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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
caef8c0de0ceae8071ebd9ad | train | design_to_code | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | dashboard | sql | sql | Translate a dashboard design into maintainable sql code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
456fc0f73c3bfe77f3b85ab2 | train | repository_architecture | huggingface | https://huggingface.co/datasets/gangiswag/javascript_ablation | gangiswag/javascript_ablation | developer_tool | java | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a developer_tool 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": "gangiswag/javascript_ablation", "source_url": "https://huggingface.co/datasets/gangiswag/java... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'gangiswag/javascript_ablation' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
e13398490f3a8e9afbb09c42 | train | source_comparison | pypi | https://pypi.org/project/fastapi/ | fastapi | developer_tool | shell | postgresql | Compare multiple sources about postgresql 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === SOURCES ===
- fastapi (https://pypi.org/project/fastapi/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
===... | web-research-coding-5m-1.1.0 | |
7ddac1278fd1c606c71c22a0 | train | ux_analysis | github | https://github.com/appwrite/appwrite | appwrite/appwrite | finance | shell | web_performance | Perform a deep multi-layer analysis of web_performance for a finance 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": "appwrite/appwrite", "source_url": "https://github.com/appwrite/appwrite", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'appwrite/appwrite' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
d3abf6c36824b6a4d53e431f | train | refactoring_performance | web_docs | https://react.dev/ | React Documentation | blog | java | react | Refactor a java system related to react. Focus on refactoring performance. | {"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... | === 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 | |
e1289f51701429290aaafe2d | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | ruby | typescript | Perform a deep developer-experience analysis for a ruby project involving typescript. | {"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. 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 | |
2ee8f70d449f15e94adfbdff | train | system_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | python | linux | Perform a deep multi-layer analysis of linux for a finance using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0495c235a83aa80fff5312d6 | train | multi_hop_research | npm | https://www.npmjs.com/package/hono | hono | marketplace | typescript | serverless | Perform multi-hop research about serverless: 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === HOP 1 ===
Start at: hono
https://www.npmjs.com/package/hono
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 | |
8ab9d3b8681079ca5c51eafd | train | responsive_design | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | education | python | postgresql | Create a responsive design strategy for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
91ec0f7f8edf83f3ad917f81 | train | fact_verification | pypi | https://pypi.org/project/gradio/ | gradio | saas | scala | backend | Verify a technical claim about backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === CLAIM ===
A common claim about backend.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depen... | web-research-coding-5m-1.1.0 | |
5012875a79dbe35cc9cf514d | train | multi_hop_research | npm | https://www.npmjs.com/package/vite | vite | social_app | c | authorization | Perform multi-hop research about authorization: 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": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === HOP 1 ===
Start at: vite
https://www.npmjs.com/package/vite
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 | |
8869dbd98d35c503adf25767 | train | product_analysis | codeberg | https://codeberg.org/arsann/100-plus-Python-programming-exercises-extended | arsann/100-plus-Python-programming-exercises-extended | admin_panel | typescript | nextjs | Perform a deep multi-layer analysis of nextjs 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": "arsann/100-plus-Python-programming-exercises-extended", "source_url": "https://codeberg.org/a... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'arsann/100-plus-Python-programming-exercises-extended' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
6d8f7c9c86f54cdfcd41e7c3 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | rust | nlp | Perform a deep multi-layer analysis of nlp for a admin_panel 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | web-research-coding-5m-1.1.0 | |
39bfcf97bcc06739b502257c | train | unit_testing | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | admin_panel | sql | javascript | Create a unit-testing strategy for sql code involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
80cfccbe0541786fb9744a35 | train | dependency_management_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | c | fullstack | Perform a deep developer-experience analysis for a c project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. 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 | |
12174adcb50313f1fea695ce | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | go | authentication | Refactor a go system related to authentication. Focus on refactoring observability. | {"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",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f145ded37066a1f50cce2c4b | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | python | design_system | Perform a deep multi-layer analysis of design_system for a blog using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standa... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8d8d1944ac9823854d4484b4 | train | nextjs_generation | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | css | distributed_systems | Design a Next.js architecture for a admin_panel. | {"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... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
d49a1a2c6706a4517eafd625 | train | multi_hop_research | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | portfolio | php | graphql | Perform multi-hop research about graphql: 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === HOP 1 ===
Start at: FastAPI Documentation
https://fastapi.tiangolo.com/
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.
==... | web-research-coding-5m-1.1.0 | |
da94f40538d016f90d5379a8 | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | html | web_performance | Perform a deep multi-layer analysis of web_performance for a community using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
fb39714a96e04b0411b8ce24 | train | search_query_rewrite | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | analytics | go | authorization | Rewrite and improve a vague search query about authorization 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": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | === ORIGINAL (VAGUE) ===
how to do authorization
=== REWRITTEN QUERIES ===
1. authorization official documentation guide
2. authorization production best practices 2025
3. authorization common pitfalls and solutions
4. authorization architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
b1e8130231154a6212258ebd | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | landing_page | swift | software_architecture | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingfac... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
20695c50a5eb0befb5f20c84 | train | debugging | stackexchange | https://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree | How to extract the decision rules from scikit-learn decision-tree? | productivity | html | frontend | Create a realistic html debugging problem involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to extract the decision rules from scikit-learn decision-tree?", "source_url": "https://s... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
8403ccc550f642ee830b70a8 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/5767325/how-can-i-remove-a-specific-item-from-an-array-in-javascript | How can I remove a specific item from an array in JavaScript? | portfolio | c | web_performance | Perform a deep developer-experience analysis for a c project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I remove a specific item from an array in JavaScript?", "source_url": "https://stacko... | === 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 | |
2938c853ca7c872b78a57a09 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/503093/how-do-i-redirect-to-another-webpage | How do I redirect to another webpage? | saas | python | data_structures | Perform a deep developer-experience analysis for a python project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I redirect to another webpage?", "source_url": "https://stackoverflow.com/questions/50... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
96da751f62bc9c141779276c | train | debugging | huggingface | https://huggingface.co/datasets/Jackrong/Competitive-Programming-python-blend | Jackrong/Competitive-Programming-python-blend | admin_panel | swift | developer_experience | Create a realistic swift debugging problem involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jackrong/Competitive-Programming-python-blend", "source_url": "https://huggingface.co/dataset... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
fa0bfa930ab3c72b21ae970a | train | fact_verification | huggingface | https://huggingface.co/datasets/rl-rag/hle-gpt-oss-120b-no-python-260222 | rl-rag/hle-gpt-oss-120b-no-python-260222 | admin_panel | sql | design_system | Verify a technical claim about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rl-rag/hle-gpt-oss-120b-no-python-260222", "source_url": "https://huggingface.co/datasets/rl-... | === CLAIM ===
A common claim about design_system.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
91fc20aee6fbf486aad5b7ab | train | tradeoff_analysis | github | https://github.com/GitHubDaily/GitHubDaily | GitHubDaily/GitHubDaily | developer_tool | php | design_system | Perform a deep multi-layer analysis of design_system for a developer_tool 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": "GitHubDaily/GitHubDaily", "source_url": "https://github.com/GitHubDaily/GitHubDaily", "source... | === 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 'GitHubDaily/GitHubDaily' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
6b795b59025d95aafb5b5ab3 | train | visual_hierarchy | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | c | web_performance | Improve visual hierarchy in a developer_tool. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
9e6f7097b48b8752a580214c | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | productivity | dart | debugging | Perform a deep multi-layer analysis of debugging for a productivity using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === 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 'dmeldrum6/dataset-JavaScript-general-coding' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
a0e88f207a70a298439ae864 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | cpp | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a search_interface 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
913efbcfade389c31cb3109b | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a01f43308178b99a05fb0981 | train | debugging | stackexchange | https://stackoverflow.com/questions/287871/how-do-i-print-colored-text-to-the-terminal | How do I print colored text to the terminal? | developer_tool | kotlin | nodejs | Create a realistic kotlin debugging problem involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print colored text to the terminal?", "source_url": "https://stackoverflow.com/quest... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
b4154d9cc709b1c0190ab447 | train | data_structure_design | github | https://github.com/langchain-ai/langchain | langchain-ai/langchain | documentation | css | security | Design a data structure in css for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "langchain-ai/langchain", "source_url": "https://github.com/langchain-ai/langchain", "source_t... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
629a739d2c41248b205eec42 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | rust | html | Find and summarize the relevant documentation for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === RELEVANT DOCS ===
- Fetch API
https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures wh... | web-research-coding-5m-1.1.0 | |
c3c935a8d210f7ccccab6cc8 | train | refactoring_maintainability | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | finance | typescript | data_structures | Refactor a typescript system related to data_structures. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
5da20d4bd0b80f56b49c42dc | train | product_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | saas | c | authentication | Perform a deep multi-layer analysis of authentication for a saas using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
af77162861d2d5b25ebaa366 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | java | data_engineering | Design a developer documentation page for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
46235c4831716c2a8e1a6aaf | train | performance_analysis | npm | https://www.npmjs.com/package/typescript | typescript | saas | java | computer_vision | Perform a deep multi-layer analysis of computer_vision for a saas 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'typescript' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
f928fa545b8a6414237552ea | train | design_components | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | admin_panel | scala | python | Create a component architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
6dd4e9f25ca1325703addd37 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | ecommerce | scala | testing | Improve visual hierarchy in a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sahil2801/CodeAlpaca-20k", "source_url": "https://huggingface.co/datasets/sahil2801/CodeAlpac... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
58840cf2bb2a3ecf8f497311 | train | component_design | pypi | https://pypi.org/project/flask/ | flask | developer_tool | javascript | testing | Design reusable UI components for a developer_tool. | {"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": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
442f8fcdf4ea4fd6a5ef0a42 | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/15260732/does-typescript-support-the-operator-and-whats-it-called | Does Typescript support the ?. operator? (And, what's it called?) | dashboard | javascript | redis | Refactor a javascript system related to redis. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Typescript support the ?. operator? (And, what's it called?)", "source_url": "https:... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
bc79ee3bd7cdf03e8191fcf8 | train | multi_layer_analysis | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | productivity | ruby | serverless | Perform a deep multi-layer analysis of serverless for a productivity 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": "nanuchi/python-programming", "source_url": "https://gitlab.com/nanuchi/python-programming", "... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'nanuchi/python-programming' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
e9f32d594828142caa2e13be | train | deep_technical_analysis | npm | https://www.npmjs.com/package/vue | vue | search_interface | cpp | developer_experience | Perform a deep multi-layer analysis of developer_experience for a search_interface 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'vue' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
6ee05dae77eb77fb20bbad5e | train | algorithm_design | huggingface | https://huggingface.co/datasets/multimodal-reasoning-lab/Competitive-Programming | multimodal-reasoning-lab/Competitive-Programming | blog | python | postgresql | Design a python algorithm for a postgresql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multimodal-reasoning-lab/Competitive-Programming", "source_url": "https://huggingface.co/data... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
45311ab2a7229ac4f225a9b6 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | css | software_architecture | Refactor a css system related to software_architecture. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
66370da36146e423db58bdab | train | source_selection | npm | https://www.npmjs.com/package/vue | vue | education | cpp | testing | Select the most reliable sources to research testing. | {"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": "... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
9972fa7917293fd35c54550f | train | unit_testing | pypi | https://pypi.org/project/pydantic/ | pydantic | saas | shell | web_performance | Create a unit-testing strategy for shell code involving web_performance. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
89ff520995fa6ea5d76ff152 | train | fact_verification | codeberg | https://codeberg.org/paultustain/100DaysofCodePython | paultustain/100DaysofCodePython | saas | php | security | Verify a technical claim about security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "paultustain/100DaysofCodePython", "source_url": "https://codeberg.org/paultustain/100DaysofCo... | === CLAIM ===
A common claim about security.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depe... | web-research-coding-5m-1.1.0 | |
4ede6b9ee685ed4acbdbb791 | train | build_experience | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | admin_panel | python | html | Perform a deep developer-experience analysis for a python project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
621e707b91c39971e6bac299 | train | repository_documentation | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | ecommerce | sql | backend | Perform a deep multi-layer analysis of backend for a ecommerce using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "source_url": "https://huggingface.co/datasets/... | === 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 'Neura-parse/quantum-machine-learning-theory' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
298518348f8e06e03717dbaa | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | javascript | mongodb | Classify the search intent for a query about mongodb. | {"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... | === 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 ===
"mongodb vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
3b5d39aa097f835e8140ef90 | train | documentation_page | pypi | https://pypi.org/project/streamlit/ | streamlit | community | php | devops | Design a developer documentation page for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f647690c808e4c3b2147f607 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | cpp | linux | Refactor a cpp system related to linux. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 | |
dbcfb0406b3a537bccdfb974 | train | build_experience | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | typescript | javascript | Perform a deep developer-experience analysis for a typescript project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c7fb14a11a5e1c153e1bdf1e | train | security_review | web_docs | https://docs.docker.com/ | Docker Documentation | blog | rust | nextjs | Perform a security review of a blog application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
fb7883627880607af0185146 | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | shell | computer_vision | Design integration tests for a shell system involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
534b2e18b9a7c4f291bf4ae6 | train | repository_issue_reasoning | gitlab | https://gitlab.com/gitlab-com/www-gitlab-com | gitlab-com/www-gitlab-com | documentation | typescript | python | Perform a deep multi-layer analysis of python 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": "gitlab-com/www-gitlab-com", "source_url": "https://gitlab.com/gitlab-com/www-gitlab-com", "so... | === 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 'gitlab-com/www-gitlab-com' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
81c4c95fa2aabcffd7bcb322 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-11 | GudduButt/schemaforge-ai-and-machine-learning-11 | finance | typescript | typescript | Refactor a typescript system related to typescript. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-11", "source_url": "https://huggingface.co/data... | === 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 | |
2530336fd0f8d541461b8edb | train | multi_layer_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | finance | typescript | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a finance using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'fastapi' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
06e52124cd56196ac0b1b78e | train | local_development_experience | web_docs | https://go.dev/doc/ | Go Documentation | portfolio | swift | python | Perform a deep developer-experience analysis for a swift project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ad9e1fbb8c7c4f4d7cc05a24 | train | upgrade_experience | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | community | rust | html | Perform a deep developer-experience analysis for a rust project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | === 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 | |
a146c24087386fd6655b0403 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | developer_tool | sql | graphql | Refactor a sql system related to graphql. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a remote Git branch?", "source_url": "https://stackoverflow.com/questions/151... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
135ab2dab812131da8e4519c | train | unit_testing | huggingface | https://huggingface.co/datasets/ianncity/Hunter-Alpha-Programming-160000x | ianncity/Hunter-Alpha-Programming-160000x | social_app | javascript | data_engineering | Create a unit-testing strategy for javascript code involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ianncity/Hunter-Alpha-Programming-160000x", "source_url": "https://huggingface.co/datasets/ia... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
30be3018ec4d322ffb5cb36c | train | code_explanation | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | portfolio | c | html | Explain a c implementation related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
59d76d094fd4d5a396e5e251 | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | python | frontend | Perform a deep multi-layer analysis of frontend for a developer_tool using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f16a03c7bd28512a587d822e | train | css_generation | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | saas | kotlin | css | Create responsive CSS for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | 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 |
4952b07d7e11fc7c987e74f6 | train | system_analysis | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | education | dart | devops | Perform a deep multi-layer analysis of devops for a education using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/hyperkitty", "source_url": "https://gitlab.com/mailman/hyperkitty", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'mailman/hyperkitty' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
a45f4b52988e69bce8ae5f81 | train | deployment_experience | pypi | https://pypi.org/project/django/ | django | productivity | php | web_performance | Perform a deep developer-experience analysis for a php project involving web_performance. | {"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 | |
1f9b1aff04f3302837274c01 | train | seo_fix | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | ecommerce | java | algorithms | Create an SEO improvement plan for a ecommerce about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
311e8bbb595fb4b11db24ef3 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | community | shell | machine_learning | Refactor a shell system related to machine_learning. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | === 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 | |
2997208b6d58e4bd7862988d | train | dependency_impact_analysis | web_docs | https://react.dev/ | React Documentation | social_app | java | nodejs | Perform a deep multi-layer analysis of nodejs for a social_app 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
bf53c757dab8af945b1333f6 | train | algorithm_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | dashboard | rust | serverless | Design a rust algorithm for a serverless problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
de785d156abcec2a06036c9d | train | design_accessibility | 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? | dashboard | kotlin | serverless | Audit accessibility for a dashboard. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
38df98e3b021d82dceff9fba | train | information_architecture | huggingface | https://huggingface.co/datasets/angie-chen55/python-github-code | angie-chen55/python-github-code | search_interface | python | cloud | Design the information architecture for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angie-chen55/python-github-code", "source_url": "https://huggingface.co/datasets/angie-chen55... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4cf56b322125fdc95df95d54 | train | design_review | npm | https://www.npmjs.com/package/vitest | vitest | ecommerce | python | microservices | Perform a professional design review of a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
87e21caaf5b7789084adc0bf | train | code_review | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley | UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley | search_interface | php | user_experience | Perform a production code review of php code related to user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Dylan-Manley", "source_url": "https://codeberg.org... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ddae4334c7d17eb269dc410a | train | deployment_experience | huggingface | https://huggingface.co/datasets/learning-machine-inc/musr-cot-opus5 | learning-machine-inc/musr-cot-opus5 | analytics | c | computer_vision | Perform a deep developer-experience analysis for a c project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/musr-cot-opus5", "source_url": "https://huggingface.co/datasets/learning... | === 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 | |
28de7ec627742af786e7b34f | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | python | web_performance | Design a production-quality UI for a education focused on web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c1a71fe7fb0cab3541b68e24 | train | system_analysis | pypi | https://pypi.org/project/numpy/ | numpy | finance | kotlin | api_design | Perform a deep multi-layer analysis of api_design for a finance 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
914873985215d70cc035985d | train | deep_technical_analysis | codeberg | https://codeberg.org/emilypummeroy/100-exercises-to-learn-rust | emilypummeroy/100-exercises-to-learn-rust | saas | go | react | Perform a deep multi-layer analysis of react for a saas 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": "emilypummeroy/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/emilypummeroy... | === 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 'emilypummeroy/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
54cfc09552f00ebd9270f24f | train | root_cause_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | landing_page | shell | machine_learning | Perform a deep multi-layer analysis of machine_learning for a landing_page 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
936b89d9b6acc10eeb606b3e | train | accessibility_fix | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | ecommerce | typescript | docker | Create an accessibility remediation plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f8c904888dd43098132f9d36 | train | repository_understanding | npm | https://www.npmjs.com/package/react | react | portfolio | java | kubernetes | Perform a deep multi-layer analysis of kubernetes 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": "react", "source_url": "https://www.npmjs.com/package/react", "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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
72bd01161a0b4968feedc686 | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/8865458/how-do-i-vertically-center-text-with-css | How do I vertically center text with CSS? | analytics | dart | developer_experience | Refactor a dart system related to developer_experience. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically center text with CSS?", "source_url": "https://stackoverflow.com/question... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
b9cf526994e27115f6dc0693 | train | integration_testing | github | https://github.com/storybookjs/storybook | storybookjs/storybook | documentation | javascript | nodejs | Design integration tests for a javascript system involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "storybookjs/storybook", "source_url": "https://github.com/storybookjs/storybook", "source_typ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
6316347336a55524d3d1a033 | train | code_explanation | stackexchange | https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector | Is there a "previous sibling" selector? | analytics | typescript | backend | Explain a typescript implementation related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a "previous sibling" selector?", "source_url": "https://stackoverflow.com/... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
c16a020ac5de0137ed8279a5 | train | upgrade_experience | pypi | https://pypi.org/project/scrapy/ | scrapy | search_interface | php | backend | Perform a deep developer-experience analysis for a php project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. 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 | |
e331de545673c31320fb4fe5 | train | refactoring_observability | web_docs | https://react.dev/ | React Documentation | ecommerce | php | caching | Refactor a php system related to caching. Focus on refactoring observability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
08fe4fadea4f0b96167d91f4 | train | documentation_lookup | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | finance | rust | developer_experience | Find and summarize the relevant documentation for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === RELEVANT DOCS ===
- eidheim/Simple-WebSocket-Server
https://gitlab.com/eidheim/Simple-WebSocket-Server
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact... | web-research-coding-5m-1.1.0 | |
485d71d8ae1b2788a01d165f | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | analytics | typescript | sql | Refactor a typescript system related to sql. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
4ed59510bed0d1aa8ff267da | train | react_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | community | dart | react | Design React components for a community. | {"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": "... | 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 |
d71fbebb50c6f0e9f262fe4f | train | ui_design | stackexchange | https://stackoverflow.com/questions/4482686/check-synchronously-if-file-directory-exists-in-node-js | Check synchronously if file/directory exists in Node.js | social_app | html | user_experience | Design a production-quality UI for a social_app focused on user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Check synchronously if file/directory exists in Node.js", "source_url": "https://stackoverflo... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
ab98c0b87c66add93bff8edf | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | ecommerce | java | data_structures | Perform a deep multi-layer analysis of data_structures for a ecommerce 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": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'databounty-io/build-competitive-programming-problem-dataset-cmsokff2' as a sour... | web-research-coding-5m-1.1.0 | |
b38e6782cb3bd0baef053e88 | train | research_plan | npm | https://www.npmjs.com/package/rollup | rollup | portfolio | rust | machine_learning | Build a structured research plan to deeply understand machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === GOAL ===
Produce a reliable, current, and actionable understanding of machine_learning.
=== 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 fi... | web-research-coding-5m-1.1.0 | |
9798d9614524cf9edc850580 | train | cli_experience | npm | https://www.npmjs.com/package/vue | vue | productivity | go | javascript | Perform a deep developer-experience analysis for a go project involving javascript. | {"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": "... | === 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 | |
0c1994252e0e93e84a49f5a8 | train | cli_experience | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | analytics | python | ci_cd | Perform a deep developer-experience analysis for a python project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5703b50ef9fa98410e96c51c | train | documentation_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | analytics | rust | nlp | Perform a deep developer-experience analysis for a rust project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | === 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 | |
d23a82ea00ed93443518cfc0 | train | css_generation | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | marketplace | php | web_accessibility | Create responsive CSS for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | 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 |
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