id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3059a77efd99841722a1a498 | train | scalability_analysis | github | https://github.com/react/react-native | react/react-native | finance | cpp | typescript | Perform a deep multi-layer analysis of typescript for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react-native", "source_url": "https://github.com/react/react-native", "source_type": "r... | === 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 'react/react-native' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
52efbd4178f117cf0920e518 | train | dependency_management_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | documentation | scala | linux | Perform a deep developer-experience analysis for a scala project involving linux. | {"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 | |
af9ee0524c1dc56a3d330d23 | train | refactoring_readability | web_docs | https://docs.docker.com/ | Docker Documentation | community | python | postgresql | Refactor a python 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e285b27a67f01bda202c09b7 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | search_interface | ruby | computer_vision | Classify the search intent for a query about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"computer_vision vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
48e95ddd1e3f730aa2dfcaa5 | train | source_selection | stackexchange | https://stackoverflow.com/questions/14425568/interface-type-check-with-typescript | Interface type check with Typescript | social_app | rust | devops | Select the most reliable sources to research devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Interface type check with Typescript", "source_url": "https://stackoverflow.com/questions/144... | === 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 | |
e86b8f4525d7f9d4f4f22c80 | train | refactoring_maintainability | web_docs | https://docs.docker.com/ | Docker Documentation | finance | dart | sql | Refactor a dart system related to sql. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
0448d14fb5ad05e7e24cc6ce | train | developer_onboarding | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | blog | cpp | graphql | Perform a deep developer-experience analysis for a cpp project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. 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 | |
9762fbc2cefa56794e05ac10 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/2595176/which-machine-learning-classifier-to-choose-in-general | Which machine learning classifier to choose, in general? | social_app | go | mongodb | Rewrite and improve a vague search query about mongodb into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which machine learning classifier to choose, in general?", "source_url": "https://stackoverfl... | === ORIGINAL (VAGUE) ===
how to do mongodb
=== REWRITTEN QUERIES ===
1. mongodb official documentation guide
2. mongodb production best practices 2025
3. mongodb common pitfalls and solutions
4. mongodb architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
14e1f46ea098e5a359d82d18 | train | design_to_code | huggingface | https://huggingface.co/datasets/google/code_x_glue_ct_code_to_text | google/code_x_glue_ct_code_to_text | search_interface | kotlin | data_structures | Translate a search_interface design into maintainable kotlin code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "google/code_x_glue_ct_code_to_text", "source_url": "https://huggingface.co/datasets/google/co... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
600df0a9fd9e1afc121fb70b | train | component_design | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | search_interface | rust | algorithms | Design reusable UI components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
8e0e6fde60110031e982aea6 | train | web_search_query | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | html | database | Write an effective web search query to research the topic: database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === QUERY ===
database best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- database
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
73163de09c5187c6e79886bc | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/12146914/what-is-the-difference-between-linear-regression-and-logistic-regression | What is the difference between linear regression and logistic regression? | finance | kotlin | data_engineering | Refactor a kotlin system related to data_engineering. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between linear regression and logistic regression?", "source_url": "ht... | === 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 | |
ffac43ca8272a924f6ebba75 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | marketplace | cpp | rest_api | Perform a deep developer-experience analysis for a cpp 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 | |
5e4dcc17e0e154f611baec57 | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | php | javascript | Perform a deep developer-experience analysis for a php project involving javascript. | {"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 | |
562fcc375f711ea9ebaff0c3 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | kotlin | deep_learning | Perform a deep developer-experience analysis for a kotlin project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 | |
f345676820f8c4d2b0d9ae8f | train | tradeoff_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | finance | php | testing | Perform a deep multi-layer analysis of testing for a finance 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
894f437fa14331fa396dc61d | train | form_ui | huggingface | https://huggingface.co/datasets/amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | finance | sql | api_design | Design an accessible form for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingfac... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b7bace23550f06e3501d75e1 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/PatrickHaller/the-stack-python-1M | PatrickHaller/the-stack-python-1M | dashboard | c | web_accessibility | Perform a deep developer-experience analysis for a c project involving web_accessibility. | {"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 | |
2e952dccdb4657c8dd7487b3 | train | design_components | pypi | https://pypi.org/project/streamlit/ | streamlit | marketplace | python | fullstack | Create a component architecture for a marketplace. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
040f38817327fd22466869bd | train | code_review | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | community | shell | html | Perform a production code review of shell code related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
d164810a5c876454b2aaac43 | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | swift | algorithms | Summarize the current state of knowledge about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === OVERVIEW ===
algorithms 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 ===
Web APIs (https://d... | web-research-coding-5m-1.1.0 | |
d848e430bb4ace93112c0c5f | train | performance_analysis | npm | https://www.npmjs.com/package/react | react | education | scala | rest_api | Perform a deep multi-layer analysis of rest_api for a education 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
9184e950fc22351e5800691f | train | typescript_generation | pypi | https://pypi.org/project/transformers/ | transformers | analytics | php | debugging | Implement TypeScript logic for a analytics. | {"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... | 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 |
2a8eb989e0e8f18aa3b083a8 | train | fact_verification | stackexchange | https://stackoverflow.com/questions/1832076/what-is-the-difference-between-supervised-learning-and-unsupervised-learning | What is the difference between supervised learning and unsupervised learning? | education | css | authorization | Verify a technical claim about authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between supervised learning and unsupervised learning?", "source_url":... | === CLAIM ===
A common claim about authorization.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
34aaaf64b223749ebd7dfb2f | train | seo_fix | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | community | python | data_structures | Create an SEO improvement plan for a community about data_structures. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f9eef3636fe1722896f646f3 | train | accessibility_fix | codeberg | https://codeberg.org/New_Wave_Liberty/_cargo-index | New_Wave_Liberty/_cargo-index | search_interface | go | devops | Create an accessibility remediation plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "New_Wave_Liberty/_cargo-index", "source_url": "https://codeberg.org/New_Wave_Liberty/_cargo-i... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8c8bff95b95557ef6abd4915 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | rust | authentication | Perform a deep multi-layer analysis of authentication for a marketplace 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
8d9718ddb35f627426ea8180 | train | scalability_analysis | web_docs | https://go.dev/doc/ | Go Documentation | social_app | swift | react | Perform a deep multi-layer analysis of react 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
162ada652b6a1ae72d67b4b7 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/33091376/what-is-exactly-sklearn-pipeline-pipeline | What is exactly sklearn.pipeline.Pipeline? | saas | scala | data_engineering | Perform a deep multi-layer analysis of data_engineering for a saas 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": "What is exactly sklearn.pipeline.Pipeline?", "source_url": "https://stackoverflow.com/questio... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'What is exactly sklearn.pipeline.Pipeline?' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
95f754dc4898eedbda63dc48 | train | information_architecture | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | developer_tool | kotlin | fullstack | Design the information architecture for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
9fe3c0506d6fde0391f8f0b7 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/34570758/why-do-we-need-middleware-for-async-flow-in-redux | Why do we need middleware for async flow in Redux? | search_interface | sql | data_structures | Perform a deep multi-layer analysis of data_structures for a search_interface 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": "Why do we need middleware for async flow in Redux?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'Why do we need middleware for async flow in Redux?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
879072ed26380c560d1e66ac | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/105034/how-do-i-create-a-guid-uuid | How do I create a GUID / UUID? | admin_panel | go | microservices | Perform a deep multi-layer analysis of microservices for a admin_panel using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a GUID / UUID?", "source_url": "https://stackoverflow.com/questions/105034/ho... | === 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 'How do I create a GUID / UUID?' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
0f83b8de6d468cd87460ea35 | train | dependency_management_experience | web_docs | https://docs.docker.com/ | Docker Documentation | portfolio | java | web_accessibility | Perform a deep developer-experience analysis for a java project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4feba6dfe68823f4d8bee70d | train | ui_design | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | saas | html | frontend | Design a production-quality UI for a saas focused on frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
2998136b807ddf429ff65c1d | train | evidence_extraction | web_docs | https://docs.python.org/3/ | Python Documentation | landing_page | rust | algorithms | Extract verifiable evidence about algorithms from the given source. | {"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... | === SOURCE ===
Python Documentation
https://docs.python.org/3/
=== 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 environ... | web-research-coding-5m-1.1.0 | |
6ff9f5dc0421ef5162a21f02 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/malaysia-ai/Multilingual-TTS | malaysia-ai/Multilingual-TTS | community | java | authentication | Perform a deep multi-layer analysis of authentication for a community 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": "malaysia-ai/Multilingual-TTS", "source_url": "https://huggingface.co/datasets/malaysia-ai/Mul... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'malaysia-ai/Multilingual-TTS' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
96fa7b73c6500eeec4b75b0a | train | refactoring_testability | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | blog | shell | graphql | Refactor a shell system related to graphql. Focus on refactoring testability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
d9152bdfab5cfc4740492b31 | train | ux_design | npm | https://www.npmjs.com/package/prettier | prettier | community | cpp | nodejs | Design the complete UX flow of a community for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
5881c582cebdff24355d3ac5 | train | refactoring_dependency | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | analytics | html | deep_learning | Refactor a html system related to deep_learning. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
a68447b8474781892b1b6b13 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | productivity | dart | machine_learning | Perform a deep multi-layer analysis of machine_learning for a productivity using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === 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 'khushbu313/text_to_javascript' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
0ea4bcfd74481c4f6878a515 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | shell | web_performance | Design a production API for a web_performance application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
127fd4398ae6e616a7350b93 | train | search_intent_classification | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | saas | sql | react | Classify the search intent for a query about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "sour... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"react vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
a962cb704ab4567326484721 | train | debugging | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | blog | php | distributed_systems | Create a realistic php debugging problem involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
3b93695f54ce0106fa7823e7 | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | swift | linux | Design a production-quality UI for a documentation focused on linux. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
be2e965bf6b903113f0be6be | train | debugging | gitlab | https://gitlab.com/gitmate/open-source/IGitt | gitmate/open-source/IGitt | saas | javascript | html | Create a realistic javascript debugging problem involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitmate/open-source/IGitt", "source_url": "https://gitlab.com/gitmate/open-source/IGitt", "so... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
f482c82129d807fbc0c842be | train | refactoring_dependency | pypi | https://pypi.org/project/numpy/ | numpy | dashboard | java | microservices | Refactor a java 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "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 | |
2c7548bbd0f00c375d9d374c | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/26253351/correct-modification-of-state-arrays-in-react-js | Correct modification of state arrays in React.js | portfolio | ruby | caching | Perform a deep developer-experience analysis for a ruby project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Correct modification of state arrays in React.js", "source_url": "https://stackoverflow.com/q... | === 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 | |
7a0b4e1adeb81f2fe8b12868 | train | css_generation | gitlab | https://gitlab.com/nct_tso_public/nonrigid-data-generation-pipeline | nct_tso_public/nonrigid-data-generation-pipeline | developer_tool | css | rest_api | Create responsive CSS for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nct_tso_public/nonrigid-data-generation-pipeline", "source_url": "https://gitlab.com/nct_tso_... | 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 |
68bf054d250cc6996eb12a2c | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/1495407/maintain-the-aspect-ratio-of-a-div-with-css | Maintain the aspect ratio of a div with CSS | blog | go | frontend | Refactor a go system related to frontend. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Maintain the aspect ratio of a div with CSS", "source_url": "https://stackoverflow.com/questi... | === 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 | |
e4babc2d33493785415d10db | train | html_generation | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | portfolio | javascript | cloud | Create semantic HTML for a portfolio about cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | 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 |
22e6c037ac8a0cb8d720f36b | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/Mutonix/Vript_Multilingual | Mutonix/Vript_Multilingual | blog | kotlin | mongodb | Refactor a kotlin system related to mongodb. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mutonix/Vript_Multilingual", "source_url": "https://huggingface.co/datasets/Mutonix/Vript_Mul... | === 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 | |
3776ba1b29d4d8c60df70e8f | train | repository_understanding | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | blog | c | algorithms | Perform a deep multi-layer analysis of algorithms for a blog 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
42dc77c773384dc7e56e3f07 | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | analytics | shell | authorization | Implement JavaScript interactions for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Use 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 |
58b3ae17a9fea5128701de91 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | python | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bc2051c3aa6a51a7aee10c40 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | ruby | linux | Create responsive CSS for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use 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 |
91f31addc6e819edd1890ea8 | train | design_to_code | stackexchange | https://stackoverflow.com/questions/34521797/how-to-add-multiple-classes-to-a-reactjs-component | How to add multiple classes to a ReactJS Component? | documentation | kotlin | fullstack | Translate a documentation design into maintainable kotlin code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to add multiple classes to a ReactJS Component?", "source_url": "https://stackoverflow.co... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
c7c337e3de95e2a994ae79f7 | train | documentation_experience | pypi | https://pypi.org/project/requests/ | requests | documentation | go | documentation | Perform a deep developer-experience analysis for a go project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. 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 | |
96ea473428850eb70d1af560 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/9329446/loop-for-each-over-an-array-in-javascript | Loop (for each) over an array in JavaScript | saas | javascript | backend | Perform a deep multi-layer analysis of backend for a saas 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": "Loop (for each) over an array in JavaScript", "source_url": "https://stackoverflow.com/questi... | === 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 'Loop (for each) over an array in JavaScript' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
82190d726a53346e28199f7a | train | web_search_query | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | blog | python | database | Write an effective web search query to research the topic: database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === QUERY ===
database best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- database
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c67067e57efa0ef09c846efa | train | refactoring | npm | https://www.npmjs.com/package/vitest | vitest | blog | cpp | design_system | Create a production coding task in cpp for design_system. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
472943aed91d1b3ac9164ca5 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/hono | hono | productivity | scala | python | Perform a deep multi-layer analysis of python for a productivity 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
1560434b1a93b1286fb63e78 | train | performance_fix | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | ecommerce | shell | algorithms | Create a web-performance optimization plan for a ecommerce. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
2c5665d43c8f5aad2cb2f087 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/kwatcharasupat/dnr-v3-multilingual | kwatcharasupat/dnr-v3-multilingual | developer_tool | sql | observability | Perform a deep multi-layer analysis of observability for a developer_tool using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kwatcharasupat/dnr-v3-multilingual", "source_url": "https://huggingface.co/datasets/kwatchara... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'kwatcharasupat/dnr-v3-multilingual' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
f489d518c82ffb6bfe2f21a1 | train | seo_fix | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | swift | database | Create an SEO improvement plan for a developer_tool about database. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
2441851daa253d723a8789bf | train | performance_analysis | npm | https://www.npmjs.com/package/playwright | playwright | education | dart | algorithms | Perform a deep multi-layer analysis of algorithms for a education 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
7e370300f208e1a1e54c2432 | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | css | security | Perform a deep developer-experience analysis for a css project involving security. | {"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 | |
ab18b9c1ca242aac4dbaecf9 | train | repository_documentation | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-project-page-videos | NTU-yiwen/code-world-model-project-page-videos | productivity | rust | security | Perform a deep multi-layer analysis of security for a productivity 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": "NTU-yiwen/code-world-model-project-page-videos", "source_url": "https://huggingface.co/datase... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'NTU-yiwen/code-world-model-project-page-videos' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
5f38beff572c5d809ffac00f | train | source_selection | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | portfolio | go | frontend | Select the most reliable sources to research frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | === 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 | |
cb8880068753e2f5cf4a592f | train | nextjs_generation | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | dashboard | c | design_system | Design a Next.js architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | 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 |
9f28fefec088b07151b45cb3 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/AIYA-on-Huggingface/AIYA-Programming | AIYA-on-Huggingface/AIYA-Programming | documentation | javascript | linux | Perform a deep multi-layer analysis of linux for a documentation 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": "AIYA-on-Huggingface/AIYA-Programming", "source_url": "https://huggingface.co/datasets/AIYA-on... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'AIYA-on-Huggingface/AIYA-Programming' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
51e99488f0733a7a2bd15574 | train | design_consistency | pypi | https://pypi.org/project/typer/ | typer | landing_page | go | 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
1f22ff40cccaf167a66840e9 | train | maintainability_analysis | github | https://github.com/n8n-io/n8n | n8n-io/n8n | portfolio | c | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a portfolio 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": "n8n-io/n8n", "source_url": "https://github.com/n8n-io/n8n", "source_type": "repository", "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 'n8n-io/n8n' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
837b92cf1d21b984000defc7 | train | component_design | huggingface | https://huggingface.co/datasets/OpenVINO/documentation | OpenVINO/documentation | saas | javascript | caching | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OpenVINO/documentation", "source_url": "https://huggingface.co/datasets/OpenVINO/documentatio... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
efa0ac80f9288351cf88c054 | train | search_query_rewrite | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | java | deep_learning | Rewrite and improve a vague search query about deep_learning into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
29bc009a8633996bc841f021 | train | design_review | github | https://github.com/ElemeFE/element | ElemeFE/element | finance | java | debugging | Perform a professional design review of a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "source_type": "reposit... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
419a518ebf4e3243114df47f | train | source_comparison | stackexchange | https://stackoverflow.com/questions/6591213/how-can-i-rename-a-local-git-branch | How can I rename a local Git branch? | social_app | java | web_accessibility | Compare multiple sources about web_accessibility 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": "How can I rename a local Git branch?", "source_url": "https://stackoverflow.com/questions/659... | === SOURCES ===
- How can I rename a local Git branch? (https://stackoverflow.com/questions/6591213/how-can-i-rename-a-local-git-branch)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and... | web-research-coding-5m-1.1.0 | |
052e62067849fff07ca4afb6 | train | design_to_code | web_docs | https://docs.docker.com/ | Docker Documentation | productivity | scala | distributed_systems | Translate a productivity design into maintainable scala code. | {"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... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
cd2e3646208fab19287d8c13 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | php | backend | Perform a production code review of php code related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
1a16dce545657ddf6a80e0a1 | train | debugging | codeberg | https://codeberg.org/m5blum/acweb | m5blum/acweb | community | ruby | mongodb | Create a realistic ruby debugging problem involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m5blum/acweb", "source_url": "https://codeberg.org/m5blum/acweb", "source_type": "repository"... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
a2ea4245a19bfa897192b665 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | dashboard | css | frontend | Refactor a css system related to frontend. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML: Valid id attribute values?", "source_url": "https://stackoverflow.com/questions/70579/h... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
ade29c361ebf90595ec1bfd8 | train | dashboard | gitlab | https://gitlab.com/philbooth/check-types.js | philbooth/check-types.js | community | typescript | authentication | Design a production dashboard for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "philbooth/check-types.js", "source_url": "https://gitlab.com/philbooth/check-types.js", "sour... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b94074ab5f1d2ab0d5d519b4 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | scala | backend | Refactor a scala system related to backend. Focus on refactoring scalability. | {"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... | === 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 | |
3300744fc132abe04c8977aa | train | cli_experience | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | finance | html | devops | Perform a deep developer-experience analysis for a html project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | === 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 | |
0d6b72282342a7c7b6bb9872 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/28889826/how-to-set-focus-on-an-input-field-after-rendering | How to set focus on an input field after rendering? | analytics | c | user_experience | Perform a deep multi-layer analysis of user_experience for a analytics 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": "How to set focus on an input field after rendering?", "source_url": "https://stackoverflow.co... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'How to set focus on an input field after rendering?' as a source anchor and ide... | web-research-coding-5m-1.1.0 | |
871be9b6d8d6c068b11215ac | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | kotlin | database | Refactor a kotlin system related to database. Focus on refactoring api. | {"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 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 | |
eee7ed7a545f3b21ba2c2d82 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/134845/which-href-value-should-i-use-for-javascript-links-or-javascriptvoid0 | Which "href" value should I use for JavaScript links, "#" or "javascript:void(0)"? | social_app | rust | open_source | Perform a deep multi-layer analysis of open_source 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": "Which "href" value should I use for JavaScript links, "#" or "javasc... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Which "href" value should I use for JavaScript links, "#" or "... | web-research-coding-5m-1.1.0 | |
513ced5a2450e0672850edfa | train | fact_verification | gitlab | https://gitlab.com/antora/antora | antora/antora | analytics | java | testing | Verify a technical claim about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | === CLAIM ===
A common claim about testing.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depen... | web-research-coding-5m-1.1.0 | |
c39b2416014aa1ee2be5a8cc | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | php | documentation | Perform a deep developer-experience analysis for a php project involving documentation. | {"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 | |
d08b04c56a9711df23bda101 | train | research_plan | huggingface | https://huggingface.co/datasets/JanSchTech/starcoderdata-python-edu-lang-score | JanSchTech/starcoderdata-python-edu-lang-score | finance | go | postgresql | Build a structured research plan to deeply understand postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JanSchTech/starcoderdata-python-edu-lang-score", "source_url": "https://huggingface.co/datase... | === GOAL ===
Produce a reliable, current, and actionable understanding of postgresql.
=== 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 | |
cddd2fbcea544d357008b2d9 | train | documentation_page | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | landing_page | php | data_structures | Design a developer documentation page for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
591038728451c0c9404cf07b | train | local_development_experience | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | ecommerce | dart | javascript | Perform a deep developer-experience analysis for a dart project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c7fcb3ae699344ac33be6533 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2 | Shuu12121/javascript-treesitter-filtered-datasetsV2 | saas | swift | docker | Refactor a swift system related to docker. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-filtered-datasetsV2", "source_url": "https://huggingface.co/d... | === 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 | |
798d8b296d03b08926c41f5d | train | html_generation | npm | https://www.npmjs.com/package/typescript | typescript | admin_panel | sql | sql | Create semantic HTML for a admin_panel about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | 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 |
83c4563152d56df5b511ea85 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | sql | python | Create an accessibility remediation plan for a developer_tool. | {"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 HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d64a775e4476d52af7855288 | train | refactoring_readability | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | sql | distributed_systems | Refactor a sql system related to distributed_systems. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 | |
eb56f8476ae88351d32610ce | train | source_selection | stackexchange | https://stackoverflow.com/questions/37937984/git-refusing-to-merge-unrelated-histories-on-rebase | Git refusing to merge unrelated histories on rebase | social_app | html | typescript | Select the most reliable sources to research typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git refusing to merge unrelated histories on rebase", "source_url": "https://stackoverflow.co... | === 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 | |
5b4c7763ba1ba1a1c1570328 | train | api_design | stackexchange | https://stackoverflow.com/questions/1832076/what-is-the-difference-between-supervised-learning-and-unsupervised-learning | What is the difference between supervised learning and unsupervised learning? | education | sql | distributed_systems | Design a production API for a distributed_systems application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between supervised learning and unsupervised learning?", "source_url":... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
4bad2683159fa4dff7c776ae | train | testing_experience | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | ecommerce | java | api_design | Perform a deep developer-experience analysis for a java project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === 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 | |
02789edd04677a052b3e08dd | train | debugging_experience | codeberg | https://codeberg.org/taniki/11d.im | taniki/11d.im | landing_page | go | postgresql | Perform a deep developer-experience analysis for a go project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "taniki/11d.im", "source_url": "https://codeberg.org/taniki/11d.im", "source_type": "repositor... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
bf9322857683da2f47eab2c8 | train | source_selection | gitlab | https://gitlab.com/pavel.krupala/pyqt-node-editor | pavel.krupala/pyqt-node-editor | portfolio | typescript | data_engineering | Select the most reliable sources to research data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavel.krupala/pyqt-node-editor", "source_url": "https://gitlab.com/pavel.krupala/pyqt-node-ed... | === 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 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.