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0482b5c4f9575d240890d40b | train | scalability_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | dashboard | typescript | data_structures | Perform a deep multi-layer analysis of data_structures for a dashboard 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
1d83f0714e6ff9b99ad7b2dd | train | documentation_lookup | npm | https://www.npmjs.com/package/fastify | fastify | community | css | api_design | Find and summarize the relevant documentation for api_design. | {"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 | |
4edf5906d2436e970a338a13 | train | design_system | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | typescript | mongodb | Create a scalable design system for a marketplace. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
8ac6485184aaae0c2a3ede4c | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | typescript | microservices | Perform a deep developer-experience analysis for a typescript project involving microservices. | {"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 | |
c04d3428fa515eb2f00b6ff0 | train | debugging | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | java | distributed_systems | Create a realistic java debugging problem involving distributed_systems. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
6c57ccc90f1b5a20b0b99d39 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | java | documentation | 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | 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 |
98df61e61e7fbc48f9718850 | train | maintainability_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | ruby | web_performance | Perform a deep multi-layer analysis of web_performance for a search_interface 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
465f112a1f7f86e64eb4d1d1 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | marketplace | 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
90dfc65a3c4f7297c9fefc41 | train | css_generation | web_docs | https://react.dev/ | React Documentation | community | c | sql | Create responsive CSS for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | 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 |
48bf79e0bcedd580976db51c | train | nextjs_generation | npm | https://www.npmjs.com/package/three | three | marketplace | html | algorithms | Design a Next.js architecture for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
0521ffa68d3ff646e72d0ae3 | train | design_review | web_docs | https://react.dev/ | React Documentation | search_interface | java | user_experience | Perform a professional design review of a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
4fce2ce77c9f2281cb7e57f2 | train | testing_experience | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | analytics | sql | python | Perform a deep developer-experience analysis for a sql project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | === 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 | |
e54ea4a94b4c34a51ace3285 | train | source_comparison | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | community | ruby | graphql | Compare multiple sources about graphql 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": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | === SOURCES ===
- The_Quantum_Alpha/the-quantum-ad-list (https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (v... | web-research-coding-5m-1.1.0 | |
83b360036c5ee685930cc760 | train | source_selection | npm | https://www.npmjs.com/package/vite | vite | finance | kotlin | nlp | Select the most reliable sources to research nlp. | {"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":... | === 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 | |
19a6c3e942221bee15e1cf36 | train | design_system | huggingface | https://huggingface.co/datasets/xszheng2020/the_stack_dedup_python | xszheng2020/the_stack_dedup_python | portfolio | shell | web_performance | Create a scalable design system for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "xszheng2020/the_stack_dedup_python", "source_url": "https://huggingface.co/datasets/xszheng20... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
f9af5a69bf6a16367b86183f | train | root_cause_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | education | dart | python | Perform a deep multi-layer analysis of python 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
7b831737480a5f03ffd6254f | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | portfolio | swift | devops | Create design tokens for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8f41d645b0a93e7091c148bb | train | form_ui | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | education | php | ci_cd | Design an accessible form for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
ae4397e003207fcfe7fb89dd | train | seo_fix | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | social_app | rust | rest_api | Create an SEO improvement plan for a social_app about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a9d9a7aa304eef3e902dd720 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | c | nlp | Design a production API for a nlp application. | {"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",... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
7c221874a47599480c0e1754 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/35677724/tensorflow-why-was-python-the-chosen-language | TensorFlow, why was python the chosen language? | analytics | php | developer_experience | Refactor a php 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": "TensorFlow, why was python the chosen language?", "source_url": "https://stackoverflow.com/qu... | === 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 | |
7bd7e46d518bd4e48dafa7e4 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | marketplace | c | fullstack | Rewrite and improve a vague search query about fullstack 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": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | === ORIGINAL (VAGUE) ===
how to do fullstack
=== REWRITTEN QUERIES ===
1. fullstack official documentation guide
2. fullstack production best practices 2025
3. fullstack common pitfalls and solutions
4. fullstack architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity... | web-research-coding-5m-1.1.0 | |
0548f96a6d4d87531e7937ed | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | shell | nextjs | Design a production-quality UI for a documentation focused on nextjs. | {"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",... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
99fdf04b93617ed6eae827ef | train | debugging | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | education | cpp | python | Create a realistic cpp debugging problem involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
afb93051d5cf479729c41db9 | train | refactoring_testability | github | https://github.com/eriklindernoren/ML-From-Scratch | eriklindernoren/ML-From-Scratch | developer_tool | c | rest_api | Refactor a c system related to rest_api. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eriklindernoren/ML-From-Scratch", "source_url": "https://github.com/eriklindernoren/ML-From-S... | === 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 | |
50033ca68114ec87d936454a | train | design_consistency | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | go | algorithms | Audit design consistency across a dashboard. | {"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":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
45b1d6e9fb724911b2cb4470 | train | ux_design | npm | https://www.npmjs.com/package/fastify | fastify | analytics | scala | data_structures | Design the complete UX flow of a analytics for data_structures. | {"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... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
31fc8d98fa32c747e1f1644f | train | upgrade_experience | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | developer_tool | css | testing | Perform a deep developer-experience analysis for a css project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lilacai/lilac-textbook_quality_programming", "source_url": "https://huggingface.co/datasets/l... | === 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 | |
6f5f1b854975b0c06c228dce | train | design_to_code | web_docs | https://docs.djangoproject.com/ | Django Documentation | ecommerce | c | serverless | Translate a ecommerce design into maintainable c code. | {"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... | 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 | |
dc407081bca4c72f46e0101b | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | dashboard | cpp | authentication | Perform a deep developer-experience analysis for a cpp project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | === 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 | |
cda10f0ea48f86b5968d96c0 | train | debugging | github | https://github.com/django/django | django/django | dashboard | javascript | cloud | Create a realistic javascript debugging problem involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django/django", "source_url": "https://github.com/django/django", "source_type": "repository"... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
cffc2467a0b6c444c8b23a66 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/aheadmint/machine-learning-glossary-ai | aheadmint/machine-learning-glossary-ai | dashboard | css | rest_api | Refactor a css system related to rest_api. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aheadmint/machine-learning-glossary-ai", "source_url": "https://huggingface.co/datasets/ahead... | === 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 | |
1754d47f75aacad3417dd2e0 | train | refactoring_scalability | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | finance | css | nlp | Refactor a css system related to nlp. Focus on refactoring scalability. | {"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": "... | === 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 | |
7f954f022134b91d32e2439d | train | documentation_lookup | github | https://github.com/twentyhq/twenty | twentyhq/twenty | ecommerce | kotlin | kubernetes | Find and summarize the relevant documentation for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twentyhq/twenty", "source_url": "https://github.com/twentyhq/twenty", "source_type": "reposit... | === RELEVANT DOCS ===
- twentyhq/twenty
https://github.com/twentyhq/twenty
- 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 | |
2ef4775e98f9cce3358120ed | train | design_consistency | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | analytics | dart | user_experience | Audit design consistency across a analytics. | {"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"... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
d538f3e37338882f3de65b54 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/221294/how-do-i-get-a-timestamp-in-javascript | How do I get a timestamp in JavaScript? | finance | kotlin | debugging | Perform a deep multi-layer analysis of debugging for a finance 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": "How do I get a timestamp in JavaScript?", "source_url": "https://stackoverflow.com/questions/... | === 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 'How do I get a timestamp in JavaScript?' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
af5b1a6efc3ddafb708fbdf4 | train | unit_testing | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | productivity | dart | user_experience | Create a unit-testing strategy for dart code involving user_experience. | {"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.... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8f0e64ca81b6b7a4201a3383 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | html | cloud | Implement TypeScript logic for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | 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 |
808c7c273584dc3166b4291b | train | ux_design | huggingface | https://huggingface.co/datasets/hwaseem04/Documentation-files | hwaseem04/Documentation-files | documentation | go | software_architecture | Design the complete UX flow of a documentation for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hwaseem04/Documentation-files", "source_url": "https://huggingface.co/datasets/hwaseem04/Docu... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
e6367e2c1e33dcbf668c0cdd | train | javascript_generation | npm | https://www.npmjs.com/package/vitest | vitest | social_app | dart | database | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
8b6894aa31459243a5376f44 | train | repository_documentation | huggingface | https://huggingface.co/datasets/angie-chen55/python-github-code | angie-chen55/python-github-code | documentation | typescript | serverless | Perform a deep multi-layer analysis of serverless for a documentation using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angie-chen55/python-github-code", "source_url": "https://huggingface.co/datasets/angie-chen55... | === 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 'angie-chen55/python-github-code' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
84452cd459d6b0c6338bdba9 | train | error_message_design | huggingface | https://huggingface.co/datasets/mjphayes/machine_learning_questions | mjphayes/machine_learning_questions | marketplace | sql | postgresql | Perform a deep developer-experience analysis for a sql project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mjphayes/machine_learning_questions", "source_url": "https://huggingface.co/datasets/mjphayes... | === 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 | |
1275e90e9fccfdc8388c01cd | train | refactoring_architecture | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | documentation | ruby | computer_vision | Refactor a ruby system related to computer_vision. Focus on refactoring architecture. | {"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... | === 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 | |
97be6ece61c29343403d4e78 | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | php | ci_cd | Create a scalable design system for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
861906ec416ceaca73da662d | train | security_analysis | gitlab | https://gitlab.com/gitlab-org/gitlab-pages | gitlab-org/gitlab-pages | portfolio | css | fullstack | Perform a deep multi-layer analysis of fullstack for a portfolio 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": "gitlab-org/gitlab-pages", "source_url": "https://gitlab.com/gitlab-org/gitlab-pages", "source... | === 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 'gitlab-org/gitlab-pages' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
4f4773ba0770702812a24343 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-qrels | CoIR-Retrieval/CodeSearchNet-javascript-qrels | analytics | scala | computer_vision | Perform a deep multi-layer analysis of computer_vision for a analytics 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": "CoIR-Retrieval/CodeSearchNet-javascript-qrels", "source_url": "https://huggingface.co/dataset... | === 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 'CoIR-Retrieval/CodeSearchNet-javascript-qrels' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
f99e95b3cf33650886b4dc7a | train | developer_experience | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | dashboard | c | open_source | Perform a deep developer-experience analysis for a c project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | === 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 | |
a7f3f40c9412a70a1e8b89b2 | train | landing_page | stackexchange | https://stackoverflow.com/questions/2010892/how-to-store-objects-in-html5-localstorage-sessionstorage | How to store objects in HTML5 localStorage/sessionStorage | documentation | css | frontend | Design a landing page for a frontend product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to store objects in HTML5 localStorage/sessionStorage", "source_url": "https://stackoverf... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f9a37ee8cd2f63b37e2648a1 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | python | authorization | Perform a deep multi-layer analysis of authorization for a finance 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, st... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
db77f9acd3f6636acc52db90 | train | form_ui | stackexchange | https://stackoverflow.com/questions/30081275/why-is-1000000000000000-in-range1000000000000001-so-fast-in-python-3 | Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3? | analytics | shell | microservices | Design an accessible form for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3?", "source... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
83e94b11b7abf5f288e541e3 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/11580961/sending-command-line-arguments-to-npm-script | Sending command line arguments to npm script | developer_tool | go | nodejs | Refactor a go 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": "Sending command line arguments to npm script", "source_url": "https://stackoverflow.com/quest... | === 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 | |
e3ba804d6608f61fe11f7452 | train | documentation_lookup | pypi | https://pypi.org/project/gradio/ | gradio | ecommerce | javascript | 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === RELEVANT DOCS ===
- gradio
https://pypi.org/project/gradio/
- 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 | |
aa078a73d7b8f501293bf9a7 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | dashboard | sql | database | Design a Next.js architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
6b8f4a73eabf3db585993a9d | train | refactoring_security | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | blog | javascript | sql | Refactor a javascript system related to sql. Focus on refactoring security. | {"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"... | === 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 | |
666eb68cf5d4afc7049183d6 | train | product_analysis | github | https://github.com/ElemeFE/element | ElemeFE/element | blog | javascript | security | Perform a deep multi-layer analysis of security for a blog 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": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'ElemeFE/element' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
e968b4bc01c4450087a01c2e | train | refactoring_readability | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-python-v1 | nomic-ai/cornstack-python-v1 | education | java | serverless | Refactor a java system related to serverless. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-python-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/cornst... | === 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 | |
4afdbe3b4fb8c374a822317d | train | algorithm_design | huggingface | https://huggingface.co/datasets/Delcastillo8/machine_learning_project | Delcastillo8/machine_learning_project | documentation | scala | deep_learning | Design a scala algorithm for a deep_learning problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Delcastillo8/machine_learning_project", "source_url": "https://huggingface.co/datasets/Delcas... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
4ace7804b1c432a76d016215 | train | dx_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | community | 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e8bdf4ab989133a4fbeabef2 | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/learning-machine-inc/musr-cot-opus5 | learning-machine-inc/musr-cot-opus5 | saas | sql | css | Perform a deep multi-layer analysis of css for a saas 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": "learning-machine-inc/musr-cot-opus5", "source_url": "https://huggingface.co/datasets/learning... | === 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 'learning-machine-inc/musr-cot-opus5' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
bf9bbe08d4554ccd1fb7305c | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/21194934/how-to-create-a-directory-if-it-doesnt-exist-using-node-js | How to create a directory if it doesn't exist using Node.js | portfolio | java | react | Refactor a java 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": "How to create a directory if it doesn't exist using Node.js", "source_url": "https://stac... | === 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 | |
01de52e9065dc6b616c8f6df | train | web_search_query | stackexchange | https://stackoverflow.com/questions/66239691/what-does-npm-install-legacy-peer-deps-do-exactly-when-is-it-recommended-wh | What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a potential use case? | marketplace | javascript | authorization | Write an effective web search query to research the topic: authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a po... | === QUERY ===
authorization best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authorization
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
21bfe64118949657afc10cb6 | train | developer_onboarding | pypi | https://pypi.org/project/fastapi/ | fastapi | developer_tool | css | kubernetes | Perform a deep developer-experience analysis for a css project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8936fcb97e742bdd8897da0d | train | error_message_design | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | social_app | javascript | css | Perform a deep developer-experience analysis for a javascript project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | === 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 | |
3d1580a0b6dba4fc86a77794 | train | refactoring_dependency | codeberg | https://codeberg.org/arsann/100-plus-Python-programming-exercises-extended | arsann/100-plus-Python-programming-exercises-extended | search_interface | kotlin | linux | Refactor a kotlin system related to linux. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arsann/100-plus-Python-programming-exercises-extended", "source_url": "https://codeberg.org/a... | === 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 | |
9f6bc4bb08aaa4c30a97c51f | train | design_system | stackexchange | https://stackoverflow.com/questions/25093276/node-js-windows-error-enoent-stat-c-users-rt-appdata-roaming-npm | Node.js/Windows error: ENOENT, stat 'C:\Users\RT\AppData\Roaming\npm' | marketplace | swift | docker | Create a scalable design system for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js/Windows error: ENOENT, stat 'C:\\Users\\RT\\AppData\\Roaming\\npm'", "source_... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
8d1731b860afcec4a6bc3a44 | train | dependency_management_experience | npm | https://www.npmjs.com/package/playwright | playwright | search_interface | kotlin | nodejs | Perform a deep developer-experience analysis for a kotlin project involving nodejs. | {"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. 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 | |
baf0d6c4dc294ca21eeb4494 | train | product_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | cpp | postgresql | Perform a deep multi-layer analysis of postgresql 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
53ce64a138872ddb7a44ee75 | train | deployment_experience | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | productivity | shell | machine_learning | Perform a deep developer-experience analysis for a shell project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 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 | |
ce223ebb87c5b313995d4194 | train | refactoring_performance | gitlab | https://gitlab.com/openlandmap/spatial-predictions-using-eml | openlandmap/spatial-predictions-using-eml | landing_page | c | python | Refactor a c system related to python. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openlandmap/spatial-predictions-using-eml", "source_url": "https://gitlab.com/openlandmap/spa... | === 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 | |
7ab9dd0be5f7c19d043bceb8 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Data_Science_and_Machine_Learning_class | RazinAleks/SO-Python_QA-Data_Science_and_Machine_Learning_class | productivity | kotlin | deep_learning | Rewrite and improve a vague search query about deep_learning 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": "RazinAleks/SO-Python_QA-Data_Science_and_Machine_Learning_class", "source_url": "https://hugg... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
cab26266c1ceeb86a212947b | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/179123/how-to-modify-existing-unpushed-commit-messages | How to modify existing, unpushed commit messages? | portfolio | ruby | backend | Perform a deep developer-experience analysis for a ruby project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to modify existing, unpushed commit messages?", "source_url": "https://stackoverflow.com/... | === 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 | |
eca30a2add8968f41071ea16 | train | security_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | documentation | scala | documentation | Perform a deep multi-layer analysis of documentation for a documentation using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta", "source_url": "https://codeberg.o... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
6bf2060f34476bee0e79efd6 | train | repository_architecture | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | css | kubernetes | Perform a deep multi-layer analysis of kubernetes for a portfolio 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
723632fdc3172aacdd072dd3 | train | research_plan | stackexchange | https://stackoverflow.com/questions/1041344/how-can-i-select-an-element-with-multiple-classes-in-jquery | How can I select an element with multiple classes in jQuery? | education | css | graphql | Build a structured research plan to deeply understand graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I select an element with multiple classes in jQuery?", "source_url": "https://stackov... | === GOAL ===
Produce a reliable, current, and actionable understanding of graphql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
d49735d94d841d720ee0a315 | train | security_review | codeberg | https://codeberg.org/kawas44/2025-aoc-python | kawas44/2025-aoc-python | admin_panel | dart | nodejs | Perform a security review of a admin_panel application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kawas44/2025-aoc-python", "source_url": "https://codeberg.org/kawas44/2025-aoc-python", "sour... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
6bbe74d2b664338883e3d00a | train | dashboard | stackexchange | https://stackoverflow.com/questions/31421413/how-to-compute-precision-recall-accuracy-and-f1-score-for-the-multiclass-case | How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit learn? | saas | python | devops | Design a production dashboard for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit l... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a25f71716860538b9e6be8bc | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/49433936/how-do-i-initialize-weights-in-pytorch | How do I initialize weights in PyTorch? | portfolio | python | ci_cd | Perform a deep developer-experience analysis for a python project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I initialize weights in PyTorch?", "source_url": "https://stackoverflow.com/questions/... | === 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 |
2211651c2059be06b13bf294 | train | landing_page | web_docs | https://react.dev/ | React Documentation | developer_tool | typescript | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d035c1e8ee73885b203df3a6 | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | sql | postgresql | Verify a technical claim about postgresql. | {"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... | === CLAIM ===
A common claim about postgresql.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-de... | web-research-coding-5m-1.1.0 | |
e56dd97eed2268985e5b538d | train | information_architecture | huggingface | https://huggingface.co/datasets/ShawRickZia/machine-learning-forecasting-data | ShawRickZia/machine-learning-forecasting-data | dashboard | scala | data_engineering | Design the information architecture for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ShawRickZia/machine-learning-forecasting-data", "source_url": "https://huggingface.co/dataset... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
5dd994e8b01300f87c49e2cc | train | form_ui | stackexchange | https://stackoverflow.com/questions/58123398/when-to-use-jsx-element-vs-reactnode-vs-reactelement | When to use JSX.Element vs ReactNode vs ReactElement? | documentation | html | docker | Design an accessible form for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "When to use JSX.Element vs ReactNode vs ReactElement?", "source_url": "https://stackoverflow.... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
c23402dca6209ab8eecfec39 | train | design_consistency | npm | https://www.npmjs.com/package/vitest | vitest | social_app | swift | react | Audit design consistency across a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
588034b9a1207559039a53ff | train | fact_verification | stackexchange | https://stackoverflow.com/questions/1014861/is-there-a-css-parent-selector | Is there a CSS parent selector? | finance | javascript | html | Verify a technical claim about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a CSS parent selector?", "source_url": "https://stackoverflow.com/questions/1014861/... | === CLAIM ===
A common claim about html.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-dependen... | web-research-coding-5m-1.1.0 | |
c5a4b5edce07c06d6baf6432 | train | refactoring_modularization | npm | https://www.npmjs.com/package/vitest | vitest | 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
6fe33b2d99c8df1459c8abe2 | train | system_analysis | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | blog | sql | machine_learning | Perform a deep multi-layer analysis of machine_learning for a blog 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": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate' as a source anc... | web-research-coding-5m-1.1.0 | |
77225357eee12999bd5d763c | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/bgudmestad/Nushell_documentation | bgudmestad/Nushell_documentation | search_interface | shell | microservices | Perform a deep multi-layer analysis of microservices for a search_interface using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bgudmestad/Nushell_documentation", "source_url": "https://huggingface.co/datasets/bgudmestad/... | === 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 'bgudmestad/Nushell_documentation' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
92c4b8b67109c021ce98f0e9 | train | performance_fix | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | analytics | typescript | frontend | Create a web-performance optimization plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
e6e20a4ff25fac91dcfbf4a2 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/6542274/how-to-train-an-artificial-neural-network-to-play-diablo-2-using-visual-input | How to train an artificial neural network to play Diablo 2 using visual input? | social_app | scala | testing | Create design tokens for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to train an artificial neural network to play Diablo 2 using visual input?", "source_url"... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5645eeb2d9a788febb54ebff | train | multi_layer_analysis | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | saas | dart | docker | Perform a deep multi-layer analysis of docker for a saas 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": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === 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 'Nayuki/QR-Code-generator' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
f5ba4be4bebb76f18453e428 | train | refactoring_maintainability | pypi | https://pypi.org/project/scrapy/ | scrapy | productivity | shell | observability | Refactor a shell system related to observability. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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 | |
35c1b388fccaa8a884f85081 | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | scala | ci_cd | Create a scalable design system for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
02864fb0781ebd7b503ec1cc | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | scala | authorization | Perform a deep developer-experience analysis for a scala project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. 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 | |
fccd1a0bfddf54a53225fa5e | train | documentation_experience | web_docs | https://git-scm.com/doc | Git Documentation | saas | html | microservices | Perform a deep developer-experience analysis for a html project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 | |
bcf2478ff84ee440c71fdbbf | train | documentation_page | npm | https://www.npmjs.com/package/next | next | education | shell | graphql | Design a developer documentation page for graphql. | {"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":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
022c6b107c64b26afc022ed0 | train | technical_research | gitlab | https://gitlab.com/divested-mobile/mull-fenix | divested-mobile/mull-fenix | landing_page | swift | software_architecture | Perform a technical research task about software_architecture, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "divested-mobile/mull-fenix", "source_url": "https://gitlab.com/divested-mobile/mull-fenix", "... | === SCOPE ===
Technical behavior of software_architecture.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- divested-mobile/mull-fenix (https://gitlab.com/div... | web-research-coding-5m-1.1.0 | |
4dff796a861683e35f3bc65f | train | accessibility_fix | npm | https://www.npmjs.com/package/hono | hono | productivity | go | python | Create an accessibility remediation plan for a productivity. | {"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":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a82d3ef392c30561565cedf2 | train | refactoring | npm | https://www.npmjs.com/package/three | three | documentation | python | docker | Create a production coding task in python for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b0cfb7351cdeb8c46b267b3c | train | html_generation | github | https://github.com/ant-design/ant-design | ant-design/ant-design | developer_tool | scala | debugging | Create semantic HTML for a developer_tool about debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
ac3f066f93ce1df86b0680a1 | train | ui_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | developer_tool | python | testing | Design a production-quality UI for a developer_tool 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-Lauren-Brophy", "source_url": "https://codeberg.or... | 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 |
f39d0905802477addfa86622 | train | landing_page | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | finance | php | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 |
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