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5c30334321e6308e996d06b2 | train | visual_hierarchy | web_docs | https://doc.rust-lang.org/ | Rust Documentation | dashboard | c | cloud | 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
31d7017b78b08e461c069461 | train | api_design | huggingface | https://huggingface.co/datasets/HuggingFaceH4/testing_codealpaca_small | HuggingFaceH4/testing_codealpaca_small | search_interface | sql | authorization | Design a production API for a authorization application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/testing_codealpaca_small", "source_url": "https://huggingface.co/datasets/Huggi... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
257fc1e5145ed8505bd176af | train | developer_experience | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | ecommerce | css | authorization | Perform a deep developer-experience analysis for a css project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | === 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 | |
12a80ae576acbf004d0794f2 | train | design_consistency | pypi | https://pypi.org/project/django/ | django | search_interface | scala | nextjs | 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
585b7875e467aaa041db46a9 | train | refactoring_architecture | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | portfolio | sql | typescript | Refactor a sql system related to typescript. Focus on refactoring architecture. | {"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... | === 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 | |
144b3323096d420f9d29d6e4 | train | evidence_extraction | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | portfolio | html | api_design | Extract verifiable evidence about api_design from the given source. | {"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... | === SOURCE ===
beautifulsoup4
https://pypi.org/project/beautifulsoup4/
=== 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... | web-research-coding-5m-1.1.0 | |
c2b5b6ba4c7d9ca82d0c92aa | train | design_review | huggingface | https://huggingface.co/datasets/lightonai/multilingual-embeddings-pre-training-curated | lightonai/multilingual-embeddings-pre-training-curated | portfolio | html | testing | Perform a professional design review of a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lightonai/multilingual-embeddings-pre-training-curated", "source_url": "https://huggingface.c... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
909d19d71a7fa500dccc5d50 | train | design_tokens | pypi | https://pypi.org/project/flask/ | flask | saas | php | mongodb | Create design tokens for a saas. | {"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": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
86f592b92d5646f95e5744ea | train | landing_page | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | documentation | php | html | Design a landing page for a html product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
75123a67faeb215678a17807 | train | refactoring_maintainability | codeberg | https://codeberg.org/plaublin/100-exercises-to-learn-rust | plaublin/100-exercises-to-learn-rust | ecommerce | java | security | Refactor a java system related to security. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "plaublin/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/plaublin/100-exerc... | === 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 | |
c9391d8cf0f0788596439f9b | train | build_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | kotlin | testing | Perform a deep developer-experience analysis for a kotlin project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 | |
c0d87acdfabb4936eb55eebd | train | product_analysis | pypi | https://pypi.org/project/gradio/ | gradio | portfolio | c | mongodb | Perform a deep multi-layer analysis of mongodb for a portfolio 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
2be5ad96e8c334423239b46c | train | source_selection | codeberg | https://codeberg.org/lirang/888 | lirang/888 | education | css | deep_learning | Select the most reliable sources to research deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lirang/888", "source_url": "https://codeberg.org/lirang/888", "source_type": "repository", "t... | === 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 | |
a161b58ac35af566fce75087 | train | refactoring_readability | pypi | https://pypi.org/project/pytest/ | pytest | developer_tool | c | nlp | Refactor a c system related to nlp. Focus on refactoring readability. | {"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 ===
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 | |
1ffa9af15b4a0e5d45e31a16 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | search_interface | kotlin | react | Refactor a kotlin system related to react. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | === 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 | |
57a3c22d2887096c062bbffa | train | dependency_management_experience | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | blog | kotlin | docker | Perform a deep developer-experience analysis for a kotlin project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soapbox-pub/nostrify", "source_url": "https://gitlab.com/soapbox-pub/nostrify", "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 | |
4fac0883e0acf34395535943 | train | dependency_impact_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | dashboard | shell | authentication | Perform a deep multi-layer analysis of authentication 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
e7a37f04c1792fa04c0aeda0 | train | refactoring_modularization | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | social_app | java | css | Refactor a java system related to css. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 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 | |
bcc348d3d176d1dc621b985f | train | upgrade_experience | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | landing_page | php | software_architecture | Perform a deep developer-experience analysis for a php project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === 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 | |
858bdaf3b80b58e227f75926 | train | research_plan | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | portfolio | html | security | Build a structured research plan to deeply understand security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | === GOAL ===
Produce a reliable, current, and actionable understanding of security.
=== 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 w... | web-research-coding-5m-1.1.0 | |
58f3ebca0adac4a3a942f90d | train | refactoring_testability | gitlab | https://gitlab.com/shyft-os/shyft | shyft-os/shyft | social_app | c | kubernetes | Refactor a c system related to kubernetes. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shyft-os/shyft", "source_url": "https://gitlab.com/shyft-os/shyft", "source_type": "repositor... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
ee671d8c7d881591897e8ecb | train | react_generation | web_docs | https://docs.docker.com/ | Docker Documentation | developer_tool | css | software_architecture | Design React components for a developer_tool. | {"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... | 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 |
b49651c004f5b76caa3d9eab | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | kotlin | frontend | Design a complete responsive search_interface for frontend. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
d1523de56834045b739e55a6 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | swift | 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 ===
- HTML (https://developer.mozilla.org/en-US/docs/Web/HTML)
- Official ... | web-research-coding-5m-1.1.0 | |
258d42630ec7e0f276374802 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | shell | debugging | Perform a deep multi-layer analysis of debugging for a analytics 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
60a0f1ee025e6c152d494f94 | train | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | swift | postgresql | Create a web-performance optimization plan for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
f9738f437477dcc827c45f54 | train | debugging | stackexchange | https://stackoverflow.com/questions/7042340/error-cant-set-headers-after-they-are-sent-to-the-client | Error: Can't set headers after they are sent to the client | portfolio | php | serverless | Create a realistic php debugging problem involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: Can't set headers after they are sent to the client", "source_url": "https://stack... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
6ac85cade68d6c1e0b452f5a | train | source_selection | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | blog | sql | cloud | Select the most reliable sources to research cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | === 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 | |
ad470881001e35cdba9a6b29 | train | refactoring_scalability | npm | https://www.npmjs.com/package/rollup | rollup | social_app | sql | user_experience | Refactor a sql system related to user_experience. Focus on refactoring scalability. | {"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... | === 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 | |
d5097a7c1781422c00c32043 | train | dashboard | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | education | kotlin | data_structures | Design a production dashboard for data_structures. | {"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-... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
0b613ae8377e7ac655141d92 | train | web_search_query | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | productivity | php | nextjs | Write an effective web search query to research the topic: nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/hyperkitty", "source_url": "https://gitlab.com/mailman/hyperkitty", "source_type": "r... | === QUERY ===
nextjs best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nextjs
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
e67facd956ee1ec0c0c3912a | train | developer_experience | stackexchange | https://stackoverflow.com/questions/27928372/react-router-urls-dont-work-when-refreshing-or-writing-manually | React-router URLs don't work when refreshing or writing manually | ecommerce | typescript | algorithms | Perform a deep developer-experience analysis for a typescript project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React-router URLs don't work when refreshing or writing manually", "source_url": "https:/... | === 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 | |
779f7899fc486b13ed19779f | train | developer_experience | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | community | python | fullstack | Perform a deep developer-experience analysis for a python project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | === 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 |
3449cabf8cf6cbe996dd164e | train | scalability_analysis | pypi | https://pypi.org/project/requests/ | requests | dashboard | ruby | css | Perform a deep multi-layer analysis of css for a dashboard 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
74a4cd46b2be9035a89ddb58 | train | information_architecture | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | html | linux | Design the information architecture for linux. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
25d96970daf02541cae2fbf1 | train | risk_analysis | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | productivity | typescript | software_architecture | Perform a deep multi-layer analysis of software_architecture for a productivity 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": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | === 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 'HuggingFaceH4/CodeAlpaca_20K' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
535da1c282ad4ebe4f84c2d0 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | sql | distributed_systems | Classify the search intent for a query about distributed_systems. | {"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", "... | === 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 ===
"distributed_systems vs alternatives"
=== CLASSIFICATION ===
Comparative / info... | web-research-coding-5m-1.1.0 | |
3179576384c25ebbb4469648 | train | repository_architecture | pypi | https://pypi.org/project/numpy/ | numpy | social_app | kotlin | deep_learning | Perform a deep multi-layer analysis of deep_learning for a social_app 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 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 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
bf6c0f8adea0d574cd609e95 | train | cli_experience | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | social_app | shell | web_performance | Perform a deep developer-experience analysis for a shell project involving web_performance. | {"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. 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 | |
aadccfef5c9385f3d6ba939b | train | research_summary | npm | https://www.npmjs.com/package/jest | jest | search_interface | ruby | debugging | Summarize the current state of knowledge about debugging. | {"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":... | === OVERVIEW ===
debugging 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 ===
jest (https://www.np... | web-research-coding-5m-1.1.0 | |
e6347914e22278f83fe46870 | train | repository_comparison | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | ecommerce | java | nextjs | Perform a deep multi-layer analysis of nextjs for a ecommerce 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": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'joey234/mmlu-machine_learning-verbal-neg-prepend' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
69bbdb7e305a7840003f9344 | train | research_plan | huggingface | https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset | keethu/kubernetes-documentation-dataset | blog | dart | software_architecture | Build a structured research plan to deeply understand software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "keethu/kubernetes-documentation-dataset", "source_url": "https://huggingface.co/datasets/keet... | === GOAL ===
Produce a reliable, current, and actionable understanding of software_architecture.
=== 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 — wri... | web-research-coding-5m-1.1.0 | |
949f0e9afc8d1bf02168e6b7 | train | documentation_experience | pypi | https://pypi.org/project/streamlit/ | streamlit | analytics | php | graphql | Perform a deep developer-experience analysis for a php project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 1. 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 | |
5f870d0fe08d66ac79c48bbf | train | repository_architecture | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | marketplace | rust | redis | Perform a deep multi-layer analysis of redis for a marketplace 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": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'parcel-bundler/parcel' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
cfa2c9de070d560e2a11d1bd | train | repository_architecture | web_docs | https://docs.djangoproject.com/ | Django Documentation | education | shell | fullstack | Perform a deep multi-layer analysis of fullstack for a education 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
aff53394601c45ac298e71c4 | train | search_query_rewrite | pypi | https://pypi.org/project/httpx/ | httpx | search_interface | swift | html | Rewrite and improve a vague search query about html 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === ORIGINAL (VAGUE) ===
how to do html
=== REWRITTEN QUERIES ===
1. html official documentation guide
2. html production best practices 2025
3. html common pitfalls and solutions
4. html architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, env... | web-research-coding-5m-1.1.0 | |
58ebf1c68417335695b97987 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | ecommerce | kotlin | deep_learning | Refactor a kotlin system related to deep_learning. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a remote Git branch?", "source_url": "https://stackoverflow.com/questions/151... | === 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 | |
d1bfddb602f9ea5e7f8be7e4 | train | evidence_extraction | codeberg | https://codeberg.org/RiQuY/advent-of-code | RiQuY/advent-of-code | social_app | shell | redis | Extract verifiable evidence about redis from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RiQuY/advent-of-code", "source_url": "https://codeberg.org/RiQuY/advent-of-code", "source_typ... | === SOURCE ===
RiQuY/advent-of-code
https://codeberg.org/RiQuY/advent-of-code
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the vers... | web-research-coding-5m-1.1.0 | |
2e434f85db821abd3fac9f8d | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | go | devops | Perform a deep multi-layer analysis of devops 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
de9aef6643d21f16edd955b2 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/52423842/what-is-not-assignable-to-parameter-of-type-never-error-in-typescript | What is "not assignable to parameter of type never" error in TypeScript? | finance | scala | python | Extract verifiable evidence about python from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is "not assignable to parameter of type never" error in TypeScript?", "source_... | === SOURCE ===
What is "not assignable to parameter of type never" error in TypeScript?
https://stackoverflow.com/questions/52423842/what-is-not-assignable-to-parameter-of-type-never-error-in-typescript
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version... | web-research-coding-5m-1.1.0 | |
e276230260b085fc3780fb73 | train | dashboard | gitlab | https://gitlab.com/MrTREX/lineage2ts | MrTREX/lineage2ts | ecommerce | rust | frontend | Design a production dashboard for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MrTREX/lineage2ts", "source_url": "https://gitlab.com/MrTREX/lineage2ts", "source_type": "rep... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ad41c34a38feb7feb9a2bb46 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | scala | redis | Refactor a scala system related to redis. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
29189d6c6c7fb8d5a6a24936 | train | repository_architecture | github | https://github.com/microsoft/vscode | microsoft/vscode | portfolio | python | database | Perform a deep multi-layer analysis of database for a portfolio 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": "microsoft/vscode", "source_url": "https://github.com/microsoft/vscode", "source_type": "repos... | === 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 'microsoft/vscode' as a source anchor and identify relevant APIs, dependencies, versions, stan... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9c7aca328fc3954c341c0276 | train | security_analysis | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | education | dart | caching | Perform a deep multi-layer analysis of caching for a education 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": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | === 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 'ita-ml/pyhard' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
b0834516ab8ea0cbb54a2091 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/10059594/a-simple-explanation-of-naive-bayes-classification | A simple explanation of Naive Bayes Classification | analytics | typescript | caching | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "A simple explanation of Naive Bayes Classification", "source_url": "https://stackoverflow.com... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1aad2b6ec975d25929a93269 | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | go | software_architecture | Perform a deep developer-experience analysis for a go project involving software_architecture. | {"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. 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 | |
c9e0352e5a268473801ef19f | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | dart | nextjs | Refactor a dart system related to nextjs. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
f65e4e206e1c55fecfc02285 | train | documentation_page | huggingface | https://huggingface.co/datasets/learning-machine-inc/musr-cot-opus5 | learning-machine-inc/musr-cot-opus5 | analytics | swift | mongodb | Design a developer documentation page for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/musr-cot-opus5", "source_url": "https://huggingface.co/datasets/learning... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
5e4ef030c7471483ee2458a3 | train | form_ui | gitlab | https://gitlab.com/c-smile/quickjspp | c-smile/quickjspp | developer_tool | html | software_architecture | Design an accessible form for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "c-smile/quickjspp", "source_url": "https://gitlab.com/c-smile/quickjspp", "source_type": "rep... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
2cded978ef28df1bb7f05598 | train | unit_testing | github | https://github.com/huggingface/transformers | huggingface/transformers | landing_page | rust | typescript | Create a unit-testing strategy for rust code involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface/transformers", "source_url": "https://github.com/huggingface/transformers", "sour... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
d7d3a115949b7c259899945a | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/PrunaAI/documentation-images | PrunaAI/documentation-images | documentation | c | machine_learning | Refactor a c system related to machine_learning. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PrunaAI/documentation-images", "source_url": "https://huggingface.co/datasets/PrunaAI/documen... | === 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 | |
0c18c317d3929a5d15cf0eeb | train | algorithm_design | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | portfolio | shell | mongodb | Design a shell algorithm for a mongodb problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010_preprocessed", "source_url": "https://huggingface.co/datasets/h4... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
2bd830bf1819d1d42566a7a6 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | dart | cloud | Perform a deep developer-experience analysis for a dart project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
bda5fcccec486e4f8de76b7b | train | refactoring_testability | huggingface | https://huggingface.co/datasets/hxyscott/mathematical_programming_dataset | hxyscott/mathematical_programming_dataset | productivity | kotlin | web_accessibility | Refactor a kotlin system related to web_accessibility. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hxyscott/mathematical_programming_dataset", "source_url": "https://huggingface.co/datasets/hx... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
c6e74cd1ea00b2efe57ac3be | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | portfolio | dart | sql | Perform a deep multi-layer analysis of sql 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": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 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 'Why binary_crossentropy and categorical_crossentropy give different performances for the same problem?'... | web-research-coding-5m-1.1.0 | |
d6d0aced8d0c1c7c7f3c7086 | train | design_to_code | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | community | javascript | ci_cd | Translate a community design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | 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 | |
0552b70e165295e4b61795ef | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | ruby | authorization | Perform a deep multi-layer analysis of authorization for a productivity 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
a3b7a4496764877a2400aade | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | php | postgresql | Perform a deep developer-experience analysis for a php project involving postgresql. | {"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 | |
2ecf884d2a8f51790ec956fc | train | testing_experience | gitlab | https://gitlab.com/gitterHQ/webapp | gitterHQ/webapp | portfolio | 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": "gitterHQ/webapp", "source_url": "https://gitlab.com/gitterHQ/webapp", "source_type": "reposit... | === 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 | |
d980638b7cf4ac22c61990a6 | train | css_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | analytics | c | ci_cd | Create responsive CSS for a analytics. | {"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": "... | 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 |
378baf49e3bad461bee3f8ef | train | javascript_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | cpp | authorization | Implement JavaScript interactions for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "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 |
afa4deb3a2dd8b4bb8a24837 | train | design_review | web_docs | https://go.dev/doc/ | Go Documentation | developer_tool | css | nodejs | Perform a professional design review of a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
4688e285cc608c9701c75d8d | train | landing_page | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | finance | cpp | linux | Design a landing page for a linux product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
cddd659fc2d3a37a0db1a707 | train | unit_testing | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | community | javascript | python | Create a unit-testing strategy for javascript code involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
1d2973717437d87b184804a7 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-4096 | AkshithAI/starcoderdata-javascript-ctx-4096 | documentation | java | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation 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": "AkshithAI/starcoderdata-javascript-ctx-4096", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'AkshithAI/starcoderdata-javascript-ctx-4096' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
d7cded381a43704e4dfa65ac | train | refactoring_readability | npm | https://www.npmjs.com/package/hono | hono | finance | swift | html | Refactor a swift system related to html. Focus on refactoring readability. | {"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 ===
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 | |
4d4c7684a763b74705c1a75e | train | ui_design | gitlab | https://gitlab.com/rebornos-team/fenix/fenix-installer | rebornos-team/fenix/fenix-installer | portfolio | shell | rest_api | Design a production-quality UI for a portfolio focused on rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rebornos-team/fenix/fenix-installer", "source_url": "https://gitlab.com/rebornos-team/fenix/f... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
836f643b3871d1866e0f9ad2 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/391005/how-can-i-add-html-and-css-into-pdf | How Can I add HTML And CSS Into PDF | landing_page | javascript | rest_api | Perform a deep developer-experience analysis for a javascript project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How Can I add HTML And CSS Into PDF", "source_url": "https://stackoverflow.com/questions/3910... | === 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 | |
85d5a2059e6a953f3ad5bf47 | train | api_developer_experience | npm | https://www.npmjs.com/package/svelte | svelte | marketplace | rust | database | Perform a deep developer-experience analysis for a rust project involving database. | {"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. 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 | |
ed8558143a9dbe10527e9cfe | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/100003/what-are-metaclasses-in-python | What are metaclasses in Python? | social_app | scala | web_accessibility | Perform a deep developer-experience analysis for a scala project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are metaclasses in Python?", "source_url": "https://stackoverflow.com/questions/100003/w... | === 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 | |
93e46121cb63393673d19580 | train | design_system | codeberg | https://codeberg.org/szh/404 | szh/404 | saas | dart | data_structures | 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": "szh/404", "source_url": "https://codeberg.org/szh/404", "source_type": "repository", "topic":... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
9cc2655aef502d41fe727250 | train | refactoring_observability | github | https://github.com/browserbase/stagehand | browserbase/stagehand | dashboard | javascript | microservices | Refactor a javascript system related to microservices. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "browserbase/stagehand", "source_url": "https://github.com/browserbase/stagehand", "source_typ... | === 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 | |
a2e669b44b6ad8ec852f2a6f | train | architecture_analysis | npm | https://www.npmjs.com/package/vue | vue | admin_panel | kotlin | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'vue' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
a46450be3b389e2135bad866 | train | error_message_design | huggingface | https://huggingface.co/datasets/sg-c/aws_bedrock_documentation_demo | sg-c/aws_bedrock_documentation_demo | developer_tool | rust | kubernetes | Perform a deep developer-experience analysis for a rust project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sg-c/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/sg-c/aws... | === 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 | |
3459e7cb0c186ac141d8d38b | train | dashboard | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | portfolio | dart | distributed_systems | Design a production dashboard for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
3eefda71c5663eec067c577f | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | productivity | python | frontend | Perform a deep multi-layer analysis of frontend for a productivity using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | === 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 'hongliu9903/stack_edu_javascript' as a source anchor and identify relevant APIs, dependencies... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
65d62716d0a5496d8c301b1f | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | ruby | backend | Design a production-quality UI for a admin_panel focused on backend. | {"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 layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
d0d0c9452e15fac69b912671 | train | source_selection | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | productivity | html | database | Select the most reliable sources to research database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | === 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 | |
09fea40836ab26a8acd3267f | train | component_design | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | saas | rust | rest_api | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6ce268063936a031300ff925 | train | error_message_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | productivity | dart | algorithms | Perform a deep developer-experience analysis for a dart project involving algorithms. | {"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... | === 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 | |
00a7cd71a9781a54b80d5519 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/4696499/meta-charset-utf-8-vs-meta-http-equiv-content-type | <meta charset="utf-8"> vs <meta http-equiv="Content-Type"> | community | ruby | frontend | Perform a deep developer-experience analysis for a ruby project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<meta charset="utf-8"> vs <meta http-equiv="Content-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 | |
dfd1bc6d8367bd3e04294e90 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | analytics | go | open_source | Select the most reliable sources to research open_source. | {"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",... | === 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 | |
003493b1863e376cbd80323c | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | python | fullstack | Perform a professional design review of a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f6253301c064a289d7d5d527 | train | refactoring | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | ecommerce | swift | caching | Create a production coding task in swift for caching. | {"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", "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
27349bca9a7d90adfdf04db9 | train | risk_analysis | huggingface | https://huggingface.co/datasets/bharath-nuthalapati/Vulnerable_Programming_Dataset | bharath-nuthalapati/Vulnerable_Programming_Dataset | saas | c | rest_api | Perform a deep multi-layer analysis of rest_api for a saas 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": "bharath-nuthalapati/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/da... | === 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 'bharath-nuthalapati/Vulnerable_Programming_Dataset' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
aa13b4e5d267ad1b08e3cda0 | train | search_query_rewrite | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | finance | cpp | serverless | Rewrite and improve a vague search query about serverless 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": "scikit-learn/scikit-learn", "source_url": "https://github.com/scikit-learn/scikit-learn", "so... | === ORIGINAL (VAGUE) ===
how to do serverless
=== REWRITTEN QUERIES ===
1. serverless official documentation guide
2. serverless production best practices 2025
3. serverless common pitfalls and solutions
4. serverless architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
5b6f8f14ed07598f612d20e0 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/gangiswag/javascript_ablation | gangiswag/javascript_ablation | developer_tool | cpp | serverless | Refactor a cpp 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": "gangiswag/javascript_ablation", "source_url": "https://huggingface.co/datasets/gangiswag/java... | === 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 | |
b3fdbe042aacb1070307f1c1 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | education | dart | caching | Perform a deep multi-layer analysis of caching for a education 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": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | === 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 'Machine-Learning-Oncology/orena-frame-annotations' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
24302ccd80a28ca7dca25a3d | train | repository_issue_reasoning | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | education | css | sql | Perform a deep multi-layer analysis of sql for a education 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": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "source_type"... | === 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 'jakelazaroff/narrows' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
56e49d0b3395c7242389ea38 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/theblackcat102/multiround-programming-convo | theblackcat102/multiround-programming-convo | dashboard | python | data_structures | Perform a deep multi-layer analysis of data_structures for a dashboard 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": "theblackcat102/multiround-programming-convo", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'theblackcat102/multiround-programming-convo' as a source anchor and identify re... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
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