | developer_experience | gitlab | https://gitlab.com/farshadzargary1997/Microsoft-Rewards-bot | farshadzargary1997/Microsoft-Rewards-bot | documentation | php | documentation | Perform a deep developer-experience analysis for a php project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "farshadzargary1997/Microsoft-Rewards-bot", "source_url": "https://gitlab.com/farshadzargary19... | === 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 | |
c0f2cdc114e017dbb828b673 | train | scalability_analysis | npm | https://www.npmjs.com/package/playwright | playwright | admin_panel | go | fullstack | Perform a deep multi-layer analysis of fullstack for a admin_panel 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
d6e116c4b5ff2087b17b61f9 | train | dependency_management_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | c | documentation | Perform a deep developer-experience analysis for a c project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. 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 | |
3b076b28c28bfa02291395de | train | system_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | blog | go | kubernetes | Perform a deep multi-layer analysis of kubernetes for a blog 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
686fff194647abb2cb346077 | train | design_components | huggingface | https://huggingface.co/datasets/introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | ecommerce | typescript | cloud | Create a component architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning", "source_url": "http... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
df1cb067982ab08f0e347b64 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | finance | scala | javascript | Find and summarize the relevant documentation for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | === RELEVANT DOCS ===
- nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS
https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMAR... | web-research-coding-5m-1.1.0 | |
25dbf8d85f7646b417b941fd | train | security_analysis | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | social_app | css | authorization | Perform a deep multi-layer analysis of authorization for a social_app 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": "hchautran/javascript", "source_url": "https://huggingface.co/datasets/hchautran/javascript", ... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'hchautran/javascript' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
142ecfd50f91da1f7e285051 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | blog | java | cloud | Perform a production code review of java code related to cloud. | {"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 correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
47497a300b97891c80f9f66b | train | risk_analysis | npm | https://www.npmjs.com/package/svelte | svelte | documentation | dart | docker | Perform a deep multi-layer analysis of docker for a documentation 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
473e6996c723d227eb74f745 | train | documentation_page | pypi | https://pypi.org/project/streamlit/ | streamlit | ecommerce | python | redis | Design a developer documentation page for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1276f85538ee4b132cb45a95 | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | education | swift | devops | Perform a deep multi-layer analysis of devops for a education using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "o0Biggz0o/documentation-images", "source_url": "https://huggingface.co/datasets/o0Biggz0o/doc... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'o0Biggz0o/documentation-images' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
a19f68daba5ae1bb2951592e | train | debugging | stackexchange | https://stackoverflow.com/questions/1098040/checking-if-a-key-exists-in-a-javascript-object | Checking if a key exists in a JavaScript object? | admin_panel | typescript | rest_api | Create a realistic typescript debugging problem involving rest_api. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
8e9d2fb96e02a675963745b6 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | ecommerce | sql | kubernetes | Refactor a sql system related to kubernetes. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
a62f6f949993528a49f7d510 | train | react_generation | codeberg | https://codeberg.org/cosmicbottle/100-Days-Of-Python-Stuff | cosmicbottle/100-Days-Of-Python-Stuff | productivity | c | software_architecture | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cosmicbottle/100-Days-Of-Python-Stuff", "source_url": "https://codeberg.org/cosmicbottle/100-... | 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 |
ae09c9cff4e954b415b7b5dc | train | refactoring_security | pypi | https://pypi.org/project/pytest/ | pytest | community | go | authentication | Refactor a go system related to authentication. Focus on refactoring security. | {"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":... | === 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 | |
001622132e178d886c2b408e | train | visual_hierarchy | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | blog | swift | typescript | Improve visual hierarchy in a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody", "source_url": "https://codeberg.... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
1b45d01c5dd65d2b497f0d40 | train | refactoring_security | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | developer_tool | go | postgresql | Refactor a go system related to postgresql. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | === 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 | |
1ad61ab620ceef785daa0ae4 | train | refactoring_architecture | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | portfolio | shell | web_accessibility | Refactor a shell system related to web_accessibility. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
0e2318e1a7d5954e9896f2bc | train | seo_fix | pypi | https://pypi.org/project/typer/ | typer | productivity | typescript | data_structures | Create an SEO improvement plan for a productivity about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
fc621dd0cd9609ddfea9f93f | train | upgrade_experience | huggingface | https://huggingface.co/datasets/AlienKevin/SWE-bench_Multilingual | AlienKevin/SWE-bench_Multilingual | blog | typescript | developer_experience | Perform a deep developer-experience analysis for a typescript project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlienKevin/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/AlienKevin... | === 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 | |
6ceaf315db8e6fdaebfe2506 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | community | go | fullstack | Perform a deep developer-experience analysis for a go project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | === 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 | |
08f90ef3610af625d852e3ab | train | security_review | github | https://github.com/ZuzooVn/machine-learning-for-software-engineers | ZuzooVn/machine-learning-for-software-engineers | developer_tool | scala | sql | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ZuzooVn/machine-learning-for-software-engineers", "source_url": "https://github.com/ZuzooVn/m... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
551dcda6adf305188b3531fb | train | ui_design | codeberg | https://codeberg.org/khalid_salad/100-exercises-to-learn-rust | khalid_salad/100-exercises-to-learn-rust | portfolio | java | observability | Design a production-quality UI for a portfolio focused on observability. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
9f6c33d3587653d0821531bc | train | visual_hierarchy | pypi | https://pypi.org/project/requests/ | requests | productivity | python | web_performance | Improve visual hierarchy in a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
35b106f8275a17ed079892e2 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | swift | testing | Explain a swift implementation related to testing. | {"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 inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
c962c92496f09882b88eacf5 | train | form_ui | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | blog | ruby | debugging | Design an accessible form for debugging. | {"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-... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
6d7a18795e3e3d72e0f1fbda | train | dashboard | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | blog | ruby | redis | Design a production dashboard for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
515e69e1ebc243772c5e3400 | train | refactoring_dependency | npm | https://www.npmjs.com/package/next | next | community | javascript | algorithms | Refactor a javascript system related to algorithms. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
c6f2f47d79e55e90e8665468 | train | refactoring_modularization | npm | https://www.npmjs.com/package/hono | hono | dashboard | java | developer_experience | Refactor a java system related to developer_experience. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 | |
83b87ef810ed069b65b2295a | train | ui_design | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | ecommerce | c | docker | Design a production-quality UI for a ecommerce focused on docker. | {"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 layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
945e8abc3af85b85c12a2b33 | train | form_ui | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | portfolio | css | database | Design an accessible form for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
624fb1dbb8a5b579598fb49b | train | research_summary | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | search_interface | css | serverless | Summarize the current state of knowledge about serverless. | {"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", "... | === OVERVIEW ===
serverless 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 ===
ionic-team/ionic-fr... | web-research-coding-5m-1.1.0 | |
f3ea2270490e64379aed4059 | train | api_design | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | landing_page | typescript | documentation | Design a production API for a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
dd08271a7c5c886a7789537c | train | interaction_design | npm | https://www.npmjs.com/package/vite | vite | developer_tool | scala | design_system | Design interaction states for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
741d5365f6aa879a32980cf2 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | search_interface | go | microservices | Perform a deep multi-layer analysis of microservices for a search_interface 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": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'livecodebench/code_generation' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
c45a2ac001be8efc3162c34b | train | deep_technical_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | admin_panel | cpp | debugging | Perform a deep multi-layer analysis of debugging for a admin_panel 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
45a993a912c4e7020cb55900 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | dart | deep_learning | Perform a deep multi-layer analysis of deep_learning 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
e6c1e363312077d10b565eab | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/26882177/react-js-inline-style-best-practices | React.js inline style best practices | social_app | typescript | ci_cd | Perform a deep developer-experience analysis for a typescript project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React.js inline style best practices", "source_url": "https://stackoverflow.com/questions/268... | === 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 | |
101d70c27c32c7d43bd28659 | train | debugging_experience | npm | https://www.npmjs.com/package/rollup | rollup | admin_panel | java | deep_learning | Perform a deep developer-experience analysis for a java project involving deep_learning. | {"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. 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 | |
30617f833e455686d9c2d94d | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | swift | devops | Perform a deep developer-experience analysis for a swift project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
62ba162539e463e6d0cef272 | train | typescript_generation | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | analytics | typescript | microservices | Implement TypeScript logic for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | 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 |
e190c89d099b5a689240719a | train | documentation_page | stackexchange | https://stackoverflow.com/questions/21247278/about-d-ts-in-typescript | About "*.d.ts" in TypeScript | portfolio | html | distributed_systems | Design a developer documentation page for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "About "*.d.ts" in TypeScript", "source_url": "https://stackoverflow.com/questions/2... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
cde56656d35cbd1f1c7395be | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | landing_page | python | serverless | Perform a deep multi-layer analysis of serverless for a landing_page 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": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'multilingual-discourse-hub/disrpt' as a source anchor and identify relevant APIs, depende... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1bce0cfc45fe80d9e445b6b2 | train | interaction_design | stackexchange | https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector | Is there a "previous sibling" selector? | dashboard | typescript | deep_learning | Design interaction states for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a "previous sibling" selector?", "source_url": "https://stackoverflow.com/... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 |
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