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441c2ee8cf250fe7446ca803 | train | upgrade_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | developer_tool | 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 | |
7f24f32cd4bc36c099f5f7a2 | train | documentation_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | analytics | java | frontend | Perform a deep developer-experience analysis for a java project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. 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 | |
516294069eaded04dfe88ea1 | train | landing_page | web_docs | https://react.dev/ | React Documentation | ecommerce | shell | distributed_systems | Design a landing page for a distributed_systems product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6bfff03793b6fc63b8ef5cef | train | dx_analysis | npm | https://www.npmjs.com/package/jest | jest | landing_page | html | authorization | Perform a deep developer-experience analysis for a html project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f784f459b6d7085083269b8f | train | html_generation | npm | https://www.npmjs.com/package/playwright | playwright | community | kotlin | web_performance | Create semantic HTML for a community about web_performance. | {"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... | 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 |
d127feab49d0d682f67f9c32 | train | design_system | npm | https://www.npmjs.com/package/next | next | productivity | html | security | Create a scalable design system for a productivity. | {"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":... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
bb40ec60ef511f791764a7cc | train | refactoring_dependency | codeberg | https://codeberg.org/jiacai2050/1History | jiacai2050/1History | productivity | javascript | css | Refactor a javascript system related to css. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jiacai2050/1History", "source_url": "https://codeberg.org/jiacai2050/1History", "source_type"... | === 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 | |
d52455ddbc5763fcb44df8be | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/eslint | eslint | marketplace | go | authorization | Perform a deep multi-layer analysis of authorization 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
f62e6e8191ed01cdc5cbd6aa | train | fact_verification | web_docs | https://docs.djangoproject.com/ | Django Documentation | portfolio | typescript | fullstack | Verify a technical claim about fullstack. | {"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... | === CLAIM ===
A common claim about fullstack.
=== 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-dep... | web-research-coding-5m-1.1.0 | |
801c14afcc54e4d808a52d8b | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | sql | mongodb | Perform a deep multi-layer analysis of mongodb for a dashboard using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
c2e6968942944bef8c241e16 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/2941189/how-to-overlay-one-div-over-another-div | How to overlay one div over another div | social_app | python | kubernetes | Perform a deep multi-layer analysis of kubernetes for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to overlay one div over another div", "source_url": "https://stackoverflow.com/questions/... | === 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 'How to overlay one div over another div' as a source anchor and identify relevant APIs, d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9c23de9dcc10b2be08e0faa7 | train | deep_technical_analysis | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | productivity | html | javascript | Perform a deep multi-layer analysis of javascript for a productivity 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": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'shewolf/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
6c5a10d3a5e2cc3a7f637f1c | train | design_tokens | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | finance | sql | web_performance | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
f6aa7b697b9423650a948042 | train | cli_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Code-v1 | nvidia/Nemotron-Pretraining-Code-v1 | dashboard | css | sql | Perform a deep developer-experience analysis for a css project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Pretraining-Code-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d116c27ed9e30385168041d1 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | python | machine_learning | Perform a deep developer-experience analysis for a python project involving machine_learning. | {"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. 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 |
1895de5bcd79126b664f100f | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/14220321/how-do-i-return-the-response-from-an-asynchronous-call | How do I return the response from an asynchronous call? | ecommerce | css | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce 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": "How do I return the response from an asynchronous call?", "source_url": "https://stackoverflo... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'How do I return the response from an asynchronous call?' as a sourc... | web-research-coding-5m-1.1.0 | |
b8954d7f19350666949d3fb5 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | rust | computer_vision | Design interaction states for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
b8793f38cd375feacfe10f16 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/37949981/call-child-method-from-parent | Call child method from parent | social_app | typescript | backend | Perform a deep multi-layer analysis of backend for a social_app 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": "Call child method from parent", "source_url": "https://stackoverflow.com/questions/37949981/c... | === 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 'Call child method from parent' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
7f60b7dfd1936ab171396852 | train | landing_page | huggingface | https://huggingface.co/datasets/DeveloperBishal/LLama3.2_Fine-Tune_web-development | DeveloperBishal/LLama3.2_Fine-Tune_web-development | education | swift | javascript | Design a landing page for a javascript product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DeveloperBishal/LLama3.2_Fine-Tune_web-development", "source_url": "https://huggingface.co/da... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6e076aa95aeba1a1c9e0c6cd | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/IFM/Code-Reasoning | IFM/Code-Reasoning | blog | kotlin | web_performance | Perform a deep multi-layer analysis of web_performance for a blog 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": "IFM/Code-Reasoning", "source_url": "https://huggingface.co/datasets/IFM/Code-Reasoning", "sou... | === 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 'IFM/Code-Reasoning' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
6be659271a875b2499f6d940 | train | system_analysis | codeberg | https://codeberg.org/RiQuY/advent-of-code | RiQuY/advent-of-code | saas | scala | graphql | Perform a deep multi-layer analysis of graphql for a saas 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": "RiQuY/advent-of-code", "source_url": "https://codeberg.org/RiQuY/advent-of-code", "source_typ... | === 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 'RiQuY/advent-of-code' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
905e3eb18d4ef1f23b11e144 | train | research_summary | pypi | https://pypi.org/project/streamlit/ | streamlit | search_interface | java | linux | Summarize the current state of knowledge about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === OVERVIEW ===
linux 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 ===
streamlit (https://pypi.... | web-research-coding-5m-1.1.0 | |
8da2492297f164b611e4660a | train | refactoring_architecture | npm | https://www.npmjs.com/package/prettier | prettier | social_app | sql | authentication | Refactor a sql system related to authentication. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 | |
27359b75e07d8ba25dea78f1 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | community | python | deep_learning | Refactor a python system related to deep_learning. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/mmlu-pro-cot-opus5", "source_url": "https://huggingface.co/datasets/lear... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ef41453d8cd8d75fc1541a00 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | cpp | web_performance | Refactor a cpp system related to web_performance. Focus on refactoring maintainability. | {"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... | === 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 | |
90db0ec18a8268e8832f5a41 | train | refactoring_observability | web_docs | https://docs.docker.com/ | Docker Documentation | landing_page | c | sql | Refactor a c system related to sql. Focus on refactoring observability. | {"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... | === 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 | |
eb4b737361fe99e6088baf84 | train | performance_fix | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | education | go | linux | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
a62e7cf803969061cb89d96f | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | admin_panel | css | open_source | Perform a deep multi-layer analysis of open_source for a admin_panel 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": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 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 'tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset' as a ... | web-research-coding-5m-1.1.0 | |
7acbfe46ed9955f30909b4b6 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | sql | cloud | Perform a deep multi-layer analysis of cloud for a marketplace 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
f5b306a96452e173ce56f50e | train | build_experience | stackexchange | https://stackoverflow.com/questions/178325/how-do-i-check-if-an-element-is-hidden-in-jquery | How do I check if an element is hidden in jQuery? | blog | html | nextjs | Perform a deep developer-experience analysis for a html project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an element is hidden in jQuery?", "source_url": "https://stackoverflow.com/... | === 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 | |
803107ec30da567e29ee73f4 | train | information_architecture | pypi | https://pypi.org/project/transformers/ | transformers | social_app | swift | linux | Design the information architecture for linux. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
89dbc164e8661daa4793d20d | train | scalability_analysis | npm | https://www.npmjs.com/package/express | express | portfolio | go | developer_experience | Perform a deep multi-layer analysis of developer_experience 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 'express' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
259d4e56e9ad6612aa4f4445 | train | code_explanation | stackexchange | https://stackoverflow.com/questions/42790602/how-do-i-check-whether-an-array-contains-a-string-in-typescript | How do I check whether an array contains a string in TypeScript? | saas | python | css | Explain a python implementation related to css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check whether an array contains a string in TypeScript?", "source_url": "https://sta... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3e3d9a0fa02705b37fff3aed | train | dependency_impact_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | documentation | c | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
fe78aaf37d05407d476dc220 | train | api_developer_experience | pypi | https://pypi.org/project/streamlit/ | streamlit | social_app | java | javascript | Perform a deep developer-experience analysis for a java project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 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 | |
8ab071d38d6c25e798dbbb00 | train | design_system | stackexchange | https://stackoverflow.com/questions/684672/how-do-i-loop-through-or-enumerate-a-javascript-object | How do I loop through or enumerate a JavaScript object? | search_interface | cpp | javascript | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I loop through or enumerate a JavaScript object?", "source_url": "https://stackoverflo... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
87d42780186e538929b86457 | train | security_analysis | gitlab | https://gitlab.com/freepascal.org/fpc/pas2js | freepascal.org/fpc/pas2js | finance | scala | rest_api | Perform a deep multi-layer analysis of rest_api for a finance 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": "freepascal.org/fpc/pas2js", "source_url": "https://gitlab.com/freepascal.org/fpc/pas2js", "so... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'freepascal.org/fpc/pas2js' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
d154e60a24ec842b0ba4ab17 | train | refactoring_observability | 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? | saas | css | backend | Refactor a css system related to backend. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check for an empty/undefined/null string in JavaScript?", "source_url": "https://sta... | === 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 | |
0fe7b370b70d4e5256c18efc | train | component_design | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | saas | cpp | nlp | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
2e5247afb471d27fcc78618e | train | landing_page | web_docs | https://docs.python.org/3/ | Python Documentation | documentation | python | nlp | Design a landing page for a nlp product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f05b7fee21fb2b8afaf7ac9d | train | refactoring_architecture | gitlab | https://gitlab.com/pyspread/pyspread | pyspread/pyspread | ecommerce | java | api_design | Refactor a java system related to api_design. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyspread/pyspread", "source_url": "https://gitlab.com/pyspread/pyspread", "source_type": "rep... | === 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 | |
2606c732028fb9716bb2de82 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | shell | graphql | Audit design consistency across a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
6810ab754fe848ac37d62b20 | train | javascript_generation | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | python | authorization | Implement JavaScript interactions for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
b91623e7497768142ff55353 | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/27928372/react-router-urls-dont-work-when-refreshing-or-writing-manually | React-router URLs don't work when refreshing or writing manually | finance | shell | testing | Perform a deep multi-layer analysis of testing for a finance 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": "React-router URLs don't work when refreshing or writing manually", "source_url": "https:/... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'React-router URLs don't work when refreshing or writing manually' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
1b74fb5cc50e68afc9ddfa3d | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary | CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary | developer_tool | kotlin | debugging | Refactor a kotlin system related to debugging. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary", "source_url": "https://huggi... | === 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 | |
74d807ae6f1ea404a0e462a5 | train | accessibility_fix | web_docs | https://react.dev/ | React Documentation | finance | swift | python | Create an accessibility remediation plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
bcd1d7e0d124e874573839e6 | train | seo_fix | huggingface | https://huggingface.co/datasets/open-r1/codeforces-cots | open-r1/codeforces-cots | analytics | dart | serverless | Create an SEO improvement plan for a analytics about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/codeforces-cots", "source_url": "https://huggingface.co/datasets/open-r1/codeforces-c... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
ea559ce11fea9e3bc29028c0 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | typescript | docker | Refactor a typescript system related to docker. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
ce940564e315a9a19e3a9863 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | dart | linux | Design a landing page for a linux product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d5a093e251f9691c116cedd4 | train | visual_hierarchy | web_docs | https://docs.python.org/3/ | Python Documentation | ecommerce | shell | developer_experience | Improve visual hierarchy in a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
0a4c21de902f21260a27809f | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | analytics | dart | postgresql | Design a data structure in dart for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
4eb89726ea7a9cf78fcfdaf4 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | sql | observability | Perform a deep multi-layer analysis of observability for a portfolio 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
f84bb1e49fab4682f9bb1def | train | refactoring_security | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | documentation | java | frontend | Refactor a java system related to frontend. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | === 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 | |
722e7d22132e6587fc5c28fd | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/datablations/python-megatron | datablations/python-megatron | education | scala | backend | Perform a deep multi-layer analysis of backend for a education 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": "datablations/python-megatron", "source_url": "https://huggingface.co/datasets/datablations/py... | === 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 'datablations/python-megatron' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
2a5287cd6b101116c092a23f | train | data_structure_design | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | saas | cpp | computer_vision | Design a data structure in cpp for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
a1cab9e369647415e19139f0 | train | interaction_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | productivity | cpp | serverless | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
b1489e1fbdb4982e6426dd82 | train | fact_verification | npm | https://www.npmjs.com/package/zod | zod | social_app | java | 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": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 | |
8518e072a334c25dff207aca | train | refactoring_architecture | npm | https://www.npmjs.com/package/svelte | svelte | saas | python | design_system | Refactor a python system related to design_system. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
fa28b0398b79aa2ea0fb43af | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/xszheng2020/the_stack_dedup_python | xszheng2020/the_stack_dedup_python | community | python | mongodb | Perform a deep multi-layer analysis of mongodb for a community 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": "xszheng2020/the_stack_dedup_python", "source_url": "https://huggingface.co/datasets/xszheng20... | === 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 'xszheng2020/the_stack_dedup_python' as a source anchor and identify relevant APIs, dependencies... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3290a7415ea6725ee61d2773 | train | code_review | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | search_interface | scala | html | Perform a production code review of scala code related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
a8630ef443d1c5c5bbb4eff8 | train | javascript_generation | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | search_interface | kotlin | react | Implement JavaScript interactions for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
920779faba0ebf456db5462a | train | seo_fix | pypi | https://pypi.org/project/httpx/ | httpx | portfolio | php | open_source | Create an SEO improvement plan for a portfolio about open_source. | {"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": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
200d7564baa9926de6f650f2 | train | web_search_query | pypi | https://pypi.org/project/streamlit/ | streamlit | social_app | cpp | computer_vision | Write an effective web search query to research the topic: computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === QUERY ===
computer_vision best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- computer_vision
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
4a21b95e5acb2f2435179a2e | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | ruby | web_performance | Perform a deep multi-layer analysis of web_performance 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
3a6c6ec04ae15460b51e4c0c | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | c | backend | Design integration tests for a c system involving backend. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
5bd8bc6223b52beed8b2edac | train | research_plan | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | scala | html | Build a structured research plan to deeply understand html. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of html.
=== 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 with ... | web-research-coding-5m-1.1.0 | |
cb7d63a8c192bae9f8f57210 | train | css_generation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | admin_panel | rust | python | Create responsive CSS for a admin_panel. | {"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... | 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 |
2dd206a6b971be0e9421154e | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | ecommerce | java | data_structures | Perform a deep developer-experience analysis for a java project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | === 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 | |
35f0222de4819872c275c29b | train | cli_experience | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | search_interface | scala | html | Perform a deep developer-experience analysis for a scala project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/multilingual_librispeech", "source_url": "https://huggingface.co/datasets/facebook/m... | === 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 | |
4de02233a8b5ae4b84df100f | train | cli_experience | pypi | https://pypi.org/project/pandas/ | pandas | documentation | ruby | developer_experience | Perform a deep developer-experience analysis for a ruby project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8d95819865ba314f7da1c1ea | train | refactoring_modularization | npm | https://www.npmjs.com/package/three | three | finance | dart | css | Refactor a dart system related to css. Focus on refactoring modularization. | {"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... | === 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 | |
fc27e19a8318a94c8a9843dd | train | security_review | npm | https://www.npmjs.com/package/express | express | finance | javascript | redis | 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
e9d7551a4f7d8561032286b5 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes | Weyaxi/huggingface-spaces-codes | community | go | web_performance | Perform multi-hop research about web_performance: 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": "Weyaxi/huggingface-spaces-codes", "source_url": "https://huggingface.co/datasets/Weyaxi/huggi... | === HOP 1 ===
Start at: Weyaxi/huggingface-spaces-codes
https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes
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... | web-research-coding-5m-1.1.0 | |
8e44e2693ae56cf448acc5b7 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/22891211/what-is-the-difference-between-save-and-save-dev | What is the difference between --save and --save-dev? | blog | dart | database | Refactor a dart 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": "What is the difference between --save and --save-dev?", "source_url": "https://stackoverflow.... | === 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 | |
5d73f26d2b553b2a663cf51a | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/54496398/typescript-type-string-undefined-is-not-assignable-to-type-string | TypeScript: Type 'string | undefined' is not assignable to type 'string' | admin_panel | scala | security | Perform a deep multi-layer analysis of security for a admin_panel 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": "TypeScript: Type 'string | undefined' is not assignable... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'TypeScript: Type 'string | undefined' is not assignable... | web-research-coding-5m-1.1.0 | |
bd250ff07bf8e22447c78325 | train | design_accessibility | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | blog | shell | fullstack | Audit accessibility for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4681cd216015fc753fd016f8 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | scala | distributed_systems | Design a Next.js architecture for a blog. | {"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... | 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 |
9a3cc4e4a544364e0647e7e7 | train | design_review | pypi | https://pypi.org/project/django/ | django | dashboard | html | graphql | Perform a professional design review of a dashboard. | {"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":... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
c44c7d09e97d99111306a507 | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | kotlin | sql | Create a scalable design system for a saas. | {"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": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
e2d3d4117b6001b80d6520b3 | train | search_query_rewrite | npm | https://www.npmjs.com/package/playwright | playwright | documentation | sql | ci_cd | Rewrite and improve a vague search query about ci_cd into a precise, high-signal query. | {"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... | === ORIGINAL (VAGUE) ===
how to do ci_cd
=== REWRITTEN QUERIES ===
1. ci_cd official documentation guide
2. ci_cd production best practices 2025
3. ci_cd common pitfalls and solutions
4. ci_cd architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
e619e7c223ee2d3aa8a47f50 | train | dashboard | web_docs | https://git-scm.com/doc | Git Documentation | social_app | kotlin | docker | Design a production dashboard for docker. | {"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", ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
6f981af5cb5a3df83f55a2d4 | train | api_design | pypi | https://pypi.org/project/uvicorn/ | uvicorn | finance | shell | sql | Design a production API for a sql application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
67a1251e8634e45efb2621b8 | train | security_analysis | npm | https://www.npmjs.com/package/webpack | webpack | blog | go | caching | Perform a deep multi-layer analysis of caching 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 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 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
a212d514f08e70d63b17701a | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | landing_page | shell | javascript | Rewrite and improve a vague search query about javascript into a precise, high-signal query. | {"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... | === ORIGINAL (VAGUE) ===
how to do javascript
=== REWRITTEN QUERIES ===
1. javascript official documentation guide
2. javascript production best practices 2025
3. javascript common pitfalls and solutions
4. javascript architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
f42d44727ba5899b1b1362b4 | train | dx_analysis | web_docs | https://go.dev/doc/ | Go Documentation | documentation | dart | cloud | Perform a deep developer-experience analysis for a dart project involving cloud. | {"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 | |
f0e7a4c68c2311bf7ac816c5 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | python | algorithms | Create a production coding task in python for algorithms. | {"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": "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9588ea3d6f3900906e6b9103 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/34641582/what-is-the-difference-between-react-native-and-react | What is the difference between React Native and React? | saas | html | react | Perform a deep developer-experience analysis for a html project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between React Native and React?", "source_url": "https://stackoverflow... | === 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 | |
f18c98e68423336d08aec4fd | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/215718/how-can-i-reset-or-revert-a-file-to-a-specific-revision | How can I reset or revert a file to a specific revision? | documentation | ruby | caching | Refactor a ruby system related to caching. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I reset or revert a file to a specific revision?", "source_url": "https://stackoverfl... | === 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 | |
4a2ac763ec65926d65463eea | train | design_system | stackexchange | https://stackoverflow.com/questions/2010892/how-to-store-objects-in-html5-localstorage-sessionstorage | How to store objects in HTML5 localStorage/sessionStorage | dashboard | ruby | design_system | Create a scalable design system for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to store objects in HTML5 localStorage/sessionStorage", "source_url": "https://stackoverf... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
46a0cb84156e82108ce781c7 | train | research_summary | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | education | kotlin | kubernetes | Summarize the current state of knowledge about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === OVERVIEW ===
kubernetes in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
vgg/via-suite/via (... | web-research-coding-5m-1.1.0 | |
011cd08c1f9de1467298f131 | train | design_review | pypi | https://pypi.org/project/torch/ | torch | education | java | postgresql | Perform a professional design review of a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
adb740a2da30e8836ff29339 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | scala | algorithms | Design an accessible form for algorithms. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
0a1d81b8b796b8e93e9152ad | train | research_summary | codeberg | https://codeberg.org/reesericci/actionview-svelte-handler | reesericci/actionview-svelte-handler | productivity | swift | design_system | Summarize the current state of knowledge about design_system. | {"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... | === OVERVIEW ===
design_system 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 ===
reesericci/actio... | web-research-coding-5m-1.1.0 | |
04ee15690f65bd4e1c585077 | train | product_analysis | codeberg | https://codeberg.org/itworksmoothly8375/5000vanilaJavaScript | itworksmoothly8375/5000vanilaJavaScript | community | c | sql | Perform a deep multi-layer analysis of sql for a community 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": "itworksmoothly8375/5000vanilaJavaScript", "source_url": "https://codeberg.org/itworksmoothly8... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'itworksmoothly8375/5000vanilaJavaScript' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
05d09d28f23aaff4f903c481 | train | tradeoff_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | portfolio | go | database | Perform a deep multi-layer analysis of database 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
c852881e4a99bb86a8acf975 | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | swift | rest_api | Design a data structure in swift for rest_api. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
efc82c7afdeebe38670f847f | train | form_ui | npm | https://www.npmjs.com/package/zod | zod | analytics | javascript | software_architecture | Design an accessible form for software_architecture. | {"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": "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
1073cecc50206b87f0dd7931 | train | unit_testing | gitlab | https://gitlab.com/kornelski/babel-preset-php | kornelski/babel-preset-php | portfolio | ruby | developer_experience | Create a unit-testing strategy for ruby code involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornelski/babel-preset-php", "source_url": "https://gitlab.com/kornelski/babel-preset-php", "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8c9352c542bc9f9d91fd04f6 | train | accessibility_analysis | gitlab | https://gitlab.com/mattbas/python-lottie | mattbas/python-lottie | education | javascript | fullstack | Perform a deep multi-layer analysis of fullstack 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": "mattbas/python-lottie", "source_url": "https://gitlab.com/mattbas/python-lottie", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'mattbas/python-lottie' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
8f4ee59ea643a64b294cee14 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/27991366/what-is-the-difference-between-state-and-props-in-react | What is the difference between state and props in React? | documentation | python | software_architecture | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between state and props in React?", "source_url": "https://stackoverfl... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
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