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ed4d5d5230fa254518f3bdf0 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/21194934/how-to-create-a-directory-if-it-doesnt-exist-using-node-js | How to create a directory if it doesn't exist using Node.js | admin_panel | php | deep_learning | Perform a deep developer-experience analysis for a php project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to create a directory if it doesn't exist using Node.js", "source_url": "https://stac... | === 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 | |
2f44313f16e5cd64c7aa5ebb | train | research_summary | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | landing_page | typescript | data_engineering | Summarize the current state of knowledge about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | === OVERVIEW ===
data_engineering 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 ===
SciCode/SciCo... | web-research-coding-5m-1.1.0 | |
ee437b5aabac7ee0dc952f49 | train | code_review | pypi | https://pypi.org/project/rich/ | rich | productivity | javascript | database | Perform a production code review of javascript code related to database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "da... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
b54d0b91c8814971d39fc8fe | train | react_generation | huggingface | https://huggingface.co/datasets/ellamind/arc-multilingual | ellamind/arc-multilingual | saas | css | backend | Design React components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/arc-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/arc-multi... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
25e72d16d6cc30fa39f45e6d | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | education | go | algorithms | Perform a deep multi-layer analysis of algorithms for a education 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": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 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 'codekingpro/portable-devtools' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
5b38c94fe76d84ac5fe792c8 | train | refactoring_security | huggingface | https://huggingface.co/datasets/bezzam/documentation-images | bezzam/documentation-images | developer_tool | php | frontend | Refactor a php system related to frontend. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bezzam/documentation-images", "source_url": "https://huggingface.co/datasets/bezzam/documenta... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
bca3c31adc281d2a55e0ed6c | train | technical_research | stackexchange | https://stackoverflow.com/questions/11277432/how-can-i-remove-a-key-from-a-python-dictionary | How can I remove a key from a Python dictionary? | community | javascript | web_accessibility | Perform a technical research task about web_accessibility, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I remove a key from a Python dictionary?", "source_url": "https://stackoverflow.com/q... | === SCOPE ===
Technical behavior of web_accessibility.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How can I remove a key from a Python dictionary? (http... | web-research-coding-5m-1.1.0 | |
f4813b84ebae798ccb9f8a02 | train | code_review | pypi | https://pypi.org/project/pydantic/ | pydantic | admin_panel | ruby | authentication | Perform a production code review of ruby code related to authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
fdb51483223307ae1147c0e5 | train | cli_experience | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | education | rust | data_engineering | Perform a deep developer-experience analysis for a rust project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
aa91b3fa21dfc030617466ff | train | repository_documentation | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | marketplace | typescript | typescript | Perform a deep multi-layer analysis of typescript for a marketplace using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | === 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 'NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
e3679e34cc507dc4e4d0a125 | train | documentation_lookup | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | php | frontend | Find and summarize the relevant documentation for frontend. | {"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... | === RELEVANT DOCS ===
- Python Documentation
https://docs.python.org/3/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
92d84763e4308f32d437ecda | train | dashboard | web_docs | https://docs.docker.com/ | Docker Documentation | search_interface | shell | cloud | Design a production dashboard for cloud. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
044cf8782fa93db36969e3bd | train | system_analysis | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | portfolio | cpp | python | Perform a deep multi-layer analysis of python for a portfolio using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | === 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 'darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
8f11c2021030c6ab057783d6 | train | information_architecture | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | sql | user_experience | Design the information architecture for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
a49c3a3cab715a284fcb60bb | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | shell | nlp | Perform a deep multi-layer analysis of nlp for a admin_panel using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
ad79f07a6bd2c935a770cba0 | train | api_design | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | documentation | kotlin | devops | Design a production API for a devops application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
703333d25cdf8086eba11c22 | train | build_experience | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | analytics | go | docker | Perform a deep developer-experience analysis for a go project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | === 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 | |
341da663d29f10b4681c2fbc | train | risk_analysis | pypi | https://pypi.org/project/flask/ | flask | finance | java | software_architecture | Perform a deep multi-layer analysis of software_architecture for a finance using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'flask' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
53e2df51f6f17d8fcf6f274b | train | refactoring_modularization | npm | https://www.npmjs.com/package/express | express | documentation | shell | sql | Refactor a shell system related to sql. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 | |
b3ab6f83599097a90ea66dd8 | train | developer_onboarding | web_docs | https://docs.python.org/3/ | Python Documentation | saas | php | authentication | Perform a deep developer-experience analysis for a php project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. 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 | |
90b9eda2823951a0ce4384ae | train | design_tokens | stackexchange | https://stackoverflow.com/questions/32370994/how-to-pass-props-to-this-props-children | How to pass props to {this.props.children} | marketplace | go | debugging | Create design tokens for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to pass props to {this.props.children}", "source_url": "https://stackoverflow.com/questio... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
92e541e03e29e7ee16d41c8a | train | css_generation | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | developer_tool | typescript | testing | 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": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | 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 |
aecf87c6f4788c811b1a603a | train | scalability_analysis | npm | https://www.npmjs.com/package/vite | vite | portfolio | java | python | Perform a deep multi-layer analysis of python for a portfolio 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": "vite", "source_url": "https://www.npmjs.com/package/vite", "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 'vite' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
cdeee5b7cd9f70154ebfb9c6 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style | TokenBender/code_instructions_122k_alpaca_style | marketplace | javascript | ci_cd | Refactor a javascript system related to ci_cd. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TokenBender/code_instructions_122k_alpaca_style", "source_url": "https://huggingface.co/datas... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
67c6d680caeb99ff41aebdf3 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/40050397/deep-learning-nan-loss-reasons | Deep-Learning Nan loss reasons | admin_panel | java | sql | Perform a deep multi-layer analysis of sql for a admin_panel 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": "Deep-Learning Nan loss reasons", "source_url": "https://stackoverflow.com/questions/40050397/... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'Deep-Learning Nan loss reasons' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
20ef8f6b64282e03cf80bd2d | train | research_plan | npm | https://www.npmjs.com/package/hono | hono | blog | typescript | authorization | Build a structured research plan to deeply understand authorization. | {"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":... | === GOAL ===
Produce a reliable, current, and actionable understanding of authorization.
=== 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 findi... | web-research-coding-5m-1.1.0 | |
4d366e6361ce2bae82f4dc2d | train | repository_comparison | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | documentation | typescript | css | Perform a deep multi-layer analysis of css for a documentation using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'ruvnet/ruflo' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
d396fedeec86fb44962e722b | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/1335851/what-does-use-strict-do-in-javascript-and-what-is-the-reasoning-behind-it | What does "use strict" do in JavaScript, and what is the reasoning behind it? | ecommerce | css | software_architecture | Perform a deep developer-experience analysis for a css project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "use strict" do in JavaScript, and what is the reasoning behind it?", "so... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
87e6f5964d44bfd54fa19bd4 | train | seo_fix | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | saas | typescript | docker | Create an SEO improvement plan for a saas about docker. | {"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": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
fed01dd75396f5d1817742be | train | technical_research | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | swift | web_accessibility | Perform a technical research task about web_accessibility, focused on implementation details. | {"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": "... | === SCOPE ===
Technical behavior of web_accessibility.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Node.js Documentation (https://nodejs.org/docs/latest/... | web-research-coding-5m-1.1.0 | |
3b5b8ca1cc56b4e960ec2732 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | dashboard | cpp | graphql | Perform a deep multi-layer analysis of graphql for a dashboard using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'liuhangbiao/JavaScript-Code-Large' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
ce88bf3a2bebddb3663f8c19 | train | repository_architecture | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset | Multilingual-Multimodal-NLP/IfEvalCode-testset | documentation | ruby | css | Perform a deep multi-layer analysis of css for a documentation using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/IfEvalCode-testset", "source_url": "https://huggingface.co/datase... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'Multilingual-Multimodal-NLP/IfEvalCode-testset' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
41b1037c67a44ff478481880 | train | search_query_rewrite | codeberg | https://codeberg.org/pyaephyohein/_cargo-index | pyaephyohein/_cargo-index | dashboard | go | html | Rewrite and improve a vague search query about html 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": "pyaephyohein/_cargo-index", "source_url": "https://codeberg.org/pyaephyohein/_cargo-index", "... | === ORIGINAL (VAGUE) ===
how to do html
=== REWRITTEN QUERIES ===
1. html official documentation guide
2. html production best practices 2025
3. html common pitfalls and solutions
4. html architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, env... | web-research-coding-5m-1.1.0 | |
86d4e0966772ae221c586ecb | train | upgrade_experience | npm | https://www.npmjs.com/package/zod | zod | search_interface | dart | mongodb | Perform a deep developer-experience analysis for a dart project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
383675f3bc9d4a263d00eca8 | train | cli_experience | npm | https://www.npmjs.com/package/axios | axios | social_app | scala | web_performance | Perform a deep developer-experience analysis for a scala project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8ffc0f6b48e31bae7fa15a5f | train | ui_design | gitlab | https://gitlab.com/TUSoftwareEngineering/vulnerability-localization-using-machine-learning | TUSoftwareEngineering/vulnerability-localization-using-machine-learning | finance | ruby | devops | Design a production-quality UI for a finance focused on devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TUSoftwareEngineering/vulnerability-localization-using-machine-learning", "source_url": "http... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
1b642f339307903d80fd5873 | train | web_search_query | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | social_app | css | cloud | Write an effective web search query to research the topic: cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | === QUERY ===
cloud best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- cloud
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | web-research-coding-5m-1.1.0 | |
a550b0e1aee79c2fbe2ce380 | train | multi_layer_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | blog | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a blog 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
c0c691be880379a088ddf253 | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/613183/how-do-i-sort-a-dictionary-by-value | How do I sort a dictionary by value? | marketplace | cpp | html | Classify the search intent for a query about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I sort a dictionary by value?", "source_url": "https://stackoverflow.com/questions/613... | === 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 ===
"html vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
===... | web-research-coding-5m-1.1.0 | |
d4cd3de52df2df2cdf4f3c3e | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/66239691/what-does-npm-install-legacy-peer-deps-do-exactly-when-is-it-recommended-wh | What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a potential use case? | productivity | php | web_accessibility | Refactor a php system related to web_accessibility. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does npm install --legacy-peer-deps do exactly? When is it recommended / What's a po... | === 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 | |
595fdb294d12b3a47e726e94 | train | code_explanation | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | social_app | c | redis | Explain a c implementation related to redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/stackexchange-programming-cs-ctx-4096", "source_url": "https://huggingface.co/datas... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
97c01a7d4be0a2faa09d8d77 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | html | nodejs | Perform a deep multi-layer analysis of nodejs for a landing_page using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
f5e73e32477964e1dde04cd4 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/14667713/how-to-convert-a-string-to-number-in-typescript | How to convert a string to number in TypeScript? | documentation | c | authentication | Perform a deep developer-experience analysis for a c project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to convert a string to number in TypeScript?", "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 | |
8498a7a3f0b568e39c4d8ab8 | train | design_review | stackexchange | https://stackoverflow.com/questions/25093276/node-js-windows-error-enoent-stat-c-users-rt-appdata-roaming-npm | Node.js/Windows error: ENOENT, stat 'C:\Users\RT\AppData\Roaming\npm' | landing_page | typescript | data_structures | Perform a professional design review of a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js/Windows error: ENOENT, stat 'C:\\Users\\RT\\AppData\\Roaming\\npm'", "source_... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
9556020d05e4fce8953808b4 | train | web_search_query | web_docs | https://react.dev/ | React Documentation | social_app | css | microservices | Write an effective web search query to research the topic: microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === QUERY ===
microservices best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- microservices
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
ac2bae9fe30e2aba2f6ed9f3 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | admin_panel | typescript | authentication | Perform a deep multi-layer analysis of authentication for a admin_panel using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === 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 'khushbu313/text_to_javascript' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
b6b60c44620fd6a868c85fad | train | responsive_website | github | https://github.com/lutzroeder/netron | lutzroeder/netron | marketplace | kotlin | sql | Design a complete responsive marketplace for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lutzroeder/netron", "source_url": "https://github.com/lutzroeder/netron", "source_type": "rep... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
7c0de9a62795f6b7f9fe6bdc | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | cpp | machine_learning | Perform a deep multi-layer analysis of machine_learning for a productivity using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
09181ce188d1b9ce78894d74 | train | repository_dependency_analysis | gitlab | https://gitlab.com/philbooth/check-types.js | philbooth/check-types.js | social_app | sql | kubernetes | Perform a deep multi-layer analysis of kubernetes for a social_app using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "philbooth/check-types.js", "source_url": "https://gitlab.com/philbooth/check-types.js", "sour... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'philbooth/check-types.js' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
aea8556882a865e0b09b689d | train | repository_architecture | npm | https://www.npmjs.com/package/playwright | playwright | social_app | shell | react | Perform a deep multi-layer analysis of react for a social_app using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
2dd201b321d324c025101d05 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/16056591/font-scaling-based-on-size-of-container | Font scaling based on size of container | productivity | html | open_source | Perform a deep developer-experience analysis for a html project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Font scaling based on size of container", "source_url": "https://stackoverflow.com/questions/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
06a2d46b74c1b44f9deaf446 | train | refactoring_security | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | education | python | devops | Refactor a python system related to devops. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ee44d7266219575d3e8eb9f5 | train | repository_architecture | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | admin_panel | swift | database | Perform a deep multi-layer analysis of database for a admin_panel using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
ee903e164561e406929c0fc1 | train | landing_page | github | https://github.com/django/django | django/django | blog | kotlin | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django/django", "source_url": "https://github.com/django/django", "source_type": "repository"... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
a33946fc8b54eca84677a502 | train | refactoring_security | web_docs | https://docs.python.org/3/ | Python Documentation | finance | ruby | nodejs | Refactor a ruby system related to nodejs. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
0dbe824a206dd36c370a14fb | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | html | design_system | Perform a deep multi-layer analysis of design_system for a ecommerce using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
1df61d3c9550390001418c63 | train | design_review | stackexchange | https://stackoverflow.com/questions/10972176/find-the-version-of-an-installed-npm-package | Find the version of an installed npm package | search_interface | sql | developer_experience | Perform a professional design review of a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the version of an installed npm package", "source_url": "https://stackoverflow.com/quest... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
ac0937cf556b9b79dd68e716 | train | repository_comparison | pypi | https://pypi.org/project/django/ | django | search_interface | kotlin | kubernetes | Perform a deep multi-layer analysis of kubernetes for a search_interface using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
307a15ec012f39229ffb3805 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | ecommerce | dart | observability | Rewrite and improve a vague search query about observability 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": "bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual", "source_url": "https://hugging... | === ORIGINAL (VAGUE) ===
how to do observability
=== REWRITTEN QUERIES ===
1. observability official documentation guide
2. observability production best practices 2025
3. observability common pitfalls and solutions
4. observability architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
794b55e7696283daf82e06bb | train | algorithm_design | pypi | https://pypi.org/project/flask/ | flask | community | java | design_system | Design a java algorithm for a design_system problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
235394ee3e37d67733d92867 | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | swift | graphql | Design integration tests for a swift system involving graphql. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
43bff8fa0cc75e8d973e7d24 | train | repository_understanding | pypi | https://pypi.org/project/pandas/ | pandas | developer_tool | ruby | javascript | Perform a deep multi-layer analysis of javascript for a developer_tool using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
3f8f087004da248b5b225aa0 | train | accessibility_fix | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | productivity | shell | security | Create an accessibility remediation plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
9d9609f3e2f0b07b61fb50d0 | train | repository_dependency_analysis | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | developer_tool | css | kubernetes | Perform a deep multi-layer analysis of kubernetes for a developer_tool using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'dbsystel/gitlab-ci-python-library' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
43c5b08601fbe54b17980271 | train | scalability_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | productivity | php | data_engineering | Perform a deep multi-layer analysis of data_engineering for a productivity using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
a9970c75a28904253c2ed0a7 | train | component_design | codeberg | https://codeberg.org/dyke/2048-py | dyke/2048-py | portfolio | dart | nextjs | Design reusable UI components for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dyke/2048-py", "source_url": "https://codeberg.org/dyke/2048-py", "source_type": "repository"... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
c4c2ef997f18fa624b02e4e9 | train | component_design | huggingface | https://huggingface.co/datasets/Athe72/machine-learning | Athe72/machine-learning | documentation | shell | web_performance | Design reusable UI components for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Athe72/machine-learning", "source_url": "https://huggingface.co/datasets/Athe72/machine-learn... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
f57795cbab65f011456c0752 | train | responsive_website | stackexchange | https://stackoverflow.com/questions/1027354/i-need-an-unordered-list-without-any-bullets | I need an unordered list without any bullets | ecommerce | typescript | nlp | Design a complete responsive ecommerce for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I need an unordered list without any bullets", "source_url": "https://stackoverflow.com/quest... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
13857673f60929f53c8a9458 | train | product_analysis | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-ind-bitextmining | puttatidam/software-documentation-ind-bitextmining | portfolio | scala | microservices | Perform a deep multi-layer analysis of microservices for a portfolio 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": "puttatidam/software-documentation-ind-bitextmining", "source_url": "https://huggingface.co/da... | === 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 'puttatidam/software-documentation-ind-bitextmining' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
2cfb124781f8538ce9eebafa | train | repository_documentation | huggingface | https://huggingface.co/datasets/code-philia/mtpnet_image_models | code-philia/mtpnet_image_models | developer_tool | swift | testing | Perform a deep multi-layer analysis of testing for a developer_tool using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-philia/mtpnet_image_models", "source_url": "https://huggingface.co/datasets/code-philia/... | === 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 'code-philia/mtpnet_image_models' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
44daa3efa1486287c0bc7069 | train | api_developer_experience | npm | https://www.npmjs.com/package/react | react | developer_tool | javascript | database | Perform a deep developer-experience analysis for a javascript project involving database. | {"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. 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 | |
1e8d5ae76abb0acf55017a48 | train | documentation_experience | pypi | https://pypi.org/project/requests/ | requests | marketplace | ruby | postgresql | Perform a deep developer-experience analysis for a ruby project involving postgresql. | {"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 | |
d455bc6b7f46e4a6ba1b2a74 | train | refactoring_dependency | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | dashboard | shell | redis | Refactor a shell system related to redis. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | === 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 | |
b5612602a773b01c659e01d4 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/17982111/sass-variable-in-css-calc-function | Sass Variable in CSS calc() function | admin_panel | java | cloud | Find and summarize the relevant documentation for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sass Variable in CSS calc() function", "source_url": "https://stackoverflow.com/questions/179... | === RELEVANT DOCS ===
- Sass Variable in CSS calc() function
https://stackoverflow.com/questions/17982111/sass-variable-in-css-calc-function
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each sectio... | web-research-coding-5m-1.1.0 | |
6fd951a65a6c5edc46695082 | train | design_tokens | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | ecommerce | shell | cloud | Create design tokens for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8a4277c75604eb58a44fc073 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/react | react | dashboard | shell | backend | Perform a deep multi-layer analysis of backend for a dashboard using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
fa0de8fac0b0315a0c0e3731 | train | data_structure_design | npm | https://www.npmjs.com/package/vue | vue | admin_panel | ruby | cloud | Design a data structure in ruby for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
eedad6cb1ea76b5c610e3dd7 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | finance | python | authentication | Design interaction states for a finance. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
fde81bccd09a2a8bf9ee14c8 | train | multi_hop_research | web_docs | https://react.dev/ | React Documentation | admin_panel | javascript | sql | Perform multi-hop research about sql: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === HOP 1 ===
Start at: React Documentation
https://react.dev/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS =... | web-research-coding-5m-1.1.0 | |
4b1bf458b7d9c463db06ea11 | train | source_comparison | huggingface | https://huggingface.co/datasets/IFM/Code-Reasoning | IFM/Code-Reasoning | ecommerce | php | api_design | Compare multiple sources about api_design 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": "IFM/Code-Reasoning", "source_url": "https://huggingface.co/datasets/IFM/Code-Reasoning", "sou... | === SOURCES ===
- IFM/Code-Reasoning (https://huggingface.co/datasets/IFM/Code-Reasoning)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, envir... | web-research-coding-5m-1.1.0 | |
4d5b2bcbcaa9abec5fc4fa4a | train | refactoring_performance | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | blog | ruby | open_source | Refactor a ruby system related to open_source. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | === 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 | |
28434be393f693648740fe43 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | ecommerce | rust | graphql | Perform a deep multi-layer analysis of graphql for a ecommerce 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": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'deepmind/code_contests' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
c69621db12d5021b3ca6c6e8 | train | refactoring | huggingface | https://huggingface.co/datasets/WillHeld/paloma_programming_languages | WillHeld/paloma_programming_languages | finance | kotlin | user_experience | Create a production coding task in kotlin for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "WillHeld/paloma_programming_languages", "source_url": "https://huggingface.co/datasets/WillHe... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
03476d9eaf6644078fa6a994 | train | component_design | stackexchange | https://stackoverflow.com/questions/5266152/how-to-exit-in-node-js | How to exit in Node.js | social_app | rust | web_accessibility | Design reusable UI components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to exit in Node.js", "source_url": "https://stackoverflow.com/questions/5266152/how-to-ex... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6399323c9ecf52060334c08e | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | landing_page | typescript | open_source | Perform a deep multi-layer analysis of open_source for a landing_page using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
30628a19543a9cf51bcaa99e | train | repository_architecture | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | swift | debugging | Perform a deep multi-layer analysis of debugging for a admin_panel using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
9a7c6b2246e71ebf8624cebe | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | java | python | Create an accessibility remediation plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
256be94aed9948269b4e8612 | train | algorithm_design | huggingface | https://huggingface.co/datasets/mondk/documentation-images | mondk/documentation-images | social_app | ruby | fullstack | Design a ruby algorithm for a fullstack problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mondk/documentation-images", "source_url": "https://huggingface.co/datasets/mondk/documentati... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
6c455a40e7faa6a0fdf47db2 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | html | nlp | Perform a deep multi-layer analysis of nlp for a finance using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
691c76da212e73706a37dc05 | train | deep_technical_analysis | npm | https://www.npmjs.com/package/axios | axios | portfolio | php | nlp | Perform a deep multi-layer analysis of nlp for a portfolio 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
493c381db4086994636c7746 | train | information_architecture | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | admin_panel | sql | sql | Design the information architecture for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
0cbcbf4cdfa0e8ca27c1166a | train | typescript_generation | pypi | https://pypi.org/project/requests/ | requests | landing_page | cpp | nlp | Implement TypeScript logic for a landing_page. | {"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... | 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 |
bc591b00a9d462f3d79306c5 | train | build_experience | pypi | https://pypi.org/project/django/ | django | education | html | distributed_systems | Perform a deep developer-experience analysis for a html project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. 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 | |
5e1aa845bce4392f3e2f720f | train | source_comparison | huggingface | https://huggingface.co/datasets/tiiuae/documentation-images | tiiuae/documentation-images | developer_tool | java | serverless | Compare multiple sources about serverless 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": "tiiuae/documentation-images", "source_url": "https://huggingface.co/datasets/tiiuae/documenta... | === SOURCES ===
- tiiuae/documentation-images (https://huggingface.co/datasets/tiiuae/documentation-images)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version ... | web-research-coding-5m-1.1.0 | |
9508c9024c4389af04e43e05 | train | security_review | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | php | docker | Perform a security review of a ecommerce application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
8c6ddfbc6cb736938e9369d7 | train | debugging | stackexchange | https://stackoverflow.com/questions/4181861/message-src-refspec-master-does-not-match-any-when-pushing-commits-in-git | Message 'src refspec master does not match any' when pushing commits in Git | search_interface | java | authentication | Create a realistic java debugging problem involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Message 'src refspec master does not match any' when pushing commits in Git", "source... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
0c1abc958dd81395f09a4026 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | sql | microservices | Perform a deep developer-experience analysis for a sql project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 | |
41bcb335df4a8dd05017e4db | train | web_search_query | stackexchange | https://stackoverflow.com/questions/426258/setting-checked-for-a-checkbox-with-jquery | Setting "checked" for a checkbox with jQuery | admin_panel | python | serverless | Write an effective web search query to research the topic: serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Setting "checked" for a checkbox with jQuery", "source_url": "https://stackoverflow... | === QUERY ===
serverless best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- serverless
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3dba776c7664c57cacd2b877 | train | responsive_design | npm | https://www.npmjs.com/package/hono | hono | finance | ruby | deep_learning | Create a responsive design strategy for a finance. | {"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":... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
d6920a7ac8b74c755b706545 | train | repository_comparison | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | rust | cloud | Perform a deep multi-layer analysis of cloud for a ecommerce 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 |
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