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034b71fcf295821140839682 | train | deep_technical_analysis | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | social_app | cpp | serverless | Perform a deep multi-layer analysis of serverless for a social_app using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | === 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 'dejawu/ectype' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
e5ae08d03b93c63df41e8227 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | c | web_accessibility | Write an effective web search query to research the topic: web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === QUERY ===
web_accessibility best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- web_accessibility
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official docume... | web-research-coding-5m-1.1.0 | |
d4be50ffbe99c10471d02b94 | train | local_development_experience | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | finance | go | nextjs | Perform a deep developer-experience analysis for a go project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | === 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 | |
7c6121c217b3525398e8935f | train | product_analysis | stackexchange | https://stackoverflow.com/questions/953481/how-do-i-find-and-restore-a-deleted-file-in-a-git-repository | How do I find and restore a deleted file in a Git repository? | community | html | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a community 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 find and restore a deleted file in a Git repository?", "source_url": "https://stacko... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'How do I find and restore a deleted file in a Git repository?' as a sou... | web-research-coding-5m-1.1.0 | |
62480b1f79bfce782d17c6b2 | train | root_cause_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | productivity | go | database | Perform a deep multi-layer analysis of database for a productivity 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
c341b3a9687bcb97ea47d2c7 | train | ux_design | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | scala | nextjs | Design the complete UX flow of a dashboard for nextjs. | {"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", ... | 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 | |
08d7d23716bf769864b9f627 | train | documentation_page | github | https://github.com/langchain-ai/langchain | langchain-ai/langchain | developer_tool | kotlin | data_engineering | Design a developer documentation page for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "langchain-ai/langchain", "source_url": "https://github.com/langchain-ai/langchain", "source_t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
56c8126814b4f2a76bf648aa | train | build_experience | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | go | testing | Perform a deep developer-experience analysis for a go project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
11413c88c00e8247ef33eec9 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | saas | javascript | design_system | Perform a deep developer-experience analysis for a javascript project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | === 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 | |
6415fea2a8960943a286b97f | train | information_architecture | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | search_interface | shell | caching | Design the information architecture for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
cb9859da55a5013f30566ff1 | train | web_search_query | npm | https://www.npmjs.com/package/express | express | social_app | swift | database | Write an effective web search query to research the topic: database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === QUERY ===
database best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- database
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
5a99430803642317d901189f | train | fact_verification | pypi | https://pypi.org/project/transformers/ | transformers | social_app | dart | computer_vision | Verify a technical claim about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === CLAIM ===
A common claim about computer_vision.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / conte... | web-research-coding-5m-1.1.0 | |
558d4eda50596b9f5c282401 | train | performance_analysis | npm | https://www.npmjs.com/package/react | react | developer_tool | sql | backend | Perform a deep multi-layer analysis of backend for a developer_tool 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", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
931b8b93c592b28d21092044 | train | local_development_experience | npm | https://www.npmjs.com/package/axios | axios | social_app | html | typescript | Perform a deep developer-experience analysis for a html project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3d7c7e5d1a539311ad266f40 | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/47012169/a-component-is-changing-an-uncontrolled-input-of-type-text-to-be-controlled-erro | A component is changing an uncontrolled input of type text to be controlled error in ReactJS | admin_panel | html | backend | Perform a deep multi-layer analysis of backend for a admin_panel 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": "A component is changing an uncontrolled input of type text to be controlled error in ReactJS"... | === 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 'A component is changing an uncontrolled input of type text to be controlled error in ReactJS' a... | web-research-coding-5m-1.1.0 | |
f74ee45767e13c8c52d81de1 | train | dependency_impact_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | documentation | dart | devops | Perform a deep multi-layer analysis of devops for a documentation using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
5ebbb6bdfda01e50ea5afeff | train | refactoring_observability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | rust | debugging | Refactor a rust system related to debugging. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
0290037679fecf474e1f06b5 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/1357118/event-preventdefault-vs-return-false | event.preventDefault() vs. return false | saas | javascript | fullstack | Extract verifiable evidence about fullstack from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "event.preventDefault() vs. return false", "source_url": "https://stackoverflow.com/questions/... | === SOURCE ===
event.preventDefault() vs. return false
https://stackoverflow.com/questions/1357118/event-preventdefault-vs-return-false
=== 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 CHE... | web-research-coding-5m-1.1.0 | |
3e165898d5670dc9d374000d | train | refactoring_testability | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | admin_panel | python | ci_cd | Refactor a python system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4bf34c0138831bb20293dcc4 | train | ux_design | npm | https://www.npmjs.com/package/eslint | eslint | documentation | swift | caching | Design the complete UX flow of a documentation for caching. | {"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... | 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 | |
5a91bdf87aae638747be840f | train | html_generation | web_docs | https://react.dev/ | React Documentation | search_interface | ruby | documentation | Create semantic HTML for a search_interface about documentation. | {"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... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
64a12e8dc72945fa70259ff9 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/5480258/how-can-i-delete-a-remote-tag | How can I delete a remote tag? | admin_panel | typescript | caching | Refactor a typescript system related to caching. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I delete a remote tag?", "source_url": "https://stackoverflow.com/questions/5480258/h... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== 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 | |
1149c415cdf10b125d40b294 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/12827266/get-and-set-in-typescript | get and set in TypeScript | admin_panel | javascript | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "get and set in TypeScript", "source_url": "https://stackoverflow.com/questions/12827266/get-a... | === 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 'get and set in TypeScript' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
a49c6772c084c516e60cdc91 | train | ui_design | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | analytics | python | computer_vision | Design a production-quality UI for a analytics focused on computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b9ebc8986d82cb2eda036935 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/3437059/does-python-have-a-string-contains-substring-method | Does Python have a string 'contains' substring method? | blog | c | html | Perform a deep developer-experience analysis for a c project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a string 'contains' substring method?", "source_url": "https://stack... | === 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 | |
668a88c913b3fd9e545d340b | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree | How to extract the decision rules from scikit-learn decision-tree? | saas | css | caching | Perform a deep multi-layer analysis of caching for a saas using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to extract the decision rules from scikit-learn decision-tree?", "source_url": "https://s... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'How to extract the decision rules from scikit-learn decision-tree?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
518bf7df5018262a3dec4b07 | train | scalability_analysis | gitlab | https://gitlab.com/mattbas/python-lottie | mattbas/python-lottie | landing_page | scala | design_system | Perform a deep multi-layer analysis of design_system for a landing_page 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": "mattbas/python-lottie", "source_url": "https://gitlab.com/mattbas/python-lottie", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'mattbas/python-lottie' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
50f5b6a342a9e07276519ce6 | train | design_system | pypi | https://pypi.org/project/gradio/ | gradio | dashboard | shell | web_performance | Create a scalable design system for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
85228caab7a531884065816a | train | responsive_website | pypi | https://pypi.org/project/uvicorn/ | uvicorn | search_interface | shell | rest_api | Design a complete responsive search_interface for rest_api. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
3ec014d3eb564bba15c6f616 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/43040721/how-to-update-nested-state-properties-in-react | How to update nested state properties in React | portfolio | rust | frontend | Design integration tests for a rust system involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to update nested state properties in React", "source_url": "https://stackoverflow.com/que... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
3af3ff7f0431c319a2391552 | train | react_generation | huggingface | https://huggingface.co/datasets/SWE-bench/SWE-bench_Multilingual | SWE-bench/SWE-bench_Multilingual | portfolio | python | ci_cd | Design React components for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SWE-bench/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/SWE-bench/S... | 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 |
47765d444e04b9c5202df803 | train | system_analysis | huggingface | https://huggingface.co/datasets/MatrixStudio/Codeforces-Python-Submissions | MatrixStudio/Codeforces-Python-Submissions | community | go | sql | Perform a deep multi-layer analysis of sql for a community using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MatrixStudio/Codeforces-Python-Submissions", "source_url": "https://huggingface.co/datasets/M... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'MatrixStudio/Codeforces-Python-Submissions' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
d242ed14368062c72dd772ca | train | product_analysis | stackexchange | https://stackoverflow.com/questions/31284169/parse-error-adjacent-jsx-elements-must-be-wrapped-in-an-enclosing-tag | Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag | dashboard | cpp | design_system | Perform a deep multi-layer analysis of design_system for a dashboard using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag", "source_url": "https... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag' as a source... | web-research-coding-5m-1.1.0 | |
3f27691e5bf168ecd1a3fdf2 | train | css_generation | stackexchange | https://stackoverflow.com/questions/2596805/how-do-i-make-git-use-the-editor-of-my-choice-for-editing-commit-messages | How do I make git use the editor of my choice for editing commit messages? | blog | html | rest_api | Create responsive CSS for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make git use the editor of my choice for editing commit messages?", "source_url": "h... | 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 |
279fafa8b95337940eb83acb | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | dart | redis | Perform a deep developer-experience analysis for a dart project involving redis. | {"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. 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 | |
868ada24bb10574b1850b25e | train | build_experience | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | marketplace | css | redis | Perform a deep developer-experience analysis for a css project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | === 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 | |
43532bb55b75ae2edfaa0dd2 | train | landing_page | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | go | nextjs | Design a landing page for a nextjs product. | {"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": "... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
0f2a392b9dc6667ffb1a801e | train | code_explanation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | search_interface | c | fullstack | Explain a c implementation related to fullstack. | {"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", ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
044f415c3c66ca395d4c7bba | train | architecture_analysis | huggingface | https://huggingface.co/datasets/MathCodeBench/linear-programming | MathCodeBench/linear-programming | productivity | dart | graphql | Perform a deep multi-layer analysis of graphql for a productivity 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": "MathCodeBench/linear-programming", "source_url": "https://huggingface.co/datasets/MathCodeBen... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'MathCodeBench/linear-programming' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
a638c8db0e7bc83878769d48 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations | HuggingFaceTB/python-edu-annotations | landing_page | rust | backend | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceTB/python-edu-annotations", "source_url": "https://huggingface.co/datasets/Hugging... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
86ef89cf90f62ad7aaab7fee | train | seo_fix | stackexchange | https://stackoverflow.com/questions/29689966/how-to-define-type-for-a-function-callback-as-any-function-type-not-universal | How to define type for a function callback (as any function type, not universal any) used in a method parameter | dashboard | ruby | database | Create an SEO improvement plan for a dashboard about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to define type for a function callback (as any function type, not universal any) used in ... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
567a43f8b1958f2248371894 | train | css_generation | npm | https://www.npmjs.com/package/next | next | dashboard | php | authentication | Create responsive CSS for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | 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 |
6a83a79f853bb5f52c066b62 | train | visual_hierarchy | pypi | https://pypi.org/project/scrapy/ | scrapy | social_app | swift | computer_vision | Improve visual hierarchy in a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
3d1beb2039d068052f9de00d | train | source_comparison | huggingface | https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations | HuggingFaceTB/python-edu-annotations | community | html | computer_vision | Compare multiple sources about computer_vision 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": "HuggingFaceTB/python-edu-annotations", "source_url": "https://huggingface.co/datasets/Hugging... | === SOURCES ===
- HuggingFaceTB/python-edu-annotations (https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their like... | web-research-coding-5m-1.1.0 | |
7612d6236a2ea7a21f3f147b | train | performance_fix | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | portfolio | css | cloud | Create a web-performance optimization plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
241ea96bc17e04abe820e33a | train | design_accessibility | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | developer_tool | html | cloud | Audit accessibility for a developer_tool. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
7a5f1d3ac0d9bed277c35c72 | train | cli_experience | pypi | https://pypi.org/project/pandas/ | pandas | blog | rust | nodejs | Perform a deep developer-experience analysis for a rust project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b9b94a6eb95c10c6c9eb6cf4 | train | interaction_design | stackexchange | https://stackoverflow.com/questions/287871/how-do-i-print-colored-text-to-the-terminal | How do I print colored text to the terminal? | education | c | frontend | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print colored text to the terminal?", "source_url": "https://stackoverflow.com/quest... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
7882864532243fc98ec6b48c | train | dashboard | gitlab | https://gitlab.com/divested-mobile/mull-fenix | divested-mobile/mull-fenix | portfolio | rust | frontend | Design a production dashboard for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "divested-mobile/mull-fenix", "source_url": "https://gitlab.com/divested-mobile/mull-fenix", "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
f75760ea0ec9e0e8a152b208 | train | repository_documentation | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | productivity | cpp | ci_cd | Perform a deep multi-layer analysis of ci_cd for a productivity using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | === 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 'CohenQu/the-stack-v2-dedup-Python_10k' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
aa8d18fe538dc2542f7758fe | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | typescript | caching | Design a developer documentation page for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
cc26586a6cd7bfc43c47c712 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/axios | axios | saas | cpp | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a saas using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'axios' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
292dcea8d58b89e37f751001 | train | javascript_generation | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | finance | typescript | react | Implement JavaScript interactions for a finance. | {"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... | 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 |
e21f5f7683ffcec1a0f81692 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/ybelkada/documentation-images | ybelkada/documentation-images | social_app | swift | developer_experience | Refactor a swift system related to developer_experience. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ybelkada/documentation-images", "source_url": "https://huggingface.co/datasets/ybelkada/docum... | === 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 | |
835c879838c9a72a07f62fcf | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-11 | GudduButt/schemaforge-ai-and-machine-learning-11 | portfolio | cpp | api_design | Perform a deep multi-layer analysis of api_design for a portfolio using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-11", "source_url": "https://huggingface.co/data... | === 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 'GudduButt/schemaforge-ai-and-machine-learning-11' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
e4499358b90f89897fc7ba9d | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | java | css | Perform a deep developer-experience analysis for a java project involving css. | {"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. 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 | |
d5f7fbeba1643f64862289ca | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/3508605/how-can-i-transition-height-0-to-height-auto-using-css | How can I transition height: 0; to height: auto; using CSS? | search_interface | shell | css | Perform a deep developer-experience analysis for a shell project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I transition height: 0; to height: auto; using CSS?", "source_url": "https://stackove... | === 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 | |
593e0ca479204dd5035b0388 | train | security_review | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | blog | typescript | computer_vision | Perform a security review of a blog application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
20864746f1c89444b7fb59f7 | train | repository_documentation | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | education | python | debugging | Perform a deep multi-layer analysis of debugging for a education using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, version... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1d59cb5e493f538c6226e014 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/2596805/how-do-i-make-git-use-the-editor-of-my-choice-for-editing-commit-messages | How do I make git use the editor of my choice for editing commit messages? | search_interface | typescript | docker | Refactor a typescript system related to docker. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make git use the editor of my choice for editing commit messages?", "source_url": "h... | === 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 | |
b827bf878791bdf38fa3d897 | train | developer_onboarding | codeberg | https://codeberg.org/okasion/2FA-lite | okasion/2FA-lite | portfolio | rust | typescript | Perform a deep developer-experience analysis for a rust project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "okasion/2FA-lite", "source_url": "https://codeberg.org/okasion/2FA-lite", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
81e5d183168fddc0c0dbe69e | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | java | backend | Perform a deep multi-layer analysis of backend for a analytics 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
74cdb3e1142c89afbd66fef3 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/3207219/how-do-i-list-all-files-of-a-directory | How do I list all files of a directory? | community | sql | serverless | Perform a deep developer-experience analysis for a sql project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I list all files of a directory?", "source_url": "https://stackoverflow.com/questions/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4e37f3f2f2440ee1e55f1609 | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/16073603/how-can-i-update-each-dependency-in-package-json-to-the-latest-version | How can I update each dependency in package.json to the latest version? | education | html | devops | Perform a deep multi-layer analysis of devops for a education 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 can I update each dependency in package.json to the latest version?", "source_url": "http... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'How can I update each dependency in package.json to the latest version?' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
50e7824d9256d4e4f1570e61 | train | code_explanation | npm | https://www.npmjs.com/package/vitest | vitest | marketplace | go | security | Explain a go implementation related to security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
082b7898ea07d04363e66f02 | train | research_summary | github | https://github.com/apache/superset | apache/superset | community | cpp | api_design | Summarize the current state of knowledge about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "apache/superset", "source_url": "https://github.com/apache/superset", "source_type": "reposit... | === OVERVIEW ===
api_design in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
apache/superset (ht... | web-research-coding-5m-1.1.0 | |
de1620dbb6c0581f1576c53e | train | design_tokens | codeberg | https://codeberg.org/I-ATE-OREO/2025 | I-ATE-OREO/2025 | education | swift | nextjs | Create design tokens for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025", "source_url": "https://codeberg.org/I-ATE-OREO/2025", "source_type": "repos... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b951eb7eb89e4216e66accdb | train | documentation_lookup | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | blog | html | api_design | Find and summarize the relevant documentation for api_design. | {"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... | === RELEVANT DOCS ===
- joey234/mmlu-machine_learning-verbal-neg-prepend
https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summariz... | web-research-coding-5m-1.1.0 | |
c623cfe889baf4a04b09130e | train | repository_comparison | huggingface | https://huggingface.co/datasets/Chunte/documentation-images | Chunte/documentation-images | documentation | sql | docker | Perform a deep multi-layer analysis of docker for a documentation 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": "Chunte/documentation-images", "source_url": "https://huggingface.co/datasets/Chunte/documenta... | === 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 'Chunte/documentation-images' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
96cfbc1f8156aa3dbe6d8025 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/1436703/what-is-the-difference-between-str-and-repr | What is the difference between __str__ and __repr__? | finance | css | security | Refactor a css system related to security. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between __str__ and __repr__?", "source_url": "https://stackoverflow.c... | === 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 | |
b27beffbb99cfdcae9d0d38d | train | design_consistency | gitlab | https://gitlab.com/2pai/cicd-typescript | 2pai/cicd-typescript | education | go | sql | Audit design consistency across a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "2pai/cicd-typescript", "source_url": "https://gitlab.com/2pai/cicd-typescript", "source_type"... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
ea2e64a054c9c80968103f27 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | scala | typescript | Perform a security review of a documentation application. | {"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",... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
eea4cd3cb96593c536281345 | train | algorithm_design | huggingface | https://huggingface.co/datasets/gus-mxx/A1-Machine-Learning-Data-Challenge | gus-mxx/A1-Machine-Learning-Data-Challenge | search_interface | php | docker | Design a php algorithm for a docker problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gus-mxx/A1-Machine-Learning-Data-Challenge", "source_url": "https://huggingface.co/datasets/g... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
6aa8c356063f19c8abaf681c | train | scalability_analysis | pypi | https://pypi.org/project/django/ | django | portfolio | swift | design_system | Perform a deep multi-layer analysis of design_system for a portfolio using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
70453241538073575eae9306 | train | deployment_experience | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-inference-examples-40 | NTU-yiwen/code-world-model-inference-examples-40 | admin_panel | java | machine_learning | Perform a deep developer-experience analysis for a java project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-inference-examples-40", "source_url": "https://huggingface.co/data... | === 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 | |
d33b1aa80572b2326d0ebe9f | train | architecture_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | documentation | dart | caching | Perform a deep multi-layer analysis of caching for a documentation using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
0b123ad3819cb29eecf8fdf5 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | landing_page | python | deep_learning | Create a responsive design strategy for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "source_url": "https://stackoverflow.com/questi... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6e26f458049ad9160ca42328 | train | unit_testing | web_docs | https://go.dev/doc/ | Go Documentation | documentation | typescript | distributed_systems | Create a unit-testing strategy for typescript code involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
c6197440efcc572ff5b78a3b | train | landing_page | stackexchange | https://stackoverflow.com/questions/30626030/can-you-force-a-react-component-to-rerender-without-calling-setstate | Can you force a React component to rerender without calling setState? | landing_page | rust | serverless | Design a landing page for a serverless product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can you force a React component to rerender without calling setState?", "source_url": "https:... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
3b2f622c18a926bd8120832f | train | tradeoff_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | documentation | sql | rest_api | Perform a deep multi-layer analysis of rest_api for a documentation 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
3bcb31bacb807f10c3eaf75f | train | upgrade_experience | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | dashboard | scala | debugging | Perform a deep developer-experience analysis for a scala project involving debugging. | {"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. 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 | |
9f64e0f8b353a0456737ffcd | train | responsive_design | huggingface | https://huggingface.co/datasets/Ujjwal-Tyagi/JavaScript-Code-Large | Ujjwal-Tyagi/JavaScript-Code-Large | admin_panel | typescript | backend | Create a responsive design strategy for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ujjwal-Tyagi/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/Ujjwal-Ty... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
53e9d2b0ed9fd3c51c78a81d | train | accessibility_fix | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | education | html | authentication | Create an accessibility remediation plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
85dc6931bda1c7c243367c9b | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | sql | nextjs | Perform a deep multi-layer analysis of nextjs 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
fd6e3f71da74e9c3d5805ac9 | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/952914/how-do-i-make-a-flat-list-out-of-a-list-of-lists | How do I make a flat list out of a list of lists? | admin_panel | css | observability | Refactor a css system related to observability. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a flat list out of a list of lists?", "source_url": "https://stackoverflow.com/... | === 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 | |
acd482c5bfbff62170e4a17e | train | documentation_lookup | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | community | dart | design_system | Find and summarize the relevant documentation for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jan-hq/multiturn_programming_binarized", "source_url": "https://huggingface.co/datasets/jan-h... | === RELEVANT DOCS ===
- jan-hq/multiturn_programming_binarized
https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–... | web-research-coding-5m-1.1.0 | |
2d3496546bdd73ab4ef26f8c | train | search_query_rewrite | 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? | developer_tool | java | data_structures | Rewrite and improve a vague search query about data_structures 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": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === ORIGINAL (VAGUE) ===
how to do data_structures
=== REWRITTEN QUERIES ===
1. data_structures official documentation guide
2. data_structures production best practices 2025
3. data_structures common pitfalls and solutions
4. data_structures architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
3fb3328fcbf209600817f413 | train | build_experience | codeberg | https://codeberg.org/lesbianlucy/_cargo-index | lesbianlucy/_cargo-index | search_interface | python | javascript | Perform a deep developer-experience analysis for a python project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lesbianlucy/_cargo-index", "source_url": "https://codeberg.org/lesbianlucy/_cargo-index", "so... | === 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 |
7a6754e66d824b5784507039 | train | deployment_experience | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | productivity | typescript | design_system | Perform a deep developer-experience analysis for a typescript project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 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 | |
2ad6c5338e90ea7a99ae775a | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | swift | api_design | Design an accessible form for api_design. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
a907a02f09903a24d68ca55e | train | refactoring_dependency | web_docs | https://go.dev/doc/ | Go Documentation | finance | php | frontend | Refactor a php system related to frontend. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 | |
1d747ae7c077d70f9a64d060 | train | code_explanation | github | https://github.com/trekhleb/homemade-machine-learning | trekhleb/homemade-machine-learning | search_interface | rust | python | Explain a rust implementation related to python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trekhleb/homemade-machine-learning", "source_url": "https://github.com/trekhleb/homemade-mach... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e375cafae704474aa787d3ee | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/6157497/printing-to-console-without-a-trailing-newline | Printing to console without a trailing newline? | blog | scala | nextjs | Refactor a scala system related to nextjs. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Printing to console without a trailing newline?", "source_url": "https://stackoverflow.com/qu... | === 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 | |
aa7f5039d35e560ea975bede | train | javascript_generation | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | c | distributed_systems | Implement JavaScript interactions for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | 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 |
a76f27659060e158fbaf8fb9 | train | security_analysis | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | landing_page | python | nextjs | Perform a deep multi-layer analysis of nextjs for a landing_page 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": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'srabon444/google-calendar-clone-typescript' as a source anchor and identify relevant APIs, depend... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
29117d4fe88399ffafe83a02 | train | responsive_design | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | social_app | sql | data_engineering | Create a responsive design strategy for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lilacai/lilac-textbook_quality_programming", "source_url": "https://huggingface.co/datasets/l... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
ffcc3974c080b43cb995decd | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/3029422/how-to-auto-resize-an-image-while-maintaining-aspect-ratio | How to auto-resize an image while maintaining aspect ratio | blog | scala | python | Perform a deep multi-layer analysis of python for a blog using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to auto-resize an image while maintaining aspect ratio", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'How to auto-resize an image while maintaining aspect ratio' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
041d4fe2f8f8f2e6ff84ec37 | train | api_developer_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | productivity | java | postgresql | Perform a deep developer-experience analysis for a java project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 | |
e7a2700b81fc702295b7ad6d | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/5926672/where-does-npm-install-packages | Where does npm install packages? | ecommerce | shell | javascript | Refactor a shell system related to javascript. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Where does npm install packages?", "source_url": "https://stackoverflow.com/questions/5926672... | === 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 | |
9a240981438cf1d2cececcde | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/43237124/what-is-the-role-of-flatten-in-keras | What is the role of "Flatten" in Keras? | finance | cpp | web_performance | Perform a deep multi-layer analysis of web_performance for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the role of "Flatten" in Keras?", "source_url": "https://stackoverflow.com/... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'What is the role of "Flatten" in Keras?' as a source anchor and ident... | web-research-coding-5m-1.1.0 |
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