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240c97dba75dd1809d999423 | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | developer_tool | dart | design_system | Refactor a dart system related to design_system. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | === 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 | |
902ca21134279627101d710d | train | debugging_experience | npm | https://www.npmjs.com/package/jest | jest | developer_tool | kotlin | data_structures | Perform a deep developer-experience analysis for a kotlin project involving data_structures. | {"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":... | === 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 | |
46a42a03e19a379e7cd40fd2 | train | css_generation | github | https://github.com/storybookjs/storybook | storybookjs/storybook | community | dart | security | Create responsive CSS for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "storybookjs/storybook", "source_url": "https://github.com/storybookjs/storybook", "source_typ... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
eb9803903da32f9b284bb9b6 | train | design_components | codeberg | https://codeberg.org/LadueCS/2048 | LadueCS/2048 | saas | javascript | open_source | Create a component architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LadueCS/2048", "source_url": "https://codeberg.org/LadueCS/2048", "source_type": "repository"... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
95006b61d607199dc8e23313 | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/3437059/does-python-have-a-string-contains-substring-method | Does Python have a string 'contains' substring method? | dashboard | scala | javascript | Perform a deep multi-layer analysis of javascript for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a string 'contains' substring method?", "source_url": "https://stack... | === 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 'Does Python have a string 'contains' substring method?' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
04b5f2635bed2eb2839c6f84 | train | dependency_management_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | marketplace | javascript | backend | Perform a deep developer-experience analysis for a javascript project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5fe96aebff7f8433abc95890 | train | performance_fix | npm | https://www.npmjs.com/package/svelte | svelte | blog | python | testing | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9c5085c6c65fe13c6e536c24 | train | system_analysis | pypi | https://pypi.org/project/torch/ | torch | portfolio | shell | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 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 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
a34b50f65cc91a6b2ab99242 | train | css_generation | npm | https://www.npmjs.com/package/hono | hono | marketplace | python | design_system | Create responsive CSS for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
41fc831701104b0bb30fe446 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/5311334/what-is-the-purpose-of-node-js-module-exports-and-how-do-you-use-it | What is the purpose of Node.js module.exports and how do you use it? | saas | css | graphql | Perform a deep multi-layer analysis of graphql for a saas using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the purpose of Node.js module.exports and how do you use it?", "source_url": "https:/... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'What is the purpose of Node.js module.exports and how do you use it?' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
a989187bfdb12bb506be365c | train | design_to_code | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | blog | ruby | data_structures | Translate a blog design into maintainable ruby code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | 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 | |
bb48814fcc93140ddf68934d | train | build_experience | web_docs | https://git-scm.com/doc | Git Documentation | blog | c | javascript | Perform a deep developer-experience analysis for a c project involving javascript. | {"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 | |
e960180266387698f851bbde | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/806000/how-do-i-reduce-the-opacity-of-an-elements-background-using-css | How do I reduce the opacity of an element's background using CSS? | analytics | rust | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "How do I reduce the opacity of an element's background using CSS?", "source_url": "https:... | === 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 'How do I reduce the opacity of an element's background using CSS?' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
df69c884db44b3e7b57ea56c | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | swift | html | Design a production API for a html application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
fe75d317312ab220a05da13d | train | form_ui | huggingface | https://huggingface.co/datasets/jtatman/python-code-dataset-500k | jtatman/python-code-dataset-500k | dashboard | javascript | linux | Design an accessible form for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jtatman/python-code-dataset-500k", "source_url": "https://huggingface.co/datasets/jtatman/pyt... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
d602ccea73f5f3d325e70f36 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | analytics | rust | developer_experience | Refactor a rust system related to developer_experience. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
9a97642df4126a5a933d9029 | train | documentation_page | pypi | https://pypi.org/project/httpx/ | httpx | portfolio | ruby | html | Design a developer documentation page for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f8c116d2bcb69a48247ce28f | train | deployment_experience | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | developer_tool | ruby | database | Perform a deep developer-experience analysis for a ruby project involving database. | {"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... | === 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 | |
3bebe7d4728372a6ef5d2e5d | train | technical_research | stackexchange | https://stackoverflow.com/questions/12827266/get-and-set-in-typescript | get and set in TypeScript | developer_tool | css | developer_experience | Perform a technical research task about developer_experience, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "get and set in TypeScript", "source_url": "https://stackoverflow.com/questions/12827266/get-a... | === SCOPE ===
Technical behavior of developer_experience.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- get and set in TypeScript (https://stackoverflow.co... | web-research-coding-5m-1.1.0 | |
a057a877c8c3ddcfc030c52e | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | ruby | frontend | Refactor a ruby system related to frontend. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 | |
1b86fe4407f2a50d9a2c2188 | train | code_review | gitlab | https://gitlab.com/juliensimon/awsmlmap | juliensimon/awsmlmap | documentation | kotlin | fullstack | Perform a production code review of kotlin code related to fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "juliensimon/awsmlmap", "source_url": "https://gitlab.com/juliensimon/awsmlmap", "source_type"... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
b41e24c394350836ff4400a4 | train | build_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | productivity | typescript | sql | Perform a deep developer-experience analysis for a typescript project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
08d9977aaf2d2a625d8d7336 | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/5797852/how-do-i-include-functions-from-my-other-files | How do I "include" functions from my other files? | productivity | ruby | mongodb | Perform a deep developer-experience analysis for a ruby project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I "include" functions from my other files?", "source_url": "https://stackove... | === 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 | |
0f52493602edc9a1eace8487 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/playwright | playwright | social_app | java | user_experience | Perform a deep multi-layer analysis of user_experience 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
ac05d29c7e67eac97a7d0486 | train | dependency_impact_analysis | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | productivity | python | api_design | Perform a deep multi-layer analysis of api_design for a productivity using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'argrento/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, depe... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
61d93601d730db9fccbd5b1e | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/133051/what-is-the-difference-between-visibilityhidden-and-displaynone | What is the difference between visibility:hidden and display:none? | documentation | html | security | Perform a deep developer-experience analysis for a html project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between visibility:hidden and display:none?", "source_url": "https://s... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b1c7596d7d1c4eebb5fe4661 | train | debugging_experience | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | community | ruby | fullstack | Perform a deep developer-experience analysis for a ruby project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
724bc5377116916a48dc67f9 | train | refactoring_maintainability | codeberg | https://codeberg.org/I-ATE-OREO/2025 | I-ATE-OREO/2025 | search_interface | sql | database | Refactor a sql system related to database. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025", "source_url": "https://codeberg.org/I-ATE-OREO/2025", "source_type": "repos... | === 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 | |
3612712bbc1baf5078640616 | train | algorithm_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | search_interface | go | security | Design a go algorithm for a security problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
18d64600fb73aefba5fec256 | train | algorithm_design | npm | https://www.npmjs.com/package/vite | vite | documentation | cpp | caching | Design a cpp algorithm for a caching problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
69cbbf5ddb7e6a265b0485c4 | train | web_search_query | npm | https://www.npmjs.com/package/next | next | blog | ruby | rest_api | Write an effective web search query to research the topic: rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === QUERY ===
rest_api best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- rest_api
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
11b5139600dd7c41bd67eea3 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13 | GudduButt/schemaforge-machine-learning-research-13 | developer_tool | php | testing | Refactor a php system related to testing. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-machine-learning-research-13", "source_url": "https://huggingface.co/da... | === 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 | |
d7abe883a3def8f5bb642c05 | train | api_developer_experience | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | search_interface | swift | cloud | Perform a deep developer-experience analysis for a swift project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | === 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 | |
ae241b3c25c7e841d961cab7 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/1014861/is-there-a-css-parent-selector | Is there a CSS parent selector? | landing_page | c | algorithms | Design integration tests for a c system involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a CSS parent selector?", "source_url": "https://stackoverflow.com/questions/1014861/... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
80941be756adf5d22cf47ebe | train | performance_fix | npm | https://www.npmjs.com/package/express | express | analytics | python | authentication | Create a web-performance optimization plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
79ab821a6d1a0dfc963307bd | train | security_analysis | github | https://github.com/josephmisiti/awesome-machine-learning | josephmisiti/awesome-machine-learning | community | typescript | backend | Perform a deep multi-layer analysis of backend for a community 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": "josephmisiti/awesome-machine-learning", "source_url": "https://github.com/josephmisiti/awesom... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'josephmisiti/awesome-machine-learning' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
cfc8a33b072e2716c449893d | train | security_review | stackexchange | https://stackoverflow.com/questions/9339429/what-does-cherry-picking-a-commit-with-git-mean | What does cherry-picking a commit with Git mean? | search_interface | css | fullstack | Perform a security review of a search_interface application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does cherry-picking a commit with Git mean?", "source_url": "https://stackoverflow.com/q... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
e50c836373a5a192f7d83553 | train | form_ui | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | education | cpp | redis | Design an accessible form for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
42a94f5d45ba0c5a6ac0e4c9 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | cpp | css | Perform a deep developer-experience analysis for a cpp project involving css. | {"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... | === 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 | |
76b66a2d49f7f041781bc355 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | blog | swift | kubernetes | Perform a deep multi-layer analysis of kubernetes for a blog 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
51976d4a1adb5e6162eb159a | train | ui_design | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | landing_page | swift | docker | Design a production-quality UI for a landing_page focused on docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
1b955a74b710e6f985315237 | train | error_message_design | huggingface | https://huggingface.co/datasets/hf-audio/multilingual_evals | hf-audio/multilingual_evals | portfolio | html | nodejs | Perform a deep developer-experience analysis for a html project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-audio/multilingual_evals", "source_url": "https://huggingface.co/datasets/hf-audio/multili... | === 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 | |
fff1cd4f3eb673e50cc2504a | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | css | authentication | Refactor a css system related to authentication. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
e627fd052ce1703b63dc9576 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/dslighfdsl/humaneval_python | dslighfdsl/humaneval_python | marketplace | dart | security | Perform a deep developer-experience analysis for a dart project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslighfdsl/humaneval_python", "source_url": "https://huggingface.co/datasets/dslighfdsl/human... | === 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 | |
94a2c5e4ffb69e39822c2c67 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/40140149/use-async-await-with-array-map | Use async await with Array.map | analytics | php | serverless | Perform a deep multi-layer analysis of serverless for a analytics 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": "Use async await with Array.map", "source_url": "https://stackoverflow.com/questions/40140149/... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Use async await with Array.map' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
0b9f4d83ad043e493bd7c74a | train | root_cause_analysis | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | documentation | css | microservices | Perform a deep multi-layer analysis of microservices for a documentation 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": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | === 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 'catamphetamine/javascript-time-ago' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
4fe4d0b86ef2344cd0a3d8bb | train | debugging | npm | https://www.npmjs.com/package/next | next | finance | php | authorization | Create a realistic php debugging problem involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
c7ef1577cf349e7611f23233 | train | interaction_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | c | testing | Design interaction states for a saas. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
1c8a62f6095478840450a2ba | train | algorithm_design | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | search_interface | css | software_architecture | Design a css algorithm for a software_architecture problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
b848805ec4ca5da6282c9469 | train | html_generation | stackexchange | https://stackoverflow.com/questions/2530/how-do-you-disable-browser-autocomplete-on-web-form-field-input-tags | How do you disable browser autocomplete on web form field / input tags? | search_interface | scala | python | Create semantic HTML for a search_interface about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you disable browser autocomplete on web form field / input tags?", "source_url": "http... | 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 |
dfdfb54af94da386057ca868 | train | dashboard | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | social_app | go | debugging | Design a production dashboard for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
28833400951e2bb58e2177b3 | train | evidence_chain_analysis | web_docs | https://go.dev/doc/ | Go Documentation | ecommerce | scala | algorithms | Perform a deep multi-layer analysis of algorithms for a ecommerce using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
12aa6aa853698671f77ad2f9 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/hchautran/javascript-medium | hchautran/javascript-medium | portfolio | javascript | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a portfolio 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": "hchautran/javascript-medium", "source_url": "https://huggingface.co/datasets/hchautran/javasc... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'hchautran/javascript-medium' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
cb2c116cd4ac9c249ce82ca3 | train | information_architecture | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | rust | backend | Design the information architecture for backend. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
46b7772e0535e9157bd50fe1 | train | source_comparison | npm | https://www.npmjs.com/package/next | next | blog | java | machine_learning | Compare multiple sources about machine_learning and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === SOURCES ===
- next (https://www.npmjs.com/package/next)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== G... | web-research-coding-5m-1.1.0 | |
174d970944c16758a3f8084e | train | cli_experience | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | ecommerce | html | design_system | Perform a deep developer-experience analysis for a html project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/hyperkitty", "source_url": "https://gitlab.com/mailman/hyperkitty", "source_type": "r... | === 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 | |
07085cedeba7f1354429752f | train | css_generation | gitlab | https://gitlab.com/unimatrix/larod | unimatrix/larod | search_interface | java | typescript | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unimatrix/larod", "source_url": "https://gitlab.com/unimatrix/larod", "source_type": "reposit... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
5e4b05031652ceba3255dcf3 | train | scalability_analysis | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | dashboard | kotlin | caching | Perform a deep multi-layer analysis of caching for a dashboard 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": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'ruvnet/ruflo' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
ca16b3472c36ba4bdebb5cb5 | train | design_tokens | huggingface | https://huggingface.co/datasets/trl-lib/documentation-images | trl-lib/documentation-images | dashboard | sql | react | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trl-lib/documentation-images", "source_url": "https://huggingface.co/datasets/trl-lib/documen... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a18b6edb110ef017b476de5a | train | research_plan | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | blog | css | backend | Build a structured research plan to deeply understand backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === GOAL ===
Produce a reliable, current, and actionable understanding of backend.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
ac8d70f50317987fb5d10a81 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/114543/how-can-i-horizontally-center-an-element | How can I horizontally center an element? | saas | swift | rest_api | Perform a deep developer-experience analysis for a swift project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I horizontally center an element?", "source_url": "https://stackoverflow.com/question... | === 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 | |
c9e7628f4cb462f113fd60f3 | train | architecture_analysis | npm | https://www.npmjs.com/package/three | three | admin_panel | swift | nlp | Perform a deep multi-layer analysis of nlp for a admin_panel using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
2edbdadc4034242f37284a4c | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | java | data_engineering | Refactor a java system related to data_engineering. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 | |
0950506d7eae4f70e6e68811 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Code-v1 | nvidia/Nemotron-Pretraining-Code-v1 | saas | cpp | authorization | Perform a deep developer-experience analysis for a cpp project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Pretraining-Code-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
e927647efde49ee26aedbc34 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/thedruid831/JavaScript-Code-Large | thedruid831/JavaScript-Code-Large | saas | python | backend | Perform a deep multi-layer analysis of backend for a saas 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": "thedruid831/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/thedruid83... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'thedruid831/JavaScript-Code-Large' as a source anchor and identify relevant APIs, dependencies,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2d8532d6e40b2ee4cca3bae0 | train | ui_design | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | analytics | javascript | graphql | Design a production-quality UI for a analytics focused on graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a35f85b9747bab2d7f731142 | train | web_search_query | codeberg | https://codeberg.org/CharlieBacon/1brc-rust | CharlieBacon/1brc-rust | blog | javascript | microservices | Write an effective web search query to research the topic: microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CharlieBacon/1brc-rust", "source_url": "https://codeberg.org/CharlieBacon/1brc-rust", "source... | === QUERY ===
microservices best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- microservices
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
5908a35917bdbd114a88e47a | train | design_components | pypi | https://pypi.org/project/pydantic/ | pydantic | social_app | typescript | microservices | Create a component architecture for a social_app. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
3c53d33aa5ee33a908cec9c4 | train | refactoring_dependency | pypi | https://pypi.org/project/pytest/ | pytest | blog | rust | frontend | Refactor a rust system related to frontend. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
d7d7fd578cbcff20fb73f4d6 | train | deployment_experience | npm | https://www.npmjs.com/package/next | next | documentation | kotlin | mongodb | Perform a deep developer-experience analysis for a kotlin project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. 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 | |
d2a44ca2c52001d5f9a58f9f | train | deployment_experience | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | css | user_experience | Perform a deep developer-experience analysis for a css project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 | |
6fe910133657f86522e5c07a | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/4752626/epoch-vs-iteration-when-training-neural-networks | Epoch vs Iteration when training neural networks | marketplace | scala | deep_learning | Extract verifiable evidence about deep_learning from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Epoch vs Iteration when training neural networks", "source_url": "https://stackoverflow.com/q... | === SOURCE ===
Epoch vs Iteration when training neural networks
https://stackoverflow.com/questions/4752626/epoch-vs-iteration-when-training-neural-networks
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security n... | web-research-coding-5m-1.1.0 | |
4b1bf8709f5143e78dfe0a71 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | kotlin | machine_learning | Perform a deep developer-experience analysis for a kotlin project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6a86650d23064c6ab437722c | train | root_cause_analysis | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | documentation | cpp | sql | Perform a deep multi-layer analysis of sql for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'parcel-bundler/parcel' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
0bfbd8cddf084ce5f6781126 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/90178/make-a-div-fill-the-height-of-the-remaining-screen-space | Make a div fill the height of the remaining screen space | social_app | html | redis | Refactor a html system related to redis. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Make a div fill the height of the remaining screen space", "source_url": "https://stackoverfl... | === 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 | |
ce6f3ebb82229b0a8fb99236 | train | maintainability_analysis | github | https://github.com/lukasmasuch/best-of-ml-python | lukasmasuch/best-of-ml-python | social_app | html | database | Perform a deep multi-layer analysis of database for a social_app using html. 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": "lukasmasuch/best-of-ml-python", "source_url": "https://github.com/lukasmasuch/best-of-ml-pyth... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'lukasmasuch/best-of-ml-python' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
6134cc792909dff9df4eb41a | train | refactoring_maintainability | github | https://github.com/microsoft/Web-Dev-For-Beginners | microsoft/Web-Dev-For-Beginners | documentation | c | redis | Refactor a c system related to redis. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/Web-Dev-For-Beginners", "source_url": "https://github.com/microsoft/Web-Dev-For-Beg... | === 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 | |
24ac588a95617154ec84ddb2 | train | refactoring | stackexchange | https://stackoverflow.com/questions/1335851/what-does-use-strict-do-in-javascript-and-what-is-the-reasoning-behind-it | What does "use strict" do in JavaScript, and what is the reasoning behind it? | marketplace | sql | database | Create a production coding task in sql for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "use strict" do in JavaScript, and what is the reasoning behind it?", "so... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
5d5461631827c04ade6612a9 | train | upgrade_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | community | java | machine_learning | Perform a deep developer-experience analysis for a java project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. 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 | |
5e18aacd41dee8c1e4059c49 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | javascript | caching | Perform a deep developer-experience analysis for a javascript project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2236500da09bf46dec57847a | train | refactoring_testability | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | ecommerce | dart | developer_experience | Refactor a dart system related to developer_experience. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === 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 | |
d9ccc6d47b23d3f7b96a7c0a | train | refactoring_architecture | npm | https://www.npmjs.com/package/playwright | playwright | productivity | sql | rest_api | Refactor a sql system related to rest_api. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 | |
0ab36be6b538503feabd96ef | train | error_message_design | npm | https://www.npmjs.com/package/three | three | admin_panel | cpp | developer_experience | Perform a deep developer-experience analysis for a cpp project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. 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 | |
cca565253dc638778322226a | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | dashboard | dart | backend | Perform a deep multi-layer analysis of backend for a dashboard 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
8d22ce4dd4d81a9cfd621518 | train | product_analysis | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | productivity | typescript | machine_learning | Perform a deep multi-layer analysis of machine_learning for a productivity using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning", "source_url": "https://huggi... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning' as a source a... | web-research-coding-5m-1.1.0 | |
bb360716d73b4116e4b6bf58 | train | algorithm_design | pypi | https://pypi.org/project/pydantic/ | pydantic | saas | python | fullstack | Design a python algorithm for a fullstack problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d58955261b8933422f9d4b1a | train | developer_experience | huggingface | https://huggingface.co/datasets/SWE-bench/SWE-bench_Multilingual | SWE-bench/SWE-bench_Multilingual | portfolio | kotlin | mongodb | Perform a deep developer-experience analysis for a kotlin project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SWE-bench/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/SWE-bench/S... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5a51ed4acdfc50c60e2b9991 | train | system_analysis | github | https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | productivity | sql | javascript | Perform a deep multi-layer analysis of javascript for a productivity 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": "ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code", ... | === 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 'ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-cod... | web-research-coding-5m-1.1.0 | |
2fab818fa5bc8761baa1142a | train | information_architecture | stackexchange | https://stackoverflow.com/questions/4674623/why-do-we-have-to-normalize-the-input-for-an-artificial-neural-network | Why do we have to normalize the input for an artificial neural network? | documentation | c | web_performance | Design the information architecture for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why do we have to normalize the input for an artificial neural network?", "source_url": "http... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
b259d4afffb5bd2a5a01c4fd | train | source_selection | stackexchange | https://stackoverflow.com/questions/5926672/where-does-npm-install-packages | Where does npm install packages? | ecommerce | kotlin | serverless | Select the most reliable sources to research serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Where does npm install packages?", "source_url": "https://stackoverflow.com/questions/5926672... | === 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 | |
5da2de7d353b4b38c96088c3 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked | sauravjoshi23/aws-documentation-chunked | finance | php | software_architecture | Perform multi-hop research about software_architecture: 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": "sauravjoshi23/aws-documentation-chunked", "source_url": "https://huggingface.co/datasets/saur... | === HOP 1 ===
Start at: sauravjoshi23/aws-documentation-chunked
https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked
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 r... | web-research-coding-5m-1.1.0 | |
52849fdc5c944119f5f5b74a | train | architecture_analysis | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | education | python | open_source | Perform a deep multi-layer analysis of open_source for a education 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": "HaomingSong/lerobot-documentation-images", "source_url": "https://huggingface.co/datasets/Hao... | === 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 'HaomingSong/lerobot-documentation-images' as a source anchor and identify relevant APIs... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bb4a4e842370dbc4be0d3c49 | train | typescript_generation | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | analytics | rust | open_source | Implement TypeScript logic for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
e1950072a04cb17b8e00cf17 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | swift | postgresql | Design interaction states for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
5cda082e3062bc95a6d707ef | train | interaction_design | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | ecommerce | java | caching | Design interaction states for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
90a1db4f19a89e0c05e753f5 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | finance | css | nlp | Design a Next.js architecture for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
30872ba8ac763115706319c7 | train | design_system | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | marketplace | scala | distributed_systems | Create a scalable design system for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
1677d0d4e83ae05c6236cd1e | train | design_consistency | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | css | database | Audit design consistency across a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
9ab9e7c89456d313d094ba1f | train | typescript_generation | codeberg | https://codeberg.org/NotComplicated/AdventOfCode_in_Five_Languages | NotComplicated/AdventOfCode_in_Five_Languages | developer_tool | shell | sql | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NotComplicated/AdventOfCode_in_Five_Languages", "source_url": "https://codeberg.org/NotCompli... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
6917723071849404a0d0a5e7 | train | dependency_impact_analysis | gitlab | https://gitlab.com/verbose-equals-true/django-postgres-vue-gitlab-ecs | verbose-equals-true/django-postgres-vue-gitlab-ecs | search_interface | cpp | design_system | Perform a deep multi-layer analysis of design_system for a search_interface using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verbose-equals-true/django-postgres-vue-gitlab-ecs", "source_url": "https://gitlab.com/verbos... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'verbose-equals-true/django-postgres-vue-gitlab-ecs' as a source anchor and identify... | web-research-coding-5m-1.1.0 |
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