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dd3661cc130e4d44db19edbc | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/123198/how-do-i-copy-a-file | How do I copy a file? | landing_page | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a landing_page using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I copy a file?", "source_url": "https://stackoverflow.com/questions/123198/how-do-i-co... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'How do I copy a file?' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
178f7b64d284301466634ab9 | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | php | database | Design a data structure in php for database. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
30bbf394deb369ee8ae8527c | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/1034621/get-the-current-url-with-javascript | Get the current URL with JavaScript? | finance | python | react | Refactor a python system related to react. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the current URL with JavaScript?", "source_url": "https://stackoverflow.com/questions/103... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ff3aa956d8881d04608c989f | train | algorithm_design | pypi | https://pypi.org/project/django/ | django | productivity | kotlin | computer_vision | Design a kotlin algorithm for a computer_vision problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
d312fa126c646233d3805887 | train | research_summary | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | ecommerce | javascript | 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 ===
scikit-lea... | web-research-coding-5m-1.1.0 | |
6b5b2308691d47bf75edd79d | train | responsive_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | ecommerce | ruby | nlp | Create a responsive design strategy for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
3bfdbdde04ef72424644f8f3 | train | code_explanation | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | landing_page | ruby | graphql | Explain a ruby implementation related to graphql. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
cd8c84279fb53021bf63007b | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | scala | data_engineering | Design an accessible form for data_engineering. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
c3559661918b0d52f6fe922f | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | javascript | typescript | Improve visual hierarchy in a productivity. | {"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": "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
0ad1f0d7afb2d05231a97ba9 | train | security_review | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | finance | python | css | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
aad3d3f78529da56cbe8fa7f | train | risk_analysis | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | blog | go | database | Perform a deep multi-layer analysis of database for a blog 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": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === 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 'suriyagunasekar/stackoverflow-python-with-meta-data' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
993fcf9a546711a3d0c0b4be | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/vite | vite | admin_panel | shell | docker | Perform a deep multi-layer analysis of docker for a admin_panel using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === 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 'vite' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
f6fb5bbc19cb5f432986de2c | train | unit_testing | npm | https://www.npmjs.com/package/typescript | typescript | dashboard | typescript | debugging | Create a unit-testing strategy for typescript code involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
ee51659178c6a1a5f3dffcc7 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | rust | design_system | Perform a deep multi-layer analysis of design_system 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
c09ff9e90fb3a08a8d94d1f3 | train | dx_analysis | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | finance | ruby | kubernetes | Perform a deep developer-experience analysis for a ruby project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 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 | |
aff7c22f62773e4f2d231aa0 | train | web_search_query | gitlab | https://gitlab.com/mlreef/mlreef | mlreef/mlreef | developer_tool | php | postgresql | Write an effective web search query to research the topic: postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlreef/mlreef", "source_url": "https://gitlab.com/mlreef/mlreef", "source_type": "repository"... | === QUERY ===
postgresql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- postgresql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
d33135649b4d9295e80e784c | train | refactoring_security | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2 | Shuu12121/javascript-treesitter-filtered-datasetsV2 | landing_page | java | microservices | Refactor a java system related to microservices. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-filtered-datasetsV2", "source_url": "https://huggingface.co/d... | === 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 | |
11306faeafce642d442ab9cc | train | ux_design | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | saas | scala | html | Design the complete UX flow of a saas for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nanuchi/python-programming", "source_url": "https://gitlab.com/nanuchi/python-programming", "... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
57253690470f10c32dcb128a | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | python | computer_vision | Create a component architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0e2fa41be8a8ed38dd53e92f | train | accessibility_analysis | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | marketplace | scala | typescript | Perform a deep multi-layer analysis of typescript for a marketplace 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": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'ionic-team/ionic-framework' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
8f0c729effcb6adabe41fc09 | train | design_review | pypi | https://pypi.org/project/requests/ | requests | analytics | dart | graphql | Perform a professional design review of 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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
a8fdffc67cd61bffec7d602e | train | scalability_analysis | web_docs | https://react.dev/ | React Documentation | portfolio | go | devops | Perform a deep multi-layer analysis of devops for a portfolio using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
6eec928e3c729f7eb9ab1590 | train | source_selection | npm | https://www.npmjs.com/package/typescript | typescript | saas | javascript | react | Select the most reliable sources to research react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 | |
b82cfa2607304ea7d9d78fb8 | train | performance_fix | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | search_interface | php | backend | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
1244e2adbba7cead54384ec8 | train | documentation_experience | pypi | https://pypi.org/project/django/ | django | marketplace | java | graphql | Perform a deep developer-experience analysis for a java project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "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 | |
f50622a5d0615db1be0869bf | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | javascript | algorithms | Create semantic HTML for a blog about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Use 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 |
5df87ff06d0056d9679761e7 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | portfolio | html | open_source | Perform a deep multi-layer analysis of open_source for a portfolio 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": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | === 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 'Nishant2414/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
a9587f75fa6657c8dbd7bd57 | train | seo_fix | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | ecommerce | sql | api_design | Create an SEO improvement plan for a ecommerce about api_design. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
5ae0c796fc20893c6e6a3bf5 | train | developer_experience | gitlab | https://gitlab.com/MrTREX/lineage2ts | MrTREX/lineage2ts | blog | dart | javascript | Perform a deep developer-experience analysis for a dart project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MrTREX/lineage2ts", "source_url": "https://gitlab.com/MrTREX/lineage2ts", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e267f61c07919e5a3b6cc1c1 | train | performance_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | rust | design_system | Perform a deep multi-layer analysis of design_system for a admin_panel 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
a4e5e01b1607b487422702fe | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/5137497/find-the-current-directory-and-files-directory | Find the current directory and file's directory | analytics | java | algorithms | Refactor a java system related to algorithms. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the current directory and file's directory", "source_url": "https://stackoverflow.co... | === 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 | |
af79f548fb038b758af46991 | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | c | machine_learning | Refactor a c system related to machine_learning. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
39f84176826e84d38dc4ebfc | train | typescript_generation | npm | https://www.npmjs.com/package/vitest | vitest | social_app | swift | devops | Implement TypeScript logic for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Use 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 |
3b07f5ade5db1dced02f1784 | train | dependency_impact_analysis | codeberg | https://codeberg.org/reesericci/actionview-svelte-handler | reesericci/actionview-svelte-handler | documentation | css | backend | Perform a deep multi-layer analysis of backend 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": "reesericci/actionview-svelte-handler", "source_url": "https://codeberg.org/reesericci/actionv... | === 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 'reesericci/actionview-svelte-handler' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
260ed9ae7e0dcfb486fabe08 | train | code_review | huggingface | https://huggingface.co/datasets/CM/codexglue_code2text_javascript | CM/codexglue_code2text_javascript | community | swift | javascript | Perform a production code review of swift code related to javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CM/codexglue_code2text_javascript", "source_url": "https://huggingface.co/datasets/CM/codexgl... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
f61587105f724c5d2944da8d | train | refactoring_modularization | github | https://github.com/DavidHDev/react-bits | DavidHDev/react-bits | portfolio | kotlin | cloud | Refactor a kotlin system related to cloud. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DavidHDev/react-bits", "source_url": "https://github.com/DavidHDev/react-bits", "source_type"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
183af4fef9bed9579989817b | train | upgrade_experience | pypi | https://pypi.org/project/typer/ | typer | social_app | java | microservices | Perform a deep developer-experience analysis for a java project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
42ddf1caf42b097cde2c4697 | train | form_ui | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | portfolio | html | docker | Design an accessible form for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
0ec79abb671a5c8aeb40406a | train | design_accessibility | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | dashboard | typescript | postgresql | Audit accessibility for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
5e578841f98d183df7e39b92 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | dashboard | php | mongodb | Refactor a php system related to mongodb. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
35cab3f52bcec277a6656836 | train | maintainability_analysis | github | https://github.com/GitHubDaily/GitHubDaily | GitHubDaily/GitHubDaily | documentation | ruby | data_structures | Perform a deep multi-layer analysis of data_structures for a documentation 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": "GitHubDaily/GitHubDaily", "source_url": "https://github.com/GitHubDaily/GitHubDaily", "source... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'GitHubDaily/GitHubDaily' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
5fe676649f0719e0af1dbc00 | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | rust | 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
98716b95236971a1a864f4aa | train | local_development_experience | web_docs | https://git-scm.com/doc | Git Documentation | documentation | python | rest_api | Perform a deep developer-experience analysis for a python project involving rest_api. | {"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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3f729f1717f7f560636386bd | train | dependency_impact_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | search_interface | html | caching | Perform a deep multi-layer analysis of caching for a search_interface 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "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 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
b932808ce0c0dbad1bd10484 | train | documentation_lookup | github | https://github.com/react/create-react-app | react/create-react-app | documentation | cpp | security | Find and summarize the relevant documentation for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | === RELEVANT DOCS ===
- react/create-react-app
https://github.com/react/create-react-app
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where ... | web-research-coding-5m-1.1.0 | |
9ea1fa24890552f7cf19f4b9 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/154059/how-do-i-check-for-an-empty-undefined-null-string-in-javascript | How do I check for an empty/undefined/null string in JavaScript? | productivity | cpp | microservices | Perform a deep developer-experience analysis for a cpp project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check for an empty/undefined/null string in JavaScript?", "source_url": "https://sta... | === 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 | |
40b516b8dde69c204198f3c6 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/436411/where-should-i-put-script-tags-in-html-markup | Where should I put <script> tags in HTML markup? | dashboard | html | database | Perform a deep multi-layer analysis of database for a dashboard 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": "Where should I put <script> tags in HTML markup?", "source_url": "https://stackoverflow... | === 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 'Where should I put <script> tags in HTML markup?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
8081b98ad4ef221c9811cf65 | train | seo_fix | github | https://github.com/mui/material-ui | mui/material-ui | developer_tool | go | developer_experience | Create an SEO improvement plan for a developer_tool about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mui/material-ui", "source_url": "https://github.com/mui/material-ui", "source_type": "reposit... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
e87eef9a12af46b367ec272b | train | scalability_analysis | pypi | https://pypi.org/project/numpy/ | numpy | dashboard | rust | caching | Perform a deep multi-layer analysis of caching for a dashboard 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "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 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
e3a985d575dd73773d6d311b | train | security_review | npm | https://www.npmjs.com/package/vite | vite | social_app | kotlin | database | Perform a security review of a social_app application. | {"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":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
f8652c53ba32649c056ca6f7 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | ruby | database | Refactor a ruby system related to database. Focus on refactoring testability. | {"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 ===
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 | |
64c362295410d78d1bc33269 | train | research_summary | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | dashboard | css | computer_vision | Summarize the current state of knowledge about computer_vision. | {"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... | === OVERVIEW ===
computer_vision 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 ===
Kubernetes Doc... | web-research-coding-5m-1.1.0 | |
b426bb92d93ee7e74bb3d405 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | cpp | nlp | Create a production coding task in cpp for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
662ad6eb50e1bf4300007058 | train | refactoring_readability | github | https://github.com/nestjs/nest | nestjs/nest | community | rust | security | Refactor a rust system related to security. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nestjs/nest", "source_url": "https://github.com/nestjs/nest", "source_type": "repository", "t... | === 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 | |
04232d5ad06adf2edf0401db | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/396145/how-can-i-vertically-center-a-div-element-for-all-browsers-using-css | How can I vertically center a div element for all browsers using CSS? | productivity | java | distributed_systems | Perform a deep developer-experience analysis for a java project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I vertically center a div element for all browsers using CSS?", "source_url": "https:... | === 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 | |
28c84fd7a96e434e8755721a | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-250 | TaskPuppyAI/lunamax-multitask-programming-250 | landing_page | dart | web_performance | Perform a deep multi-layer analysis of web_performance for a landing_page 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": "TaskPuppyAI/lunamax-multitask-programming-250", "source_url": "https://huggingface.co/dataset... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'TaskPuppyAI/lunamax-multitask-programming-250' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
390632e6d6b35207e5198a55 | train | developer_experience | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | dashboard | typescript | authorization | Perform a deep developer-experience analysis for a typescript project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "o0Biggz0o/documentation-images", "source_url": "https://huggingface.co/datasets/o0Biggz0o/doc... | === 1. 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 | |
8d70759bc632d318e7c7d4e9 | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | typescript | deep_learning | Compare multiple sources about deep_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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === SOURCES ===
- HTML (https://developer.mozilla.org/en-US/docs/Web/HTML)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdate... | web-research-coding-5m-1.1.0 | |
e67c4c3e32b0e5107480438c | train | research_plan | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | dashboard | typescript | software_architecture | Build a structured research plan to deeply understand software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === GOAL ===
Produce a reliable, current, and actionable understanding of software_architecture.
=== 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 — wri... | web-research-coding-5m-1.1.0 | |
755dbd6230d977d2306251dc | train | integration_testing | gitlab | https://gitlab.com/openlandmap/spatial-predictions-using-eml | openlandmap/spatial-predictions-using-eml | dashboard | swift | database | Design integration tests for a swift system involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openlandmap/spatial-predictions-using-eml", "source_url": "https://gitlab.com/openlandmap/spa... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
643d6d34b289e61f2a5a61db | train | multi_hop_research | npm | https://www.npmjs.com/package/typescript | typescript | landing_page | rust | css | Perform multi-hop research about css: 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === HOP 1 ===
Start at: typescript
https://www.npmjs.com/package/typescript
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
==... | web-research-coding-5m-1.1.0 | |
2983c00dedc7173869d8e178 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | python | distributed_systems | Perform a deep multi-layer analysis of distributed_systems 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'Accessibility' as a source anchor and identify relevant APIs, dependenc... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
42e294e49127f50f37d0e2aa | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/3042437/how-can-i-change-the-commit-author-for-a-single-commit | How can I change the commit author for a single commit? | productivity | java | cloud | Refactor a java system related to cloud. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change the commit author for a single commit?", "source_url": "https://stackoverflo... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
11735666724eecc0a334f97e | train | source_comparison | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | admin_panel | php | nodejs | Compare multiple sources about nodejs 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": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === SOURCES ===
- How can I check if an object is an array? (https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting ... | web-research-coding-5m-1.1.0 | |
5d0d38aa3885a6978d502cc2 | train | research_plan | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | productivity | rust | data_engineering | Build a structured research plan to deeply understand data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | === GOAL ===
Produce a reliable, current, and actionable understanding of data_engineering.
=== 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 fi... | web-research-coding-5m-1.1.0 | |
3ef1a7ef8966ab3c551b5b32 | train | technical_research | stackexchange | https://stackoverflow.com/questions/6245570/how-do-i-get-the-current-branch-name-in-git | How do I get the current branch name in Git? | education | css | documentation | Perform a technical research task about documentation, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get the current branch name in Git?", "source_url": "https://stackoverflow.com/quest... | === SCOPE ===
Technical behavior of documentation.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How do I get the current branch name in Git? (https://stac... | web-research-coding-5m-1.1.0 | |
87633657efcdb05e30603228 | train | documentation_experience | github | https://github.com/microsoft/playwright | microsoft/playwright | dashboard | kotlin | html | Perform a deep developer-experience analysis for a kotlin project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/playwright", "source_url": "https://github.com/microsoft/playwright", "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 | |
8817ce96b273c97763d119c0 | train | local_development_experience | web_docs | https://react.dev/ | React Documentation | education | ruby | serverless | Perform a deep developer-experience analysis for a ruby project involving serverless. | {"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. 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 | |
23a3de35be159bac3bd1b62d | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | go | ci_cd | Refactor a go system related to ci_cd. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 | |
d8712361533d34e56ea077ef | train | repository_documentation | codeberg | https://codeberg.org/vincent-goffin/100-exercises-to-learn-rust | vincent-goffin/100-exercises-to-learn-rust | developer_tool | kotlin | machine_learning | Perform a deep multi-layer analysis of machine_learning for a developer_tool 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": "vincent-goffin/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/vincent-goff... | === 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 'vincent-goffin/100-exercises-to-learn-rust' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
cd7fa18ba2b31ac70fc59eb2 | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/huggingface/documentation-images | huggingface/documentation-images | portfolio | html | algorithms | Perform a deep multi-layer analysis of algorithms for a portfolio 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": "huggingface/documentation-images", "source_url": "https://huggingface.co/datasets/huggingface... | === 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 'huggingface/documentation-images' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
c2e75d501b5acfd3823f45bf | train | design_system | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | analytics | sql | sql | Create a scalable design system for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
cdfa4c6bdd6ff5ff89c5dde0 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | css | authentication | Perform a deep developer-experience analysis for a css project involving authentication. | {"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 | |
cc01aba4372508b58a75202d | train | api_design | pypi | https://pypi.org/project/httpx/ | httpx | social_app | dart | open_source | Design a production API for a open_source application. | {"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": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
d9a52f49f68accdb995e0bd9 | train | evidence_extraction | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | javascript | software_architecture | Extract verifiable evidence about software_architecture from the given source. | {"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": "... | === SOURCE ===
PostgreSQL Documentation
https://www.postgresql.org/docs/
=== 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 a... | web-research-coding-5m-1.1.0 | |
e11b8b842cb75d2681d02f5b | train | repository_understanding | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | community | kotlin | api_design | Perform a deep multi-layer analysis of api_design for a community 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": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 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 'eidheim/Simple-WebSocket-Server' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
0216e17f887b32f61f0131d7 | train | code_explanation | stackexchange | https://stackoverflow.com/questions/70851048/does-it-make-sense-to-use-conda-poetry | Does it make sense to use Conda + Poetry? | blog | c | python | Explain a c implementation related to python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does it make sense to use Conda + Poetry?", "source_url": "https://stackoverflow.com/question... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
dbdef150534a0389e36b8ef7 | train | security_review | huggingface | https://huggingface.co/datasets/HuggingFaceH4/testing_codealpaca_small | HuggingFaceH4/testing_codealpaca_small | admin_panel | java | deep_learning | Perform a security review of a admin_panel application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/testing_codealpaca_small", "source_url": "https://huggingface.co/datasets/Huggi... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
2f915a00ec3d9249324dbb7a | train | documentation_page | github | https://github.com/webpack/webpack | webpack/webpack | dashboard | sql | web_performance | Design a developer documentation page for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack/webpack", "source_url": "https://github.com/webpack/webpack", "source_type": "reposit... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
5b5bf10028f4f49e6d0105c8 | train | design_tokens | npm | https://www.npmjs.com/package/typescript | typescript | admin_panel | javascript | data_structures | Create design tokens for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
323ec6935d964b14bf1aa8c1 | train | dx_analysis | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | saas | c | serverless | Perform a deep developer-experience analysis for a c project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | === 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 | |
548112d58030c240f94caaa3 | train | cli_experience | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | finance | go | nodejs | Perform a deep developer-experience analysis for a go project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "source_type"... | === 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 | |
2ee5d1857a308fc146ede7c7 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | php | computer_vision | Refactor a php system related to computer_vision. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
6e7f92e5a7700d2b353f1d9c | train | refactoring_observability | gitlab | https://gitlab.com/gitmate/open-source/IGitt | gitmate/open-source/IGitt | portfolio | swift | devops | Refactor a swift system related to devops. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitmate/open-source/IGitt", "source_url": "https://gitlab.com/gitmate/open-source/IGitt", "so... | === 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 | |
d85798b777b98ea2fb7d66b4 | train | ux_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | javascript | data_structures | Perform a deep multi-layer analysis of data_structures for a finance 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
f5dd3c4f7be0501609ac6ab3 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | dashboard | php | authorization | Refactor a php system related to authorization. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "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 | |
bc67427e68a0c1ba050a7462 | train | performance_fix | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | social_app | rust | graphql | Create a web-performance optimization plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7ec7127ff27c280c31ca9f17 | train | fact_verification | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | scala | frontend | Verify a technical claim about frontend. | {"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... | === CLAIM ===
A common claim about frontend.
=== 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-depe... | web-research-coding-5m-1.1.0 | |
4b9cf825118fda63cecf9453 | train | dx_analysis | web_docs | https://doc.rust-lang.org/ | Rust Documentation | saas | php | software_architecture | Perform a deep developer-experience analysis for a php project involving software_architecture. | {"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 | |
04439c300a0227982038af0f | train | refactoring_testability | gitlab | https://gitlab.com/secml/secml | secml/secml | saas | typescript | linux | Refactor a typescript system related to linux. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "secml/secml", "source_url": "https://gitlab.com/secml/secml", "source_type": "repository", "t... | === 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 | |
463df5bb221f1b7a2e0e419b | train | debugging | github | https://github.com/facebook/docusaurus | facebook/docusaurus | education | dart | backend | Create a realistic dart debugging problem involving backend. | {"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": ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
1c621eb92e25c3ac2b75fbe6 | train | react_generation | huggingface | https://huggingface.co/datasets/FriendliAI/documentation-images | FriendliAI/documentation-images | social_app | rust | html | Design React components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FriendliAI/documentation-images", "source_url": "https://huggingface.co/datasets/FriendliAI/d... | 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 |
a756b833a60d9475d265b5b2 | train | html_generation | web_docs | https://docs.djangoproject.com/ | Django Documentation | social_app | shell | testing | Create semantic HTML for a social_app about testing. | {"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... | 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 |
1bffa51f6f35bf77504c72e5 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-docstrings | ytzi/the-stack-dedup-python-filtered-docstrings | portfolio | c | web_performance | Refactor a c system related to web_performance. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-docstrings", "source_url": "https://huggingface.co/datas... | === 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 | |
39993a43d46d2c0cb9dfe8da | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | developer_tool | typescript | linux | Perform a deep multi-layer analysis of linux for a developer_tool using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'Vezora/Tested-143k-Python-Alpaca' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
ec9767bcd9ba9d65c556c939 | train | system_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | saas | python | kubernetes | Perform a deep multi-layer analysis of kubernetes 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, stand... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
780086de6296cb99f0110f56 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/105034/how-do-i-create-a-guid-uuid | How do I create a GUID / UUID? | admin_panel | python | css | Perform a deep multi-layer analysis of css for a admin_panel using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a GUID / UUID?", "source_url": "https://stackoverflow.com/questions/105034/ho... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'How do I create a GUID / UUID?' as a source anchor and identify relevant APIs, dependencies, versions, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
cd3262e79bc9d5470f4a0e13 | train | design_accessibility | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | finance | sql | caching | Audit accessibility for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation_lite", "source_url": "https://huggingface.co/datasets/livecodeb... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1d920c72fd431743fb4e3429 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/423379/how-can-i-use-a-global-variable-in-a-function | How can I use a global variable in a function? | landing_page | cpp | graphql | 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": "How can I use a global variable in a function?", "source_url": "https://stackoverflow.com/que... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
74c4542fe1762e1160d4c24c | train | information_architecture | gitlab | https://gitlab.com/malware-filter/tracking-filter | malware-filter/tracking-filter | education | go | 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": "malware-filter/tracking-filter", "source_url": "https://gitlab.com/malware-filter/tracking-fi... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 |
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