id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
cfecb336016c58474116156b | train | web_search_query | pypi | https://pypi.org/project/httpx/ | httpx | analytics | go | web_performance | Write an effective web search query to research the topic: web_performance. | {"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": "... | === QUERY ===
web_performance best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- web_performance
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
1f4f365e297fabff433d0d15 | train | dependency_management_experience | npm | https://www.npmjs.com/package/eslint | eslint | saas | go | algorithms | Perform a deep developer-experience analysis for a go project involving algorithms. | {"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. 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 | |
f6b6214706ff1016f3ae6931 | train | data_structure_design | npm | https://www.npmjs.com/package/react | react | landing_page | rust | distributed_systems | Design a data structure in rust for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
0e830a1106c322d85fbda029 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/613183/how-do-i-sort-a-dictionary-by-value | How do I sort a dictionary by value? | landing_page | rust | data_structures | Refactor a rust system related to data_structures. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I sort a dictionary by value?", "source_url": "https://stackoverflow.com/questions/613... | === 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 | |
5ec6872cd23914708b3f1579 | train | code_explanation | huggingface | https://huggingface.co/datasets/aamanlamba/Machine_Learning_QA_Dataset_Llama | aamanlamba/Machine_Learning_QA_Dataset_Llama | education | go | mongodb | Explain a go implementation related to mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aamanlamba/Machine_Learning_QA_Dataset_Llama", "source_url": "https://huggingface.co/datasets... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
3fcc05f0c46d9819a724855b | train | security_review | pypi | https://pypi.org/project/gradio/ | gradio | productivity | dart | typescript | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
275529cbee27bb035b85bf8c | train | deployment_experience | github | https://github.com/django/django | django/django | analytics | cpp | rest_api | Perform a deep developer-experience analysis for a cpp project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django/django", "source_url": "https://github.com/django/django", "source_type": "repository"... | === 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 | |
dcb9b340a9864d85f51926fd | train | documentation_lookup | npm | https://www.npmjs.com/package/typescript | typescript | marketplace | html | redis | Find and summarize the relevant documentation for redis. | {"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... | === RELEVANT DOCS ===
- typescript
https://www.npmjs.com/package/typescript
- 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 relevant. | web-research-coding-5m-1.1.0 | |
02766efef71609efe1f82565 | train | css_generation | pypi | https://pypi.org/project/torch/ | torch | search_interface | scala | frontend | Create responsive CSS for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "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 |
eed532516974947b79f2284a | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/252703/what-is-the-difference-between-pythons-list-methods-append-and-extend | What is the difference between Python's list methods append and extend? | education | ruby | serverless | Refactor a ruby system related to serverless. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between Python's list methods append and extend?", "source_url": "... | === 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 | |
fe6d9ae729a1cba208dc5674 | train | design_to_code | stackexchange | https://stackoverflow.com/questions/28329382/understanding-unique-keys-for-array-children-in-react-js | Understanding unique keys for array children in React.js | marketplace | python | graphql | Translate a marketplace design into maintainable python code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding unique keys for array children in React.js", "source_url": "https://stackoverfl... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
74c113bd491e29601518b7e2 | train | debugging_experience | github | https://github.com/ElemeFE/element | ElemeFE/element | blog | typescript | machine_learning | Perform a deep developer-experience analysis for a typescript project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3dd0808393f84222d066f424 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | typescript | postgresql | Perform a deep multi-layer analysis of postgresql for a education 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
0ade9bbdd9b993526ddf8d3a | train | build_experience | stackexchange | https://stackoverflow.com/questions/40050397/deep-learning-nan-loss-reasons | Deep-Learning Nan loss reasons | documentation | shell | backend | Perform a deep developer-experience analysis for a shell project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Deep-Learning Nan loss reasons", "source_url": "https://stackoverflow.com/questions/40050397/... | === 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 | |
a260ce3bc453dbfee805a701 | train | repository_architecture | huggingface | https://huggingface.co/datasets/verify-ppt/marin-starcoderdata_javascript | verify-ppt/marin-starcoderdata_javascript | documentation | cpp | linux | Perform a deep multi-layer analysis of linux for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verify-ppt/marin-starcoderdata_javascript", "source_url": "https://huggingface.co/datasets/ve... | === 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 'verify-ppt/marin-starcoderdata_javascript' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
89ab55cdd8cebcc5f0bef677 | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | shell | observability | Perform a deep developer-experience analysis for a shell project involving observability. | {"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... | web-research-coding-5m-1.1.0 | |
636d9d8560291927fc7ffa80 | train | html_generation | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset | Multilingual-Multimodal-NLP/IfEvalCode-testset | saas | javascript | testing | Create semantic HTML for a saas about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/IfEvalCode-testset", "source_url": "https://huggingface.co/datase... | 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 |
2db7f316a79a58786e19a26c | train | api_developer_experience | huggingface | https://huggingface.co/datasets/mxzoo/javascript_obfuscated_DPO_max | mxzoo/javascript_obfuscated_DPO_max | finance | typescript | python | Perform a deep developer-experience analysis for a typescript project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/javascript_obfuscated_DPO_max", "source_url": "https://huggingface.co/datasets/mxzoo/ja... | === 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 | |
c7880d10d89e3bacc48c9789 | train | refactoring_api | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | blog | ruby | redis | Refactor a ruby system related to redis. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
25b3640daa4f6471e6dbf910 | train | javascript_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | scala | computer_vision | Implement JavaScript interactions for a documentation. | {"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": "... | 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 |
00f0013aca0c06395ca31a3c | train | evidence_chain_analysis | gitlab | https://gitlab.com/woob/woob | woob/woob | finance | shell | html | Perform a deep multi-layer analysis of html 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": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'woob/woob' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
5d4905dc4d7f4275e5627382 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/41285211/overriding-interface-property-type-defined-in-typescript-d-ts-file | Overriding interface property type defined in Typescript d.ts file | social_app | shell | security | Refactor a shell system related to security. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Overriding interface property type defined in Typescript d.ts file", "source_url": "https://s... | === 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 | |
333270b801b1bfb074e7a349 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | scala | microservices | Design a Next.js architecture for a landing_page. | {"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... | 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 |
988455bc44c397457356a89d | train | repository_documentation | npm | https://www.npmjs.com/package/react | react | analytics | typescript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a analytics 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
a47689b69e223a097cdaa11d | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/nick007x/github-code-2025 | nick007x/github-code-2025 | documentation | dart | design_system | Perform a deep multi-layer analysis of design_system for a documentation 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": "nick007x/github-code-2025", "source_url": "https://huggingface.co/datasets/nick007x/github-co... | === 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 'nick007x/github-code-2025' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
a35db173ef11a6bdd701ff43 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/826782/how-to-disable-text-selection-highlighting | How to disable text selection highlighting | admin_panel | swift | typescript | Design a developer documentation page for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to disable text selection highlighting", "source_url": "https://stackoverflow.com/questio... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
dc34ea0f80a8ece292fff383 | train | fact_verification | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | portfolio | swift | postgresql | Verify a technical claim about postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | === CLAIM ===
A common claim about postgresql.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-de... | web-research-coding-5m-1.1.0 | |
d20e2542d8f2fba0e622900e | train | risk_analysis | npm | https://www.npmjs.com/package/fastify | fastify | documentation | php | testing | Perform a deep multi-layer analysis of testing for a documentation using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 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 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
add6b65aabf98f9c3de9f2a5 | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/eustlb/documentation-images | eustlb/documentation-images | admin_panel | shell | kubernetes | Perform a deep multi-layer analysis of kubernetes 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": "eustlb/documentation-images", "source_url": "https://huggingface.co/datasets/eustlb/documenta... | === 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 'eustlb/documentation-images' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
f1f4fe5e6dea8352f9289f80 | train | repository_issue_reasoning | codeberg | https://codeberg.org/mi-skam/_gcp-python-uv | mi-skam/_gcp-python-uv | blog | java | graphql | Perform a deep multi-layer analysis of graphql for a blog using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi-skam/_gcp-python-uv", "source_url": "https://codeberg.org/mi-skam/_gcp-python-uv", "source... | === 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 'mi-skam/_gcp-python-uv' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
03614338f7c9ade1778793cd | train | landing_page | pypi | https://pypi.org/project/flask/ | flask | social_app | html | cloud | Design a landing page for a cloud product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
460e7cb626b7487820d17d13 | train | cli_experience | npm | https://www.npmjs.com/package/axios | axios | developer_tool | scala | react | Perform a deep developer-experience analysis for a scala project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "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 | |
1579cf0ff1613505e9e69fb4 | train | design_consistency | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | documentation | ruby | postgresql | 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": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
941ba035d126bc3582a514e2 | train | accessibility_analysis | github | https://github.com/twbs/bootstrap | twbs/bootstrap | analytics | dart | authorization | Perform a deep multi-layer analysis of authorization for a analytics 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": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | === 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 'twbs/bootstrap' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
a026c3e66099329da751216f | train | repository_comparison | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | finance | c | typescript | Perform a deep multi-layer analysis of typescript for a finance 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": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'parcel-bundler/parcel' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
a8e2c261490fb5f3e99a6edb | train | css_generation | stackexchange | https://stackoverflow.com/questions/12787781/type-definition-in-object-literal-in-typescript | Type definition in object literal in TypeScript | analytics | go | observability | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Type definition in object literal in TypeScript", "source_url": "https://stackoverflow.com/qu... | 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 |
2350be4d98bc4a9023e294d3 | train | refactoring_legacy_code | web_docs | https://docs.python.org/3/ | Python Documentation | marketplace | java | ci_cd | Refactor a java system related to ci_cd. Focus on refactoring legacy code. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
4e57a1b7eaaa4e2fc334952b | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | java | fullstack | Design a data structure in java for fullstack. | {"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 | |
7b73f7e049caa0465c46b62f | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | analytics | typescript | devops | Perform a deep developer-experience analysis for a typescript project involving devops. | {"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... | === 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 | |
f0415835f7af198b6b7b26b7 | train | performance_fix | huggingface | https://huggingface.co/datasets/gangiswag/javascript_ablation | gangiswag/javascript_ablation | developer_tool | cpp | web_performance | Create a web-performance optimization plan for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gangiswag/javascript_ablation", "source_url": "https://huggingface.co/datasets/gangiswag/java... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
8bca3fa9abc4e78b47f94168 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/3577641/how-do-you-parse-and-process-html-xml-in-php | How do you parse and process HTML/XML in PHP? | finance | dart | machine_learning | Perform a deep multi-layer analysis of machine_learning for a finance using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you parse and process HTML/XML in PHP?", "source_url": "https://stackoverflow.com/ques... | === 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 'How do you parse and process HTML/XML in PHP?' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
7471571359969ddea79ce971 | train | maintainability_analysis | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | landing_page | ruby | documentation | Perform a deep multi-layer analysis of documentation for a landing_page 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": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'jlp-jobs/jlp-fe/jlp-typescript-fed-test' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
eac73d2dcaaab7b9a131c7db | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/gretelai/synthetic_pii_finance_multilingual | gretelai/synthetic_pii_finance_multilingual | analytics | typescript | linux | Perform a deep developer-experience analysis for a typescript project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gretelai/synthetic_pii_finance_multilingual", "source_url": "https://huggingface.co/datasets/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
967adf8aaa6dbe80fa1935d2 | train | api_design | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | finance | shell | authorization | Design a production API for a authorization application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
73679d429b345c10044037f2 | train | design_accessibility | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | portfolio | css | cloud | Audit accessibility for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1dd62473cb217f2035aeeebc | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/424071/how-do-i-list-all-the-files-in-a-commit | How do I list all the files in a commit? | productivity | css | design_system | Perform a deep multi-layer analysis of design_system for a productivity 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 list all the files in a commit?", "source_url": "https://stackoverflow.com/questions... | === 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 'How do I list all the files in a commit?' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
04b0a64094c2b61b4318407b | train | security_analysis | stackexchange | https://stackoverflow.com/questions/1338728/how-do-i-delete-a-commit-from-a-branch | How do I delete a commit from a branch? | finance | html | serverless | Perform a deep multi-layer analysis of serverless for a finance 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": "How do I delete a commit from a branch?", "source_url": "https://stackoverflow.com/questions/... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'How do I delete a commit from a branch?' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
4b53f6e221656544fc50c718 | train | research_plan | stackexchange | https://stackoverflow.com/questions/32370994/how-to-pass-props-to-this-props-children | How to pass props to {this.props.children} | developer_tool | python | data_structures | Build a structured research plan to deeply understand data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to pass props to {this.props.children}", "source_url": "https://stackoverflow.com/questio... | === GOAL ===
Produce a reliable, current, and actionable understanding of data_structures.
=== 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 fin... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1307d7eae11bfb6e9ec33b44 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/9782071/why-must-a-nonlinear-activation-function-be-used-in-a-backpropagation-neural-net | Why must a nonlinear activation function be used in a backpropagation neural network? | social_app | html | cloud | Perform a deep developer-experience analysis for a html project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why must a nonlinear activation function be used in a backpropagation neural network?", "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... | web-research-coding-5m-1.1.0 | |
7bc8a5fe8cdabe73662c0a3b | train | system_analysis | gitlab | https://gitlab.com/hsleisink/cauldron | hsleisink/cauldron | developer_tool | ruby | nlp | Perform a deep multi-layer analysis of nlp for a developer_tool 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": "hsleisink/cauldron", "source_url": "https://gitlab.com/hsleisink/cauldron", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'hsleisink/cauldron' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
f07b24f275f886b5f27241f4 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | portfolio | kotlin | devops | Perform a deep multi-layer analysis of devops for a portfolio 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": "introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning", "source_url": "http... | === 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 'introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
d38612946ae5c45c57f5519f | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | php | developer_experience | Perform a deep multi-layer analysis of developer_experience for a analytics using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
418d7b3866683cff25ef04c6 | train | responsive_website | gitlab | https://gitlab.com/NotRyan_/level-ts | NotRyan_/level-ts | admin_panel | javascript | mongodb | Design a complete responsive admin_panel for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NotRyan_/level-ts", "source_url": "https://gitlab.com/NotRyan_/level-ts", "source_type": "rep... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
d1d61defe7686954740a671d | train | debugging | web_docs | https://doc.rust-lang.org/ | Rust Documentation | developer_tool | html | serverless | Create a realistic html debugging problem involving serverless. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
59e428dfb73d4e949d435caf | train | code_review | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | blog | python | machine_learning | Perform a production code review of python code related to machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
517427c51c17144f3382210b | train | root_cause_analysis | npm | https://www.npmjs.com/package/prettier | prettier | developer_tool | scala | sql | Perform a deep multi-layer analysis of sql for a developer_tool 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
795b19ee035dc7dd77cf29f1 | train | research_summary | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | productivity | go | 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": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | === 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 ===
glide-the/documentation-... | web-research-coding-5m-1.1.0 | |
2a97a96d446820cae9b34eeb | train | refactoring_maintainability | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | saas | ruby | user_experience | Refactor a ruby system related to user_experience. Focus on refactoring maintainability. | {"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", ... | === 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 | |
8bb4bbbe8b00f990139e48fd | train | refactoring_legacy_code | codeberg | https://codeberg.org/andrea_alberti/_cargo-index | andrea_alberti/_cargo-index | education | scala | graphql | Refactor a scala system related to graphql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "andrea_alberti/_cargo-index", "source_url": "https://codeberg.org/andrea_alberti/_cargo-index... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
ddab1928120c2839acc3ed4e | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/10075990/upgrading-node-js-to-the-latest-version | Upgrading Node.js to the latest version | portfolio | c | microservices | Perform a deep developer-experience analysis for a c project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Upgrading Node.js to the latest version", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
faa875fad0c2e438fe4d9f70 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/37949981/call-child-method-from-parent | Call child method from parent | finance | css | distributed_systems | Perform multi-hop research about distributed_systems: 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": "Call child method from parent", "source_url": "https://stackoverflow.com/questions/37949981/c... | === HOP 1 ===
Start at: Call child method from parent
https://stackoverflow.com/questions/37949981/call-child-method-from-parent
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-wor... | web-research-coding-5m-1.1.0 | |
395751b9051950e8a3648b60 | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | css | typescript | Perform a deep multi-layer analysis of typescript for a dashboard 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
9d65024bcc1e8e06a4327fb3 | train | search_intent_classification | pypi | https://pypi.org/project/uvicorn/ | uvicorn | admin_panel | sql | backend | Classify the search intent for a query about backend. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"backend vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
0307e857c0708361ed02177c | train | security_analysis | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | blog | c | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "so... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neu... | web-research-coding-5m-1.1.0 | |
1dabf2bacbbe9bdd27e79647 | train | api_design | gitlab | https://gitlab.com/hsleisink/cauldron | hsleisink/cauldron | social_app | javascript | fullstack | Design a production API for a fullstack application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsleisink/cauldron", "source_url": "https://gitlab.com/hsleisink/cauldron", "source_type": "r... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
f525ae504454826a9c3c62aa | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | dart | deep_learning | Perform a deep multi-layer analysis of deep_learning for a search_interface 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
e7ea9d857679880cfa8403de | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | sql | nextjs | Compare multiple sources about nextjs 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === SOURCES ===
- Web APIs (https://developer.mozilla.org/en-US/docs/Web/API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outd... | web-research-coding-5m-1.1.0 | |
2b23a4b80e9ec591c6cc6c97 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset | dominexmacedon/Puma-Programming-Language-Dataset | portfolio | kotlin | fullstack | Refactor a kotlin system related to fullstack. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dominexmacedon/Puma-Programming-Language-Dataset", "source_url": "https://huggingface.co/data... | === 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 | |
4a6ee689128e1a9dd68dd14d | train | responsive_design | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | documentation | javascript | observability | Create a responsive design strategy for a documentation. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
cae7b18e1a90ccdbe52a158e | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/18875674/whats-the-difference-between-dependencies-devdependencies-and-peerdependencie | What's the difference between dependencies, devDependencies, and peerDependencies in NPM package.json file? | saas | cpp | frontend | Extract verifiable evidence about frontend from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between dependencies, devDependencies, and peerDependencies in NPM ... | === SOURCE ===
What's the difference between dependencies, devDependencies, and peerDependencies in NPM package.json file?
https://stackoverflow.com/questions/18875674/whats-the-difference-between-dependencies-devdependencies-and-peerdependencie
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code ... | web-research-coding-5m-1.1.0 | |
ed4027f6b9a626b5949d845a | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | html | testing | Classify the search intent for a query about testing. | {"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": "... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"testing vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
8b9254053e8882fb8623c413 | train | source_selection | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | portfolio | php | authorization | Select the most reliable sources to research authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 | |
2923b48f823846f1f6f6bf24 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/739654/how-do-i-make-function-decorators-and-chain-them-together | How do I make function decorators and chain them together? | documentation | html | open_source | Perform a deep developer-experience analysis for a html project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make function decorators and chain them together?", "source_url": "https://stackover... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7834ccd8703e53e38472f2cd | train | information_architecture | pypi | https://pypi.org/project/uvicorn/ | uvicorn | ecommerce | ruby | ci_cd | Design the information architecture for ci_cd. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ab8d5f5128cc6c9f41993111 | train | ux_analysis | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | developer_tool | shell | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool 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": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | === 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 'Nishant2414/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
ab27a4273db96566cbd10070 | train | refactoring_modularization | pypi | https://pypi.org/project/torch/ | torch | search_interface | sql | data_structures | Refactor a sql system related to data_structures. Focus on refactoring modularization. | {"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": "... | === 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 | |
59a95a4581733edee1aa6ae4 | train | refactoring_observability | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | cpp | graphql | Refactor a cpp system related to graphql. Focus on refactoring observability. | {"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", ... | === 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 | |
f491b6e18d14a2b81821464a | train | ui_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | education | html | ci_cd | Design a production-quality UI for a education focused on ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta", "source_url": "https://codeberg.o... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
66cc30e325e34107e247da72 | train | accessibility_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | ecommerce | typescript | user_experience | Perform a deep multi-layer analysis of user_experience for a ecommerce 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
378fd0f11d597f4ae225b30f | train | repository_documentation | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | productivity | swift | observability | Perform a deep multi-layer analysis of observability for a productivity using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | === 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 'NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt' as a source anchor an... | web-research-coding-5m-1.1.0 | |
63bf526a4301fa757a4b8719 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | html | fullstack | Perform a professional design review of a ecommerce. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f2db7411b22fab05b7a46d71 | train | repository_comparison | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | community | typescript | ci_cd | Perform a deep multi-layer analysis of ci_cd for a community using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'Programming-Language/codeagent-python' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
eb881837933084390cf6e543 | train | dependency_impact_analysis | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | community | go | caching | Perform a deep multi-layer analysis of caching for a community 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": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 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 'pavanello-research-group/qmlearn' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
6660c849a403c4f298b87e7e | train | repository_documentation | pypi | https://pypi.org/project/django/ | django | ecommerce | swift | observability | Perform a deep multi-layer analysis of observability for a ecommerce using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 'django' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
9d7226595e995ded0bfc7089 | train | dx_analysis | github | https://github.com/f/prompts.chat | f/prompts.chat | dashboard | go | linux | Perform a deep developer-experience analysis for a go project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "f/prompts.chat", "source_url": "https://github.com/f/prompts.chat", "source_type": "repositor... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
47ea3b31d4bff608de8cdfb9 | train | react_generation | huggingface | https://huggingface.co/datasets/baber/multilingual_mmlu | baber/multilingual_mmlu | social_app | kotlin | testing | 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": "baber/multilingual_mmlu", "source_url": "https://huggingface.co/datasets/baber/multilingual_m... | 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 |
6d0703539cd60aa78e173ec2 | train | refactoring | npm | https://www.npmjs.com/package/rollup | rollup | marketplace | java | data_engineering | Create a production coding task in java for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
c187785e6b50cdc0140179c5 | train | web_search_query | pypi | https://pypi.org/project/numpy/ | numpy | documentation | php | rest_api | Write an effective web search query to research the topic: rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === QUERY ===
rest_api best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- rest_api
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
737e7f09cac119d6f23c9dd5 | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | rust | graphql | Refactor a rust system related to graphql. Focus on refactoring api. | {"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 ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
e370e3185f16a4ade31781b8 | train | ux_analysis | pypi | https://pypi.org/project/rich/ | rich | search_interface | rust | debugging | Perform a deep multi-layer analysis of debugging for a search_interface 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "de... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
fdb19f95dc44da039718c7ca | train | risk_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | community | rust | redis | Perform a deep multi-layer analysis of redis for a community 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
168fd753e6b63dced1101a8d | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | education | 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": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | === 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 | |
3f9f8da9ca684ffa2a59cebb | train | repository_architecture | gitlab | https://gitlab.com/gitlab-org/security-products/analyzers/fuzzers/jsfuzz | gitlab-org/security-products/analyzers/fuzzers/jsfuzz | admin_panel | css | react | Perform a deep multi-layer analysis of react 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": "gitlab-org/security-products/analyzers/fuzzers/jsfuzz", "source_url": "https://gitlab.com/git... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'gitlab-org/security-products/analyzers/fuzzers/jsfuzz' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
31d6c3c33bf57e99f5de3428 | train | research_plan | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | portfolio | sql | graphql | Build a structured research plan to deeply understand graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === GOAL ===
Produce a reliable, current, and actionable understanding of graphql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
64499f7977f847f025fb869c | train | performance_fix | npm | https://www.npmjs.com/package/playwright | playwright | dashboard | go | linux | Create a web-performance optimization plan for a dashboard. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
07c0940b78c99fd6218fa4a6 | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | go | security | Design integration tests for a go system involving 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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
d14a4cd9efd03e94be8c4678 | train | research_summary | huggingface | https://huggingface.co/datasets/code-search-net/code_search_net | code-search-net/code_search_net | blog | go | machine_learning | Summarize the current state of knowledge about machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-search-net/code_search_net", "source_url": "https://huggingface.co/datasets/code-search-... | === OVERVIEW ===
machine_learning 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 ===
code-search-n... | web-research-coding-5m-1.1.0 | |
29741195164ef672118cfde7 | train | information_architecture | npm | https://www.npmjs.com/package/next | next | social_app | python | microservices | Design the information architecture for microservices. | {"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":... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2662fd95b808ee3aab96c195 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-dev | joey234/mmlu-machine_learning-dev | analytics | scala | linux | Perform a deep multi-layer analysis of linux for a analytics 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": "joey234/mmlu-machine_learning-dev", "source_url": "https://huggingface.co/datasets/joey234/mm... | === 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 'joey234/mmlu-machine_learning-dev' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
4200b27aefdc7d17ce5c1f48 | train | ux_analysis | gitlab | https://gitlab.com/mbitsnbites/soundbox | mbitsnbites/soundbox | marketplace | c | web_performance | Perform a deep multi-layer analysis of web_performance for a marketplace 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": "mbitsnbites/soundbox", "source_url": "https://gitlab.com/mbitsnbites/soundbox", "source_type"... | === 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 'mbitsnbites/soundbox' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.