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baf34d501b7eea6b7f40de6e | train | responsive_website | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | search_interface | css | security | Design a complete responsive search_interface for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
94528dc13096891799713eea | train | design_review | github | https://github.com/ruvnet/RuView | ruvnet/RuView | marketplace | dart | database | Perform a professional design review of a marketplace. | {"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"... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
a0a6d014e2066e042385a767 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | cpp | graphql | Perform a deep multi-layer analysis of graphql for a documentation 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
c3a1986de83d5b251f5d201e | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | rust | distributed_systems | Perform a deep developer-experience analysis for a rust project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
01d4a804e382cc95bbf2b911 | train | unit_testing | huggingface | https://huggingface.co/datasets/trl-lib/documentation-images | trl-lib/documentation-images | marketplace | sql | design_system | Create a unit-testing strategy for sql code involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trl-lib/documentation-images", "source_url": "https://huggingface.co/datasets/trl-lib/documen... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
c5ed8de7e45ba9fe278230c8 | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | finance | sql | nodejs | Perform a deep multi-layer analysis of nodejs for a finance 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": "Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2", "source_url": "https://huggingfa... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
e1d2496a7b7cd49a1e1bd3c2 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/23123138/how-can-i-perform-a-debounce | How can I perform a debounce? | ecommerce | typescript | linux | Perform a deep developer-experience analysis for a typescript project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I perform a debounce?", "source_url": "https://stackoverflow.com/questions/23123138/h... | === 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 | |
527c1005c1e313cbe7dbbfb2 | train | refactoring_dependency | codeberg | https://codeberg.org/fionaredmond/01-Web-basics-and-git-FionaRedmond | fionaredmond/01-Web-basics-and-git-FionaRedmond | blog | dart | algorithms | Refactor a dart system related to algorithms. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fionaredmond/01-Web-basics-and-git-FionaRedmond", "source_url": "https://codeberg.org/fionare... | === 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 | |
d1d0850d50cc91fc1b255833 | train | integration_testing | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | go | web_accessibility | Design integration tests for a go system involving web_accessibility. | {"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", ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
ef4742020fce2180de2825b5 | train | research_plan | pypi | https://pypi.org/project/pytest/ | pytest | portfolio | java | postgresql | Build a structured research plan to deeply understand postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === GOAL ===
Produce a reliable, current, and actionable understanding of postgresql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings... | web-research-coding-5m-1.1.0 | |
78c881adf95a161f8ac1866f | train | dashboard | gitlab | https://gitlab.com/mattbas/python-lottie | mattbas/python-lottie | blog | dart | nodejs | Design a production dashboard for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattbas/python-lottie", "source_url": "https://gitlab.com/mattbas/python-lottie", "source_typ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
3c26302320cae78d51db628b | train | react_generation | pypi | https://pypi.org/project/httpx/ | httpx | analytics | swift | web_performance | Design React components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | 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 |
60119a3d004721f7ba338cf5 | train | seo_fix | huggingface | https://huggingface.co/datasets/HuggingFaceH4/Multilingual-Thinking | HuggingFaceH4/Multilingual-Thinking | search_interface | typescript | algorithms | Create an SEO improvement plan for a search_interface about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/Multilingual-Thinking", "source_url": "https://huggingface.co/datasets/HuggingF... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
25cc86fa37db80aea923eaaa | train | tradeoff_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | dashboard | swift | deep_learning | Perform a deep multi-layer analysis of deep_learning for a dashboard using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
f654fdd70b7d8531644d41e1 | train | debugging | stackexchange | https://stackoverflow.com/questions/22252472/how-can-i-change-the-color-of-an-svg-element | How can I change the color of an 'svg' element? | developer_tool | javascript | serverless | Create a realistic javascript debugging problem involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change the color of an 'svg' element?", "source_url": "https://stackoverflo... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
a2569dc1b255c31aaaca9da0 | train | refactoring_modularization | npm | https://www.npmjs.com/package/next | next | productivity | kotlin | nlp | Refactor a kotlin system related to nlp. Focus on refactoring modularization. | {"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":... | === 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 | |
4c8ee994659b98f2f866c04d | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/34968722/how-to-implement-the-softmax-function-in-python | How to implement the Softmax function in Python? | admin_panel | c | api_design | Perform a deep multi-layer analysis of api_design for a admin_panel using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to implement the Softmax function in Python?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'How to implement the Softmax function in Python?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
3aab122915fc620f42bacf6d | train | deep_technical_analysis | github | https://github.com/Textualize/textual | Textualize/textual | dashboard | sql | sql | Perform a deep multi-layer analysis of sql for a dashboard 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": "Textualize/textual", "source_url": "https://github.com/Textualize/textual", "source_type": "r... | === 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 'Textualize/textual' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
15144cc086c9494c4b2426e6 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | typescript | debugging | Perform a deep multi-layer analysis of debugging for a blog 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
0ff7ac182989c2db906d78f6 | train | documentation_page | npm | https://www.npmjs.com/package/zod | zod | admin_panel | css | observability | Design a developer documentation page for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f6ede1baf1f3caeadf886fef | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | html | design_system | Create a realistic html debugging problem involving design_system. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
12285e582f3f393332104190 | train | source_selection | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | social_app | go | javascript | Select the most reliable sources to research javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === 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 | |
5c3eecaa90ba6e42bd3aa319 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | scala | cloud | Improve visual hierarchy in a finance. | {"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", "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
78990fc05a7e6ca16364c1c2 | train | seo_fix | stackexchange | https://stackoverflow.com/questions/3437786/get-the-size-of-the-screen-current-web-page-and-browser-window | Get the size of the screen, current web page and browser window | landing_page | cpp | microservices | Create an SEO improvement plan for a landing_page about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the size of the screen, current web page and browser window", "source_url": "https://stac... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a0de184679e93db8fee66acc | train | api_design | pypi | https://pypi.org/project/numpy/ | numpy | education | kotlin | nlp | Design a production API for a nlp application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
6f173d2ccd1a1c8c7c386a37 | train | design_tokens | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | landing_page | html | design_system | Create design tokens for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a89b497a245dc0392db55b1a | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/46169472/what-is-the-difference-between-using-js-vs-jsx-files-in-react | What is the difference between using .js vs .jsx files in React? | finance | go | web_accessibility | Design a data structure in go for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between using .js vs .jsx files in React?", "source_url": "https://sta... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
59a317c559c226a6e8714c37 | train | responsive_design | npm | https://www.npmjs.com/package/jest | jest | documentation | python | observability | Create a responsive design strategy for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
cb3ab29bfbc15f01b20f76a3 | train | documentation_page | github | https://github.com/donnemartin/system-design-primer | donnemartin/system-design-primer | education | c | 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": "donnemartin/system-design-primer", "source_url": "https://github.com/donnemartin/system-desig... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
11fb066a578475c8fe3e642e | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | go | linux | Design an accessible form for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
9f54500583c69e061990de6a | train | refactoring_observability | web_docs | https://git-scm.com/doc | Git Documentation | saas | javascript | web_performance | Refactor a javascript system related to web_performance. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
2bddd1cc431664970b3626dd | train | integration_testing | pypi | https://pypi.org/project/streamlit/ | streamlit | community | ruby | nodejs | Design integration tests for a ruby system involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
79bd7f86b2c65844d334206a | train | architecture_analysis | huggingface | https://huggingface.co/datasets/kth8/python-toolcalls | kth8/python-toolcalls | saas | kotlin | typescript | Perform a deep multi-layer analysis of typescript for a saas 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": "kth8/python-toolcalls", "source_url": "https://huggingface.co/datasets/kth8/python-toolcalls"... | === 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 'kth8/python-toolcalls' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
b11e427e6cc258791b32bea2 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/448271/what-is-init-py-for | What is __init__.py for? | saas | swift | user_experience | Refactor a swift 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": "What is __init__.py for?", "source_url": "https://stackoverflow.com/questions/448271/what-is-... | === 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 | |
656e17420f68769b1c0b8d0e | train | integration_testing | codeberg | https://codeberg.org/colgrave34/30-Days-Of-JavaScript | colgrave34/30-Days-Of-JavaScript | dashboard | cpp | serverless | Design integration tests for a cpp system involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "colgrave34/30-Days-Of-JavaScript", "source_url": "https://codeberg.org/colgrave34/30-Days-Of-... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
ed4237477843463eff075521 | train | dashboard | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | social_app | rust | typescript | Design a production dashboard for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
73d0120c571b81d4b0258a58 | train | interaction_design | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | developer_tool | html | css | Design interaction states for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
9198e08887dd55e018cd12d5 | train | source_selection | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | finance | java | computer_vision | Select the most reliable sources to research computer_vision. | {"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/... | === 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 | |
b4f52d56ba6791254d08b91c | train | developer_experience | npm | https://www.npmjs.com/package/express | express | analytics | c | documentation | Perform a deep developer-experience analysis for a c project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
05113421d4caee1c22de7798 | train | testing_experience | npm | https://www.npmjs.com/package/zod | zod | dashboard | cpp | authentication | Perform a deep developer-experience analysis for a cpp project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
602dedbd4662c87a3d71c9a1 | train | performance_fix | huggingface | https://huggingface.co/datasets/YuanHo/OCR-Synthetic-Multilingual-v1 | YuanHo/OCR-Synthetic-Multilingual-v1 | documentation | swift | html | Create a web-performance optimization plan for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "YuanHo/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/YuanHo/... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
c8f18ac5e94ae032c8dbb97f | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | kotlin | postgresql | Perform a deep multi-layer analysis of postgresql for a dashboard 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
b73915773a265ee1d8e6185e | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | rust | typescript | Design a rust algorithm for a typescript problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
b3654f7686b25786deec3d90 | train | upgrade_experience | npm | https://www.npmjs.com/package/prettier | prettier | marketplace | html | devops | Perform a deep developer-experience analysis for a html project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
892f9f98df6e80d447f7d1cd | train | documentation_lookup | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | social_app | cpp | sql | Find and summarize the relevant documentation for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | === RELEVANT DOCS ===
- eidheim/Simple-Web-Server
https://gitlab.com/eidheim/Simple-Web-Server
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures ... | web-research-coding-5m-1.1.0 | |
2de424e733bbc93a789013f5 | train | ux_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | marketplace | swift | nextjs | Perform a deep multi-layer analysis of nextjs for a marketplace 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f4bbec8f5fec0219293d75d3 | train | research_summary | huggingface | https://huggingface.co/datasets/Svngoku/intensive-programming | Svngoku/intensive-programming | analytics | go | observability | Summarize the current state of knowledge about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Svngoku/intensive-programming", "source_url": "https://huggingface.co/datasets/Svngoku/intens... | === OVERVIEW ===
observability 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 ===
Svngoku/intensiv... | web-research-coding-5m-1.1.0 | |
55456999f39edfb676acf705 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/40140149/use-async-await-with-array-map | Use async await with Array.map | landing_page | python | nodejs | Refactor a python system related to nodejs. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Use async await with Array.map", "source_url": "https://stackoverflow.com/questions/40140149/... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
de56a52706402a8db8d3ef56 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | rust | testing | Perform a deep developer-experience analysis for a rust project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8e0877a02bc9cf19ac9d6be7 | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | c | database | Perform a deep developer-experience analysis for a c project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
01a313f56eaf2146104204f7 | train | dx_analysis | npm | https://www.npmjs.com/package/vue | vue | documentation | ruby | open_source | Perform a deep developer-experience analysis for a ruby project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0b1afae3389a298d1f3472ec | train | dependency_management_experience | github | https://github.com/realworld-apps/realworld | realworld-apps/realworld | developer_tool | html | computer_vision | Perform a deep developer-experience analysis for a html project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "realworld-apps/realworld", "source_url": "https://github.com/realworld-apps/realworld", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5ba5f8e6e8036b38bfbbfd15 | train | research_summary | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | social_app | shell | nodejs | Summarize the current state of knowledge about nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | === OVERVIEW ===
nodejs 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 ===
jon-tow/starcoderdata-p... | web-research-coding-5m-1.1.0 | |
6144509d480bd4125779a97f | train | fact_verification | huggingface | https://huggingface.co/datasets/hotchpotch/multilingual_cc_news | hotchpotch/multilingual_cc_news | analytics | javascript | css | Verify a technical claim about css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hotchpotch/multilingual_cc_news", "source_url": "https://huggingface.co/datasets/hotchpotch/m... | === CLAIM ===
A common claim about css.
=== 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-dependent... | web-research-coding-5m-1.1.0 | |
1ccc623c959ab0b7db8ac657 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | dashboard | cpp | css | Design integration tests for a cpp system involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
756dd0e48bc90daa98c1c33b | train | api_design | stackexchange | https://stackoverflow.com/questions/6591213/how-can-i-rename-a-local-git-branch | How can I rename a local Git branch? | portfolio | java | frontend | Design a production API for a frontend application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9d1aa6190a8c0647ded520ac | train | documentation_experience | pypi | https://pypi.org/project/numpy/ | numpy | marketplace | ruby | data_structures | Perform a deep developer-experience analysis for a ruby project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. 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 | |
2e528fbdd3aec8566d3e2d40 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | sql | security | Perform a deep multi-layer analysis of security for a dashboard 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
5b4beda62a6bad0fe1e9204b | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/52522565/git-is-not-working-after-macos-update-xcrun-error-invalid-active-developer-p | Git is not working after macOS update ("xcrun: error: invalid active developer path (/Library/Developer/CommandLineTools") | portfolio | c | css | Perform a deep multi-layer analysis of css for a portfolio using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git is not working after macOS update ("xcrun: error: invalid active developer path (/Li... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'Git is not working after macOS update ("xcrun: error: invalid active developer path (/Library/Deve... | web-research-coding-5m-1.1.0 | |
52128a8303abfe64b21723ab | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | dart | authorization | Refactor a dart 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 | |
bbb7c3e3fcccf99845a6863f | train | react_generation | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | dashboard | dart | ci_cd | Design React components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | 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 |
b0a017459fbc0332e4f8e6fb | train | product_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | finance | cpp | api_design | Perform a deep multi-layer analysis of api_design for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
ea573c12e58b536097aca825 | train | dependency_impact_analysis | pypi | https://pypi.org/project/flask/ | flask | dashboard | rust | testing | Perform a deep multi-layer analysis of testing for a dashboard 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 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 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
9e89ec73727232586aa8d2ff | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | admin_panel | php | testing | Create a realistic php debugging problem involving testing. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
d93ee524a4944ab087f7edda | train | accessibility_fix | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | shell | python | Create an accessibility remediation plan for a marketplace. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
cf717d2f08aa959b4cf77520 | train | refactoring_performance | web_docs | https://docs.djangoproject.com/ | Django Documentation | landing_page | scala | authentication | Refactor a scala system related to authentication. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
57a50b4cf155fcdc524ddf29 | train | cli_experience | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | finance | typescript | database | Perform a deep developer-experience analysis for a typescript project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === 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 | |
330bb1a3841e30fdca3876bc | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | productivity | rust | caching | Perform a deep multi-layer analysis of caching for a productivity using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
35a295d743582bd29a2a9d8d | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Competitive-Programming-v1 | nvidia/Nemotron-Competitive-Programming-v1 | productivity | php | nodejs | Perform a deep multi-layer analysis of nodejs for a productivity using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Competitive-Programming-v1", "source_url": "https://huggingface.co/datasets/n... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'nvidia/Nemotron-Competitive-Programming-v1' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
1c669a4425a5e97071731813 | train | component_design | stackexchange | https://stackoverflow.com/questions/1098040/checking-if-a-key-exists-in-a-javascript-object | Checking if a key exists in a JavaScript object? | developer_tool | python | typescript | Design reusable UI components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Checking if a key exists in a JavaScript object?", "source_url": "https://stackoverflow.com/q... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3b9dcbcd90b97aba7a60f68a | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | c | rest_api | Perform a deep multi-layer analysis of rest_api for a education 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
8a3aecaaf41df4c6be87281f | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | cpp | html | Perform a deep multi-layer analysis of html for a education 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
14acfdcc466e5f6b6a112927 | train | developer_experience | npm | https://www.npmjs.com/package/eslint | eslint | productivity | rust | documentation | Perform a deep developer-experience analysis for a rust project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 | |
8e96e7bf4e043896aa53a7b4 | train | design_components | pypi | https://pypi.org/project/fastapi/ | fastapi | saas | shell | nextjs | Create a component architecture for a saas. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
f90afe820248fd662f17951c | train | design_review | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | community | python | caching | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
69e5d6d46b85269c8264fa6a | train | refactoring_api | npm | https://www.npmjs.com/package/zod | zod | search_interface | typescript | typescript | Refactor a typescript system related to typescript. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
43c6de130f7d3f871d4226ae | train | local_development_experience | npm | https://www.npmjs.com/package/express | express | portfolio | sql | authentication | Perform a deep developer-experience analysis for a sql project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6a5b9cfc8f1c6a2d45b54bb7 | train | security_analysis | npm | https://www.npmjs.com/package/fastify | fastify | developer_tool | ruby | api_design | Perform a deep multi-layer analysis of api_design for a developer_tool using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
0bf4eb49570ed3f9524d1bda | train | landing_page | pypi | https://pypi.org/project/fastapi/ | fastapi | blog | ruby | ci_cd | Design a landing page for a ci_cd product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
08eacede340fab9a2e8ff128 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | scala | backend | Perform a deep multi-layer analysis of backend for a documentation 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
78621e43f1f8ec4b8481db04 | train | deep_technical_analysis | pypi | https://pypi.org/project/flask/ | flask | saas | html | postgresql | Perform a deep multi-layer analysis of postgresql for a saas using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 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 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
e5c34d36a33314c786735692 | train | repository_comparison | pypi | https://pypi.org/project/uvicorn/ | uvicorn | education | dart | authorization | Perform a deep multi-layer analysis of authorization for a education using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
e92d2715fc8887f80d5a28a2 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | python | caching | Perform a deep developer-experience analysis for a python project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3e35707fb63b446d560e049b | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | php | css | Perform a production code review of php code related to css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
1d7b63dfc199c73ff4857cb3 | train | responsive_website | stackexchange | https://stackoverflow.com/questions/1026069/how-do-i-make-the-first-letter-of-a-string-uppercase-in-javascript | How do I make the first letter of a string uppercase in JavaScript? | admin_panel | java | user_experience | Design a complete responsive admin_panel for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make the first letter of a string uppercase in JavaScript?", "source_url": "https://... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
35675e2171646ecbcdc04d34 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | finance | rust | serverless | Create an accessibility remediation plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a76c24054afa7df5df39c289 | train | landing_page | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | ecommerce | kotlin | linux | Design a landing page for a linux product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
ccba12d216584d10d6c61e86 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | typescript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a social_app 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
5c6f15919177c72f3a39c1a6 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | python | data_engineering | Perform a deep developer-experience analysis for a python project involving data_engineering. | {"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. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f2f65045a2add031074478eb | train | algorithm_design | github | https://github.com/qeeqbox/social-analyzer | qeeqbox/social-analyzer | documentation | swift | postgresql | Design a swift algorithm for a postgresql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qeeqbox/social-analyzer", "source_url": "https://github.com/qeeqbox/social-analyzer", "source... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
a564325ce1f04e7d30b2a771 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/805107/how-can-i-assign-a-multiline-string-literal-to-a-variable | How can I assign a multiline string literal to a variable? | dashboard | scala | mongodb | Perform a deep multi-layer analysis of mongodb 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": "How can I assign a multiline string literal to a variable?", "source_url": "https://stackover... | === 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 'How can I assign a multiline string literal to a variable?' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
c1b2e417ac07a3536b56b7e8 | train | repository_understanding | pypi | https://pypi.org/project/django/ | django | saas | css | devops | Perform a deep multi-layer analysis of devops for a saas 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
735dd33f737f58b691b6be35 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/38340311/what-is-the-difference-between-steps-and-epochs-in-tensorflow | What is the difference between steps and epochs in TensorFlow? | marketplace | rust | nodejs | Perform a deep multi-layer analysis of nodejs for a marketplace using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between steps and epochs in TensorFlow?", "source_url": "https://stack... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'What is the difference between steps and epochs in TensorFlow?' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
ac57d6d8f791027d845481ae | train | security_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | html | algorithms | Perform a deep multi-layer analysis of algorithms for a productivity using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
bd4dd8a363d120e179c7ad4b | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | ruby | computer_vision | Extract verifiable evidence about computer_vision from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === SOURCE ===
DOM
https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model
=== 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?
-... | web-research-coding-5m-1.1.0 | |
58177374958e14a2c0affc8c | train | risk_analysis | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | dashboard | java | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a dashboard 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": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === 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 'a_akgun/gitlab-rapid-machine-learning-prototypes' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
f7ddbbc178cbedcc26727252 | train | evidence_extraction | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | community | javascript | microservices | Extract verifiable evidence about microservices from the given source. | {"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": "... | === SOURCE ===
PostgreSQL Documentation
https://www.postgresql.org/docs/
=== 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 a... | web-research-coding-5m-1.1.0 | |
423bf04734249c407e4fa7ad | train | dependency_management_experience | npm | https://www.npmjs.com/package/eslint | eslint | documentation | cpp | web_accessibility | Perform a deep developer-experience analysis for a cpp project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 | |
a86322bf452aa39fb3ba7446 | train | ux_design | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | dashboard | c | authentication | Design the complete UX flow of a dashboard for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
9d4a88deaf8551f99c701214 | train | developer_onboarding | github | https://github.com/microsoft/vscode | microsoft/vscode | ecommerce | c | web_performance | Perform a deep developer-experience analysis for a c project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/vscode", "source_url": "https://github.com/microsoft/vscode", "source_type": "repos... | === 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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