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e81cc1665049e34803e92f8b | train | technical_research | gitlab | https://gitlab.com/gemseo/dev/gemseo-mlearning | gemseo/dev/gemseo-mlearning | community | javascript | user_experience | Perform a technical research task about user_experience, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gemseo/dev/gemseo-mlearning", "source_url": "https://gitlab.com/gemseo/dev/gemseo-mlearning",... | === SCOPE ===
Technical behavior of user_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 ===
- gemseo/dev/gemseo-mlearning (https://gitlab.com/gemseo/d... | web-research-coding-5m-1.1.0 | |
866a61395abeba8af13f8e1c | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | css | documentation | Perform a deep developer-experience analysis for a css project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 | |
bdcfef18fc23b1426e551d62 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/2765421/how-do-i-push-a-new-local-branch-to-a-remote-git-repository-and-track-it-too | How do I push a new local branch to a remote Git repository and track it too? | dashboard | python | documentation | Design a developer documentation page for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I push a new local branch to a remote Git repository and track it too?", "source_url":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c5f0f95a031e73808ccc3d5a | train | debugging | pypi | https://pypi.org/project/transformers/ | transformers | documentation | python | redis | Create a realistic python debugging problem involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
771bade6219c45a7770dfca9 | train | react_generation | stackexchange | https://stackoverflow.com/questions/17380845/how-do-i-convert-a-string-to-enum-in-typescript | How do I convert a string to enum in TypeScript? | finance | php | nodejs | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I convert a string to enum in TypeScript?", "source_url": "https://stackoverflow.com/q... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
d402be3f2e581ac976ce94c9 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | php | nlp | Refactor a php system related to nlp. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 | |
b195f697e1a8bb93d5c5eaea | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | go | security | Perform a deep developer-experience analysis for a go project involving security. | {"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 | |
ad85e914c81bd6993b7aea81 | train | integration_testing | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | cpp | algorithms | Design integration tests for a cpp system involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
203476b64befcf4cf3366aae | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | dart | distributed_systems | Summarize the current state of knowledge about distributed_systems. | {"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... | === OVERVIEW ===
distributed_systems in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Fetch API ... | web-research-coding-5m-1.1.0 | |
7e13e7b5a3811305b276247d | train | deployment_experience | web_docs | https://docs.python.org/3/ | Python Documentation | documentation | php | react | Perform a deep developer-experience analysis for a php project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. 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 | |
47a92f90cf13bb0a326ef57c | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | ruby | caching | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
68bb5f72e63e86d2c91b4b24 | train | dashboard | stackexchange | https://stackoverflow.com/questions/11346283/renaming-column-names-in-pandas | Renaming column names in Pandas | landing_page | shell | fullstack | Design a production dashboard for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renaming column names in Pandas", "source_url": "https://stackoverflow.com/questions/11346283... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
aed623cb7192586c6a629b1f | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | ruby | react | Perform a deep multi-layer analysis of react for a blog using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
14b9f4b8d4e9364ef713ff63 | train | performance_fix | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | ecommerce | typescript | data_structures | Create a web-performance optimization plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
74551160dfcd195951f04f76 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | finance | ruby | observability | Design an accessible form for observability. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
ae337629ae84356e5e673e97 | train | fact_verification | gitlab | https://gitlab.com/lobaro/iot-dashboard | lobaro/iot-dashboard | landing_page | html | software_architecture | Verify a technical claim about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lobaro/iot-dashboard", "source_url": "https://gitlab.com/lobaro/iot-dashboard", "source_type"... | === CLAIM ===
A common claim about software_architecture.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false /... | web-research-coding-5m-1.1.0 | |
2ddfbf447ad1e25a07a2bf7a | train | web_search_query | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | scala | documentation | Write an effective web search query to research the topic: documentation. | {"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... | === QUERY ===
documentation best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- documentation
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
d75327cbba23e5a098a6dd5a | train | tradeoff_analysis | pypi | https://pypi.org/project/pytest/ | pytest | documentation | rust | html | Perform a deep multi-layer analysis of html for a documentation 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
7c1e89721a1f354a4d3afd95 | train | visual_hierarchy | npm | https://www.npmjs.com/package/next | next | landing_page | c | machine_learning | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e8241f6e91ab085ac1a3fc52 | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | marketplace | go | mongodb | Perform a deep multi-layer analysis of mongodb for a marketplace using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'AmareshHebbar/leetcode-codegen-javascript' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
0e8fc5cc160bab47b3878d5a | train | root_cause_analysis | web_docs | https://react.dev/ | React Documentation | search_interface | php | frontend | Perform a deep multi-layer analysis of frontend for a search_interface 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
bea3b59ed4c603cc5da973fc | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/EssentialAI/eai-taxonomy-code-w-dclm | EssentialAI/eai-taxonomy-code-w-dclm | documentation | go | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EssentialAI/eai-taxonomy-code-w-dclm", "source_url": "https://huggingface.co/datasets/Essenti... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'EssentialAI/eai-taxonomy-code-w-dclm' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
81df607c87231287e81329b5 | train | repository_architecture | pypi | https://pypi.org/project/torch/ | torch | community | cpp | debugging | Perform a deep multi-layer analysis of debugging for a community 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f123becc6221af950f22494b | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/1720421/how-do-i-concatenate-two-lists-in-python | How do I concatenate two lists in Python? | education | kotlin | nodejs | Perform a deep developer-experience analysis for a kotlin project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I concatenate two lists in Python?", "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 | |
136a10f2dd191c8269c5b75b | train | deployment_experience | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-sp | axay/javascript-dataset-sp | education | rust | debugging | Perform a deep developer-experience analysis for a rust project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axay/javascript-dataset-sp", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d986431b3595d321bb8cd387 | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | php | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
28df8777567d2012463b46f1 | train | repository_comparison | npm | https://www.npmjs.com/package/zod | zod | education | javascript | react | Perform a deep multi-layer analysis of react for a education 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": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'zod' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
b2e8634e23591660afcdcd8a | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/43220348/cant-bind-to-formcontrol-since-it-isnt-a-known-property-of-input-angular | Can't bind to 'formControl' since it isn't a known property of 'input' - Angular2 Material Autocomplete issue | analytics | javascript | caching | Perform a deep multi-layer analysis of caching for a analytics 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": "Can't bind to 'formControl' since it isn't a known property of 'input'... | === 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 'Can't bind to 'formControl' since it isn't a known property of 'input' ... | web-research-coding-5m-1.1.0 | |
f08bf1524b807c1dcf2c13ba | train | react_generation | stackexchange | https://stackoverflow.com/questions/1628088/reset-local-repository-branch-to-be-just-like-remote-repository-head | Reset local repository branch to be just like remote repository HEAD | finance | php | rest_api | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset local repository branch to be just like remote repository HEAD", "source_url": "https:/... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
fbf5f530045dac4e6b71c90c | train | information_architecture | huggingface | https://huggingface.co/datasets/tikushitam/documentation-images | tikushitam/documentation-images | developer_tool | kotlin | sql | Design the information architecture for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tikushitam/documentation-images", "source_url": "https://huggingface.co/datasets/tikushitam/d... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
00fcb7e79bd1721cec338cb6 | train | code_explanation | stackexchange | https://stackoverflow.com/questions/1279957/how-to-move-an-element-into-another-element | How to move an element into another element | marketplace | javascript | documentation | Explain a javascript implementation related to documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to move an element into another element", "source_url": "https://stackoverflow.com/questi... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
3922130728abafb5a9630869 | train | code_review | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | search_interface | scala | cloud | Perform a production code review of scala code related to cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
20ad50ee0c3bcd949534b4f8 | train | research_plan | codeberg | https://codeberg.org/fepfitra/-Dicoding-nodejs-web-sever | fepfitra/-Dicoding-nodejs-web-sever | documentation | sql | serverless | Build a structured research plan to deeply understand serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding-nodejs-web-sever", "source_url": "https://codeberg.org/fepfitra/-Dicoding-... | === GOAL ===
Produce a reliable, current, and actionable understanding of serverless.
=== 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... | web-research-coding-5m-1.1.0 | |
c6d02ee79ecbaaf8715001e5 | train | system_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | documentation | kotlin | debugging | Perform a deep multi-layer analysis of debugging for a documentation 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
49c80fea0fb4284231de71c1 | train | documentation_page | pypi | https://pypi.org/project/scrapy/ | scrapy | marketplace | rust | docker | Design a developer documentation page for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
6ddbea2453fb7855da0a808e | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | dart | data_engineering | Create an SEO improvement plan for a blog about data_engineering. | {"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", "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a08a8cd5d01f9d61b0cd2ad3 | train | maintainability_analysis | npm | https://www.npmjs.com/package/rollup | rollup | landing_page | java | nlp | Perform a deep multi-layer analysis of nlp for a landing_page 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 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 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
e0b8fd02b0da087fdffed41c | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | blog | go | sql | Classify the search intent for a query about sql. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"sql vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=== ... | web-research-coding-5m-1.1.0 | |
942ba35cc8566d6f83438da3 | train | testing_experience | github | https://github.com/facebook/docusaurus | facebook/docusaurus | social_app | sql | debugging | Perform a deep developer-experience analysis for a sql project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/docusaurus", "source_url": "https://github.com/facebook/docusaurus", "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 | |
1f0983193b5100c9ba76cc4f | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript | How do I check if an array includes a value in JavaScript? | saas | rust | html | Perform a deep multi-layer analysis of html for a saas 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 check if an array includes a value in JavaScript?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'How do I check if an array includes a value in JavaScript?' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
76c0b4fab753d90766e453f5 | train | algorithm_design | npm | https://www.npmjs.com/package/vitest | vitest | landing_page | scala | docker | Design a scala algorithm for a docker problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
ff19d07163948dca6e3f34d2 | train | research_summary | npm | https://www.npmjs.com/package/eslint | eslint | documentation | java | data_engineering | Summarize the current state of knowledge about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === OVERVIEW ===
data_engineering in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
eslint (https... | web-research-coding-5m-1.1.0 | |
07e5d52646c4de431686d9f5 | train | refactoring | huggingface | https://huggingface.co/datasets/verify-ppt/marin-starcoderdata_javascript | verify-ppt/marin-starcoderdata_javascript | documentation | dart | nodejs | Create a production coding task in dart for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verify-ppt/marin-starcoderdata_javascript", "source_url": "https://huggingface.co/datasets/ve... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d6bddb632b895345e252a09c | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/41292559/could-not-find-a-declaration-file-for-module-module-name-path-to-module-nam | Could not find a declaration file for module 'module-name'. '/path/to/module-name.js' implicitly has an 'any' type | saas | java | microservices | Perform a deep multi-layer analysis of microservices for a saas 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": "Could not find a declaration file for module 'module-name'. '/path/to/module-name... | === 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 'Could not find a declaration file for module 'module-name'. '/path/to/m... | web-research-coding-5m-1.1.0 | |
8327fb4bd5e14b74ba91e0bf | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | typescript | sql | Design a production-quality UI for a education focused on sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
ab1b10b687344b9e789d6d1d | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | html | computer_vision | Perform a deep multi-layer analysis of computer_vision for a analytics 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
8657ea86aa59dc2301f760ca | train | upgrade_experience | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | blog | typescript | database | Perform a deep developer-experience analysis for a typescript 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 | |
a756af8c1287623dfbf295cf | train | evidence_chain_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | community | cpp | graphql | Perform a deep multi-layer analysis of graphql for a community 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": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
4bf0c5b3164db543bd905e39 | train | visual_hierarchy | npm | https://www.npmjs.com/package/express | express | dashboard | html | debugging | Improve visual hierarchy in a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
5f156691e08861ddff630405 | train | code_explanation | npm | https://www.npmjs.com/package/react | react | portfolio | java | algorithms | Explain a java implementation related to algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
accfbab04859a645424be405 | train | landing_page | stackexchange | https://stackoverflow.com/questions/14994391/thinking-in-angularjs-if-i-have-a-jquery-background | "Thinking in AngularJS" if I have a jQuery background? | portfolio | html | open_source | Design a landing page for a open_source product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": ""Thinking in AngularJS" if I have a jQuery background?", "source_url": "https://sta... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
0fd648b86dc61a0670f1332d | train | risk_analysis | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | ecommerce | go | algorithms | Perform a deep multi-layer analysis of algorithms for a ecommerce using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === 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 'Machine-Learning-Oncology/orena-segment-annotations' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
59f62596b889bc3c7c78d630 | train | refactoring_dependency | npm | https://www.npmjs.com/package/rollup | rollup | admin_panel | javascript | nlp | Refactor a javascript system related to nlp. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
a3c41ae50f1c724205e6bc0c | train | visual_hierarchy | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | documentation | css | backend | Improve visual hierarchy in a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
8ea7e6a8b6120cc92f1e9340 | train | information_architecture | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | blog | html | html | Design the information architecture for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
5c9515ea94f3e896527076e4 | train | data_structure_design | web_docs | https://docs.docker.com/ | Docker Documentation | blog | c | machine_learning | Design a data structure in c for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
ac8a017a9e1fe68fc9a614bf | train | data_structure_design | npm | https://www.npmjs.com/package/vite | vite | portfolio | swift | devops | Design a data structure in swift for devops. | {"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":... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
4250112ff48780f26f74243e | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | php | nlp | Create a unit-testing strategy for php code involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
4ba3d032f5535bc63d0e52a9 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/5767325/how-can-i-remove-a-specific-item-from-an-array-in-javascript | How can I remove a specific item from an array in JavaScript? | portfolio | typescript | graphql | Design integration tests for a typescript system involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I remove a specific item from an array in JavaScript?", "source_url": "https://stacko... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
277e1a5b78c40c24e9ff56dd | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/next | next | blog | rust | postgresql | Perform a deep multi-layer analysis of postgresql for a blog 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
1f311209741084a8921a9609 | train | repository_comparison | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | search_interface | go | docker | Perform a deep multi-layer analysis of docker for a search_interface using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'AmareshHebbar/leetcode-codegen-javascript' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
d450fc2f384aae60678d7d3d | train | upgrade_experience | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | blog | c | deep_learning | Perform a deep developer-experience analysis for a c project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | === 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 | |
e7561da96e3440abc0184b7c | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/32782922/what-do-multiple-arrow-functions-mean-in-javascript | What do multiple arrow functions mean in JavaScript? | productivity | go | distributed_systems | Design a Next.js architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What do multiple arrow functions mean in JavaScript?", "source_url": "https://stackoverflow.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 |
64ffcb8dbecb92d0b3ddd5f6 | train | repository_architecture | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | analytics | java | react | Perform a deep multi-layer analysis of react for a analytics 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": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'dougiefresh/systems_programming_and_administration' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
c0bb2d95cca9087912099196 | train | developer_onboarding | pypi | https://pypi.org/project/uvicorn/ | uvicorn | search_interface | kotlin | data_engineering | Perform a deep developer-experience analysis for a kotlin project involving data_engineering. | {"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 | |
34eeade003f4b9398c39a581 | train | performance_analysis | npm | https://www.npmjs.com/package/three | three | blog | sql | authentication | Perform a deep multi-layer analysis of authentication for a blog using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
a292da75aec0d6a1d1dd228c | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | sql | authentication | Classify the search intent for a query about authentication. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"authentication vs alternatives"
=== CLASSIFICATION ===
Comparative / informati... | web-research-coding-5m-1.1.0 | |
2e1cd95af89f2e469381e53d | train | web_search_query | npm | https://www.npmjs.com/package/playwright | playwright | education | ruby | graphql | Write an effective web search query to research the topic: graphql. | {"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... | === QUERY ===
graphql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- graphql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
2ffae708ae9b81b3ab923494 | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/9781218/how-to-change-node-jss-console-font-color | How to change node.js's console font color? | community | ruby | api_design | Design a ruby algorithm for a api_design problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to change node.js's console font color?", "source_url": "https://stackoverflow.com/qu... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
166dbee405ac4eed11103538 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | go | distributed_systems | Perform a technical research task about distributed_systems, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of distributed_systems.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- JavaScript (https://developer.mozilla.org/en-US/docs... | web-research-coding-5m-1.1.0 | |
e124f2f7aea5db3aa76caf33 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/4526273/what-does-enctype-multipart-form-data-mean | What does enctype='multipart/form-data' mean? | search_interface | sql | typescript | Perform a deep developer-experience analysis for a sql project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does enctype='multipart/form-data' mean?", "source_url": "https://stackoverflow.... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1641d11e7ee63d1915f67324 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input | React - changing an uncontrolled input | admin_panel | kotlin | machine_learning | Find and summarize the relevant documentation for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React - changing an uncontrolled input", "source_url": "https://stackoverflow.com/questions/3... | === RELEVANT DOCS ===
- React - changing an uncontrolled input
https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each se... | web-research-coding-5m-1.1.0 | |
32497987730451185e9c2cb7 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | social_app | javascript | html | Refactor a javascript system related to html. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f512b0205c8a1ad31efff30f | train | documentation_page | stackexchange | https://stackoverflow.com/questions/49433936/how-do-i-initialize-weights-in-pytorch | How do I initialize weights in PyTorch? | analytics | python | ci_cd | Design a developer documentation page for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I initialize weights in PyTorch?", "source_url": "https://stackoverflow.com/questions/... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e6a0622653603d5a1601d7e8 | train | maintainability_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | landing_page | python | devops | Perform a deep multi-layer analysis of devops for a landing_page 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
855798654388371e354843b5 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/195951/how-can-i-change-an-elements-class-with-javascript | How can I change an element's class with JavaScript? | finance | ruby | graphql | Refactor a ruby system related to graphql. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change an element's class with JavaScript?", "source_url": "https://stackoverfl... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
352e8b1f5d0443c73a6f4688 | train | css_generation | pypi | https://pypi.org/project/requests/ | requests | analytics | ruby | typescript | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | 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 |
e02b5bd4f5c0f1d4adfed749 | train | developer_onboarding | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | community | sql | serverless | Perform a deep developer-experience analysis for a sql project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === 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 | |
5644478ec985746256a22734 | train | design_components | npm | https://www.npmjs.com/package/vite | vite | analytics | cpp | user_experience | Create a component architecture for a analytics. | {"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":... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
8ddad364740f30d308c75e48 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/123198/how-do-i-copy-a-file | How do I copy a file? | ecommerce | swift | developer_experience | Perform a deep multi-layer analysis of developer_experience for a ecommerce 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": "How do I copy a file?", "source_url": "https://stackoverflow.com/questions/123198/how-do-i-co... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'How do I copy a file?' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
2dcac27513f79adb0c0c74bc | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | c | software_architecture | Perform a deep developer-experience analysis for a c project involving software_architecture. | {"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 | |
ae070140fc52267baad2a715 | train | refactoring_performance | npm | https://www.npmjs.com/package/fastify | fastify | productivity | python | linux | Refactor a python system related to linux. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
77ba54731ecd206aca5167a6 | train | documentation_experience | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | blog | c | frontend | Perform a deep developer-experience analysis for a c project involving frontend. | {"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... | === 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 | |
4aad8952bace48f5428761ec | train | react_generation | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | analytics | cpp | machine_learning | Design React components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle", "source_url": "https://codeberg.org/... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
c8bae1f7d01eefe3d38e4e30 | train | unit_testing | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | landing_page | css | javascript | Create a unit-testing strategy for css code involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
ac10bc64c3ed94beb057f5db | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/728360/how-do-i-correctly-clone-a-javascript-object | How do I correctly clone a JavaScript object? | education | typescript | react | Refactor a typescript system related to react. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I correctly clone a JavaScript object?", "source_url": "https://stackoverflow.com/ques... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
57d0a2eacef1a760b6113bf7 | train | fact_verification | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | productivity | css | javascript | Verify a technical claim about javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-8192", "source_url": "https://huggingface.co/datasets/... | === CLAIM ===
A common claim about javascript.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-de... | web-research-coding-5m-1.1.0 | |
da9387e335f7baef508512e0 | train | component_design | npm | https://www.npmjs.com/package/vue | vue | social_app | php | data_engineering | Design reusable UI components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
cecfbaa9fdbf4f5f02214042 | train | local_development_experience | web_docs | https://go.dev/doc/ | Go Documentation | blog | scala | devops | Perform a deep developer-experience analysis for a scala project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c59fb83b3cf9b71c9aabf224 | train | refactoring_readability | web_docs | https://go.dev/doc/ | Go Documentation | dashboard | typescript | authentication | Refactor a typescript system related to authentication. Focus on refactoring readability. | {"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... | === 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 | |
61435db006be91e9b65b4cc1 | train | accessibility_fix | gitlab | https://gitlab.com/cznic/quickjs | cznic/quickjs | landing_page | dart | ci_cd | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cznic/quickjs", "source_url": "https://gitlab.com/cznic/quickjs", "source_type": "repository"... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
574a1d5be5b39368d106ee78 | train | responsive_design | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | analytics | kotlin | algorithms | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
8442fcd2f1790c3587aa7176 | train | code_explanation | pypi | https://pypi.org/project/flask/ | flask | blog | html | caching | Explain a html implementation related to caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
0325c90508c428340ad5f335 | train | upgrade_experience | codeberg | https://codeberg.org/lesbianlucy/_cargo-index | lesbianlucy/_cargo-index | finance | scala | api_design | Perform a deep developer-experience analysis for a scala project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lesbianlucy/_cargo-index", "source_url": "https://codeberg.org/lesbianlucy/_cargo-index", "so... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e6cb1763b13fbae48ba34426 | train | repository_comparison | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | analytics | swift | redis | Perform a deep multi-layer analysis of redis for a analytics 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": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'wavexx/fgallery' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
c31e60148f320d299e4f1de1 | train | evidence_extraction | pypi | https://pypi.org/project/gradio/ | gradio | finance | go | microservices | Extract verifiable evidence about microservices from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === SOURCE ===
gradio
https://pypi.org/project/gradio/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment sta... | web-research-coding-5m-1.1.0 | |
f1c9601acd43b77bcd9ed2d1 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/5654447/whats-the-difference-between-scss-and-sass | What's the difference between SCSS and Sass? | productivity | c | kubernetes | Perform a deep multi-layer analysis of kubernetes for a productivity using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between SCSS and Sass?", "source_url": "https://stackoverflow.com/q... | === 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 'What's the difference between SCSS and Sass?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
3dcb933414f6395897960c4c | train | refactoring_architecture | codeberg | https://codeberg.org/OutbackViewableEvil/_cargo-index | OutbackViewableEvil/_cargo-index | search_interface | javascript | devops | Refactor a javascript system related to devops. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OutbackViewableEvil/_cargo-index", "source_url": "https://codeberg.org/OutbackViewableEvil/_c... | === 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 | |
4f53fb8eba4cea2abc0bc387 | train | dashboard | npm | https://www.npmjs.com/package/express | express | documentation | python | api_design | Design a production dashboard for api_design. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8e232cc928cc6d2599d58c14 | train | code_explanation | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | social_app | rust | algorithms | Explain a rust implementation related to algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 |
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