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e26f8ad8c66bec1deefe8854 | train | technical_research | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | developer_tool | c | web_performance | Perform a technical research task about web_performance, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === SCOPE ===
Technical behavior of web_performance.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How can I check if an object is an array? (https://stack... | web-research-coding-5m-1.1.0 | |
082261581230610779032d5b | train | evidence_chain_analysis | codeberg | https://codeberg.org/Renerte/_cargo-index | Renerte/_cargo-index | developer_tool | scala | nodejs | Perform a deep multi-layer analysis of nodejs for a developer_tool using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renerte/_cargo-index", "source_url": "https://codeberg.org/Renerte/_cargo-index", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'Renerte/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
40847ce5f2989ce0a3412756 | train | source_selection | pypi | https://pypi.org/project/fastapi/ | fastapi | ecommerce | ruby | web_accessibility | Select the most reliable sources to research web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
edf3b7207db3fd50c4cc68dd | train | build_experience | stackexchange | https://stackoverflow.com/questions/40349987/how-to-suppress-error-ts2533-object-is-possibly-null-or-undefined | How to suppress "error TS2533: Object is possibly 'null' or 'undefined'"? | landing_page | sql | computer_vision | Perform a deep developer-experience analysis for a sql project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to suppress "error TS2533: Object is possibly 'null' or 'undefined'&... | === 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 | |
92118bcb77555ae8bda38acc | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/466345/convert-string-jun-1-2005-133pm-into-datetime | Convert string "Jun 1 2005 1:33PM" into datetime | admin_panel | javascript | deep_learning | Perform a deep multi-layer analysis of deep_learning 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": "Convert string "Jun 1 2005 1:33PM" into datetime", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'Convert string "Jun 1 2005 1:33PM" into datetime' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
dc8f2cda97d983cb0c06e114 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/15260732/does-typescript-support-the-operator-and-whats-it-called | Does Typescript support the ?. operator? (And, what's it called?) | finance | go | database | Audit accessibility for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Typescript support the ?. operator? (And, what's it called?)", "source_url": "https:... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f2587618a18de5c97dc1a09c | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | portfolio | ruby | open_source | Refactor a ruby system related to open_source. Focus on refactoring legacy code. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
ceaf2478773dc05009b1650e | train | typescript_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | python | linux | Implement TypeScript logic for a social_app. | {"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... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
10a614d5ae55d98063778517 | train | source_comparison | pypi | https://pypi.org/project/rich/ | rich | marketplace | cpp | python | Compare multiple sources about python 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "py... | === SOURCES ===
- rich (https://pypi.org/project/rich/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAPS ... | web-research-coding-5m-1.1.0 | |
be78e879481f7f2ecaabedfc | train | accessibility_analysis | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | blog | javascript | devops | Perform a deep multi-layer analysis of devops for a blog 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": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | === 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 'thedaviddias/Front-End-Checklist' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
e63b63550a474ba470a49091 | train | technical_research | npm | https://www.npmjs.com/package/jest | jest | developer_tool | shell | api_design | Perform a technical research task about api_design, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === SCOPE ===
Technical behavior of api_design.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- jest (https://www.npmjs.com/package/jest)
- Official document... | web-research-coding-5m-1.1.0 | |
391d45045eaa99e473a78da0 | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | typescript | frontend | Perform a deep developer-experience analysis for a typescript project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3183f66c296cd68bfb15afc5 | train | responsive_website | web_docs | https://docs.docker.com/ | Docker Documentation | blog | html | serverless | Design a complete responsive blog for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
f61bb39a49de8731868ef9ed | train | refactoring_observability | pypi | https://pypi.org/project/typer/ | typer | productivity | php | open_source | Refactor a php system related to open_source. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
ffceee589730dac088589a07 | train | repository_documentation | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | ecommerce | sql | docker | Perform a deep multi-layer analysis of docker for a ecommerce 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": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | === 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 'bysismo/Turkish-Python-instruction' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
552298662f9f9fc376208184 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | search_interface | cpp | microservices | Refactor a cpp system related to microservices. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | === 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 | |
9ffaa401a99580841be6b3b7 | train | documentation_experience | github | https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | documentation | ruby | authorization | Perform a deep developer-experience analysis for a ruby project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code", ... | === 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 | |
79c30dc6e13c631538e5c99b | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | swift | redis | Refactor a swift system related to redis. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
57163a2d0ae931684a4b632d | train | landing_page | gitlab | https://gitlab.com/cashscript-py/cashscript-py | cashscript-py/cashscript-py | saas | css | docker | Design a landing page for a docker product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cashscript-py/cashscript-py", "source_url": "https://gitlab.com/cashscript-py/cashscript-py",... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
4f3521d454795a12567c88ca | train | multi_hop_research | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | dashboard | html | observability | Perform multi-hop research about observability: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | === HOP 1 ===
Start at: The_Quantum_Alpha/the-quantum-ad-list
https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.... | web-research-coding-5m-1.1.0 | |
00f27d59d02315ce42d41c09 | train | build_experience | web_docs | https://react.dev/ | React Documentation | ecommerce | python | postgresql | Perform a deep developer-experience analysis for a python project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3403dc59816d48dfa574aa09 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/3790935/can-i-hide-the-html5-number-input-s-spin-box | Can I hide the HTML5 number input’s spin box? | blog | typescript | microservices | Perform a deep developer-experience analysis for a typescript project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can I hide the HTML5 number input’s spin box?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
d042d058b8c04aa0a3d67445 | train | documentation_page | npm | https://www.npmjs.com/package/next | next | admin_panel | python | observability | Design a developer documentation page for observability. | {"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":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d258ffc2aae8cbbf22807119 | train | accessibility_analysis | github | https://github.com/expo/expo | expo/expo | social_app | rust | nlp | Perform a deep multi-layer analysis of nlp for a social_app using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expo/expo", "source_url": "https://github.com/expo/expo", "source_type": "repository", "topic... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'expo/expo' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
68e54289e9aea421adf56abc | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | python | mongodb | Create a scalable design system for a portfolio. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
46cf2c27a2a6280579dd88a5 | train | upgrade_experience | web_docs | https://react.dev/ | React Documentation | analytics | css | algorithms | Perform a deep developer-experience analysis for a css project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
38b64cb26b9f585ce6923b52 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | go | open_source | Refactor a go system related to open_source. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
10b212e2182b19bb2fb534ec | train | developer_experience | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | social_app | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"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 | |
73d2aafe3e371a4e7115295e | train | system_analysis | pypi | https://pypi.org/project/torch/ | torch | marketplace | html | graphql | Perform a deep multi-layer analysis of graphql for a marketplace using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 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 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
09666f44a2bc369f7d649d53 | train | dx_analysis | pypi | https://pypi.org/project/flask/ | flask | developer_tool | html | data_structures | Perform a deep developer-experience analysis for a html project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
82094eb9a6dfbb5d6b944ded | train | architecture_analysis | gitlab | https://gitlab.com/mbitsnbites/soundbox | mbitsnbites/soundbox | search_interface | php | design_system | Perform a deep multi-layer analysis of design_system for a search_interface using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mbitsnbites/soundbox", "source_url": "https://gitlab.com/mbitsnbites/soundbox", "source_type"... | === 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 'mbitsnbites/soundbox' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
3c61b49964b4421c50c420f1 | train | javascript_generation | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | landing_page | cpp | design_system | Implement JavaScript interactions for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | 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 |
55edcec8506db1140371aedc | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | ecommerce | dart | rest_api | Refactor a dart system related to rest_api. Focus on refactoring dependency. | {"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... | === 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 | |
9109634b7dee5b76490fb64c | train | build_experience | pypi | https://pypi.org/project/httpx/ | httpx | dashboard | shell | security | Perform a deep developer-experience analysis for a shell project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 | |
f07158efaeba2897f3aa0270 | train | interaction_design | npm | https://www.npmjs.com/package/react | react | documentation | c | sql | Design interaction states for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
ee8391e510be262e4a0cd227 | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | productivity | css | sql | Refactor a css system related to sql. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | === 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 | |
9d6fd4eadfb4daac2b57ae6e | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | javascript | distributed_systems | Perform a deep developer-experience analysis for a javascript project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5b2abfed6d052d1fce0b2dcb | train | nextjs_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | go | css | Design a Next.js architecture for a education. | {"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": "... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
90344266956f3880a8d74b64 | train | research_summary | huggingface | https://huggingface.co/datasets/Chunte/documentation-images | Chunte/documentation-images | marketplace | javascript | redis | Summarize the current state of knowledge about redis. | {"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... | === OVERVIEW ===
redis 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 ===
Chunte/documentation-ima... | web-research-coding-5m-1.1.0 | |
994894996bd2297e4a1a5202 | train | code_review | pypi | https://pypi.org/project/uvicorn/ | uvicorn | community | shell | typescript | Perform a production code review of shell code related to typescript. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
dbe56fd8d821335504e4f153 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | sql | css | Perform a deep multi-layer analysis of css 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical c... | web-research-coding-5m-1.1.0 | |
ea099d0d1add24b10a75cf23 | train | design_system | web_docs | https://react.dev/ | React Documentation | search_interface | ruby | nlp | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
61271a52384453643381138c | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | python | nodejs | Create an accessibility remediation plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
af0d1ab213caa2e9df14acee | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/27928372/react-router-urls-dont-work-when-refreshing-or-writing-manually | React-router URLs don't work when refreshing or writing manually | community | go | python | Refactor a go system related to python. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React-router URLs don't work when refreshing or writing manually", "source_url": "https:/... | === 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 | |
bc9623ace2d9c7f1990cfc6d | train | css_generation | huggingface | https://huggingface.co/datasets/bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | finance | html | redis | Create responsive CSS for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual", "source_url": "https://hugging... | 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 |
effbb79e6adb40658fef2f49 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/5009324/node-js-nginx-what-now | Node.js + Nginx - What now? | search_interface | css | postgresql | Refactor a css system related to postgresql. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js + Nginx - What now?", "source_url": "https://stackoverflow.com/questions/5009324/node... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
2933062bf2abe235f353312a | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | ruby | rest_api | Perform a deep developer-experience analysis for a ruby project involving rest_api. | {"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 | |
ec61ad6fcc3c53cb059d71a8 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | go | caching | Perform a deep developer-experience analysis for a go project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3100c705c7109b5aa4d09740 | train | design_accessibility | codeberg | https://codeberg.org/nilikk/-webshop.com | nilikk/-webshop.com | ecommerce | c | debugging | Audit accessibility for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nilikk/-webshop.com", "source_url": "https://codeberg.org/nilikk/-webshop.com", "source_type"... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d1ee96bf0bdeabd90409a5b6 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/hsultanbey/javascript | hsultanbey/javascript | marketplace | ruby | machine_learning | Find and summarize the relevant documentation for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsultanbey/javascript", "source_url": "https://huggingface.co/datasets/hsultanbey/javascript"... | === RELEVANT DOCS ===
- hsultanbey/javascript
https://huggingface.co/datasets/hsultanbey/javascript
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signat... | web-research-coding-5m-1.1.0 | |
33b96cded19a0d84a2ac3a16 | train | multi_hop_research | web_docs | https://go.dev/doc/ | Go Documentation | developer_tool | dart | cloud | Perform multi-hop research about cloud: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === HOP 1 ===
Start at: Go Documentation
https://go.dev/doc/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ===... | web-research-coding-5m-1.1.0 | |
3335badc02fbf733e978ed27 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/2612802/how-do-i-clone-a-list-so-that-it-doesnt-change-unexpectedly-after-assignment | How do I clone a list so that it doesn't change unexpectedly after assignment? | portfolio | typescript | rest_api | Perform a deep multi-layer analysis of rest_api for a portfolio using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I clone a list so that it doesn't change unexpectedly after assignment?", "source_... | === 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 'How do I clone a list so that it doesn't change unexpectedly after assignment?' as a sour... | web-research-coding-5m-1.1.0 | |
793e00ea20563d280d5624b1 | train | react_generation | pypi | https://pypi.org/project/torch/ | torch | blog | rust | authentication | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | 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 |
0cca8dffa6aba037d1b7b49e | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/42479902/what-does-view-do-in-pytorch | What does `view()` do in PyTorch? | landing_page | cpp | ci_cd | Perform a deep multi-layer analysis of ci_cd for a landing_page using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does `view()` do in PyTorch?", "source_url": "https://stackoverflow.com/questions/424799... | === 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 'What does `view()` do in PyTorch?' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
669b83e67198448a20766647 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/43034960/many-to-one-and-many-to-many-lstm-examples-in-keras | Many to one and many to many LSTM examples in Keras | community | go | testing | Perform a deep multi-layer analysis of testing 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": "Many to one and many to many LSTM examples in Keras", "source_url": "https://stackoverflow.co... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'Many to one and many to many LSTM examples in Keras' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
c8e15ec870d29641338bf640 | train | refactoring_readability | pypi | https://pypi.org/project/pydantic/ | pydantic | portfolio | kotlin | user_experience | Refactor a kotlin system related to user_experience. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
436fc95caec45f62870bbd87 | train | algorithm_design | codeberg | https://codeberg.org/fepfitra/-Dicoding--WebClock | fepfitra/-Dicoding--WebClock | social_app | php | machine_learning | Design a php algorithm for a machine_learning problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding--WebClock", "source_url": "https://codeberg.org/fepfitra/-Dicoding--WebClo... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
809bee58669a4d8b0830be3f | train | integration_testing | codeberg | https://codeberg.org/13thab/2 | 13thab/2 | developer_tool | html | database | Design integration tests for a html system involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "13thab/2", "source_url": "https://codeberg.org/13thab/2", "source_type": "repository", "topic... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
a38f0ce66c08560e8fbfbd1d | train | integration_testing | stackexchange | https://stackoverflow.com/questions/3790935/can-i-hide-the-html5-number-input-s-spin-box | Can I hide the HTML5 number input’s spin box? | portfolio | html | debugging | Design integration tests for a html system involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can I hide the HTML5 number input’s spin box?", "source_url": "https://stackoverflow.com/ques... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
302710f5a9e3c9f7b006faed | train | build_experience | pypi | https://pypi.org/project/pandas/ | pandas | productivity | kotlin | web_performance | Perform a deep developer-experience analysis for a kotlin project involving web_performance. | {"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 | |
034e0d4efa4374ae981162a5 | train | web_search_query | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | documentation | cpp | algorithms | Write an effective web search query to research the topic: algorithms. | {"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... | === QUERY ===
algorithms best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- algorithms
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
4d48e270f4b57c817ab1f0e8 | train | refactoring_api | 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? | blog | python | react | Refactor a python system related to react. Focus on refactoring api. | {"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... | === 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.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bd4f258dc1afa08fc10b8d22 | train | repository_comparison | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | admin_panel | c | documentation | Perform a deep multi-layer analysis of documentation for a admin_panel using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'thedaviddias/Front-End-Checklist' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
5b8b5c6ae2707ca4f296c99b | train | refactoring_security | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | productivity | python | developer_experience | Refactor a python system related to developer_experience. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
44ddaff527628fafafbca833 | train | javascript_generation | pypi | https://pypi.org/project/rich/ | rich | finance | javascript | html | 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ht... | 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 |
ff5afe6e476191a538635506 | train | security_review | stackexchange | https://stackoverflow.com/questions/4810841/pretty-print-json-using-javascript | pretty-print JSON using JavaScript | developer_tool | css | machine_learning | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pretty-print JSON using JavaScript", "source_url": "https://stackoverflow.com/questions/48108... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
64b9e7e78fd019db806abecf | train | refactoring_scalability | web_docs | https://git-scm.com/doc | Git Documentation | developer_tool | sql | nextjs | Refactor a sql system related to nextjs. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
3255514dc12e8ae6c7046099 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | css | nextjs | Perform a production code review of css code related to nextjs. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
b0756f8fe2a28b8398c0bb4a | train | performance_analysis | pypi | https://pypi.org/project/pandas/ | pandas | community | c | nlp | Perform a deep multi-layer analysis of nlp for a community using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
5c7eb2a5b169ab2f61b01dbf | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | javascript | typescript | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
bf8d4bdceab13cad9a10c870 | train | integration_testing | npm | https://www.npmjs.com/package/express | express | saas | c | developer_experience | Design integration tests for a c system involving developer_experience. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
4533db0955f134cf0e63c7b7 | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/9834689/how-can-i-see-the-differences-between-two-branches | How can I see the differences between two branches? | blog | kotlin | backend | Design a data structure in kotlin for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I see the differences between two branches?", "source_url": "https://stackoverflow.co... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
816352c086a5d81678190a69 | train | api_design | github | https://github.com/huggingface/transformers | huggingface/transformers | community | dart | typescript | Design a production API for a typescript application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface/transformers", "source_url": "https://github.com/huggingface/transformers", "sour... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
1301fdc275be9e2f1edb0803 | train | fact_verification | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | education | css | react | Verify a technical claim about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | === CLAIM ===
A common claim about react.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depende... | web-research-coding-5m-1.1.0 | |
78032ae54a4b113e3fa39fc4 | train | design_consistency | gitlab | https://gitlab.com/mailman/postorius | mailman/postorius | admin_panel | cpp | typescript | Audit design consistency across a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/postorius", "source_url": "https://gitlab.com/mailman/postorius", "source_type": "rep... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
4bdae5852b433b50c4d50387 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | c | computer_vision | Create a responsive design strategy for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
34607844dd82f69eb7791fe8 | train | refactoring_legacy_code | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | blog | ruby | open_source | Refactor a ruby system related to open_source. Focus on refactoring legacy code. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
f2998e64b1824f57b176a59b | train | algorithm_design | huggingface | https://huggingface.co/datasets/xDiT/documentation-images | xDiT/documentation-images | developer_tool | swift | css | Design a swift algorithm for a css problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "xDiT/documentation-images", "source_url": "https://huggingface.co/datasets/xDiT/documentation... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
8d7d57ab2a3cfd409548b97d | train | deployment_experience | pypi | https://pypi.org/project/torch/ | torch | social_app | rust | frontend | Perform a deep developer-experience analysis for a rust project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 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 | |
99382dc91b1105c221129e30 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | blog | php | frontend | Perform a deep developer-experience analysis for a php project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a6fd6c0dc796ed08454ffc12 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | developer_tool | kotlin | machine_learning | Perform a deep developer-experience analysis for a kotlin project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini", "source_url... | === 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 | |
09672f467a8f29e11d3f3f5b | train | debugging_experience | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | developer_tool | typescript | nlp | Perform a deep developer-experience analysis for a typescript project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | === 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 | |
3105153b0dcac5165dfe2c0b | train | risk_analysis | npm | https://www.npmjs.com/package/svelte | svelte | admin_panel | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a admin_panel 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 'svelte' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
f86f327c559357495e0c449d | train | build_experience | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | education | ruby | observability | Perform a deep developer-experience analysis for a ruby project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === 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 | |
80615c3b6315d3fd1dcbb856 | train | root_cause_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | analytics | go | nodejs | Perform a deep multi-layer analysis of nodejs for a analytics 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": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
7a925d12851059f5766f9e4b | train | repository_comparison | npm | https://www.npmjs.com/package/jest | jest | landing_page | java | microservices | Perform a deep multi-layer analysis of microservices for a landing_page 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
43291613d16ded923210fb23 | train | repository_issue_reasoning | web_docs | https://react.dev/ | React Documentation | community | sql | backend | Perform a deep multi-layer analysis of backend for a community using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
21276cfd8e81af3b769a093d | train | design_consistency | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2021-JavaScript | ccoenen/Advent-of-Code-2021-JavaScript | saas | kotlin | graphql | Audit design consistency across a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2021-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
9065bb56f160ec214668ead1 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset | keethu/kubernetes-documentation-dataset | admin_panel | javascript | computer_vision | Perform a deep developer-experience analysis for a javascript project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "keethu/kubernetes-documentation-dataset", "source_url": "https://huggingface.co/datasets/keet... | === 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 | |
b8ab75dc48690d3ef1652fc0 | train | data_structure_design | npm | https://www.npmjs.com/package/eslint | eslint | search_interface | rust | api_design | Design a data structure in rust for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
34c801a5ca49ec1afbd43be1 | train | deployment_experience | pypi | https://pypi.org/project/pytest/ | pytest | marketplace | go | authorization | Perform a deep developer-experience analysis for a go project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a7439c65bdfc54044f2589e2 | train | html_generation | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | ecommerce | rust | developer_experience | Create semantic HTML for a ecommerce about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | 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 |
d3156d96f4510719dbeccef0 | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | finance | css | deep_learning | Perform a deep developer-experience analysis for a css project involving deep_learning. | {"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... | === 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 | |
05307b730f0a0626850d5187 | train | research_plan | codeberg | https://codeberg.org/ldilley/adventofcode | ldilley/adventofcode | community | php | javascript | Build a structured research plan to deeply understand javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ldilley/adventofcode", "source_url": "https://codeberg.org/ldilley/adventofcode", "source_typ... | === GOAL ===
Produce a reliable, current, and actionable understanding of javascript.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings... | web-research-coding-5m-1.1.0 | |
74f4b559098de4aa4f9bc22d | train | ui_design | huggingface | https://huggingface.co/datasets/BatsResearch/trove-lib-documentation-assets | BatsResearch/trove-lib-documentation-assets | marketplace | kotlin | web_performance | Design a production-quality UI for a marketplace focused on web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BatsResearch/trove-lib-documentation-assets", "source_url": "https://huggingface.co/datasets/... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
45431cc7b01bc95e9cbca15c | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | rust | javascript | Design a production-quality UI for a landing_page focused on javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
30ee5c4163373cadda168f69 | train | nextjs_generation | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | sql | nextjs | Design a Next.js architecture for a search_interface. | {"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... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
7039722f0358617ca62d1707 | train | design_system | stackexchange | https://stackoverflow.com/questions/12787781/type-definition-in-object-literal-in-typescript | Type definition in object literal in TypeScript | productivity | dart | algorithms | Create a scalable design system for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Type definition in object literal in TypeScript", "source_url": "https://stackoverflow.com/qu... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
192020b6a23ffc60037cc1a7 | train | debugging | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | portfolio | typescript | open_source | Create a realistic typescript debugging problem involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
f233dbe81d45885ab233f20e | train | research_summary | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | html | sql | Summarize the current state of knowledge about sql. | {"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... | === OVERVIEW ===
sql 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 ===
uvicorn (https://pypi.org/... | web-research-coding-5m-1.1.0 |
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