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246d93918fa740cd8db39f2c | train | landing_page | huggingface | https://huggingface.co/datasets/AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1 | AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1 | developer_tool | java | data_structures | Design a landing page for a data_structures product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d76a774c18162853e93cdfe6 | train | repository_dependency_analysis | codeberg | https://codeberg.org/import-benjamin/.dotfiles | import-benjamin/.dotfiles | ecommerce | javascript | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce 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": "import-benjamin/.dotfiles", "source_url": "https://codeberg.org/import-benjamin/.dotfiles", "... | === 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 'import-benjamin/.dotfiles' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
459d0aa02c2b0919739c585d | train | data_structure_design | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | admin_panel | php | data_engineering | Design a data structure in php for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini", "source_url... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
fbe3231ce41e696cc50cf1d1 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/805107/how-can-i-assign-a-multiline-string-literal-to-a-variable | How can I assign a multiline string literal to a variable? | blog | go | testing | Perform a deep developer-experience analysis for a go project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I assign a multiline string literal to a variable?", "source_url": "https://stackover... | === 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 | |
840193f1f4e8ccbff9c30d9f | train | responsive_website | huggingface | https://huggingface.co/datasets/LocalResearchGroup/split-avelina-python-edu | LocalResearchGroup/split-avelina-python-edu | community | sql | distributed_systems | Design a complete responsive community for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LocalResearchGroup/split-avelina-python-edu", "source_url": "https://huggingface.co/datasets/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
8a7fb3c515f4c3453209c74c | train | design_to_code | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | community | sql | deep_learning | Translate a community design into maintainable sql code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | 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 | |
f352fc674aa86f6173c8a0f9 | train | design_tokens | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | productivity | rust | mongodb | Create design tokens for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d6b08f4ba83cff0a7eac5c6b | train | performance_fix | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-inference-examples-40 | NTU-yiwen/code-world-model-inference-examples-40 | productivity | rust | open_source | 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": "NTU-yiwen/code-world-model-inference-examples-40", "source_url": "https://huggingface.co/data... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
3eef738debdd8f6915f050bb | train | refactoring_performance | gitlab | https://gitlab.com/philbooth/check-types.js | philbooth/check-types.js | community | typescript | user_experience | Refactor a typescript system related to user_experience. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "philbooth/check-types.js", "source_url": "https://gitlab.com/philbooth/check-types.js", "sour... | === 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 | |
951e21d632d1a45b08071b45 | train | refactoring_architecture | codeberg | https://codeberg.org/Frido/0ad-tab-style-build-menu | Frido/0ad-tab-style-build-menu | documentation | javascript | css | Refactor a javascript system related to css. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Frido/0ad-tab-style-build-menu", "source_url": "https://codeberg.org/Frido/0ad-tab-style-buil... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
963156e6cffc8c5aa5054e8c | train | responsive_website | npm | https://www.npmjs.com/package/zod | zod | developer_tool | php | algorithms | Design a complete responsive developer_tool for algorithms. | {"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": "... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
f230b692b3343296231de31f | train | build_experience | stackexchange | https://stackoverflow.com/questions/10732690/offsetting-an-html-anchor-to-adjust-for-fixed-header | offsetting an html anchor to adjust for fixed header | developer_tool | html | nextjs | Perform a deep developer-experience analysis for a html project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "offsetting an html anchor to adjust for fixed header", "source_url": "https://stackoverflow.c... | === 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 | |
f1ff663ed27f83fb975d5563 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/3790935/can-i-hide-the-html5-number-input-s-spin-box | Can I hide the HTML5 number input’s spin box? | analytics | scala | authentication | Refactor a scala 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": "Can I hide the HTML5 number input’s spin box?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
aade1c723722e77050cc5e30 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/3207219/how-do-i-list-all-files-of-a-directory | How do I list all files of a directory? | search_interface | sql | computer_vision | Design the information architecture for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I list all files of a directory?", "source_url": "https://stackoverflow.com/questions/... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
58bbaf9ce940032c3e304325 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | typescript | serverless | Create a component architecture for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
9d3ac1e4280b163cdad054a1 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-qrels | CoIR-Retrieval/CodeSearchNet-javascript-qrels | productivity | dart | software_architecture | Perform a deep developer-experience analysis for a dart project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-javascript-qrels", "source_url": "https://huggingface.co/dataset... | === 1. 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 | |
3ba519975831df1b2ab985ca | train | product_analysis | gitlab | https://gitlab.com/glitchtip/glitchtip-frontend | glitchtip/glitchtip-frontend | productivity | javascript | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity 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": "glitchtip/glitchtip-frontend", "source_url": "https://gitlab.com/glitchtip/glitchtip-frontend... | === 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 'glitchtip/glitchtip-frontend' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
a925ebb75f68886159c0ac16 | train | html_generation | pypi | https://pypi.org/project/requests/ | requests | blog | kotlin | testing | Create semantic HTML for a blog about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
b9d52ff32521c8b2e4b6106b | train | local_development_experience | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | community | html | postgresql | Perform a deep developer-experience analysis for a html project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === 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 | |
77b1767f687e05f3303e1492 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/348170/how-do-i-undo-git-add-before-commit | How do I undo 'git add' before commit? | admin_panel | dart | docker | Perform a deep multi-layer analysis of docker 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": "How do I undo 'git add' before commit?", "source_url": "https://stackoverflow.com/que... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'How do I undo 'git add' before commit?' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
7ad3623e73d23b0c7345cc1a | train | local_development_experience | web_docs | https://go.dev/doc/ | Go Documentation | ecommerce | python | api_design | Perform a deep developer-experience analysis for a python project involving api_design. | {"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. 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 |
b30226f377358baaa12b8806 | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style | TokenBender/code_instructions_122k_alpaca_style | portfolio | css | user_experience | Perform a deep multi-layer analysis of user_experience for a portfolio using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TokenBender/code_instructions_122k_alpaca_style", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'TokenBender/code_instructions_122k_alpaca_style' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
1e344553497df2795ce52aea | train | error_message_design | stackexchange | https://stackoverflow.com/questions/57237352/what-does-unsqueeze-do-in-pytorch | What does "unsqueeze" do in Pytorch? | dashboard | kotlin | authorization | Perform a deep developer-experience analysis for a kotlin project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "unsqueeze" do in Pytorch?", "source_url": "https://stackoverflow.com/que... | === 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 | |
d93f1701ce01c3cf56fb004a | train | search_intent_classification | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | documentation | java | database | Classify the search intent for a query about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "osp-group/flask-nginx-rtmp-manager", "source_url": "https://gitlab.com/osp-group/flask-nginx-... | === 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 ===
"database vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
700d234dbe67a746530dae6a | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/huggingface/documentation-images | huggingface/documentation-images | marketplace | dart | css | Perform a deep multi-layer analysis of css for a marketplace 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": "huggingface/documentation-images", "source_url": "https://huggingface.co/datasets/huggingface... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'huggingface/documentation-images' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
6d89da4069545dd5f30a2dd6 | train | local_development_experience | github | https://github.com/jhao104/proxy_pool | jhao104/proxy_pool | landing_page | ruby | open_source | Perform a deep developer-experience analysis for a ruby project involving open_source. | {"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... | === 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 | |
4ee3e596310b76fdf0387dde | train | accessibility_analysis | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | ecommerce | php | deep_learning | Perform a deep multi-layer analysis of deep_learning for a ecommerce 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": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "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 'ClearURLs/ClearUrls' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
40b5fb9e0328fc04b8148a73 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | productivity | c | nextjs | Translate a productivity design into maintainable c code. | {"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... | 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 | |
a7f571a795a1cbddfcda7786 | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | python | ci_cd | Design a production-quality UI for a portfolio focused on ci_cd. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6708d63ff3331322f8b3a045 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | search_interface | scala | nodejs | Perform a deep developer-experience analysis for a scala project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "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 | |
0663883a290b24d9feaa92d5 | train | performance_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | search_interface | javascript | authorization | Perform a deep multi-layer analysis of authorization for a search_interface 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
d52f259d03616f207f6feb5f | train | information_architecture | gitlab | https://gitlab.com/rosarior/django-must-watch | rosarior/django-must-watch | analytics | rust | distributed_systems | Design the information architecture for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rosarior/django-must-watch", "source_url": "https://gitlab.com/rosarior/django-must-watch", "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
6d35fdd66d40bab2acca3711 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | swift | rest_api | Perform a deep multi-layer analysis of rest_api for a dashboard 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
5adf1d9c01a06bc23e0e8012 | train | research_plan | npm | https://www.npmjs.com/package/three | three | marketplace | c | observability | Build a structured research plan to deeply understand observability. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of observability.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
8f907a368ec69d2bde79cbb7 | train | performance_analysis | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | social_app | java | typescript | Perform a deep multi-layer analysis of typescript for a social_app using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | === 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 'comentario/comentario' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
cc3e41802a1e1ac6b2f4a380 | train | design_consistency | pypi | https://pypi.org/project/pydantic/ | pydantic | blog | go | testing | Audit design consistency across a blog. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
29a924e962269155974d354e | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/31284169/parse-error-adjacent-jsx-elements-must-be-wrapped-in-an-enclosing-tag | Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag | community | css | user_experience | Refactor a css system related to user_experience. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag", "source_url": "https... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
1944fb6e5b3d2ed3080dde3b | train | security_review | stackexchange | https://stackoverflow.com/questions/19578796/what-is-the-save-option-for-npm-install | What is the --save option for npm install? | saas | c | debugging | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the --save option for npm install?", "source_url": "https://stackoverflow.com/questio... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
8947f2ae5bbe7a5e1d36f8aa | train | accessibility_fix | gitlab | https://gitlab.com/gorlapraveen/TheLearningDocumentationProject | gorlapraveen/TheLearningDocumentationProject | finance | swift | security | Create an accessibility remediation plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gorlapraveen/TheLearningDocumentationProject", "source_url": "https://gitlab.com/gorlapraveen... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4b98ea07ef4385d1599ccadb | train | local_development_experience | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | dart | microservices | Perform a deep developer-experience analysis for a dart project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 | |
6c8f474da0966ce1d2eee09e | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/489340/vertically-align-text-next-to-an-image | Vertically align text next to an image? | developer_tool | java | deep_learning | Refactor a java system related to deep_learning. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vertically align text next to an image?", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
d512f8394ccbfebe07297641 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | admin_panel | javascript | typescript | Perform a deep developer-experience analysis for a javascript project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BigScienceBiasEval/crows_pairs_multilingual", "source_url": "https://huggingface.co/datasets/... | === 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 | |
ef63c63f0ae9e3241eaf18bc | train | refactoring_architecture | gitlab | https://gitlab.com/cznic/quickjs | cznic/quickjs | dashboard | swift | developer_experience | Refactor a swift system related to developer_experience. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cznic/quickjs", "source_url": "https://gitlab.com/cznic/quickjs", "source_type": "repository"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
091343e415ac1d74ccf240ba | train | evidence_chain_analysis | pypi | https://pypi.org/project/pandas/ | pandas | analytics | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a analytics using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
d3f50340b8d55ad49379bd64 | train | source_selection | pypi | https://pypi.org/project/flask/ | flask | education | shell | linux | Select the most reliable sources to research linux. | {"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": "... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
95fdf0925d7d9f798d4b94fc | train | form_ui | web_docs | https://git-scm.com/doc | Git Documentation | search_interface | python | authentication | Design an accessible form for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
01622baf63c936eaddd72fe2 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | finance | scala | devops | Refactor a scala system related to devops. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 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 | |
7bc822d2d34c028cac45dd2e | train | developer_experience | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | dashboard | c | developer_experience | Perform a deep developer-experience analysis for a c project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | === 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 | |
6b8e9862be1f692f2e36c4cf | train | design_to_code | stackexchange | https://stackoverflow.com/questions/53120972/how-to-call-loading-function-with-react-useeffect-only-once | How to call loading function with React useEffect only once | marketplace | javascript | react | Translate a marketplace design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to call loading function with React useEffect only once", "source_url": "https://stackove... | 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 | |
0100564d80f7083171fd98d6 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | swift | software_architecture | Classify the search intent for a query about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 ===
"software_architecture vs alternatives"
=== CLASSIFICATION ===
Comparative / in... | web-research-coding-5m-1.1.0 | |
1dd630f1a631b51606864d5d | train | refactoring_security | npm | https://www.npmjs.com/package/zod | zod | admin_panel | typescript | computer_vision | Refactor a typescript system related to computer_vision. Focus on refactoring security. | {"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": "... | === 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 | |
c5f8ed264044d609e989c1fc | train | accessibility_analysis | codeberg | https://codeberg.org/Trevizer/_cargo-index | Trevizer/_cargo-index | search_interface | python | javascript | Perform a deep multi-layer analysis of javascript for a search_interface 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": "Trevizer/_cargo-index", "source_url": "https://codeberg.org/Trevizer/_cargo-index", "source_t... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Trevizer/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versi... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4d26ab9ff4d4b1a43358ae4a | train | design_components | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | ecommerce | go | rest_api | Create a component architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
450389899957d60efd175c45 | train | developer_experience | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | swift | debugging | Perform a deep developer-experience analysis for a swift project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. 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 | |
f38b998564fe1924dfd1ff92 | train | seo_fix | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | developer_tool | css | security | Create an SEO improvement plan for a developer_tool about security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unconed/use.gpu", "source_url": "https://gitlab.com/unconed/use.gpu", "source_type": "reposit... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
71e31ffa48b01b2c698a204f | train | refactoring_observability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | php | data_engineering | Refactor a php system related to data_engineering. Focus on refactoring observability. | {"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... | === 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 | |
1f9e233214d0892d13e5ec84 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | c | microservices | Perform a deep multi-layer analysis of microservices for a blog 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
0fe800287c27fe7c6472e831 | train | repository_documentation | 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? | portfolio | go | data_structures | Perform a deep multi-layer analysis of data_structures for a portfolio using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I cast a JSON object to a TypeScript class?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'How do I cast a JSON object to a TypeScript class?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
5d76525047c5714357b2bea5 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/Ujjwal-Tyagi/JavaScript-Code-Large | Ujjwal-Tyagi/JavaScript-Code-Large | dashboard | sql | web_performance | Perform a deep multi-layer analysis of web_performance for a dashboard 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": "Ujjwal-Tyagi/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/Ujjwal-Ty... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'Ujjwal-Tyagi/JavaScript-Code-Large' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
3148d1a1fba102b0853c52ec | train | api_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | admin_panel | c | css | Design a production API for a css application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
8d2b4c754b9d76d05116443e | train | javascript_generation | npm | https://www.npmjs.com/package/express | express | education | css | documentation | Implement JavaScript interactions for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | 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 |
a4b9c092ed295d19b56d366a | train | security_analysis | huggingface | https://huggingface.co/datasets/bezzam/documentation-images | bezzam/documentation-images | marketplace | rust | caching | Perform a deep multi-layer analysis of caching for a marketplace using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bezzam/documentation-images", "source_url": "https://huggingface.co/datasets/bezzam/documenta... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'bezzam/documentation-images' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
609c90840b0891a70d66dee6 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | go | testing | Find and summarize the relevant documentation for testing. | {"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... | === RELEVANT DOCS ===
- Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures wh... | web-research-coding-5m-1.1.0 | |
99e27250a9d19b4557d72baf | train | react_generation | huggingface | https://huggingface.co/datasets/verify-ppt/marin-starcoderdata_javascript | verify-ppt/marin-starcoderdata_javascript | finance | css | javascript | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verify-ppt/marin-starcoderdata_javascript", "source_url": "https://huggingface.co/datasets/ve... | 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 |
62e05fb08e0f7c3234f8cfb5 | train | research_summary | huggingface | https://huggingface.co/datasets/ellamind/humaneval-multilingual | ellamind/humaneval-multilingual | blog | scala | kubernetes | Summarize the current state of knowledge about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/humaneval-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hum... | === OVERVIEW ===
kubernetes 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 ===
ellamind/humaneval-... | web-research-coding-5m-1.1.0 | |
26c5bafd15275e2062e316b0 | train | ux_design | npm | https://www.npmjs.com/package/prettier | prettier | saas | c | computer_vision | Design the complete UX flow of a saas for computer_vision. | {"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", ... | 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 | |
18c0556422a12569b5775d23 | train | repository_issue_reasoning | pypi | https://pypi.org/project/flask/ | flask | productivity | swift | postgresql | Perform a deep multi-layer analysis of postgresql 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
a99a2368893e0b6e8e282325 | train | design_components | stackexchange | https://stackoverflow.com/questions/21194934/how-to-create-a-directory-if-it-doesnt-exist-using-node-js | How to create a directory if it doesn't exist using Node.js | landing_page | rust | authorization | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to create a directory if it doesn't exist using Node.js", "source_url": "https://stac... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
8e2c975e4d77bc20e7ff4345 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/82831/how-do-i-check-whether-a-file-exists-without-exceptions | How do I check whether a file exists without exceptions? | social_app | javascript | authentication | Perform a deep multi-layer analysis of authentication for a social_app 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": "How do I check whether a file exists without exceptions?", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'How do I check whether a file exists without exceptions?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
ad9b3c91a8ee52daa6fabb05 | train | javascript_generation | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | java | docker | 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | 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 |
66e5eef1f6c403d7a99ba2f9 | train | research_summary | npm | https://www.npmjs.com/package/webpack | webpack | social_app | cpp | nodejs | Summarize the current state of knowledge about nodejs. | {"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... | === OVERVIEW ===
nodejs 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 ===
webpack (https://www.np... | web-research-coding-5m-1.1.0 | |
13a55e03b7fa956124011a76 | train | refactoring_scalability | github | https://github.com/vercel/hyper | vercel/hyper | ecommerce | shell | developer_experience | Refactor a shell system related to developer_experience. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === 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 | |
73c66086cb8f295bd010b627 | train | react_generation | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | search_interface | php | database | Design React components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | 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 |
e076315922f680814afcc8e9 | train | evidence_chain_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | education | shell | open_source | Perform a deep multi-layer analysis of open_source for a education using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
e5f23e9c35bbe26248089ab1 | train | refactoring_observability | codeberg | https://codeberg.org/okasion/2FA-lite | okasion/2FA-lite | finance | php | frontend | Refactor a php system related to frontend. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "okasion/2FA-lite", "source_url": "https://codeberg.org/okasion/2FA-lite", "source_type": "rep... | === 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 | |
81574cda1e2ff70d90e5aa3a | train | information_architecture | huggingface | https://huggingface.co/datasets/abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | marketplace | java | nodejs | Design the information architecture for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abanm/arjoonn-codechef-competitive-programming-ChatGPT4o", "source_url": "https://huggingface... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
834eb52967c896f7691393b4 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/953481/how-do-i-find-and-restore-a-deleted-file-in-a-git-repository | How do I find and restore a deleted file in a Git repository? | blog | scala | react | Perform a deep developer-experience analysis for a scala project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I find and restore a deleted file in a Git repository?", "source_url": "https://stacko... | === 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 | |
bb38a7b1a39951659090cb3d | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/23123138/how-can-i-perform-a-debounce | How can I perform a debounce? | blog | kotlin | redis | Perform a deep developer-experience analysis for a kotlin project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I perform a debounce?", "source_url": "https://stackoverflow.com/questions/23123138/h... | === 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 | |
d33e4bf182832f779ea992fe | train | accessibility_fix | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | productivity | javascript | typescript | Create an accessibility remediation plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
180e4721bce7a28e7bf077e3 | train | debugging | npm | https://www.npmjs.com/package/webpack | webpack | admin_panel | go | linux | Create a realistic go debugging problem involving linux. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
626b1f13fbe929f838c34de2 | train | react_generation | stackexchange | https://stackoverflow.com/questions/9153571/is-there-a-way-to-get-the-version-from-the-package-json-file-in-node-js-code | Is there a way to get the version from the 'package.json' file in Node.js code? | blog | css | web_accessibility | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to get the version from the 'package.json' file in Node.js code?", "so... | 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 |
c20ac6f7f90c3a10d7da7658 | train | performance_analysis | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | typescript | authorization | Perform a deep multi-layer analysis of authorization for a developer_tool 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 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 'transformers' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
2edf3c62e0f92121f4af66d3 | train | build_experience | web_docs | https://git-scm.com/doc | Git Documentation | blog | html | data_engineering | Perform a deep developer-experience analysis for a html project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c3856c1601f64db6c2874c84 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | community | dart | devops | Refactor a dart system related to devops. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
85a92722e2af4bc14eeec9e2 | train | product_analysis | npm | https://www.npmjs.com/package/rollup | rollup | analytics | kotlin | algorithms | Perform a deep multi-layer analysis of algorithms for a analytics using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
5a763203e5e8304d0112cf78 | train | source_selection | codeberg | https://codeberg.org/test101/12 | test101/12 | blog | python | database | Select the most reliable sources to research database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "test101/12", "source_url": "https://codeberg.org/test101/12", "source_type": "repository", "t... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4e7009842b229f41eb1f0e4f | train | risk_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | java | redis | Perform a deep multi-layer analysis of redis for a marketplace using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
d62454b10777281c342e4a9f | train | design_consistency | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | admin_panel | shell | mongodb | Audit design consistency across a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
afe5c840b04466a89142f6d3 | train | risk_analysis | codeberg | https://codeberg.org/Azorimor/_cargo-index | Azorimor/_cargo-index | productivity | swift | devops | Perform a deep multi-layer analysis of devops 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": "Azorimor/_cargo-index", "source_url": "https://codeberg.org/Azorimor/_cargo-index", "source_t... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'Azorimor/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
eb766592f9f424cc0981eef9 | train | refactoring_observability | npm | https://www.npmjs.com/package/jest | jest | portfolio | html | serverless | Refactor a html system related to serverless. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 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 | |
2baea715372c44f062e558eb | train | visual_hierarchy | gitlab | https://gitlab.com/fdroid/repomaker | fdroid/repomaker | landing_page | php | linux | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/repomaker", "source_url": "https://gitlab.com/fdroid/repomaker", "source_type": "repos... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
9958ffb875c49fc25d5fdbb5 | train | testing_experience | codeberg | https://codeberg.org/itworksmoothly8375/5000vanilaJavaScript | itworksmoothly8375/5000vanilaJavaScript | finance | go | redis | Perform a deep developer-experience analysis for a go project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "itworksmoothly8375/5000vanilaJavaScript", "source_url": "https://codeberg.org/itworksmoothly8... | === 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 | |
cebf2fd837eb5d36b70eada9 | train | refactoring_readability | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | admin_panel | php | web_accessibility | Refactor a php system related to web_accessibility. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
1e9cafef4841390f62c6f0d9 | train | error_message_design | gitlab | https://gitlab.com/q-dev/q-js-sdk | q-dev/q-js-sdk | community | rust | testing | Perform a deep developer-experience analysis for a rust project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "q-dev/q-js-sdk", "source_url": "https://gitlab.com/q-dev/q-js-sdk", "source_type": "repositor... | === 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 | |
5721659fcbb4f9c3a3434560 | train | maintainability_analysis | npm | https://www.npmjs.com/package/vitest | vitest | landing_page | typescript | ci_cd | Perform a deep multi-layer analysis of ci_cd for a landing_page 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 'vitest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
50cdf060970282770790d5cd | train | design_accessibility | pypi | https://pypi.org/project/typer/ | typer | analytics | go | ci_cd | Audit accessibility for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
829b0a1d22652ef2e2ddb30b | train | developer_experience | stackexchange | https://stackoverflow.com/questions/9153571/is-there-a-way-to-get-the-version-from-the-package-json-file-in-node-js-code | Is there a way to get the version from the 'package.json' file in Node.js code? | community | sql | rest_api | Perform a deep developer-experience analysis for a sql project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to get the version from the 'package.json' file in Node.js code?", "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 | |
69165d41d1876c4675463ff0 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/41285211/overriding-interface-property-type-defined-in-typescript-d-ts-file | Overriding interface property type defined in Typescript d.ts file | developer_tool | php | nextjs | Write an effective web search query to research the topic: nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Overriding interface property type defined in Typescript d.ts file", "source_url": "https://s... | === QUERY ===
nextjs best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nextjs
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
d139ff486c8ca1f43c9b15a3 | train | documentation_page | npm | https://www.npmjs.com/package/react | react | saas | go | fullstack | Design a developer documentation page for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
3272f75fad968a3d46967a2c | train | multi_hop_research | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | analytics | typescript | fullstack | Perform multi-hop research about fullstack: 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === HOP 1 ===
Start at: scikit-learn
https://pypi.org/project/scikit-learn/
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 |
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