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3ef80f91bc0dabb2e91e0482 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | python | fullstack | Perform a deep multi-layer analysis of fullstack for a admin_panel 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, stand... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
87058eb8421277a7122c1ca8 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/16476924/how-can-i-iterate-over-rows-in-a-pandas-dataframe | How can I iterate over rows in a Pandas DataFrame? | search_interface | c | cloud | Perform a deep multi-layer analysis of cloud for a search_interface 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": "How can I iterate over rows in a Pandas DataFrame?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'How can I iterate over rows in a Pandas DataFrame?' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
6b185d1286b7e59e1826079e | train | design_system | codeberg | https://codeberg.org/kunthar/_cargo-index | kunthar/_cargo-index | education | go | machine_learning | 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": "kunthar/_cargo-index", "source_url": "https://codeberg.org/kunthar/_cargo-index", "source_typ... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
f66d55752e5c6506da4fb057 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/215718/how-can-i-reset-or-revert-a-file-to-a-specific-revision | How can I reset or revert a file to a specific revision? | finance | kotlin | html | Find and summarize the relevant documentation for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I reset or revert a file to a specific revision?", "source_url": "https://stackoverfl... | === RELEVANT DOCS ===
- How can I reset or revert a file to a specific revision?
https://stackoverflow.com/questions/215718/how-can-i-reset-or-revert-a-file-to-a-specific-revision
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting... | web-research-coding-5m-1.1.0 | |
f8c64c2a3f19ca6d6894cc72 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | kotlin | redis | Design React components for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | 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 |
b0ff3ecee6b177a49ed5600c | train | algorithm_design | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | blog | shell | authentication | Design a shell algorithm for a authentication problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
70ea0f14d4294ab70da4563f | train | design_accessibility | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | productivity | python | deep_learning | Audit accessibility for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7869a3fa5aec31742fbfeab1 | train | design_review | huggingface | https://huggingface.co/datasets/CodedotAI/code_clippy_github | CodedotAI/code_clippy_github | community | dart | docker | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CodedotAI/code_clippy_github", "source_url": "https://huggingface.co/datasets/CodedotAI/code_... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
9a0010cc533b6a544f52973c | train | javascript_generation | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | dashboard | typescript | database | Implement JavaScript interactions for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
8046e098c09cbd92133b4444 | train | design_consistency | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | portfolio | javascript | fullstack | Audit design consistency across a portfolio. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
09b6f5d5a92da215b96bd80b | train | research_summary | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | admin_panel | swift | developer_experience | Summarize the current state of knowledge about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | === OVERVIEW ===
developer_experience 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 ===
ClearURLs... | web-research-coding-5m-1.1.0 | |
9e49024c0f30ee7f3c899473 | train | web_search_query | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-zsm-bitextmining | puttatidam/software-documentation-zsm-bitextmining | dashboard | c | caching | Write an effective web search query to research the topic: caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-zsm-bitextmining", "source_url": "https://huggingface.co/da... | === QUERY ===
caching best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- caching
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
650b7cd92a42d9ad55d00da5 | train | deployment_experience | huggingface | https://huggingface.co/datasets/gus-mxx/A1-Machine-Learning-Data-Challenge | gus-mxx/A1-Machine-Learning-Data-Challenge | landing_page | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gus-mxx/A1-Machine-Learning-Data-Challenge", "source_url": "https://huggingface.co/datasets/g... | === 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 | |
dc0f29f986b76a5232d072a6 | train | landing_page | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | dashboard | kotlin | 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": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
34d4732ff6b34a1401a85f48 | train | refactoring_api | web_docs | https://doc.rust-lang.org/ | Rust Documentation | finance | dart | data_structures | Refactor a dart system related to data_structures. Focus on refactoring api. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
fba908ccf4dca519f5957514 | train | design_tokens | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | analytics | ruby | authentication | 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": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b0aa3e0eb449a8ae0bf64e05 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | swift | authorization | Perform a deep multi-layer analysis of authorization for a productivity using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
ce65a2cda38654640aa63936 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | swift | docker | Perform a deep developer-experience analysis for a swift project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
682f63523dc9ab5b682f21c2 | train | search_intent_classification | npm | https://www.npmjs.com/package/axios | axios | community | rust | authorization | Classify the search intent for a query about authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 ===
"authorization vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
2ab4b01c00dd597b7ea11eb3 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/348170/how-do-i-undo-git-add-before-commit | How do I undo 'git add' before commit? | social_app | c | nodejs | Create a web-performance optimization plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I undo 'git add' before commit?", "source_url": "https://stackoverflow.com/que... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
b4ec0b8a706d5cf111e444ce | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | go | typescript | Perform a deep multi-layer analysis of typescript for a developer_tool 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
a107dc9eaba90d136606b6aa | train | refactoring_modularization | github | https://github.com/jhao104/proxy_pool | jhao104/proxy_pool | search_interface | java | documentation | Refactor a java system related to documentation. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jhao104/proxy_pool", "source_url": "https://github.com/jhao104/proxy_pool", "source_type": "r... | === 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 | |
d51fd04792ee7c691754e51a | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | ruby | data_structures | Design a ruby algorithm for a data_structures problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
60d635e865963718113312de | train | repository_comparison | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v2 | nvidia/Nemotron-SFT-Multilingual-v2 | developer_tool | python | debugging | Perform a deep multi-layer analysis of debugging for a developer_tool 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": "nvidia/Nemotron-SFT-Multilingual-v2", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 'nvidia/Nemotron-SFT-Multilingual-v2' as a source anchor and identify relevant APIs, depende... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
821420d27e43a95d7f3afaa5 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | html | authentication | Refactor a html system related to authentication. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 | |
5a6b9a168dada28d52de0a71 | train | responsive_design | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | dashboard | scala | javascript | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
cdb6b21307169488cb1791c6 | train | responsive_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | education | html | linux | Create a responsive design strategy for a education. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
585440cf5ffa2ed00fb36a88 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | shell | deep_learning | Perform a deep multi-layer analysis of deep_learning for a admin_panel using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
e801fc55ea4dbcfe21bb14f2 | train | ux_design | stackexchange | https://stackoverflow.com/questions/22875636/how-do-i-cast-a-json-object-to-a-typescript-class | How do I cast a JSON object to a TypeScript class? | dashboard | cpp | rest_api | Design the complete UX flow of a dashboard for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I cast a JSON object to a TypeScript class?", "source_url": "https://stackoverflow.com... | 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 | |
4499f256ea313c0b644b8e67 | train | evidence_chain_analysis | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | cpp | testing | Perform a deep multi-layer analysis of testing for a developer_tool 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
8cff83f4e64331d481beb755 | train | refactoring_observability | pypi | https://pypi.org/project/pydantic/ | pydantic | analytics | kotlin | typescript | Refactor a kotlin system related to typescript. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
1d4b188419ee13753b0ba36f | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/424071/how-do-i-list-all-the-files-in-a-commit | How do I list all the files in a commit? | saas | typescript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a saas using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I list all the files in a commit?", "source_url": "https://stackoverflow.com/questions... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'How do I list all the files in a commit?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
f6a3802cf27d3f6c1036b3ea | train | design_review | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | blog | php | distributed_systems | Perform a professional design review of a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "source_type"... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
5e7e3e56da97a421e6f5dfc4 | train | ux_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | search_interface | dart | typescript | Perform a deep multi-layer analysis of typescript for a search_interface using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
bb2bf812f5c847577794cfef | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/9329446/loop-for-each-over-an-array-in-javascript | Loop (for each) over an array in JavaScript | admin_panel | swift | security | Audit accessibility for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Loop (for each) over an array in JavaScript", "source_url": "https://stackoverflow.com/questi... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
89b07368ebf7143a98ee2d2d | train | refactoring_scalability | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | education | python | user_experience | Refactor a python 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": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
fa85c756e8d9a2f55437e1a3 | train | api_developer_experience | gitlab | https://gitlab.com/gitlab-com/www-gitlab-com | gitlab-com/www-gitlab-com | marketplace | 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": "gitlab-com/www-gitlab-com", "source_url": "https://gitlab.com/gitlab-com/www-gitlab-com", "so... | === 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 | |
a5587dfa0a6587f11b2dd502 | train | visual_hierarchy | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | education | scala | cloud | Improve visual hierarchy in a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ad757a921ee179b68b565fce | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | cpp | python | Perform a deep developer-experience analysis for a cpp project involving python. | {"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 | |
0526489dc4329263b8861efc | train | research_summary | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | admin_panel | python | docker | Summarize the current state of knowledge about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === OVERVIEW ===
docker 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 ===
Reset23/the-stack-v2-ne... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
92dfa5bfba4f14aa9c072a67 | train | security_review | pypi | https://pypi.org/project/gradio/ | gradio | dashboard | cpp | design_system | Perform a security review of a dashboard application. | {"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":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
0b4a8136bc1651de87304fd0 | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | admin_panel | dart | ci_cd | Perform a deep multi-layer analysis of ci_cd for a admin_panel 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": "AkshithAI/starcoderdata-javascript-ctx-8192", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'AkshithAI/starcoderdata-javascript-ctx-8192' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
cb528715dba93982e15255d4 | train | product_analysis | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_code_conversations | dougiefresh/systems_programming_code_conversations | ecommerce | ruby | postgresql | Perform a deep multi-layer analysis of postgresql for a ecommerce using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_code_conversations", "source_url": "https://huggingface.co/da... | === 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 'dougiefresh/systems_programming_code_conversations' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
555fc92324bd63b178b153bb | train | refactoring_scalability | pypi | https://pypi.org/project/httpx/ | httpx | admin_panel | cpp | authentication | Refactor a cpp system related to authentication. Focus on refactoring scalability. | {"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": "... | === 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 | |
7f2d613ddf92ce379d1f24bf | train | design_review | huggingface | https://huggingface.co/datasets/open-phi/programming_books_llama | open-phi/programming_books_llama | productivity | css | mongodb | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-phi/programming_books_llama", "source_url": "https://huggingface.co/datasets/open-phi/pr... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
144e22ce2df9b5c986283bd1 | train | repository_issue_reasoning | github | https://github.com/mui/material-ui | mui/material-ui | productivity | dart | cloud | Perform a deep multi-layer analysis of cloud for a productivity 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": "mui/material-ui", "source_url": "https://github.com/mui/material-ui", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'mui/material-ui' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
e1d82019ed358802e5958bb4 | train | performance_fix | npm | https://www.npmjs.com/package/webpack | webpack | productivity | go | fullstack | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
8ccc010240bee1f853edf4da | train | refactoring_security | web_docs | https://docs.djangoproject.com/ | Django Documentation | marketplace | php | serverless | Refactor a php system related to serverless. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 | |
33c9ad1f247ead478ffcbc0f | train | research_summary | npm | https://www.npmjs.com/package/zod | zod | education | swift | redis | Summarize the current state of knowledge about redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === OVERVIEW ===
redis 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 ===
zod (https://www.npmjs.c... | web-research-coding-5m-1.1.0 | |
6c1b30f14319a198f3b3fab5 | train | refactoring_legacy_code | gitlab | https://gitlab.com/gitlab-com/www-gitlab-com | gitlab-com/www-gitlab-com | developer_tool | shell | fullstack | Refactor a shell system related to fullstack. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/www-gitlab-com", "source_url": "https://gitlab.com/gitlab-com/www-gitlab-com", "so... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
ea3e76643f4f2bcadf7549bc | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/next | next | social_app | ruby | deep_learning | Perform a deep multi-layer analysis of deep_learning for a social_app 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": "next", "source_url": "https://www.npmjs.com/package/next", "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 'next' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
3cb25452ab2e93cc5627b154 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/58123398/when-to-use-jsx-element-vs-reactnode-vs-reactelement | When to use JSX.Element vs ReactNode vs ReactElement? | developer_tool | html | open_source | Perform a deep developer-experience analysis for a html project involving open_source. | {"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.... | === 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 | |
2b9d4745f54e25ed54bb5526 | train | form_ui | pypi | https://pypi.org/project/fastapi/ | fastapi | portfolio | ruby | testing | Design an accessible form for testing. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
bd9b08dcd0a0325af3f079f8 | train | debugging | npm | https://www.npmjs.com/package/prettier | prettier | landing_page | go | css | Create a realistic go debugging problem involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
d3dd93e912ddfa9a261e613f | train | documentation_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | finance | dart | api_design | Perform a deep developer-experience analysis for a dart project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
99313b917fec2c75cd86e8d2 | train | design_system | npm | https://www.npmjs.com/package/axios | axios | developer_tool | ruby | react | Create a scalable design system for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
020bec26decccea130d467a9 | train | root_cause_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | sql | ci_cd | Perform a deep multi-layer analysis of ci_cd for a admin_panel 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
7e1ce1aa8a40fcf36c48b896 | train | design_system | stackexchange | https://stackoverflow.com/questions/739654/how-do-i-make-function-decorators-and-chain-them-together | How do I make function decorators and chain them together? | portfolio | swift | fullstack | 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": "How do I make function decorators and chain them together?", "source_url": "https://stackover... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
a82ea121d057271e89ef9597 | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/252703/what-is-the-difference-between-pythons-list-methods-append-and-extend | What is the difference between Python's list methods append and extend? | productivity | rust | data_engineering | Perform a deep multi-layer analysis of data_engineering for a productivity 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": "What is the difference between Python's list methods append and extend?", "source_url": "... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'What is the difference between Python's list methods append and extend?' ... | web-research-coding-5m-1.1.0 | |
b252699d31d8e2dd362b8993 | train | maintainability_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | shell | deep_learning | Perform a deep multi-layer analysis of deep_learning for a blog 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 deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
069a1389c0c7a5337348594b | train | design_consistency | huggingface | https://huggingface.co/datasets/crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | marketplace | python | ci_cd | Audit design consistency across a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-s... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
280eeccfc4b81b227727e629 | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | swift | observability | Perform a deep multi-layer analysis of observability for a search_interface using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
f221c4f631011193140c036c | train | web_search_query | stackexchange | https://stackoverflow.com/questions/34641582/what-is-the-difference-between-react-native-and-react | What is the difference between React Native and React? | admin_panel | go | sql | Write an effective web search query to research the topic: sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between React Native and React?", "source_url": "https://stackoverflow... | === QUERY ===
sql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- sql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
a7ca848aaf1e5eb7dc7169b2 | train | seo_fix | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | education | php | design_system | Create an SEO improvement plan for a education about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
3b5f0defc4639d8576322b1d | train | repository_documentation | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | landing_page | javascript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a landing_page 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": "o0Biggz0o/documentation-images", "source_url": "https://huggingface.co/datasets/o0Biggz0o/doc... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'o0Biggz0o/documentation-images' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
eea1dcad1e54d6e471555a31 | train | technical_research | pypi | https://pypi.org/project/torch/ | torch | education | python | authorization | Perform a technical research task about authorization, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === SCOPE ===
Technical behavior of authorization.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- torch (https://pypi.org/project/torch/)
- Official documen... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
cc6c1c5b6c6055fbeee0e976 | train | nextjs_generation | pypi | https://pypi.org/project/numpy/ | numpy | ecommerce | go | api_design | Design a Next.js architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
66926e8abef2deb34f2691e8 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector | Is there a "previous sibling" selector? | finance | html | nodejs | Implement JavaScript interactions for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a "previous sibling" selector?", "source_url": "https://stackoverflow.com/... | 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 |
dfd8ce304e43f30b235d43e2 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/5137497/find-the-current-directory-and-files-directory | Find the current directory and file's directory | marketplace | cpp | nodejs | Perform a deep developer-experience analysis for a cpp project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the current directory and file's directory", "source_url": "https://stackoverflow.co... | === 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 | |
49acc79696ee75a844447bdc | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | php | kubernetes | Perform a deep multi-layer analysis of kubernetes for a finance using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
6b395d8fe5c3c18ab1a804e6 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | java | graphql | Design a production API for a graphql application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
ecf5d13a7a6abada41626c59 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | ecommerce | python | web_performance | Perform a deep developer-experience analysis for a python project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | === 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 |
7f103ddc94d6290405a4b628 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | landing_page | rust | javascript | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
67dd532379c7aa787540265d | train | dependency_management_experience | github | https://github.com/immich-app/immich | immich-app/immich | analytics | python | nextjs | Perform a deep developer-experience analysis for a python project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f4f20540dc09a253ebbda7d2 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/three | three | search_interface | swift | mongodb | Perform a deep multi-layer analysis of mongodb for a search_interface using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "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 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
15d209512f76211e66288dcf | train | javascript_generation | codeberg | https://codeberg.org/brra/_cargo-index | brra/_cargo-index | developer_tool | java | redis | Implement JavaScript interactions for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "brra/_cargo-index", "source_url": "https://codeberg.org/brra/_cargo-index", "source_type": "r... | 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 |
28ddadd9ad309a256126d383 | train | source_comparison | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | ruby | observability | Compare multiple sources about observability 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === SOURCES ===
- beautifulsoup4 (https://pypi.org/project/beautifulsoup4/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdat... | web-research-coding-5m-1.1.0 | |
eefade954b8c8cc635be09e9 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/vitest | vitest | education | ruby | react | Perform a deep multi-layer analysis of react for a education 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'vitest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
fcda8f60deae86a7b64b9226 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | java | open_source | Perform multi-hop research about open_source: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === HOP 1 ===
Start at: HTTP
https://developer.mozilla.org/en-US/docs/Web/HTTP
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
... | web-research-coding-5m-1.1.0 | |
86209fdcb4d9e360a2a80252 | train | product_analysis | codeberg | https://codeberg.org/quidome/100-exercises-to-learn-rust | quidome/100-exercises-to-learn-rust | dashboard | php | nodejs | Perform a deep multi-layer analysis of nodejs for a dashboard using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "quidome/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/quidome/100-exercis... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'quidome/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
9d6a13d572eeebe66d46061f | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | php | api_design | Perform a deep multi-layer analysis of api_design for a education using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
a043f9a553c910eac305fc4a | train | information_architecture | web_docs | https://docs.python.org/3/ | Python Documentation | community | scala | authentication | Design the information architecture for authentication. | {"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 | |
cc9f6ba1b4537ed1c9724511 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | admin_panel | javascript | security | Refactor a javascript system related to security. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | === 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 | |
b2117f6767605fb18a8869d4 | train | refactoring_observability | npm | https://www.npmjs.com/package/svelte | svelte | blog | cpp | devops | Refactor a cpp system related to devops. Focus on refactoring observability. | {"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... | === 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 | |
d382e5e01329ffda8a8f67a0 | train | react_generation | huggingface | https://huggingface.co/datasets/nvidia/OCR-Synthetic-Multilingual-v1 | nvidia/OCR-Synthetic-Multilingual-v1 | admin_panel | sql | fullstack | Design React components for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/... | 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 |
102c3f98ed776a9e69bdc50f | train | security_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Dylan-Crimmings | UI-Programming-23-24/01-Web-basics-and-git-Dylan-Crimmings | education | c | security | Perform a deep multi-layer analysis of security for a education 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": "UI-Programming-23-24/01-Web-basics-and-git-Dylan-Crimmings", "source_url": "https://codeberg.... | === 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 'UI-Programming-23-24/01-Web-basics-and-git-Dylan-Crimmings' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
c4ef5239d8cdb18500c41c71 | train | design_to_code | gitlab | https://gitlab.com/antora/antora | antora/antora | dashboard | php | fullstack | Translate a dashboard design into maintainable php code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | 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 | |
fc4674edcaafefbfe1080880 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/509211/how-slicing-in-python-works | How slicing in Python works | blog | swift | redis | Perform a deep developer-experience analysis for a swift project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How slicing in Python works", "source_url": "https://stackoverflow.com/questions/509211/how-s... | === 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 | |
84542e55829545a1253bd10e | train | maintainability_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | shell | backend | Perform a deep multi-layer analysis of backend 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
261aeffd658128383e6f79ee | train | design_review | pypi | https://pypi.org/project/torch/ | torch | admin_panel | css | mongodb | Perform a professional design review of a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
67ed752c3f3e49d40e786521 | train | web_search_query | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | education | shell | design_system | Write an effective web search query to research the topic: design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | === QUERY ===
design_system best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- design_system
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
112fdfe47bc0f7c15852d5d9 | train | repository_dependency_analysis | web_docs | https://go.dev/doc/ | Go Documentation | productivity | cpp | microservices | Perform a deep multi-layer analysis of microservices for a productivity 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
9fddfd2c8abf51f510c19671 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | python | graphql | Perform a deep multi-layer analysis of graphql for a social_app 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2456e0cd9a64a3da30476319 | train | ux_design | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | community | kotlin | sql | Design the complete UX flow of a community for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | 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 | |
105c1b88cfdc07b6cc9a3778 | train | api_developer_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | documentation | css | api_design | Perform a deep developer-experience analysis for a css project involving api_design. | {"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 | |
1b534b46ded34bd2a1fe36c6 | train | documentation_lookup | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | marketplace | kotlin | open_source | Find and summarize the relevant documentation for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | === RELEVANT DOCS ===
- jlp-jobs/jlp-fe/jlp-typescript-fed-test
https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences... | web-research-coding-5m-1.1.0 | |
969d2a7786496eabdd588b92 | train | refactoring_api | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | search_interface | java | postgresql | Refactor a java system related to postgresql. Focus on refactoring api. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
af13b5f85f7b35210bbdb692 | train | performance_fix | pypi | https://pypi.org/project/flask/ | flask | search_interface | python | sql | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
53eebf8a84e7fa65d339983f | train | typescript_generation | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | productivity | go | web_performance | Implement TypeScript logic for a productivity. | {"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... | 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 |
ce8e1e4865c444c569f867e8 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | typescript | software_architecture | Create responsive CSS for a developer_tool. | {"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", "... | 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 |
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