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9a665b0cb1c1685960acfa57 | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | typescript | serverless | Perform a deep multi-layer analysis of serverless for a landing_page 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
f5331d295f80c7975a905a07 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | c | ci_cd | Refactor a c 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
a7733a65b756aabd591f4c8c | train | deployment_experience | npm | https://www.npmjs.com/package/zod | zod | ecommerce | css | authorization | Perform a deep developer-experience analysis for a css project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. 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 | |
0a1ae98a6158c4cb2dc2a75c | train | refactoring_observability | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | html | data_structures | Refactor a html system related to data_structures. Focus on refactoring observability. | {"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... | === 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 | |
dcdaf7f6bd9fa8dc2adc2dec | train | code_explanation | web_docs | https://git-scm.com/doc | Git Documentation | community | java | typescript | Explain a java implementation related to typescript. | {"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", ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
b25bd7ae9bd64e33d4d5da3a | train | refactoring_maintainability | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | ecommerce | swift | sql | Refactor a swift system related to sql. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | === 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 | |
13c61f4c075fefa9d6a73de5 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/9899372/vanilla-javascript-equivalent-of-jquerys-ready-how-to-call-a-function-whe | Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the page/DOM is ready for it | community | ruby | javascript | Design a Next.js architecture for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the pag... | 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 |
b8c08b4c1b3ae2b9cc5e4665 | train | documentation_page | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | social_app | php | authorization | Design a developer documentation page for 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": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
4ecc0e11b4d1717e6a3736f4 | train | web_search_query | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | analytics | kotlin | typescript | Write an effective web search query to research the topic: typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | === QUERY ===
typescript best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- typescript
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
6c012e0b29867d6cccb9b3c2 | train | refactoring_api | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | landing_page | rust | caching | Refactor a rust system related to caching. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | === 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 | |
2caac2a165df7b3b29d80a93 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/hf-audio/multilingual_evals | hf-audio/multilingual_evals | search_interface | php | database | Perform a deep multi-layer analysis of database for a search_interface using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-audio/multilingual_evals", "source_url": "https://huggingface.co/datasets/hf-audio/multili... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'hf-audio/multilingual_evals' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
3c3a671b5a1674f3d0d589e8 | train | search_intent_classification | web_docs | https://docs.docker.com/ | Docker Documentation | productivity | python | user_experience | Classify the search intent for a query about user_experience. | {"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... | === 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 ===
"user_experience vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d10121b6b908c90658095bc5 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/1946426/html-5-is-it-br-br-or-br | HTML 5: Is it <br>, <br/>, or <br />? | education | c | fullstack | Perform a deep multi-layer analysis of fullstack for a education 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": "HTML 5: Is it <br>, <br/>, or <br />?", "source_url": "https://stackoverflo... | === 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 'HTML 5: Is it <br>, <br/>, or <br />?' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
284d02aafb689679009dfb8c | train | documentation_lookup | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | ecommerce | go | deep_learning | Find and summarize the relevant documentation for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | === RELEVANT DOCS ===
- msts-public/general/typescript-cacheable
https://gitlab.com/msts-public/general/typescript-cacheable
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentenc... | web-research-coding-5m-1.1.0 | |
67eb6d723fbb9a72a19c36b1 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | cpp | open_source | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
30246ae119b13863f8d7bbe7 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | finance | go | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a finance 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": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | === 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 'MachineLearningLM/machinelearninglm-scm-synthetic-tabularml' as a source an... | web-research-coding-5m-1.1.0 | |
fd47f87ba89c6b2fc615c5ae | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | typescript | computer_vision | Design reusable UI components for a community. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
573eb3351e3db15534391de3 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined | Is there a way to check for both `null` and `undefined`? | productivity | kotlin | python | Find and summarize the relevant documentation for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to check for both `null` and `undefined`?", "source_url": "https://stackoverfl... | === RELEVANT DOCS ===
- Is there a way to check for both `null` and `undefined`?
https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
... | web-research-coding-5m-1.1.0 | |
9cc24af6f8e3668a3379acd4 | train | ux_design | codeberg | https://codeberg.org/nilikk/-webshop.com | nilikk/-webshop.com | saas | swift | fullstack | Design the complete UX flow of a saas for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nilikk/-webshop.com", "source_url": "https://codeberg.org/nilikk/-webshop.com", "source_type"... | 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 | |
0b6a6861640f1eab84447b78 | train | refactoring_maintainability | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | blog | java | design_system | Refactor a java system related to design_system. Focus on refactoring maintainability. | {"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... | === 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 | |
7dabbf3d18419a8eab5dfe1c | train | ui_design | pypi | https://pypi.org/project/httpx/ | httpx | education | css | kubernetes | Design a production-quality UI for a education focused on kubernetes. | {"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": "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
eccfc350a996d0599baa922f | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | shell | testing | Perform a deep multi-layer analysis of testing for a blog 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
40092fe53ab571a9f9a97141 | train | refactoring_scalability | 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? | education | scala | linux | Refactor a scala system related to linux. Focus on refactoring scalability. | {"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... | === 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 | |
953b251e1e385a322f2b4fa0 | train | repository_documentation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | kotlin | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity 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": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
a3c90ba8614adaead9ff3e05 | train | seo_fix | github | https://github.com/DavidHDev/react-bits | DavidHDev/react-bits | finance | java | html | Create an SEO improvement plan for a finance about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DavidHDev/react-bits", "source_url": "https://github.com/DavidHDev/react-bits", "source_type"... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d4c01e72191c3cf6ab6cd14f | train | evidence_chain_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? | productivity | php | authentication | Perform a deep multi-layer analysis of authentication for a productivity 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": "How do I get the current branch name in Git?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'How do I get the current branch name in Git?' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
55d2fc75685cde815b91aad0 | train | documentation_lookup | pypi | https://pypi.org/project/pandas/ | pandas | social_app | kotlin | deep_learning | Find and summarize the relevant documentation for deep_learning. | {"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":... | === RELEVANT DOCS ===
- pandas
https://pypi.org/project/pandas/
- 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 | |
23cbd5039cf2227cc272b74c | train | evidence_chain_analysis | web_docs | https://react.dev/ | React Documentation | saas | sql | cloud | Perform a deep multi-layer analysis of cloud 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
af85b19bbf5ada6ae55e3523 | train | api_design | npm | https://www.npmjs.com/package/eslint | eslint | community | ruby | authentication | Design a production API for a authentication application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9ea8e758f37bb4cd2801eb4d | train | repository_dependency_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | marketplace | python | backend | Perform a deep multi-layer analysis of backend for a marketplace 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
18c29428e3a48631722877f3 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | swift | javascript | Design React components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | 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 |
5c1538ae674e0a05fd156d6b | train | local_development_experience | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | admin_panel | sql | mongodb | Perform a deep developer-experience analysis for a sql project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 | |
50593eafc208adaecbdc2273 | train | css_generation | pypi | https://pypi.org/project/numpy/ | numpy | admin_panel | ruby | ci_cd | Create responsive CSS for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "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 |
a57eeb2d4f5353d9ddf9cd45 | train | react_generation | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | search_interface | javascript | graphql | Design React components for a search_interface. | {"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/... | 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 |
a50bb1da067ce720b73d54ac | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/34570758/why-do-we-need-middleware-for-async-flow-in-redux | Why do we need middleware for async flow in Redux? | landing_page | go | postgresql | Perform a deep multi-layer analysis of postgresql for a landing_page using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why do we need middleware for async flow in Redux?", "source_url": "https://stackoverflow.com... | === 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 'Why do we need middleware for async flow in Redux?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
728a07b65c977b081c766987 | train | css_generation | huggingface | https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 | nickrosh/Evol-Instruct-Code-80k-v1 | marketplace | java | deep_learning | Create responsive CSS for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nickrosh/Evol-Instruct-Code-80k-v1", "source_url": "https://huggingface.co/datasets/nickrosh/... | 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 |
30a0364e2d0ec84983e9cd4e | train | testing_experience | pypi | https://pypi.org/project/pytest/ | pytest | portfolio | sql | developer_experience | Perform a deep developer-experience analysis for a sql project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. 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 | |
af13763bc0bba8132a49ba1b | train | refactoring_observability | huggingface | https://huggingface.co/datasets/ellamind/gsm8k-platinum-multilingual | ellamind/gsm8k-platinum-multilingual | portfolio | rust | caching | Refactor a rust system related to caching. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/gsm8k-platinum-multilingual", "source_url": "https://huggingface.co/datasets/ellamin... | === 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 | |
f81df7f8bd8839307f765475 | train | cli_experience | web_docs | https://react.dev/ | React Documentation | saas | c | devops | Perform a deep developer-experience analysis for a c project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9c9e7bdec5fdbea0528f0e75 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/1186535/how-do-i-modify-a-specific-commit | How do I modify a specific commit? | search_interface | java | authorization | Perform a deep multi-layer analysis of authorization for a search_interface 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": "How do I modify a specific commit?", "source_url": "https://stackoverflow.com/questions/11865... | === 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 'How do I modify a specific commit?' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
c67cc4c3de1f5d14b171cddf | train | refactoring_dependency | github | https://github.com/f/prompts.chat | f/prompts.chat | landing_page | cpp | security | Refactor a cpp system related to security. Focus on refactoring dependency. | {"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... | === 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 | |
187671382e366083429449ee | train | source_comparison | npm | https://www.npmjs.com/package/jest | jest | ecommerce | go | sql | Compare multiple sources about sql 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === SOURCES ===
- jest (https://www.npmjs.com/package/jest)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== G... | web-research-coding-5m-1.1.0 | |
671e519e20855153deea3791 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | html | design_system | Rewrite and improve a vague search query about design_system 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === ORIGINAL (VAGUE) ===
how to do design_system
=== REWRITTEN QUERIES ===
1. design_system official documentation guide
2. design_system production best practices 2025
3. design_system common pitfalls and solutions
4. design_system architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
546c73cf5772961034669719 | train | refactoring_modularization | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | html | devops | Refactor a html system related to devops. Focus on refactoring modularization. | {"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 ===
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 | |
7b842f877086d6a7ef3f2bd2 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | saas | java | user_experience | Perform a deep multi-layer analysis of user_experience for a saas using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 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 'Why binary_crossentropy and categorical_crossentropy give different performance... | web-research-coding-5m-1.1.0 | |
a66d8567f2d16a889e427459 | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | css | security | Create a realistic css debugging problem involving security. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
83c16b3ce3a1a0da17d7c5a1 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | search_interface | html | css | Perform a deep multi-layer analysis of css for a search_interface using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'codeparrot/apps' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
f0b5c6b849804b6ff75ed1b8 | train | security_review | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | finance | css | web_performance | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
1c735098cb755bd009c6936a | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | ruby | database | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
aee377b7428e499e2ad6e26b | train | repository_issue_reasoning | web_docs | https://docs.djangoproject.com/ | Django Documentation | finance | python | deep_learning | Perform a deep multi-layer analysis of deep_learning for a finance 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bcaa281b229980cccac97fa2 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/MoritzLaurer/multilingual-NLI-26lang-2mil7 | MoritzLaurer/multilingual-NLI-26lang-2mil7 | admin_panel | php | user_experience | Perform a deep multi-layer analysis of user_experience for a admin_panel 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": "MoritzLaurer/multilingual-NLI-26lang-2mil7", "source_url": "https://huggingface.co/datasets/M... | === 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 'MoritzLaurer/multilingual-NLI-26lang-2mil7' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
2472bbe0baf12b4a47a4ce3d | train | error_message_design | stackexchange | https://stackoverflow.com/questions/5726729/how-to-parse-json-using-node-js | How to parse JSON using Node.js? | admin_panel | dart | html | Perform a deep developer-experience analysis for a dart project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to parse JSON using Node.js?", "source_url": "https://stackoverflow.com/questions/5726729... | === 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 | |
2a6e0b3b863392f29aed91af | train | api_design | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | admin_panel | swift | ci_cd | Design a production API for a ci_cd application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
d958521ff750c77cecf88d93 | train | javascript_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | productivity | scala | authorization | Implement JavaScript interactions for a productivity. | {"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 |
c7eccbc9d9cecb0dbff465ae | train | refactoring_architecture | npm | https://www.npmjs.com/package/rollup | rollup | social_app | sql | react | Refactor a sql system related to react. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
cd56394c906714ba5ef019ab | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/39152071/cant-bind-to-formgroup-since-it-isnt-a-known-property-of-form | Can't bind to 'formGroup' since it isn't a known property of 'form' | search_interface | c | observability | Design a c algorithm for a observability problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can't bind to 'formGroup' since it isn't a known property of 'form'",... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
15490d202b98e89fb5406ae1 | train | debugging_experience | huggingface | https://huggingface.co/datasets/PrunaAI/documentation-images | PrunaAI/documentation-images | finance | 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": "PrunaAI/documentation-images", "source_url": "https://huggingface.co/datasets/PrunaAI/documen... | === 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 | |
64aa5e6d00faa228d9e3ce23 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/448271/what-is-init-py-for | What is __init__.py for? | saas | ruby | data_engineering | Create a web-performance optimization plan for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is __init__.py for?", "source_url": "https://stackoverflow.com/questions/448271/what-is-... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
ddcf57ba0ac875b31ddb75c2 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | ecommerce | kotlin | authentication | Refactor a kotlin system related to authentication. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_python", "source_url": "https://huggingface.co/datasets/Mo7art/Stack2Gr... | === 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 | |
9fcea441c44456c45493e715 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/31163693/how-do-i-conditionally-add-attributes-to-react-components | How do I conditionally add attributes to React components? | admin_panel | php | documentation | Perform a deep multi-layer analysis of documentation for a admin_panel 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": "How do I conditionally add attributes to React components?", "source_url": "https://stackover... | === 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 'How do I conditionally add attributes to React components?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
d860e74027c6dd2b208d6a7d | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | python | deep_learning | 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a75e99c7e991abbff023986f | train | dependency_management_experience | pypi | https://pypi.org/project/fastapi/ | fastapi | landing_page | c | user_experience | Perform a deep developer-experience analysis for a c project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. 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 | |
e7599ffb1546dff5ac8eeba4 | train | performance_analysis | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | saas | dart | api_design | Perform a deep multi-layer analysis of api_design for a saas 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": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'code-rag-bench/programming-solutions' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
88abb4fa146d58a290053249 | train | search_query_rewrite | pypi | https://pypi.org/project/transformers/ | transformers | ecommerce | php | user_experience | Rewrite and improve a vague search query about user_experience 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === ORIGINAL (VAGUE) ===
how to do user_experience
=== REWRITTEN QUERIES ===
1. user_experience official documentation guide
2. user_experience production best practices 2025
3. user_experience common pitfalls and solutions
4. user_experience architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
9b867c25ea1c0075f630cf9d | train | unit_testing | pypi | https://pypi.org/project/numpy/ | numpy | ecommerce | ruby | nlp | Create a unit-testing strategy for ruby code involving nlp. | {"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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
e4ab50e83aed4d685899cfa5 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/1024847/how-can-i-add-new-keys-to-a-dictionary | How can I add new keys to a dictionary? | education | go | html | Implement JavaScript interactions for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I add new keys to a dictionary?", "source_url": "https://stackoverflow.com/questions/... | 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 |
753080e463eb1636c63e5e14 | train | repository_understanding | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | landing_page | ruby | redis | Perform a deep multi-layer analysis of redis 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": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | === 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 'ThomasTheMaker/arc-stack-javascript' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
008f70930af570f73a7fcb9a | train | evidence_extraction | web_docs | https://docs.docker.com/ | Docker Documentation | portfolio | rust | typescript | Extract verifiable evidence about typescript from the given source. | {"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... | === SOURCE ===
Docker Documentation
https://docs.docker.com/
=== 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 environme... | web-research-coding-5m-1.1.0 | |
69666e1118de4cf6aa98a557 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | python | fullstack | Perform a deep developer-experience analysis for a python project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 |
75a3511ef991d07752c0a1b1 | train | cli_experience | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | documentation | swift | backend | Perform a deep developer-experience analysis for a swift project involving backend. | {"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... | === 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 | |
d79c2c1129acb4da12ada6eb | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/115983/how-do-i-add-an-empty-directory-to-a-git-repository | How do I add an empty directory to a Git repository? | ecommerce | html | ci_cd | Perform a deep multi-layer analysis of ci_cd for a ecommerce 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 add an empty directory to a Git repository?", "source_url": "https://stackoverflow.c... | === 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 'How do I add an empty directory to a Git repository?' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
77a38690bf7cd1f303e70323 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | ruby | user_experience | Perform multi-hop research about user_experience: 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === HOP 1 ===
Start at: CSS
https://developer.mozilla.org/en-US/docs/Web/CSS
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=... | web-research-coding-5m-1.1.0 | |
2cd99d29541837d969c60c4e | train | upgrade_experience | pypi | https://pypi.org/project/transformers/ | transformers | ecommerce | python | authorization | Perform a deep developer-experience analysis for a python project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 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 |
9358a5095ad74e10cb19394b | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | blog | c | observability | Refactor a c system related to observability. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "corniclr25/stack-mined-javascript-v1", "source_url": "https://huggingface.co/datasets/cornicl... | === 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 | |
9869b04ded4619de7cdb7879 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | javascript | css | Design an accessible form for css. | {"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",... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
cb204d2f701c7d6961049b7f | train | local_development_experience | npm | https://www.npmjs.com/package/eslint | eslint | documentation | kotlin | algorithms | Perform a deep developer-experience analysis for a kotlin 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 | |
a126f9ad9f671a2faf4cc75a | train | refactoring_readability | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | productivity | swift | data_engineering | Refactor a swift system related to data_engineering. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
68d48583c27c611abe249f08 | train | debugging_experience | web_docs | https://git-scm.com/doc | Git Documentation | blog | javascript | caching | Perform a deep developer-experience analysis for a javascript project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8ebb02ebe3d84204b08838cc | train | ux_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | social_app | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a social_app 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
c62488ba1b7343e78dafe674 | train | performance_fix | huggingface | https://huggingface.co/datasets/emgena/omnimcp_python_backend_architect_teaser | emgena/omnimcp_python_backend_architect_teaser | documentation | typescript | redis | Create a web-performance optimization plan for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emgena/omnimcp_python_backend_architect_teaser", "source_url": "https://huggingface.co/datase... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
a6725e0a28b6133eca8df894 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | social_app | typescript | html | Perform a deep developer-experience analysis for a typescript project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/library-documentation", "source_url": "https://huggingface.co/datasets/code-ra... | === 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 | |
dc22ce85b61650f37f480e38 | train | maintainability_analysis | github | https://github.com/enaqx/awesome-react | enaqx/awesome-react | search_interface | dart | microservices | Perform a deep multi-layer analysis of microservices 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": "enaqx/awesome-react", "source_url": "https://github.com/enaqx/awesome-react", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'enaqx/awesome-react' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
e05c8f04536410a433f5d615 | train | debugging | codeberg | https://codeberg.org/New_Wave_Liberty/_cargo-index | New_Wave_Liberty/_cargo-index | portfolio | scala | python | Create a realistic scala debugging problem involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "New_Wave_Liberty/_cargo-index", "source_url": "https://codeberg.org/New_Wave_Liberty/_cargo-i... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
236224528ff602ee5345a25a | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/312443/how-do-i-split-a-list-into-equally-sized-chunks | How do I split a list into equally-sized chunks? | search_interface | dart | frontend | Perform a deep multi-layer analysis of frontend 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": "How do I split a list into equally-sized chunks?", "source_url": "https://stackoverflow.com/q... | === 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 'How do I split a list into equally-sized chunks?' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
dd98bf5b5464c120e759351c | train | evidence_extraction | web_docs | https://doc.rust-lang.org/ | Rust Documentation | blog | html | sql | Extract verifiable evidence about sql from the given source. | {"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... | === SOURCE ===
Rust Documentation
https://doc.rust-lang.org/
=== 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 environme... | web-research-coding-5m-1.1.0 | |
98c37abd56e7be05e3b1047d | train | seo_fix | codeberg | https://codeberg.org/KokaKiwi/_cargo-index | KokaKiwi/_cargo-index | community | javascript | database | Create an SEO improvement plan for a community about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "KokaKiwi/_cargo-index", "source_url": "https://codeberg.org/KokaKiwi/_cargo-index", "source_t... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
9d616b3775d026435f937355 | train | dx_analysis | huggingface | https://huggingface.co/datasets/tokyotech-llm/swallow-code-v2 | tokyotech-llm/swallow-code-v2 | dashboard | cpp | python | Perform a deep developer-experience analysis for a cpp project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tokyotech-llm/swallow-code-v2", "source_url": "https://huggingface.co/datasets/tokyotech-llm/... | === 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 | |
ddf54cd501a1bdc234b5e489 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/6084360/using-node-js-as-a-simple-web-server | Using Node.js as a simple web server | saas | swift | user_experience | Design a Next.js architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js as a simple web server", "source_url": "https://stackoverflow.com/questions/608... | 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 |
46b223ad9ce0e6605e5e4582 | train | accessibility_fix | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | dashboard | typescript | documentation | Create an accessibility remediation plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
28ceb196205292768f4023da | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | css | web_performance | Rewrite and improve a vague search query about web_performance 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === ORIGINAL (VAGUE) ===
how to do web_performance
=== REWRITTEN QUERIES ===
1. web_performance official documentation guide
2. web_performance production best practices 2025
3. web_performance common pitfalls and solutions
4. web_performance architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
79695e695e94c61a5a0f10a1 | train | security_analysis | github | https://github.com/immich-app/immich | immich-app/immich | analytics | ruby | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a analytics 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": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | === 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 'immich-app/immich' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
8fa0f425b2d1f4513207d353 | train | repository_documentation | web_docs | https://docs.docker.com/ | Docker Documentation | search_interface | shell | docker | Perform a deep multi-layer analysis of docker for a search_interface 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
ad124810a0f0fdad414eebbf | train | react_generation | npm | https://www.npmjs.com/package/prettier | prettier | social_app | c | fullstack | 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | 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 |
f7f4d36c7055dc092e3d94ca | train | performance_fix | gitlab | https://gitlab.com/MrTREX/lineage2ts | MrTREX/lineage2ts | landing_page | ruby | sql | Create a web-performance optimization plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MrTREX/lineage2ts", "source_url": "https://gitlab.com/MrTREX/lineage2ts", "source_type": "rep... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
cb2a47f14715a1f823eb8df6 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | sql | linux | Refactor a sql system related to linux. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
82fb7ac8c9abc3e7e2384ce8 | train | repository_documentation | 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 | documentation | scala | security | Perform a deep multi-layer analysis of security for a documentation 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": "Element implicitly has an 'any' type because expression of type 'string' can&... | === 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 'Element implicitly has an 'any' type because expression of type 'string' can&... | web-research-coding-5m-1.1.0 | |
95e83724be4d3a2d5443478c | train | information_architecture | pypi | https://pypi.org/project/rich/ | rich | marketplace | html | redis | Design the information architecture for redis. | {"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": "re... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
06caab299cbdc57479593ede | train | search_query_rewrite | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | analytics | shell | nextjs | Rewrite and improve a vague search query about nextjs 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": "transist.or/125kHz-door", "source_url": "https://codeberg.org/transist.or/125kHz-door", "sour... | === ORIGINAL (VAGUE) ===
how to do nextjs
=== REWRITTEN QUERIES ===
1. nextjs official documentation guide
2. nextjs production best practices 2025
3. nextjs common pitfalls and solutions
4. nextjs architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
ecf4a3c80277d35bb9ac9551 | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | shell | fullstack | Perform a deep multi-layer analysis of fullstack for a ecommerce 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
cdc86e253f7dead2792e2a5d | train | search_intent_classification | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | finance | cpp | documentation | Classify the search intent for a query about documentation. | {"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... | === 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 ===
"documentation vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 |
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