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c9836170bf500fdddbaaf653 | train | performance_fix | pypi | https://pypi.org/project/httpx/ | httpx | portfolio | go | docker | Create a web-performance optimization plan for a portfolio. | {"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": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
d885f86facccd62a56f7bd67 | train | ui_design | web_docs | https://docs.docker.com/ | Docker Documentation | productivity | javascript | fullstack | Design a production-quality UI for a productivity focused on fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
e76c2f0d597757872aa439ea | train | documentation_page | npm | https://www.npmjs.com/package/react | react | community | kotlin | nlp | Design a developer documentation page for nlp. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
7840c826b6c901f89b07cb43 | train | seo_fix | codeberg | https://codeberg.org/andrea_alberti/_cargo-index | andrea_alberti/_cargo-index | dashboard | kotlin | docker | Create an SEO improvement plan for a dashboard about docker. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
c2133a3d8277688180229a6c | train | evidence_extraction | pypi | https://pypi.org/project/pandas/ | pandas | finance | shell | cloud | Extract verifiable evidence about cloud from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === SOURCE ===
pandas
https://pypi.org/project/pandas/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment sta... | web-research-coding-5m-1.1.0 | |
d5855b27de08b911e8b8dacb | train | seo_fix | stackexchange | https://stackoverflow.com/questions/11346283/renaming-column-names-in-pandas | Renaming column names in Pandas | saas | cpp | software_architecture | Create an SEO improvement plan for a saas about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renaming column names in Pandas", "source_url": "https://stackoverflow.com/questions/11346283... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
79ccd0b06b62b0eb7dfbd851 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | go | postgresql | Rewrite and improve a vague search query about postgresql into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === ORIGINAL (VAGUE) ===
how to do postgresql
=== REWRITTEN QUERIES ===
1. postgresql official documentation guide
2. postgresql production best practices 2025
3. postgresql common pitfalls and solutions
4. postgresql architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
9e741d45bf37aefa4c086d2a | train | responsive_website | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-models | Neura-parse/quantum-machine-learning-models | analytics | ruby | caching | Design a complete responsive analytics for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-models", "source_url": "https://huggingface.co/datasets/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
ae7c97299df3bf9245b0d92c | train | local_development_experience | huggingface | https://huggingface.co/datasets/Alex-xu/secalign-dbg-haiku-javascript-all | Alex-xu/secalign-dbg-haiku-javascript-all | analytics | shell | cloud | Perform a deep developer-experience analysis for a shell project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Alex-xu/secalign-dbg-haiku-javascript-all", "source_url": "https://huggingface.co/datasets/Al... | === 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 | |
21eef8fb115d63760a49865d | train | react_generation | npm | https://www.npmjs.com/package/rollup | rollup | portfolio | javascript | deep_learning | Design React components for a portfolio. | {"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... | 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 |
b2e028f06263084b116dc210 | train | responsive_design | huggingface | https://huggingface.co/datasets/OpenVINO/documentation | OpenVINO/documentation | marketplace | java | fullstack | Create a responsive design strategy for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OpenVINO/documentation", "source_url": "https://huggingface.co/datasets/OpenVINO/documentatio... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
647849f2a3569e7280752a8d | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | kotlin | distributed_systems | Perform a deep developer-experience analysis for a kotlin project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c272edd52220401bb98114cb | train | interaction_design | gitlab | https://gitlab.com/2pai/cicd-typescript | 2pai/cicd-typescript | documentation | scala | mongodb | Design interaction states for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "2pai/cicd-typescript", "source_url": "https://gitlab.com/2pai/cicd-typescript", "source_type"... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
1b724633316c12e74397fa92 | train | data_structure_design | web_docs | https://docs.docker.com/ | Docker Documentation | documentation | typescript | linux | Design a data structure in typescript for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
d04790c48e4ac0d1ec0a8901 | train | react_generation | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | productivity | typescript | ci_cd | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | 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 |
edf09ac70a6aa655cd39b157 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | dashboard | swift | nlp | Perform a deep multi-layer analysis of nlp for a dashboard 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": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 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 'open-r1/verifiable-coding-problems-python' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
a19ae3ede107c61670a772d5 | train | testing_experience | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | developer_tool | rust | software_architecture | Perform a deep developer-experience analysis for a rust project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transist.or/125kHz-door", "source_url": "https://codeberg.org/transist.or/125kHz-door", "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 | |
d7213f0c0fc205d3e5a546cd | train | multi_layer_analysis | pypi | https://pypi.org/project/requests/ | requests | productivity | shell | devops | Perform a deep multi-layer analysis of devops for a productivity 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 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 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
825ef3da48f3e0f793477a4e | train | html_generation | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | blog | php | mongodb | Create semantic HTML for a blog about mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | 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 |
7effa4ceba210161a212d6dd | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/9834689/how-can-i-see-the-differences-between-two-branches | How can I see the differences between two branches? | finance | swift | nextjs | Perform a deep developer-experience analysis for a swift project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I see the differences between two branches?", "source_url": "https://stackoverflow.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 | |
e633ecd1c5b6208b03ebe29e | train | technical_research | huggingface | https://huggingface.co/datasets/allenai/multilingual_mbpp | allenai/multilingual_mbpp | ecommerce | shell | web_performance | Perform a technical research task about web_performance, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "allenai/multilingual_mbpp", "source_url": "https://huggingface.co/datasets/allenai/multilingu... | === SCOPE ===
Technical behavior of web_performance.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- allenai/multilingual_mbpp (https://huggingface.co/datase... | web-research-coding-5m-1.1.0 | |
9c1526199ffd2caedfd24469 | train | data_structure_design | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | dashboard | swift | web_accessibility | Design a data structure in swift for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010_preprocessed", "source_url": "https://huggingface.co/datasets/h4... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
aff7a3e0d72d88a9b2c01eee | train | repository_understanding | huggingface | https://huggingface.co/datasets/hotchpotch/multilingual_cc_news | hotchpotch/multilingual_cc_news | marketplace | sql | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a marketplace using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hotchpotch/multilingual_cc_news", "source_url": "https://huggingface.co/datasets/hotchpotch/m... | === 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 'hotchpotch/multilingual_cc_news' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
331b1f442a2d2b1e4d93d3a5 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/50605219/difference-between-npx-and-npm | Difference between npx and npm | developer_tool | javascript | postgresql | Perform a deep developer-experience analysis for a javascript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between npx and npm", "source_url": "https://stackoverflow.com/questions/50605219/... | === 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 | |
2958c2e2c059c2021b690af4 | train | web_search_query | pypi | https://pypi.org/project/pandas/ | pandas | finance | ruby | redis | Write an effective web search query to research the topic: redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === QUERY ===
redis best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- redis
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | web-research-coding-5m-1.1.0 | |
fa4838eb344fe8f8fe549404 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | kotlin | user_experience | Refactor a kotlin 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve 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 | |
054b337f6038bf77e3209d58 | train | source_selection | github | https://github.com/twentyhq/twenty | twentyhq/twenty | community | java | design_system | Select the most reliable sources to research design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twentyhq/twenty", "source_url": "https://github.com/twentyhq/twenty", "source_type": "reposit... | === 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 | |
18c214908592f670a68e1585 | train | refactoring_security | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | ruby | software_architecture | Refactor a ruby system related to software_architecture. Focus on refactoring security. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
e477d3c43703dbeeba3da0b7 | train | refactoring_scalability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | ruby | web_performance | Refactor a ruby system related to web_performance. Focus on refactoring scalability. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
8adfedcefc32729a21537312 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/5266152/how-to-exit-in-node-js | How to exit in Node.js | developer_tool | ruby | sql | Perform a deep developer-experience analysis for a ruby project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to exit in Node.js", "source_url": "https://stackoverflow.com/questions/5266152/how-to-ex... | === 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 | |
78b82f8d7b29c124f1c5d3b4 | train | repository_documentation | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | marketplace | scala | algorithms | Perform a deep multi-layer analysis of algorithms for a marketplace using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
b9288d0c91dafd6c80009034 | train | ux_design | npm | https://www.npmjs.com/package/react | react | documentation | scala | security | Design the complete UX flow of a documentation for security. | {"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... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
5272d65d8422b1fd4a075503 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/hwaseem04/Documentation-files | hwaseem04/Documentation-files | saas | sql | postgresql | Perform a deep multi-layer analysis of postgresql for a saas using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hwaseem04/Documentation-files", "source_url": "https://huggingface.co/datasets/hwaseem04/Docu... | === 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 'hwaseem04/Documentation-files' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
2e6f6d3455eda2f5bd12b0c4 | train | refactoring_dependency | github | https://github.com/vercel/hyper | vercel/hyper | social_app | swift | devops | Refactor a swift system related to devops. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
eff5b9e57b9abecbbbd19ce0 | train | security_review | npm | https://www.npmjs.com/package/jest | jest | developer_tool | swift | javascript | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
d1185d10eb129e6a36d87900 | train | integration_testing | npm | https://www.npmjs.com/package/webpack | webpack | marketplace | shell | software_architecture | Design integration tests for a shell system involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
06a638b1e2736319512d3d89 | train | testing_experience | pypi | https://pypi.org/project/streamlit/ | streamlit | marketplace | cpp | backend | Perform a deep developer-experience analysis for a cpp project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cb136ef5e9575e1035553019 | train | fact_verification | web_docs | https://docs.djangoproject.com/ | Django Documentation | education | typescript | microservices | Verify a technical claim about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === CLAIM ===
A common claim about microservices.
=== 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... | web-research-coding-5m-1.1.0 | |
2c6217af9e63b0338b8106b2 | train | responsive_design | github | https://github.com/trekhleb/homemade-machine-learning | trekhleb/homemade-machine-learning | portfolio | ruby | nextjs | Create a responsive design strategy for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trekhleb/homemade-machine-learning", "source_url": "https://github.com/trekhleb/homemade-mach... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
957d7605be3d770461204401 | train | data_structure_design | npm | https://www.npmjs.com/package/eslint | eslint | analytics | dart | serverless | Design a data structure in dart for serverless. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
1be9d8d5f72edbcebb44e11f | train | evidence_chain_analysis | pypi | https://pypi.org/project/rich/ | rich | marketplace | html | frontend | Perform a deep multi-layer analysis of frontend for a marketplace 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "fr... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
4b3491592eacf501842e945b | train | design_consistency | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated | mxzoo/CFFI-javascript-obfuscated | dashboard | dart | authentication | Audit design consistency across a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated", "source_url": "https://huggingface.co/datasets/mxzoo/CFFI-... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
e708f6a26fe1aa5756eaea14 | train | refactoring_scalability | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | social_app | shell | html | Refactor a shell system related to html. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
bf708219e33f6c0ed294899c | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | landing_page | rust | css | Audit accessibility for a landing_page. | {"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": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d480844204f81c9163fd3b3e | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | productivity | java | python | Refactor a java system related to python. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === 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 | |
cd74036bde37e63154129ddb | train | responsive_website | web_docs | https://docs.docker.com/ | Docker Documentation | education | go | kubernetes | Design a complete responsive education for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
40fd54f688ed56ae16b60b55 | train | system_analysis | stackexchange | https://stackoverflow.com/questions/6245570/how-do-i-get-the-current-branch-name-in-git | How do I get the current branch name in Git? | blog | css | javascript | Perform a deep multi-layer analysis of javascript for a blog 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 get the current branch name in Git?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'How do I get the current branch name in Git?' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
b4fd73dc3053c8210ff8fee5 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/13066532/how-can-i-uninstall-npm-modules-in-node-js | How can I uninstall npm modules in Node.js? | blog | java | linux | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I uninstall npm modules in Node.js?", "source_url": "https://stackoverflow.com/questi... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
dc13c02a131f4dbeffcd4e3e | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | finance | scala | cloud | Perform a deep developer-experience analysis for a scala project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | === 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 | |
68e919203ab8d766ba8224d0 | train | build_experience | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | productivity | cpp | devops | Perform a deep developer-experience analysis for a cpp project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 | |
48a05c446e0b06cb621c6fac | train | developer_onboarding | pypi | https://pypi.org/project/flask/ | flask | admin_panel | cpp | user_experience | Perform a deep developer-experience analysis for a cpp project involving user_experience. | {"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": "... | === 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 | |
37fa01a9c849bea929551115 | train | developer_experience | gitlab | https://gitlab.com/radix-ai/challenge | radix-ai/challenge | blog | typescript | data_structures | Perform a deep developer-experience analysis for a typescript project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "radix-ai/challenge", "source_url": "https://gitlab.com/radix-ai/challenge", "source_type": "r... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3cfe7118a17915330604fae7 | train | developer_onboarding | npm | https://www.npmjs.com/package/playwright | playwright | finance | javascript | open_source | Perform a deep developer-experience analysis for a javascript project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 1. 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 | |
8709e82629d62ac33a3d195b | train | api_developer_experience | gitlab | https://gitlab.com/FirstTerraner/proclubs-api | FirstTerraner/proclubs-api | ecommerce | sql | authorization | Perform a deep developer-experience analysis for a sql project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FirstTerraner/proclubs-api", "source_url": "https://gitlab.com/FirstTerraner/proclubs-api", "... | === 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 | |
98450af9b3abcc5524e79fb0 | train | react_generation | pypi | https://pypi.org/project/rich/ | rich | saas | swift | security | Design React components for a saas. | {"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": "se... | 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 |
74a151775da0692ad7d6ada1 | train | performance_analysis | npm | https://www.npmjs.com/package/axios | axios | education | javascript | security | Perform a deep multi-layer analysis of security for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
24972724698fb2f327ced2c7 | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | kotlin | javascript | Design a production-quality UI for a search_interface focused on javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
056e28f9857b221148902dbe | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/64625050/error-node-sass-version-5-0-0-is-incompatible-with-4-0-0 | Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0 | marketplace | go | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a marketplace using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0", "source_url": "https:/... | === 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 'Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0' as a ... | web-research-coding-5m-1.1.0 | |
d283252ccfd7e361c513d591 | train | repository_documentation | github | https://github.com/D4Vinci/Scrapling | D4Vinci/Scrapling | blog | scala | serverless | Perform a deep multi-layer analysis of serverless for a blog 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": "D4Vinci/Scrapling", "source_url": "https://github.com/D4Vinci/Scrapling", "source_type": "rep... | === 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 'D4Vinci/Scrapling' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
821d00fed47e11a1332d1d9c | train | api_design | codeberg | https://codeberg.org/ldilley/adventofcode | ldilley/adventofcode | dashboard | swift | react | Design a production API for a react application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ldilley/adventofcode", "source_url": "https://codeberg.org/ldilley/adventofcode", "source_typ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
166d57e5a55f24b08110335a | train | integration_testing | stackexchange | https://stackoverflow.com/questions/54438012/an-index-signature-parameter-type-cannot-be-a-union-type-consider-using-a-mappe | An index signature parameter type cannot be a union type. Consider using a mapped object type instead | finance | css | css | Design integration tests for a css system involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "An index signature parameter type cannot be a union type. Consider using a mapped object type... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
2e964f9a12bdf9118019eb55 | train | product_analysis | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | admin_panel | css | fullstack | Perform a deep multi-layer analysis of fullstack 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": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'ai_lab_cs_lm/2024_2025/ai_course_template' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
f87a66011ef72b71724a8b03 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/57086672/element-implicitly-has-an-any-type-because-expression-of-type-string-cant-b | Element implicitly has an 'any' type because expression of type 'string' can't be used to index | finance | php | serverless | Perform a deep developer-experience analysis for a php project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Element implicitly has an 'any' type because expression of type 'string' can&... | === 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 | |
f65323c5a72cef7d632bbb6d | train | source_comparison | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | portfolio | php | documentation | Compare multiple sources about documentation 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": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === SOURCES ===
- argrento/100-exercises-to-learn-rust (https://codeberg.org/argrento/100-exercises-to-learn-rust)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (v... | web-research-coding-5m-1.1.0 | |
a9eb7440188fba75ca95b1bd | train | security_analysis | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | community | python | mongodb | Perform a deep multi-layer analysis of mongodb for a community using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'eternaltwin/eternaltwin' as a source anchor and identify relevant APIs, dependencies, versions,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
35dc6cc44abfdf2787c1833f | train | design_consistency | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | html | debugging | Audit design consistency across a landing_page. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
78d3f2528fa4a32d961dbf19 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | css | mongodb | Perform a technical research task about mongodb, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === SCOPE ===
Technical behavior of mongodb.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- JavaScript (https://developer.mozilla.org/en-US/docs/Web/JavaScr... | web-research-coding-5m-1.1.0 | |
b3f40e8f3f92e4484f56e078 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | social_app | cpp | redis | Perform a deep multi-layer analysis of redis for a social_app 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": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | === 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 'How to run TypeScript files from command line?' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
8554dbb9345d7eba150c88ea | train | build_experience | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | admin_panel | python | documentation | Perform a deep developer-experience analysis for a python project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
655979b02cb6e4798fa3528f | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/52423842/what-is-not-assignable-to-parameter-of-type-never-error-in-typescript | What is "not assignable to parameter of type never" error in TypeScript? | community | python | fullstack | Perform a deep multi-layer analysis of fullstack for a community using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is "not assignable to parameter of type never" error in TypeScript?", "source_... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'What is "not assignable to parameter of type never" error in TypeScript?' as a so... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9757cac31814fd79f6658f55 | train | repository_issue_reasoning | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | shell | open_source | Perform a deep multi-layer analysis of open_source for a community 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
b44c5399edd48f8348461744 | train | code_explanation | github | https://github.com/facebook/docusaurus | facebook/docusaurus | finance | kotlin | caching | Explain a kotlin implementation related to caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/docusaurus", "source_url": "https://github.com/facebook/docusaurus", "source_type": ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
7e0927ca0d7784bb74ebe3f8 | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/1946426/html-5-is-it-br-br-or-br | HTML 5: Is it <br>, <br/>, or <br />? | blog | css | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog 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": "HTML 5: Is it <br>, <br/>, or <br />?", "source_url": "https://stackoverflo... | === 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 'HTML 5: Is it <br>, <br/>, or <br />?' as a source anchor... | web-research-coding-5m-1.1.0 | |
09772ae05a1ce3e3d7748b6b | train | technical_research | stackexchange | https://stackoverflow.com/questions/33091376/what-is-exactly-sklearn-pipeline-pipeline | What is exactly sklearn.pipeline.Pipeline? | portfolio | go | documentation | Perform a technical research task about documentation, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is exactly sklearn.pipeline.Pipeline?", "source_url": "https://stackoverflow.com/questio... | === SCOPE ===
Technical behavior of documentation.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- What is exactly sklearn.pipeline.Pipeline? (https://stacko... | web-research-coding-5m-1.1.0 | |
baf5cc0cb8e3dd1a963490df | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/12709074/how-do-you-explicitly-set-a-new-property-on-window-in-typescript | How do you explicitly set a new property on `window` in TypeScript? | marketplace | go | data_engineering | Perform a deep multi-layer analysis of data_engineering for a marketplace using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you explicitly set a new property on `window` in TypeScript?", "source_url": "https://... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'How do you explicitly set a new property on `window` in TypeScript?' as a sou... | web-research-coding-5m-1.1.0 | |
1d3a73c56d406f31d92ff297 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | social_app | kotlin | python | Perform a deep multi-layer analysis of python for a social_app 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": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'whitecircle/swe-rebench-v2-clean-python-tasks' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
0d1173a6ccb54d1f9a687c28 | train | css_generation | stackexchange | https://stackoverflow.com/questions/114543/how-can-i-horizontally-center-an-element | How can I horizontally center an element? | social_app | html | backend | Create responsive CSS for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I horizontally center an element?", "source_url": "https://stackoverflow.com/question... | 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 |
a42692c92b9f1f3b48119946 | train | design_tokens | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | c | linux | Create design tokens for a blog. | {"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": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
3fd1b2c418468dd9e9e4c4bc | train | javascript_generation | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data | Human-Centric-Machine-Learning/strategic-ttc-data | social_app | css | data_engineering | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/strategic-ttc-data", "source_url": "https://huggingface.co/dat... | 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 |
fad26e33a2a5da02188597c3 | train | fact_verification | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | dart | testing | Verify a technical claim about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === CLAIM ===
A common claim about testing.
=== 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-depen... | web-research-coding-5m-1.1.0 | |
c5f6de825292c3c22d2bafc4 | train | performance_fix | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | education | rust | microservices | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
52085f206d55a701c997c25c | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector | Is there a "previous sibling" selector? | landing_page | python | serverless | Find and summarize the relevant documentation for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a "previous sibling" selector?", "source_url": "https://stackoverflow.com/... | === RELEVANT DOCS ===
- Is there a "previous sibling" selector?
https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summari... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
11d91d0ef1ba0cd14c86aa90 | train | form_ui | stackexchange | https://stackoverflow.com/questions/176918/how-can-i-find-the-index-for-a-given-item-in-a-list | How can I find the index for a given item in a list? | portfolio | swift | web_performance | Design an accessible form for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I find the index for a given item in a list?", "source_url": "https://stackoverflow.c... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
38ffa048d9fa239b8a6580d9 | train | responsive_website | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | search_interface | python | web_accessibility | Design a complete responsive search_interface for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7804afc4f1158cffc90c56bd | train | algorithm_design | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | rust | developer_experience | Design a rust algorithm for a developer_experience problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
bdc9bf5c0ca9f59d78eee55c | train | ux_analysis | gitlab | https://gitlab.com/c-smile/quickjspp | c-smile/quickjspp | dashboard | sql | linux | Perform a deep multi-layer analysis of linux for a dashboard using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "c-smile/quickjspp", "source_url": "https://gitlab.com/c-smile/quickjspp", "source_type": "rep... | === 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 'c-smile/quickjspp' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
4007f892fc5283f512831006 | train | typescript_generation | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | productivity | scala | computer_vision | Implement TypeScript logic for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
e109cec4d171a89d4206cea7 | train | upgrade_experience | github | https://github.com/realworld-apps/realworld | realworld-apps/realworld | search_interface | 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": "realworld-apps/realworld", "source_url": "https://github.com/realworld-apps/realworld", "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 | |
646682c56bf83a2885cbd507 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | python | css | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
2aee21b3b0c01022355a7539 | train | code_review | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | documentation | swift | kubernetes | Perform a production code review of swift code related to kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
4e6693b891f84bfab21e1c45 | train | debugging_experience | web_docs | https://docs.docker.com/ | Docker Documentation | documentation | c | security | Perform a deep developer-experience analysis for a c project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 | |
c4771f8122c867c2238735b2 | train | information_architecture | npm | https://www.npmjs.com/package/vitest | vitest | documentation | rust | python | Design the information architecture for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
26eec26b5f8c6957c87633f7 | train | deployment_experience | github | https://github.com/microsoft/vscode | microsoft/vscode | community | kotlin | open_source | Perform a deep developer-experience analysis for a kotlin project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/vscode", "source_url": "https://github.com/microsoft/vscode", "source_type": "repos... | === 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 | |
4efa33503398e52bfb9a9e00 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | cpp | microservices | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
3b8292a56586fb8472b0bd5c | train | refactoring_api | huggingface | https://huggingface.co/datasets/Masterbtc/Kubernetes_documentation | Masterbtc/Kubernetes_documentation | saas | ruby | computer_vision | Refactor a ruby system related to computer_vision. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Masterbtc/Kubernetes_documentation", "source_url": "https://huggingface.co/datasets/Masterbtc... | === 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 | |
21547e1173bd2147fe15d6bb | train | repository_understanding | web_docs | https://docs.python.org/3/ | Python Documentation | ecommerce | typescript | python | Perform a deep multi-layer analysis of python 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
95dbc9dfdb9dd095c1b912bd | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/eslint | eslint | landing_page | cpp | debugging | Perform a deep multi-layer analysis of debugging for a landing_page 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
4c77d49bb488c3fd9ae0c2c5 | train | code_explanation | web_docs | https://docs.docker.com/ | Docker Documentation | finance | java | computer_vision | Explain a java implementation related to computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
8cb95ce160eee52c236c8304 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/136097/what-is-the-difference-between-staticmethod-and-classmethod-in-python | What is the difference between @staticmethod and @classmethod in Python? | developer_tool | php | computer_vision | Perform a deep multi-layer analysis of computer_vision for a developer_tool 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": "What is the difference between @staticmethod and @classmethod in Python?", "source_url": "htt... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'What is the difference between @staticmethod and @classmethod in Python?' as a ... | web-research-coding-5m-1.1.0 | |
e3a004a5f0b3856852330988 | train | refactoring_testability | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | documentation | scala | security | Refactor a scala 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": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | === 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 |
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