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1c04338570f3a183ee6aa0fb | train | design_system | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | scala | graphql | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
adb0c9c2f3ed8dc653a3b017 | train | refactoring_dependency | github | https://github.com/vercel/hyper | vercel/hyper | social_app | swift | nlp | Refactor a swift system related to nlp. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
b5254e215473b3e8347d1fce | train | developer_experience | npm | https://www.npmjs.com/package/webpack | webpack | education | scala | ci_cd | Perform a deep developer-experience analysis for a scala project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
019220deb0380883f648da7f | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | kotlin | computer_vision | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | 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 |
3a0247332aa4d0460d42f8db | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | portfolio | scala | api_design | Perform a deep developer-experience analysis for a scala project involving api_design. | {"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 | |
8bcc06086ea549d7ecbef01a | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/McEval | Multilingual-Multimodal-NLP/McEval | admin_panel | python | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a admin_panel 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": "Multilingual-Multimodal-NLP/McEval", "source_url": "https://huggingface.co/datasets/Multiling... | === 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 'Multilingual-Multimodal-NLP/McEval' as a source anchor and identify relevan... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
65afa2b0bed13efc91e6a26e | train | code_explanation | pypi | https://pypi.org/project/fastapi/ | fastapi | search_interface | java | serverless | Explain a java implementation related to serverless. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
cc60094f137ef4ac51abede4 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | java | frontend | Refactor a java system related to frontend. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
74c7f383c497d27b941266de | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | css | typescript | Perform a deep multi-layer analysis of typescript for a community using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
633e2b61e0229f21688ee91a | train | refactoring_security | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | education | html | nextjs | Refactor a html system related to nextjs. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2", "source_url": "https://huggingfa... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
64042a14ecc8ba23b855c3ac | train | product_analysis | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | finance | python | design_system | Perform a deep multi-layer analysis of design_system 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": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | === 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 'multilingual-discourse-hub/disrpt' as a source anchor and identify relevant APIs, d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b6df8bb75263865935f997ec | train | repository_comparison | gitlab | https://gitlab.com/radix-ai/challenge | radix-ai/challenge | search_interface | ruby | user_experience | Perform a deep multi-layer analysis of user_experience for a search_interface 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": "radix-ai/challenge", "source_url": "https://gitlab.com/radix-ai/challenge", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'radix-ai/challenge' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
c44e0e702489a3015290e859 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | education | php | docker | Perform a deep multi-layer analysis of docker for a education 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": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'dmeldrum6/dataset-JavaScript-general-coding' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
b86b18150bac617836ad3927 | train | repository_dependency_analysis | gitlab | https://gitlab.com/gitlab-org/gitlab-docs | gitlab-org/gitlab-docs | documentation | ruby | authentication | Perform a deep multi-layer analysis of authentication for a documentation using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-org/gitlab-docs", "source_url": "https://gitlab.com/gitlab-org/gitlab-docs", "source_t... | === 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 'gitlab-org/gitlab-docs' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
84accd7294ca36fef0edb907 | train | research_summary | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | social_app | go | documentation | Summarize the current state of knowledge about documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | === OVERVIEW ===
documentation in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
john.carroll.p/r... | web-research-coding-5m-1.1.0 | |
51a29a18ddb81d899cb0f480 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/18875674/whats-the-difference-between-dependencies-devdependencies-and-peerdependencie | What's the difference between dependencies, devDependencies, and peerDependencies in NPM package.json file? | saas | scala | web_accessibility | Design a developer documentation page for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between dependencies, devDependencies, and peerDependencies in NPM ... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
a04406ba4e8d9523207bff3c | train | integration_testing | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | marketplace | javascript | sql | Design integration tests for a javascript system involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/mmlu-pro-cot-opus5", "source_url": "https://huggingface.co/datasets/lear... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
ae3abdf10670e9a01dcd06f9 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/990754/how-to-leave-exit-deactivate-a-python-virtualenv | How to leave/exit/deactivate a Python virtualenv | admin_panel | rust | postgresql | Perform a deep multi-layer analysis of postgresql 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": "How to leave/exit/deactivate a Python virtualenv", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'How to leave/exit/deactivate a Python virtualenv' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
638bc277e658f75864ff6764 | train | evidence_extraction | npm | https://www.npmjs.com/package/react | react | finance | scala | testing | Extract verifiable evidence about testing from the given source. | {"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... | === SOURCE ===
react
https://www.npmjs.com/package/react
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment s... | web-research-coding-5m-1.1.0 | |
ee7970dc0cfe66fc8627f8b6 | train | refactoring_readability | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | developer_tool | shell | testing | Refactor a shell system related to testing. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
d750122d48f65813c4c75b63 | train | root_cause_analysis | codeberg | https://codeberg.org/saba2002/-my_simple_website..... | saba2002/-my_simple_website..... | portfolio | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a portfolio 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": "saba2002/-my_simple_website.....", "source_url": "https://codeberg.org/saba2002/-my_simple_we... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'saba2002/-my_simple_website.....' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
bf7dbab923e3628370c5c8dc | train | design_review | github | https://github.com/trekhleb/homemade-machine-learning | trekhleb/homemade-machine-learning | education | sql | authentication | Perform a professional design review of a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trekhleb/homemade-machine-learning", "source_url": "https://github.com/trekhleb/homemade-mach... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
e52cac87dc8136ba26e1bdb4 | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/4114095/how-do-i-revert-a-git-repository-to-a-previous-commit | How do I revert a Git repository to a previous commit? | community | php | web_performance | Improve visual hierarchy in a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I revert a Git repository to a previous commit?", "source_url": "https://stackoverflow... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
c99090bfcda3e412602543a2 | train | design_system | huggingface | https://huggingface.co/datasets/invinciblejha01/documentation-images | invinciblejha01/documentation-images | social_app | go | postgresql | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "invinciblejha01/documentation-images", "source_url": "https://huggingface.co/datasets/invinci... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
d964e4231c213f6304b87a84 | train | form_ui | stackexchange | https://stackoverflow.com/questions/28889826/how-to-set-focus-on-an-input-field-after-rendering | How to set focus on an input field after rendering? | ecommerce | kotlin | fullstack | Design an accessible form for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to set focus on an input field after rendering?", "source_url": "https://stackoverflow.co... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
676f89e10e322b8ea98f6f41 | train | api_design | codeberg | https://codeberg.org/DarthCloud/100-exercises-to-learn-rust | DarthCloud/100-exercises-to-learn-rust | search_interface | ruby | javascript | Design a production API for a javascript application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DarthCloud/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/DarthCloud/100-e... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
cfa462ed168a4e60eb88cd76 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/angie-chen55/javascript-github-code | angie-chen55/javascript-github-code | productivity | go | authentication | Perform a deep multi-layer analysis of authentication for a productivity 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": "angie-chen55/javascript-github-code", "source_url": "https://huggingface.co/datasets/angie-ch... | === 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 'angie-chen55/javascript-github-code' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
c947faf85bda072da4448fd6 | train | unit_testing | npm | https://www.npmjs.com/package/next | next | social_app | typescript | testing | Create a unit-testing strategy for typescript code involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
52ac16c19af0f16e5befaac4 | train | repository_issue_reasoning | github | https://github.com/httpie/cli | httpie/cli | documentation | rust | frontend | Perform a deep multi-layer analysis of frontend for a documentation 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": "httpie/cli", "source_url": "https://github.com/httpie/cli", "source_type": "repository", "top... | === 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 'httpie/cli' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
14177d99900aa4d8121630e4 | train | fact_verification | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | analytics | php | microservices | Verify a technical claim about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === CLAIM ===
A common claim about microservices.
=== 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 | |
fbb13d0462403d1db5215079 | train | source_selection | huggingface | https://huggingface.co/datasets/PrunaAI/documentation-images | PrunaAI/documentation-images | admin_panel | kotlin | design_system | Select the most reliable sources to research design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PrunaAI/documentation-images", "source_url": "https://huggingface.co/datasets/PrunaAI/documen... | === 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 | |
e42c7b54b1646a87d868808a | train | repository_dependency_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | finance | javascript | javascript | Perform a deep multi-layer analysis of javascript for a finance using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
726d1df77e992eb86faa38ff | train | refactoring_testability | pypi | https://pypi.org/project/pytest/ | pytest | landing_page | java | python | Refactor a java system related to python. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
fd0d81690a517debad398053 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | php | sql | Perform a deep multi-layer analysis of sql for a social_app 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
91230beb0d2c85914519649c | train | multi_hop_research | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | sql | kubernetes | Perform multi-hop research about kubernetes: 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === HOP 1 ===
Start at: tailwindcss
https://www.npmjs.com/package/tailwindcss
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 | |
45f7c9cd242c1586d5bccaaf | train | dependency_impact_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | portfolio | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a portfolio using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
307a51462623c78671e4609a | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | typescript | python | Perform a deep multi-layer analysis of python for a education 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
cc18d3fc9f8b112f9165ee2f | train | seo_fix | huggingface | https://huggingface.co/datasets/Delcastillo8/machine_learning_project | Delcastillo8/machine_learning_project | developer_tool | html | serverless | Create an SEO improvement plan for a developer_tool about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Delcastillo8/machine_learning_project", "source_url": "https://huggingface.co/datasets/Delcas... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
9e7e4993e6ec3e4eb9588edd | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | javascript | mongodb | Design a production dashboard for mongodb. | {"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, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b97f1390c6c56ec43795ee02 | train | evidence_chain_analysis | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | analytics | css | redis | Perform a deep multi-layer analysis of redis for a analytics using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rmnvgr/metadata-cleaner", "source_url": "https://gitlab.com/rmnvgr/metadata-cleaner", "source... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'rmnvgr/metadata-cleaner' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
68d9abe437446ba2593989dd | train | cli_experience | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | dashboard | html | software_architecture | Perform a deep developer-experience analysis for a html project involving software_architecture. | {"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... | === 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 | |
728770c1175713f67f4a4797 | train | form_ui | stackexchange | https://stackoverflow.com/questions/34518656/how-to-interpret-loss-and-accuracy-for-a-machine-learning-model | How to interpret loss and accuracy for a machine learning model | developer_tool | rust | documentation | Design an accessible form for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to interpret loss and accuracy for a machine learning model", "source_url": "https://stac... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
701bf7b552b027ee29a8a936 | train | accessibility_analysis | pypi | https://pypi.org/project/pandas/ | pandas | blog | kotlin | frontend | Perform a deep multi-layer analysis of frontend for a blog 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": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
2d4b9d1b1d8cfa2416797cd6 | train | research_summary | github | https://github.com/reflex-dev/reflex | reflex-dev/reflex | admin_panel | python | sql | Summarize the current state of knowledge about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reflex-dev/reflex", "source_url": "https://github.com/reflex-dev/reflex", "source_type": "rep... | === OVERVIEW ===
sql in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
reflex-dev/reflex (https:/... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8c483ef09625061b80501ae7 | train | repository_architecture | pypi | https://pypi.org/project/pandas/ | pandas | search_interface | scala | typescript | Perform a deep multi-layer analysis of typescript for a search_interface using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
748f1d1dd4c5aab45b41426b | train | multi_hop_research | codeberg | https://codeberg.org/Higssgin/1234567890000 | Higssgin/1234567890000 | analytics | c | sql | Perform multi-hop research about sql: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Higssgin/1234567890000", "source_url": "https://codeberg.org/Higssgin/1234567890000", "source... | === HOP 1 ===
Start at: Higssgin/1234567890000
https://codeberg.org/Higssgin/1234567890000
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 w... | web-research-coding-5m-1.1.0 | |
a11469ed88a077a5855c2547 | train | algorithm_design | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | portfolio | swift | open_source | Design a swift algorithm for a open_source problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
49ac2ec2258da37835085cd7 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/43220348/cant-bind-to-formcontrol-since-it-isnt-a-known-property-of-input-angular | Can't bind to 'formControl' since it isn't a known property of 'input' - Angular2 Material Autocomplete issue | saas | sql | deep_learning | Perform a deep multi-layer analysis of deep_learning for a saas 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": "Can't bind to 'formControl' since it isn't a known property of 'input'... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'Can't bind to 'formControl' since it isn't a known property of '... | web-research-coding-5m-1.1.0 | |
983b5241bb015635096f709b | train | refactoring_observability | npm | https://www.npmjs.com/package/prettier | prettier | social_app | python | frontend | Refactor a python system related to frontend. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bc6918a965f93040a21dd324 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/PrunaAI/documentation-images | PrunaAI/documentation-images | marketplace | html | postgresql | Perform a deep developer-experience analysis for a html project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PrunaAI/documentation-images", "source_url": "https://huggingface.co/datasets/PrunaAI/documen... | === 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 | |
656ff80ef4c7e9a7f95f7214 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | saas | java | backend | Perform a deep multi-layer analysis of backend 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
cef8335906686f9611950173 | train | performance_analysis | pypi | https://pypi.org/project/pandas/ | pandas | education | go | graphql | Perform a deep multi-layer analysis of graphql for a education using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
4b5e906b29d5d736d5b60145 | train | search_intent_classification | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | social_app | sql | deep_learning | Classify the search intent for a query about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 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 ===
"deep_learning vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
687c0b4f2d73341c95331c0d | train | responsive_design | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | social_app | rust | testing | Create a responsive design strategy for a social_app. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
9a9315a74d5f9c7542e89f87 | train | web_search_query | pypi | https://pypi.org/project/flask/ | flask | productivity | shell | linux | Write an effective web search query to research the topic: linux. | {"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": "... | === QUERY ===
linux best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- linux
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | web-research-coding-5m-1.1.0 | |
801ab4e41f5b0c606124eca5 | train | repository_architecture | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | social_app | sql | algorithms | Perform a deep multi-layer analysis of algorithms for a social_app using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'hongliu9903/stack_edu_javascript' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
2a49fb6a669549f25543fa84 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | ruby | developer_experience | Perform a production code review of ruby code related to developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
9f389b9d4648ef6dee5cfc92 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/10075990/upgrading-node-js-to-the-latest-version | Upgrading Node.js to the latest version | education | rust | web_performance | Perform a deep developer-experience analysis for a rust project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Upgrading Node.js to the latest version", "source_url": "https://stackoverflow.com/questions/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0bac779bf2d34ba393c1219a | train | risk_analysis | github | https://github.com/PaddlePaddle/Paddle | PaddlePaddle/Paddle | landing_page | javascript | documentation | Perform a deep multi-layer analysis of documentation for a landing_page using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PaddlePaddle/Paddle", "source_url": "https://github.com/PaddlePaddle/Paddle", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'PaddlePaddle/Paddle' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
f218dc8f9c32b13b16e0a013 | train | system_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | social_app | c | algorithms | Perform a deep multi-layer analysis of algorithms for a social_app 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
4332808e9ff81ba803b5b270 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | documentation | rust | cloud | Perform a deep developer-experience analysis for a rust project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | === 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 | |
c3f4fe04435fd44d1f3a7821 | train | upgrade_experience | pypi | https://pypi.org/project/fastapi/ | fastapi | dashboard | ruby | ci_cd | Perform a deep developer-experience analysis for a ruby project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c37263612344c99c0f088454 | train | source_comparison | stackexchange | https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means | Is it possible to specify your own distance function using scikit-learn K-Means Clustering? | ecommerce | go | backend | Compare multiple sources about backend 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": "Is it possible to specify your own distance function using scikit-learn K-Means Clustering?",... | === SOURCES ===
- Is it possible to specify your own distance function using scikit-learn K-Means Clustering? (https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims... | web-research-coding-5m-1.1.0 | |
88a9aee42e2d4af479e17acb | train | repository_documentation | npm | https://www.npmjs.com/package/svelte | svelte | ecommerce | cpp | user_experience | Perform a deep multi-layer analysis of user_experience for a ecommerce 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
e89425f4c2ce930aa3b72c82 | train | debugging_experience | gitlab | https://gitlab.com/kornelski/babel-preset-php | kornelski/babel-preset-php | blog | java | nodejs | Perform a deep developer-experience analysis for a java project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornelski/babel-preset-php", "source_url": "https://gitlab.com/kornelski/babel-preset-php", "... | === 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 | |
52f93e1519e0900bb78ffb56 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/6245570/how-do-i-get-the-current-branch-name-in-git | How do I get the current branch name in Git? | ecommerce | sql | nodejs | Refactor a sql system related to nodejs. 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 get the current branch name in Git?", "source_url": "https://stackoverflow.com/quest... | === 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 | |
90a8a87e25818ce357f374af | train | design_components | stackexchange | https://stackoverflow.com/questions/2596805/how-do-i-make-git-use-the-editor-of-my-choice-for-editing-commit-messages | How do I make git use the editor of my choice for editing commit messages? | ecommerce | swift | design_system | Create a component architecture for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make git use the editor of my choice for editing commit messages?", "source_url": "h... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c37811b92f9ee2a53bb78e4f | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | sql | backend | Extract verifiable evidence about backend from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === SOURCE ===
Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is th... | web-research-coding-5m-1.1.0 | |
0f4896756b18ebdd73a90a15 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | go | react | Perform a deep multi-layer analysis of react for a analytics using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
0bded62ee9302354fdb2a580 | train | design_system | pypi | https://pypi.org/project/gradio/ | gradio | portfolio | sql | web_accessibility | Create a scalable design system for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
0920a99fe791f7ae541c842e | train | refactoring_scalability | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | c | user_experience | Refactor a c system related to user_experience. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
66e8a98e9d1c1bdf15e1f7f1 | train | research_summary | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | sql | authorization | Summarize the current state of knowledge about authorization. | {"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... | === OVERVIEW ===
authorization in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Python Documenta... | web-research-coding-5m-1.1.0 | |
cdb7d6817d1f236f5e084f3e | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/21733847/react-jsx-selecting-selected-on-selected-select-option | React JSX: selecting "selected" on selected <select> option | admin_panel | ruby | redis | Perform a deep multi-layer analysis of redis for a admin_panel 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": "React JSX: selecting "selected" on selected <select> option", "source_url": "... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'React JSX: selecting "selected" on selected <select> option' as a source anchor and... | web-research-coding-5m-1.1.0 | |
19930159c6b2307f7a37997c | train | design_to_code | npm | https://www.npmjs.com/package/hono | hono | analytics | go | algorithms | Translate a analytics design into maintainable go code. | {"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":... | 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 | |
f3c34b1e765d76e05eea2ab9 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | saas | html | api_design | Refactor a html system related to api_design. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
e23d7b029f21cfe637a96249 | train | local_development_experience | huggingface | https://huggingface.co/datasets/model-metadata/code_execution_files | model-metadata/code_execution_files | dashboard | javascript | cloud | Perform a deep developer-experience analysis for a javascript project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "model-metadata/code_execution_files", "source_url": "https://huggingface.co/datasets/model-me... | === 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 | |
ed46571e233b2eb4b5e89cba | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/SciCodePile/SciCode-Programming-Problems | SciCodePile/SciCode-Programming-Problems | documentation | sql | testing | Refactor a sql system related to testing. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCodePile/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/Sci... | === 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 | |
113c0fbcf0335e659f72e154 | train | responsive_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | social_app | html | kubernetes | Create a responsive design strategy for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c76fd52931b4b6dbd329e6ed | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/1402370/when-should-i-use-genetic-algorithms-as-opposed-to-neural-networks | When should I use genetic algorithms as opposed to neural networks? | search_interface | cpp | frontend | Refactor a cpp system related to frontend. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "When should I use genetic algorithms as opposed to neural networks?", "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 | |
9e55ce3bccac724038ff7a09 | train | landing_page | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | analytics | kotlin | documentation | Design a landing page for a documentation product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BigScienceBiasEval/crows_pairs_multilingual", "source_url": "https://huggingface.co/datasets/... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f1bd8937dc813f0930269d14 | train | accessibility_analysis | web_docs | https://git-scm.com/doc | Git Documentation | blog | kotlin | testing | Perform a deep multi-layer analysis of testing for a blog 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
3dd11087447426b47486c57e | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/6591213/how-can-i-rename-a-local-git-branch | How can I rename a local Git branch? | education | c | authorization | Refactor a c system related to authorization. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I rename a local Git branch?", "source_url": "https://stackoverflow.com/questions/659... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
226e9aea1636ae09d3340c42 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/2480650/what-is-the-role-of-the-bias-in-neural-networks | What is the role of the bias in neural networks? | saas | html | distributed_systems | Find and summarize the relevant documentation for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the role of the bias in neural networks?", "source_url": "https://stackoverflow.com/q... | === RELEVANT DOCS ===
- What is the role of the bias in neural networks?
https://stackoverflow.com/questions/2480650/what-is-the-role-of-the-bias-in-neural-networks
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY =... | web-research-coding-5m-1.1.0 | |
9e9f2196117d29b566a32360 | train | documentation_lookup | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | javascript | caching | Find and summarize the relevant documentation for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === RELEVANT DOCS ===
- Kubernetes Documentation
https://kubernetes.io/docs/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
c99a2651f72384eb77992f95 | train | system_analysis | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | dashboard | scala | nlp | Perform a deep multi-layer analysis of nlp for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === 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 'suriyagunasekar/stackoverflow-python-with-meta-data' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
fc3d5c83b660be828a946939 | train | form_ui | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | css | typescript | Design an accessible form for typescript. | {"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": "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
bac95608e8b8aa9b6dd58578 | train | api_design | stackexchange | https://stackoverflow.com/questions/2189452/what-is-the-difference-between-margin-and-padding-in-css | What is the difference between margin and padding in CSS? | landing_page | scala | computer_vision | Design a production API for a computer_vision application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between margin and padding in CSS?", "source_url": "https://stackoverf... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
612d057bebca146f75d1626b | train | dependency_management_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | dashboard | go | fullstack | Perform a deep developer-experience analysis for a go project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1084e5e2eca63e282c860f4a | train | documentation_page | npm | https://www.npmjs.com/package/typescript | typescript | saas | javascript | software_architecture | Design a developer documentation page for software_architecture. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
6cbbdfe447793ab1bd2c1965 | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | scala | software_architecture | Design a complete responsive social_app for software_architecture. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
9984073bbd5585492f5de0e6 | train | design_system | gitlab | https://gitlab.com/dslackw/colored | dslackw/colored | developer_tool | swift | web_accessibility | Create a scalable design system for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslackw/colored", "source_url": "https://gitlab.com/dslackw/colored", "source_type": "reposit... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
1ade78b1bae8494428518689 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/7273338/how-to-vertically-align-an-image-inside-a-div | How to vertically align an image inside a div | blog | java | observability | Perform a deep developer-experience analysis for a java project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to vertically align an image inside a div", "source_url": "https://stackoverflow.com/ques... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2f85797cd99e91dbae5917c5 | train | ux_analysis | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | go | authentication | Perform a deep multi-layer analysis of authentication for a marketplace 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
f9e4d75865c7746023ab118b | train | visual_hierarchy | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | admin_panel | java | linux | Improve visual hierarchy in a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e179fb801ac07de80b2b5795 | train | responsive_website | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | ecommerce | shell | web_accessibility | Design a complete responsive ecommerce for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/github-repos-python", "source_url": "https://huggingface.co/datasets/code-rag-... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
05e314548437faaf3f820248 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | rust | web_performance | Design a developer documentation page for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
d0b5cf70a77144204a52a81f | train | form_ui | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | community | python | backend | Design an accessible form for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3869c9a99acb5ff14d9093fd | train | multi_hop_research | github | https://github.com/leonardomso/33-js-concepts | leonardomso/33-js-concepts | education | shell | nlp | Perform multi-hop research about nlp: 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": "leonardomso/33-js-concepts", "source_url": "https://github.com/leonardomso/33-js-concepts", "... | === HOP 1 ===
Start at: leonardomso/33-js-concepts
https://github.com/leonardomso/33-js-concepts
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... | web-research-coding-5m-1.1.0 | |
87aed9b5c35226d2abec824f | train | product_analysis | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | social_app | dart | mongodb | Perform a deep multi-layer analysis of mongodb for a social_app using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'pavanello-research-group/qmlearn' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
1383dd397208eb5245208a8d | train | debugging_experience | github | https://github.com/ruvnet/RuView | ruvnet/RuView | marketplace | cpp | fullstack | Perform a deep developer-experience analysis for a cpp project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/RuView", "source_url": "https://github.com/ruvnet/RuView", "source_type": "repository"... | === 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 |
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