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da6b7da676b9aab8779cbcd3 | train | refactoring_dependency | pypi | https://pypi.org/project/typer/ | typer | saas | javascript | backend | Refactor a javascript system related to backend. Focus on refactoring dependency. | {"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 ===
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 | |
6b87fd513a0f89eda97db360 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | dashboard | scala | fullstack | Perform a deep multi-layer analysis of fullstack for a dashboard 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": "BigScienceBiasEval/crows_pairs_multilingual", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'BigScienceBiasEval/crows_pairs_multilingual' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
7c2a675da15311f523c7c38a | train | code_review | stackexchange | https://stackoverflow.com/questions/1107220/how-can-i-select-an-element-by-name-with-jquery | How can I select an element by name with jQuery? | developer_tool | python | javascript | Perform a production code review of python code related to javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I select an element by name with jQuery?", "source_url": "https://stackoverflow.com/q... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f56846ece19129e88152ba74 | train | interaction_design | gitlab | https://gitlab.com/dslackw/colored | dslackw/colored | analytics | scala | developer_experience | Design interaction states for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslackw/colored", "source_url": "https://gitlab.com/dslackw/colored", "source_type": "reposit... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
7351d7eca045e2bd74efaa4c | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | css | deep_learning | Create a scalable design system for a ecommerce. | {"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", "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
16ae749fd040d8360dbf6c02 | train | dashboard | huggingface | https://huggingface.co/datasets/Jackrong/Competitive-Programming-python-blend | Jackrong/Competitive-Programming-python-blend | analytics | ruby | python | Design a production dashboard for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jackrong/Competitive-Programming-python-blend", "source_url": "https://huggingface.co/dataset... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
bdd85ebf0113e5605263ed88 | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/1335851/what-does-use-strict-do-in-javascript-and-what-is-the-reasoning-behind-it | What does "use strict" do in JavaScript, and what is the reasoning behind it? | dashboard | kotlin | serverless | Perform a deep developer-experience analysis for a kotlin project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "use strict" do in JavaScript, and what is the reasoning behind it?", "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... | web-research-coding-5m-1.1.0 | |
0e5bf7bba4b9b528f765b46f | train | integration_testing | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | productivity | cpp | observability | Design integration tests for a cpp system involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
f5af0d057528165c33657f7b | train | information_architecture | web_docs | https://git-scm.com/doc | Git Documentation | search_interface | rust | observability | Design the information architecture for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
d46c9f40a08b11dd48b9b26e | train | design_consistency | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | landing_page | rust | database | Audit design consistency across a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jan-hq/multiturn_programming_binarized", "source_url": "https://huggingface.co/datasets/jan-h... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
73ffb6306a788a2fab8e31f7 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | cpp | css | Create a production coding task in cpp for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
cbcec1857b54ffecba689342 | train | testing_experience | pypi | https://pypi.org/project/fastapi/ | fastapi | search_interface | go | devops | Perform a deep developer-experience analysis for a go project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
52e5dd3fe058964d1bf8a912 | train | architecture_analysis | npm | https://www.npmjs.com/package/next | next | landing_page | java | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
9cf9aa69052e7ecec70c1ed1 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | javascript | web_accessibility | Create a component architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
87f041a6dffba1d2bec721cc | train | refactoring_legacy_code | pypi | https://pypi.org/project/pytest/ | pytest | ecommerce | php | data_structures | Refactor a php system related to data_structures. Focus on refactoring legacy code. | {"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":... | === 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 | |
10b3306856a6e6101d999dac | train | developer_experience | huggingface | https://huggingface.co/datasets/RGES-PIT/MachineLearning | RGES-PIT/MachineLearning | saas | css | typescript | Perform a deep developer-experience analysis for a css project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RGES-PIT/MachineLearning", "source_url": "https://huggingface.co/datasets/RGES-PIT/MachineLea... | === 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 | |
3f64e21becfa34655594b3b8 | train | deep_technical_analysis | codeberg | https://codeberg.org/LadueCS/2048 | LadueCS/2048 | finance | java | css | Perform a deep multi-layer analysis of css for a finance 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": "LadueCS/2048", "source_url": "https://codeberg.org/LadueCS/2048", "source_type": "repository"... | === 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 'LadueCS/2048' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
1eb76370f654bb6818d11cac | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | python | sql | Perform a deep multi-layer analysis of sql for a blog 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
70005b4fc5036f21590610de | train | deep_technical_analysis | web_docs | https://doc.rust-lang.org/ | Rust Documentation | education | javascript | javascript | Perform a deep multi-layer analysis of javascript for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
29dd24c86356c483eb0f322e | train | root_cause_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | documentation | kotlin | nlp | Perform a deep multi-layer analysis of nlp for a documentation using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
96a5484641d3e4dc471d6710 | train | performance_analysis | huggingface | https://huggingface.co/datasets/vikp/textbook_quality_programming | vikp/textbook_quality_programming | dashboard | c | typescript | Perform a deep multi-layer analysis of typescript for a dashboard 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": "vikp/textbook_quality_programming", "source_url": "https://huggingface.co/datasets/vikp/textb... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'vikp/textbook_quality_programming' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
1144bf311eae560540186dc5 | train | refactoring_modularization | pypi | https://pypi.org/project/rich/ | rich | community | ruby | sql | Refactor a ruby system related to sql. Focus on refactoring modularization. | {"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": "sq... | === 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 | |
9301a8439cb312f211d86cfe | train | research_summary | pypi | https://pypi.org/project/streamlit/ | streamlit | community | kotlin | 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": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 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 ===
streamlit (https://... | web-research-coding-5m-1.1.0 | |
37f6c6f4a27013d363653f83 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | rust | authorization | Design an accessible form for authorization. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
abc4ca9bdcd922191aca3a73 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | kotlin | python | Create an SEO improvement plan for a education about python. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
2b923780993529552f534e97 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | typescript | caching | Find and summarize the relevant documentation for caching. | {"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... | === RELEVANT DOCS ===
- Fetch API
https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures wh... | web-research-coding-5m-1.1.0 | |
066dc3abfcf19a712e178d78 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/576169/understanding-python-super-with-init-methods | Understanding Python super() with __init__() methods | finance | go | backend | Perform a deep multi-layer analysis of backend for a finance using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding Python super() with __init__() methods", "source_url": "https://stackoverflow.c... | === 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 'Understanding Python super() with __init__() methods' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
b233d1e1f0c94d555f1f2b65 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | css | observability | Perform a security review of a admin_panel application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
3d0a8f5d766ae0d21746de75 | train | refactoring_legacy_code | web_docs | https://doc.rust-lang.org/ | Rust Documentation | productivity | html | fullstack | Refactor a html system related to fullstack. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 | |
02cc0f5df81cfb16762f1348 | train | repository_architecture | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | education | sql | api_design | Perform a deep multi-layer analysis of api_design for a education 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": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | === 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 'wavexx/fgallery' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
0ac22d912264496a55115c4e | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/42480111/how-do-i-print-the-model-summary-in-pytorch | How do I print the model summary in PyTorch? | portfolio | go | api_design | Refactor a go system related to api_design. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print the model summary in PyTorch?", "source_url": "https://stackoverflow.com/quest... | === 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 | |
158850d81daecf3ca59e3a41 | train | code_review | huggingface | https://huggingface.co/datasets/multimodal-reasoning-lab/Competitive-Programming | multimodal-reasoning-lab/Competitive-Programming | admin_panel | shell | user_experience | Perform a production code review of shell code related to user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multimodal-reasoning-lab/Competitive-Programming", "source_url": "https://huggingface.co/data... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
94c730ca712cdd6d26dfa9d8 | train | developer_experience | pypi | https://pypi.org/project/transformers/ | transformers | education | rust | devops | Perform a deep developer-experience analysis for a rust project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
01b43db9cf5b94282164588c | train | refactoring | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated | mxzoo/CFFI-javascript-obfuscated | developer_tool | python | distributed_systems | Create a production coding task in python for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated", "source_url": "https://huggingface.co/datasets/mxzoo/CFFI-... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
43f9e057a4e0c515f56f5afb | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | swift | graphql | Perform a deep multi-layer analysis of graphql for a social_app using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
bbc3a9ac3ed2bbf1ea5b9d0f | train | cli_experience | huggingface | https://huggingface.co/datasets/PatrickHaller/the-stack-python-1M | PatrickHaller/the-stack-python-1M | social_app | dart | authorization | Perform a deep developer-experience analysis for a dart project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PatrickHaller/the-stack-python-1M", "source_url": "https://huggingface.co/datasets/PatrickHal... | === 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 | |
0fd1795e0c129234f070c03e | train | refactoring_observability | gitlab | https://gitlab.com/catamphetamine/libphonenumber-js | catamphetamine/libphonenumber-js | marketplace | kotlin | serverless | Refactor a kotlin system related to serverless. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/libphonenumber-js", "source_url": "https://gitlab.com/catamphetamine/libphonen... | === 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 | |
a57888871020708f2a11992c | train | scalability_analysis | huggingface | https://huggingface.co/datasets/LocalResearchGroup/split-avelina-python-edu | LocalResearchGroup/split-avelina-python-edu | dashboard | swift | testing | Perform a deep multi-layer analysis of testing for a dashboard using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LocalResearchGroup/split-avelina-python-edu", "source_url": "https://huggingface.co/datasets/... | === 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 'LocalResearchGroup/split-avelina-python-edu' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
4606675f0f6f4268430c471c | train | testing_experience | codeberg | https://codeberg.org/codingotaku/7-Segment-Digital-Matrix-Rain | codingotaku/7-Segment-Digital-Matrix-Rain | social_app | java | database | Perform a deep developer-experience analysis for a java project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codingotaku/7-Segment-Digital-Matrix-Rain", "source_url": "https://codeberg.org/codingotaku/7... | === 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 | |
47ee10c6aa207aa6d8703d3f | train | design_review | npm | https://www.npmjs.com/package/vitest | vitest | search_interface | python | documentation | Perform a professional design review of a search_interface. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
328419ccf72375df61d4f9f8 | train | refactoring_modularization | codeberg | https://codeberg.org/nilikk/-webshop.com | nilikk/-webshop.com | ecommerce | html | docker | Refactor a html system related to docker. Focus on refactoring modularization. | {"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"... | === 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 | |
e89bcadb5937b1736abe11c5 | train | design_components | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | social_app | swift | api_design | Create a component architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoderOfCode/ship-tracking-data", "source_url": "https://huggingface.co/datasets/CoderOfCode/s... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4841a8663ae3194ec75bc2da | train | design_consistency | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | productivity | php | mongodb | Audit design consistency across a productivity. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
ba1cfe95aa6e22019ecbb2a5 | train | refactoring_api | codeberg | https://codeberg.org/codingotaku/7-Segment-Digital-Matrix-Rain | codingotaku/7-Segment-Digital-Matrix-Rain | social_app | scala | caching | Refactor a scala system related to caching. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codingotaku/7-Segment-Digital-Matrix-Rain", "source_url": "https://codeberg.org/codingotaku/7... | === 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 | |
5d8c33fbae82d5e9a13fd8de | train | html_generation | npm | https://www.npmjs.com/package/three | three | blog | html | distributed_systems | Create semantic HTML for a blog about distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | 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 |
eaed7bea0a338d067c010510 | train | refactoring_scalability | pypi | https://pypi.org/project/flask/ | flask | analytics | cpp | rest_api | Refactor a cpp system related to rest_api. Focus on refactoring scalability. | {"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": "... | === 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 | |
74ab4c157e99e5053d526863 | train | refactoring_observability | npm | https://www.npmjs.com/package/hono | hono | analytics | dart | deep_learning | Refactor a dart system related to deep_learning. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "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 | |
f0ec6b1d0a981456bd37c802 | train | react_generation | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | landing_page | c | serverless | Design React components for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy", "source_url": "https://codeberg.or... | 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 |
fa8fb4489fe532de52f109c9 | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | ruby | cloud | Refactor a ruby system related to cloud. Focus on refactoring readability. | {"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", "... | === 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 | |
ec1cd529227d412393ea938e | train | developer_onboarding | npm | https://www.npmjs.com/package/next | next | education | scala | data_engineering | Perform a deep developer-experience analysis for a scala project involving data_engineering. | {"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":... | === 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 | |
6084243456b2aa921f5a7b8a | train | refactoring_observability | web_docs | https://docs.python.org/3/ | Python Documentation | education | kotlin | redis | Refactor a kotlin system related to redis. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
d028aa34efa44803a52e8a57 | train | technical_research | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | search_interface | kotlin | software_architecture | Perform a technical research task about software_architecture, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | === SCOPE ===
Technical behavior of software_architecture.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- ita-ml/pyhard (https://gitlab.com/ita-ml/pyhard)
-... | web-research-coding-5m-1.1.0 | |
086da81889985d62dee56115 | train | refactoring_maintainability | web_docs | https://docs.docker.com/ | Docker Documentation | blog | php | user_experience | Refactor a php system related to user_experience. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
32b11de9ff23f3e94e159919 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | landing_page | swift | nodejs | Design a developer documentation page for nodejs. | {"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",... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e7eeab115ef33430d13b7aab | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | javascript | machine_learning | Perform a deep developer-experience analysis for a javascript project involving machine_learning. | {"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 | |
5c7d05d8792835f7f8d7f209 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | css | typescript | Extract verifiable evidence about typescript from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === SOURCE ===
HTTP
https://developer.mozilla.org/en-US/docs/Web/HTTP
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and ... | web-research-coding-5m-1.1.0 | |
f895771d06b330023302560d | train | code_review | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | education | scala | linux | Perform a production code review of scala code related to linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
fd902133bb97e3bff0ffa825 | train | refactoring_scalability | npm | https://www.npmjs.com/package/fastify | fastify | dashboard | c | ci_cd | Refactor a c system related to ci_cd. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 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 | |
841c251387932c009d9be7a3 | train | refactoring_modularization | web_docs | https://git-scm.com/doc | Git Documentation | productivity | php | css | Refactor a php system related to css. Focus on refactoring modularization. | {"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 ===
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 | |
f83366ca354dd167590d373b | train | typescript_generation | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | education | html | database | Implement TypeScript logic for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "source_url": "https://huggingface.co/datasets/... | 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 |
1c2ef254898b2b4cadc36615 | train | local_development_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | documentation | go | developer_experience | Perform a deep developer-experience analysis for a go project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 | |
f64d24227c8461168e426a67 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | swift | software_architecture | 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
d003692d52c28f84b18f65c0 | train | error_message_design | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | saas | go | distributed_systems | Perform a deep developer-experience analysis for a go project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. 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 | |
04ddd6ccf3a8e7ea8e9aff5c | train | refactoring_performance | gitlab | https://gitlab.com/secml/secml | secml/secml | social_app | kotlin | design_system | Refactor a kotlin system related to design_system. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "secml/secml", "source_url": "https://gitlab.com/secml/secml", "source_type": "repository", "t... | === 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 | |
5d529de16203e244177ae62c | train | debugging | github | https://github.com/ant-design/ant-design | ant-design/ant-design | developer_tool | php | security | Create a realistic php debugging problem involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2ce12bbb794270962c6b52fc | train | deep_technical_analysis | npm | https://www.npmjs.com/package/react | react | saas | shell | caching | Perform a deep multi-layer analysis of caching for a saas using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
ca0ec993756b551488ba7fb4 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | sql | frontend | Perform a professional design review of a education. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
c3bb32818c04a6863884a385 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | ruby | web_accessibility | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
245b02813036993a00c85a93 | train | accessibility_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | portfolio | typescript | backend | Perform a deep multi-layer analysis of backend 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "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 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
4e11aeb260027db470183b65 | train | local_development_experience | npm | https://www.npmjs.com/package/express | express | search_interface | java | debugging | Perform a deep developer-experience analysis for a java project involving debugging. | {"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... | === 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 | |
42213e5cb50f8e094fade418 | train | repository_architecture | web_docs | https://docs.djangoproject.com/ | Django Documentation | developer_tool | swift | design_system | Perform a deep multi-layer analysis of design_system for a developer_tool 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 Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
cc69c3b335d09d8064898a1d | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/mjphayes/machine_learning_questions | mjphayes/machine_learning_questions | ecommerce | go | redis | Perform a deep multi-layer analysis of redis for a ecommerce 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": "mjphayes/machine_learning_questions", "source_url": "https://huggingface.co/datasets/mjphayes... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'mjphayes/machine_learning_questions' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
eb4974ca2c6db7e2aea047bc | train | react_generation | npm | https://www.npmjs.com/package/eslint | eslint | dashboard | python | redis | Design React components for a dashboard. | {"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... | 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 |
e7e0349e5a1cc7ee1c304d06 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | marketplace | dart | design_system | Perform a deep multi-layer analysis of design_system for a marketplace 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": "hchautran/javascript", "source_url": "https://huggingface.co/datasets/hchautran/javascript", ... | === 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 'hchautran/javascript' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
2350c766be863a7cdb43d873 | train | refactoring_maintainability | pypi | https://pypi.org/project/flask/ | flask | blog | scala | docker | Refactor a scala system related to docker. Focus on refactoring maintainability. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
1a541a6f8216ffa1cd0e9a8b | train | error_message_design | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | community | dart | cloud | Perform a deep developer-experience analysis for a dart project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === 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 | |
ca172af2658413985f044947 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | c | authorization | Perform a production code review of c code related to authorization. | {"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", "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
d90d36cfcb6ec63beab5ba42 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/Svngoku/intensive-programming | Svngoku/intensive-programming | education | sql | python | Perform a deep multi-layer analysis of python for a education 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": "Svngoku/intensive-programming", "source_url": "https://huggingface.co/datasets/Svngoku/intens... | === 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 'Svngoku/intensive-programming' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
03be0e6fd58ab96f0b9e51cf | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | php | sql | Perform a deep developer-experience analysis for a php project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1011a96d7559006c0bb46c9a | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js | How do I get started with Node.js | community | go | nlp | Refactor a go system related to nlp. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get started with Node.js", "source_url": "https://stackoverflow.com/questions/235381... | === 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 | |
df55695bc6cd59b6af09f79a | train | accessibility_fix | npm | https://www.npmjs.com/package/rollup | rollup | social_app | dart | postgresql | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
3c885ec910f31d2ce547902c | train | multi_hop_research | huggingface | https://huggingface.co/datasets/OpenVINO/documentation | OpenVINO/documentation | education | javascript | web_accessibility | Perform multi-hop research about web_accessibility: 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": "OpenVINO/documentation", "source_url": "https://huggingface.co/datasets/OpenVINO/documentatio... | === HOP 1 ===
Start at: OpenVINO/documentation
https://huggingface.co/datasets/OpenVINO/documentation
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 ... | web-research-coding-5m-1.1.0 | |
3464490b66b09c2b94fadcc5 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | social_app | sql | web_performance | Perform a deep multi-layer analysis of web_performance for a social_app 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": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === 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 'libalpm64/mojo-programming' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
ca0b1f1c944d523de6271915 | train | design_review | pypi | https://pypi.org/project/flask/ | flask | landing_page | scala | sql | Perform a professional design review of a landing_page. | {"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": "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f0302684540aa523e60a0085 | train | developer_experience | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | blog | css | developer_experience | Perform a deep developer-experience analysis for a css project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 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 | |
55baff1ae93275ee15ca6d3d | train | debugging | stackexchange | https://stackoverflow.com/questions/171251/how-can-i-merge-properties-of-two-javascript-objects | How can I merge properties of two JavaScript objects? | search_interface | javascript | algorithms | Create a realistic javascript debugging problem involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I merge properties of two JavaScript objects?", "source_url": "https://stackoverflow.... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
a272f85c4b2672dbabf058f6 | train | security_review | stackexchange | https://stackoverflow.com/questions/27697766/understanding-min-df-and-max-df-in-scikit-countvectorizer | Understanding min_df and max_df in scikit CountVectorizer | landing_page | html | rest_api | Perform a security review of a landing_page application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding min_df and max_df in scikit CountVectorizer", "source_url": "https://stackoverf... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
f73dfd4c7926787b4ffb463f | train | ux_design | web_docs | https://git-scm.com/doc | Git Documentation | saas | shell | algorithms | Design the complete UX flow of a saas for algorithms. | {"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", ... | 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 | |
249a7253193257743b60824b | train | css_generation | stackexchange | https://stackoverflow.com/questions/50605219/difference-between-npx-and-npm | Difference between npx and npm | ecommerce | c | typescript | Create responsive CSS for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between npx and npm", "source_url": "https://stackoverflow.com/questions/50605219/... | 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 |
8501228a53bf8d8db4abcc11 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/728360/how-do-i-correctly-clone-a-javascript-object | How do I correctly clone a JavaScript object? | analytics | typescript | backend | Audit accessibility for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I correctly clone a JavaScript object?", "source_url": "https://stackoverflow.com/ques... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
76142e9969654de4a96c71e9 | train | ui_design | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | documentation | ruby | fullstack | Design a production-quality UI for a documentation focused on fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
beb91e8d929b8dc8c0f3f2ab | train | technical_research | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | ecommerce | scala | deep_learning | Perform a technical research task about deep_learning, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CLIUtils/modern-cmake", "source_url": "https://gitlab.com/CLIUtils/modern-cmake", "source_typ... | === SCOPE ===
Technical behavior of deep_learning.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- CLIUtils/modern-cmake (https://gitlab.com/CLIUtils/modern-... | web-research-coding-5m-1.1.0 | |
7c80ea0b915fc6b9fbe1beb3 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | typescript | open_source | Extract verifiable evidence about open_source from the given source. | {"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... | === SOURCE ===
CSS
https://developer.mozilla.org/en-US/docs/Web/CSS
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and en... | web-research-coding-5m-1.1.0 | |
e8fa9d2167e3c27b399cf271 | train | typescript_generation | web_docs | https://docs.djangoproject.com/ | Django Documentation | developer_tool | c | cloud | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | 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 |
e56292302880a018e528b3b1 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | dart | machine_learning | Perform a deep multi-layer analysis of machine_learning for a social_app 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
90710c35c733d064327f2fb7 | train | code_review | pypi | https://pypi.org/project/rich/ | rich | saas | c | ci_cd | Perform a production code review of c code related to ci_cd. | {"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": "ci... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
8e148c39ee74b6ea31ba2d53 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | education | java | authorization | Perform a deep multi-layer analysis of authorization for a education 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": "GudduButt/schemaforge-ai-and-machine-learning-10", "source_url": "https://huggingface.co/data... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'GudduButt/schemaforge-ai-and-machine-learning-10' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
a636c392320184c34977cc48 | train | source_selection | github | https://github.com/lukasmasuch/best-of-ml-python | lukasmasuch/best-of-ml-python | landing_page | swift | debugging | Select the most reliable sources to research debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lukasmasuch/best-of-ml-python", "source_url": "https://github.com/lukasmasuch/best-of-ml-pyth... | === 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 | |
e525fad64c4380a74acc6ce9 | train | ux_design | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | analytics | sql | authorization | Design the complete UX flow of a analytics for authorization. | {"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... | 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 | |
ab83ff0c94672e1cbc13f48f | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | python | authorization | Refactor a python system related to authorization. Focus on refactoring testability. | {"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", "... | === 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 |
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