id large_stringlengths 24 24 | split large_stringclasses 1
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values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
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values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e9d6bec9aeece61e9ed83e0c | train | integration_testing | pypi | https://pypi.org/project/requests/ | requests | finance | sql | python | Design integration tests for a sql system involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
33a7fc66c009bc0074b0f845 | train | source_comparison | gitlab | https://gitlab.com/cznic/quickjs | cznic/quickjs | productivity | java | devops | Compare multiple sources about devops 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": "cznic/quickjs", "source_url": "https://gitlab.com/cznic/quickjs", "source_type": "repository"... | === SOURCES ===
- cznic/quickjs (https://gitlab.com/cznic/quickjs)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).... | web-research-coding-5m-1.1.0 | |
ff92cfd3bae9c00b16d17881 | train | design_tokens | pypi | https://pypi.org/project/pytest/ | pytest | dashboard | c | ci_cd | Create design tokens for a dashboard. | {"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":... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b3e880f5f72e7af3c39b8e7f | train | code_explanation | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | marketplace | python | backend | Explain a python implementation related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
45463ba886a49e64aa782daf | train | architecture_analysis | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | marketplace | dart | kubernetes | Perform a deep multi-layer analysis of kubernetes for a marketplace 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": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Nayuki/QR-Code-generator' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
363eae99973f93d371893531 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | dashboard | go | html | Improve visual hierarchy in a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e077ef35c0a093f1cc4e7009 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | cpp | documentation | Perform a deep multi-layer analysis of documentation for a developer_tool 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
25f83154c83d52f30263b6a3 | train | dependency_management_experience | pypi | https://pypi.org/project/django/ | django | documentation | java | deep_learning | Perform a deep developer-experience analysis for a java project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ce2f1f8f8b1d710a5a4bc21e | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | saas | shell | rest_api | Perform a deep multi-layer analysis of rest_api for a saas using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | === 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 'Vezora/Tested-143k-Python-Alpaca' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
a5b7bbcaae8edf76d55822b0 | train | landing_page | pypi | https://pypi.org/project/pytest/ | pytest | admin_panel | java | authorization | Design a landing page for a authorization product. | {"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":... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
9ef063398678b9f2dd3354a0 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | swift | distributed_systems | Select the most reliable sources to research distributed_systems. | {"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", "... | === 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 | |
9cf64dfd7debeeced9568932 | train | search_intent_classification | web_docs | https://react.dev/ | React Documentation | saas | php | docker | Classify the search intent for a query about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 ===
"docker vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
958264f5adf0adff713f09ff | train | design_accessibility | gitlab | https://gitlab.com/stavros/python-yeelight | stavros/python-yeelight | search_interface | c | user_experience | Audit accessibility for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "stavros/python-yeelight", "source_url": "https://gitlab.com/stavros/python-yeelight", "source... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
51b37c5b7f62b094a8d7af10 | train | ux_design | huggingface | https://huggingface.co/datasets/eustlb/documentation-images | eustlb/documentation-images | blog | html | software_architecture | Design the complete UX flow of a blog for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eustlb/documentation-images", "source_url": "https://huggingface.co/datasets/eustlb/documenta... | 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 | |
fc948d8c0f19793da675036b | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | html | web_accessibility | Refactor a html system related to web_accessibility. Focus on refactoring scalability. | {"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... | === 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 | |
81386ccb3d33d50f581c8f57 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/51433378/what-does-model-train-do-in-pytorch | What does model.train() do in PyTorch? | marketplace | rust | developer_experience | Implement JavaScript interactions for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does model.train() do in PyTorch?", "source_url": "https://stackoverflow.com/questions/5... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
74a7c7de98deba980e1f27ef | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | cpp | devops | Design a complete responsive landing_page for devops. | {"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 | |
3b4190c4ea7158ecd70d6629 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | swift | frontend | Perform a deep multi-layer analysis of frontend 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
b92b5afdf190d003e511c8cb | train | fact_verification | github | https://github.com/huggingface/transformers | huggingface/transformers | ecommerce | sql | 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": "huggingface/transformers", "source_url": "https://github.com/huggingface/transformers", "sour... | === 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 | |
66e03a4a7658dc2f3bba7648 | train | responsive_website | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | education | python | documentation | Design a complete responsive education for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "source_type"... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4432077b8684ec7fe3168a20 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | shell | algorithms | Perform a deep developer-experience analysis for a shell project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 | |
406aaec783cce2a4492d1191 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/64625050/error-node-sass-version-5-0-0-is-incompatible-with-4-0-0 | Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0 | landing_page | ruby | kubernetes | Perform a deep developer-experience analysis for a ruby project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0", "source_url": "https:/... | === 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 | |
1c43d7a56cf05ecb41381601 | train | documentation_lookup | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | marketplace | sql | debugging | Find and summarize the relevant documentation for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | === RELEVANT DOCS ===
- pixinsight/PJSR
https://gitlab.com/pixinsight/PJSR
- 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 | |
8a03c0aaab80b2d9eef4cb25 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | html | authentication | Perform a deep multi-layer analysis of authentication for a finance using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
49b8ab88c350c0c35c6031bf | train | refactoring_scalability | web_docs | https://react.dev/ | React Documentation | social_app | php | microservices | Refactor a php system related to microservices. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
17de3742c093837c093398a8 | train | information_architecture | gitlab | https://gitlab.com/mattia.bergomi/geneos | mattia.bergomi/geneos | blog | java | react | Design the information architecture for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattia.bergomi/geneos", "source_url": "https://gitlab.com/mattia.bergomi/geneos", "source_typ... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
7c81de4959d2654016a42dab | train | component_design | stackexchange | https://stackoverflow.com/questions/30571875/whats-the-difference-between-super-and-superprops-in-react-when-using-e | What's the difference between "super()" and "super(props)" in React when using es6 classes? | saas | sql | web_performance | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between "super()" and "super(props)" in React w... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
3fddd5d53d589a746a394162 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | ruby | javascript | Design the complete UX flow of a documentation for javascript. | {"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",... | 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 | |
008c81fd8c9677045d5d0fc5 | train | landing_page | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | landing_page | cpp | rest_api | Design a landing page for a rest_api product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d2a5ddd1c23a6b8da5e51639 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | education | javascript | fullstack | Refactor a javascript system related to fullstack. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 | |
3fdf025d4807c60f905deb06 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | scala | web_performance | Perform a deep developer-experience analysis for a scala project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f68b599c591f8ffa5aab5ea9 | train | api_design | pypi | https://pypi.org/project/uvicorn/ | uvicorn | landing_page | html | rest_api | Design a production API for a rest_api application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
34f7f637ec1b03be654685c4 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | saas | rust | documentation | Design a Next.js architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
4a0f22997ccdf2de17fb0e8a | train | responsive_design | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | education | dart | web_performance | Create a responsive design strategy for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
533e6df0f99756bf84030922 | train | visual_hierarchy | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | productivity | c | nlp | Improve visual hierarchy in a productivity. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
a0fb1a7ee3ce968cc466d9ba | train | refactoring_modularization | github | https://github.com/react/create-react-app | react/create-react-app | marketplace | python | html | Refactor a python system related to html. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
150254c65d0125cd14e4047c | train | documentation_experience | codeberg | https://codeberg.org/reesericci/actionview-svelte-handler | reesericci/actionview-svelte-handler | search_interface | shell | backend | Perform a deep developer-experience analysis for a shell project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reesericci/actionview-svelte-handler", "source_url": "https://codeberg.org/reesericci/actionv... | === 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 | |
d0402f4bffee96bce007d4a9 | train | refactoring_dependency | pypi | https://pypi.org/project/torch/ | torch | admin_panel | cpp | testing | Refactor a cpp system related to testing. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
3674536408a266af992efcd4 | train | build_experience | web_docs | https://react.dev/ | React Documentation | admin_panel | kotlin | software_architecture | Perform a deep developer-experience analysis for a kotlin project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. 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 | |
b937e080bd90424abfa9ce07 | train | repository_comparison | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | analytics | swift | frontend | Perform a deep multi-layer analysis of frontend for a analytics 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": "osp-group/flask-nginx-rtmp-manager", "source_url": "https://gitlab.com/osp-group/flask-nginx-... | === 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 'osp-group/flask-nginx-rtmp-manager' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
84f1c687c7d0a6fa9de50051 | train | root_cause_analysis | pypi | https://pypi.org/project/httpx/ | httpx | portfolio | swift | microservices | Perform a deep multi-layer analysis of microservices 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
00b3c481d530b42d0d35f4ce | train | scalability_analysis | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | documentation | go | linux | Perform a deep multi-layer analysis of linux for a documentation 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": "code-rag-bench/github-repos-python", "source_url": "https://huggingface.co/datasets/code-rag-... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'code-rag-bench/github-repos-python' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
2ca400d859cbc851d7039ea1 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | kotlin | typescript | Create an accessibility remediation plan for a portfolio. | {"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", "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e26012c70e4d1aea68679bd7 | train | cli_experience | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | community | sql | data_structures | Perform a deep developer-experience analysis for a sql project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smohammadi/the-stack-v2-python-shuffle", "source_url": "https://huggingface.co/datasets/smoha... | === 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 | |
1523dd9ab80d2ae1bab2b0bc | train | documentation_lookup | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | blog | shell | html | Find and summarize the relevant documentation for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning", "source_url": "https://huggi... | === RELEVANT DOCS ===
- Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning
https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooti... | web-research-coding-5m-1.1.0 | |
e53b15a7dede20e5ea622b84 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/McKlay/documentation-images | McKlay/documentation-images | portfolio | typescript | api_design | Perform a deep multi-layer analysis of api_design for a portfolio 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": "McKlay/documentation-images", "source_url": "https://huggingface.co/datasets/McKlay/documenta... | === 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 'McKlay/documentation-images' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
8a49113306e5b133f7711d77 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | search_interface | go | devops | Rewrite and improve a vague search query about devops into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === ORIGINAL (VAGUE) ===
how to do devops
=== REWRITTEN QUERIES ===
1. devops official documentation guide
2. devops production best practices 2025
3. devops common pitfalls and solutions
4. devops architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
83750a4c2b6bdb1bba7d1125 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/6771258/what-does-meta-http-equiv-x-ua-compatible-content-ie-edge-do | What does <meta http-equiv="X-UA-Compatible" content="IE=edge"> do? | saas | sql | observability | Write an effective web search query to research the topic: observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does <meta http-equiv="X-UA-Compatible" content="IE=edge"> do?... | === QUERY ===
observability best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- observability
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
99771b9fb79b7069814240dc | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | css | developer_experience | Compare multiple sources about developer_experience 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === SOURCES ===
- CSS (https://developer.mozilla.org/en-US/docs/Web/CSS)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated ... | web-research-coding-5m-1.1.0 | |
49252703fa5941582c602db0 | train | debugging | npm | https://www.npmjs.com/package/react | react | ecommerce | sql | backend | Create a realistic sql debugging problem involving backend. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
b54a9d2ca3aecdba7d70f386 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | javascript | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
5428448b7975b658aba533dd | train | ux_design | pypi | https://pypi.org/project/pydantic/ | pydantic | social_app | javascript | backend | Design the complete UX flow of a social_app for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | 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 | |
265552f5a423df17b09ebace | train | unit_testing | stackexchange | https://stackoverflow.com/questions/30081275/why-is-1000000000000000-in-range1000000000000001-so-fast-in-python-3 | Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3? | productivity | sql | data_structures | Create a unit-testing strategy for sql code involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3?", "source... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
2b8875fed323d33fefd07e49 | train | security_review | huggingface | https://huggingface.co/datasets/hchautran/javascript-medium | hchautran/javascript-medium | documentation | kotlin | linux | Perform a security review of a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-medium", "source_url": "https://huggingface.co/datasets/hchautran/javasc... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
611b7599c6deb0dc43d89bc8 | train | upgrade_experience | npm | https://www.npmjs.com/package/vitest | vitest | documentation | swift | database | Perform a deep developer-experience analysis for a swift project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
46f356322c45c0f10d433583 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | search_interface | sql | typescript | Perform a deep developer-experience analysis for a sql project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML: Valid id attribute values?", "source_url": "https://stackoverflow.com/questions/70579/h... | === 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 | |
a951dda29c577621d7400eaf | train | search_query_rewrite | npm | https://www.npmjs.com/package/playwright | playwright | developer_tool | javascript | distributed_systems | Rewrite and improve a vague search query about distributed_systems into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === ORIGINAL (VAGUE) ===
how to do distributed_systems
=== REWRITTEN QUERIES ===
1. distributed_systems official documentation guide
2. distributed_systems production best practices 2025
3. distributed_systems common pitfalls and solutions
4. distributed_systems architecture patterns with examples
=== RATIONALE ===
A... | web-research-coding-5m-1.1.0 | |
bbe9b40b67990233334aca97 | train | refactoring_security | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | typescript | kubernetes | Refactor a typescript system related to kubernetes. Focus on refactoring security. | {"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 ===
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 | |
f3580ae52295f4fa5a28266e | train | nextjs_generation | huggingface | https://huggingface.co/datasets/nvidia/OCR-Synthetic-Multilingual-v1 | nvidia/OCR-Synthetic-Multilingual-v1 | dashboard | python | sql | Design a Next.js architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
b4a7e36a6c0afdafb058d5a4 | train | seo_fix | web_docs | https://docs.python.org/3/ | Python Documentation | analytics | scala | python | Create an SEO improvement plan for a analytics about python. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
75cdb3c9abcd519ac1cef619 | train | typescript_generation | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset | Multilingual-Multimodal-NLP/IfEvalCode-testset | education | kotlin | data_engineering | Implement TypeScript logic for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/IfEvalCode-testset", "source_url": "https://huggingface.co/datase... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
a18e783a3b363f0b6188b553 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | shell | web_accessibility | Perform a deep developer-experience analysis for a shell project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
247b9412a72c2f51fc8a20b1 | train | repository_dependency_analysis | pypi | https://pypi.org/project/torch/ | torch | marketplace | kotlin | cloud | Perform a deep multi-layer analysis of cloud for a marketplace 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
8feefaab2c443d8dc0739315 | train | api_design | github | https://github.com/ant-design/ant-design | ant-design/ant-design | portfolio | sql | authentication | Design a production API for a authentication application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
c363fcf9a70907327d728a6f | train | product_analysis | codeberg | https://codeberg.org/fhupp/_cargo-index | fhupp/_cargo-index | portfolio | go | deep_learning | Perform a deep multi-layer analysis of deep_learning 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": "fhupp/_cargo-index", "source_url": "https://codeberg.org/fhupp/_cargo-index", "source_type": ... | === 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 'fhupp/_cargo-index' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
1ef193a5f259f68e8e33d731 | train | developer_experience | pypi | https://pypi.org/project/typer/ | typer | developer_tool | dart | software_architecture | Perform a deep developer-experience analysis for a dart project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
89a4a0d83f0ac150ab1aa257 | train | responsive_website | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | ecommerce | go | testing | Design a complete responsive ecommerce for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
bbc21023ed277e479b3f717f | train | design_accessibility | codeberg | https://codeberg.org/UI-Programming-25-26/01-Web-basic-and-git-practical-Oisin-Leonard | UI-Programming-25-26/01-Web-basic-and-git-practical-Oisin-Leonard | ecommerce | shell | web_accessibility | Audit accessibility for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-25-26/01-Web-basic-and-git-practical-Oisin-Leonard", "source_url": "https://co... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a28a8c8a3b2b1d4bd8721e02 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/1394797/move-existing-uncommitted-work-to-a-new-branch-in-git | Move existing, uncommitted work to a new branch in Git | marketplace | kotlin | authentication | Perform a deep multi-layer analysis of authentication for a marketplace 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": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | === 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 'Move existing, uncommitted work to a new branch in Git' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
ce155b3ed840007829f70fa7 | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | go | sql | Refactor a go system related to sql. Focus on refactoring observability. | {"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... | === 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 | |
5a9b80c8c82afb9bf3e101f1 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | kotlin | authentication | Design an accessible form for authentication. | {"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": "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
cfdb6a01a10d60a4089b54da | train | documentation_lookup | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | finance | rust | kubernetes | Find and summarize the relevant documentation for kubernetes. | {"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... | === RELEVANT DOCS ===
- learning-machine-inc/mmlu-pro-cot-opus5
https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in ... | web-research-coding-5m-1.1.0 | |
90766c41ab17c0477eb69b14 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | c | kubernetes | Refactor a c system related to kubernetes. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
f8af75f7b96633441a9cad16 | train | ui_design | pypi | https://pypi.org/project/flask/ | flask | landing_page | css | authentication | Design a production-quality UI for a landing_page focused on authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
8ed8bdbe91e13bdbba1ca21c | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | cpp | security | Perform a deep developer-experience analysis for a cpp project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a9a401f83d6d1053607f76df | train | refactoring_dependency | npm | https://www.npmjs.com/package/vitest | vitest | productivity | c | devops | Refactor a c system related to devops. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
96024ba2b59b24e8f0193e46 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/2906582/how-do-i-create-an-html-button-that-acts-like-a-link | How do I create an HTML button that acts like a link? | productivity | go | database | Refactor a go system related to database. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create an HTML button that acts like a link?", "source_url": "https://stackoverflow.... | === 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 | |
21c9df044cd0e0d651088ba7 | train | algorithm_design | github | https://github.com/immich-app/immich | immich-app/immich | dashboard | php | react | Design a php algorithm for a react problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
f231d14d13dd676350df487d | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/prhbrt/machine_learning_courses | prhbrt/machine_learning_courses | ecommerce | python | kubernetes | Refactor a python system related to kubernetes. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prhbrt/machine_learning_courses", "source_url": "https://huggingface.co/datasets/prhbrt/machi... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
95742f5e01707d362527fe4e | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/195951/how-can-i-change-an-elements-class-with-javascript | How can I change an element's class with JavaScript? | finance | go | linux | Perform a deep developer-experience analysis for a go 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 change an element's class with JavaScript?", "source_url": "https://stackoverfl... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
30553339df8053a80564d879 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | sql | redis | Perform a deep multi-layer analysis of redis 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
aebca6727db2c4c2caf33161 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/SeaLLMs/TrueFalse-Statements-multilingual | SeaLLMs/TrueFalse-Statements-multilingual | documentation | sql | devops | Refactor a sql system related to devops. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SeaLLMs/TrueFalse-Statements-multilingual", "source_url": "https://huggingface.co/datasets/Se... | === 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 | |
0feee3f38aba939dfa69153e | train | information_architecture | codeberg | https://codeberg.org/UI-Programming-23-24/01_Web_basics_and_Git_C00288668_Emily_Breen | UI-Programming-23-24/01_Web_basics_and_Git_C00288668_Emily_Breen | community | kotlin | open_source | Design the information architecture for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01_Web_basics_and_Git_C00288668_Emily_Breen", "source_url": "https://cod... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
420454bd3b982095b948ea61 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | developer_tool | scala | data_engineering | Classify the search intent for a query about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 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 ===
"data_engineering vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
c5b73638e00df6b9d5433bb3 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/82831/how-do-i-check-whether-a-file-exists-without-exceptions | How do I check whether a file exists without exceptions? | education | c | software_architecture | Perform a deep multi-layer analysis of software_architecture 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": "How do I check whether a file exists without exceptions?", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'How do I check whether a file exists without exceptions?' as a sour... | web-research-coding-5m-1.1.0 | |
e21a6a9beaf6f9e383d9e6c3 | train | css_generation | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | dashboard | cpp | web_accessibility | Create responsive CSS for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
f420d62bd4391b493210283c | train | refactoring_performance | npm | https://www.npmjs.com/package/axios | axios | productivity | dart | observability | Refactor a dart system related to observability. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 | |
defb34e57bff573e2c73cbd0 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/54496398/typescript-type-string-undefined-is-not-assignable-to-type-string | TypeScript: Type 'string | undefined' is not assignable to type 'string' | documentation | cpp | javascript | Perform a deep multi-layer analysis of javascript 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": "TypeScript: Type 'string | undefined' is not assignable... | === 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 'TypeScript: Type 'string | undefined' is not assign... | web-research-coding-5m-1.1.0 | |
06ec69ec01de52fa1529d3f3 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | landing_page | java | nlp | Perform a deep multi-layer analysis of nlp for a landing_page 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": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 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 'semeru/code-text-javascript' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
5a052e5feac218d624f58708 | train | system_analysis | stackexchange | https://stackoverflow.com/questions/21247278/about-d-ts-in-typescript | About "*.d.ts" in TypeScript | saas | sql | software_architecture | Perform a deep multi-layer analysis of software_architecture 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": "About "*.d.ts" in TypeScript", "source_url": "https://stackoverflow.com/questions/2... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'About "*.d.ts" in TypeScript' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
6ad9b05ae225a413c1e29bef | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | social_app | javascript | postgresql | Perform a deep multi-layer analysis of postgresql for a social_app 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": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | === 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 'rgismondi/code-fill-dataset' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
77492d641d6a74993a1d714c | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | css | mongodb | Refactor a css system related to mongodb. Focus on refactoring performance. | {"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 ===
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 | |
8548be1ec7b0f96147a717a6 | train | search_query_rewrite | gitlab | https://gitlab.com/mattbas/python-lottie | mattbas/python-lottie | documentation | html | web_performance | Rewrite and improve a vague search query about web_performance into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattbas/python-lottie", "source_url": "https://gitlab.com/mattbas/python-lottie", "source_typ... | === ORIGINAL (VAGUE) ===
how to do web_performance
=== REWRITTEN QUERIES ===
1. web_performance official documentation guide
2. web_performance production best practices 2025
3. web_performance common pitfalls and solutions
4. web_performance architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
c9aa895aa9044c6dcb5b44ff | train | component_design | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | landing_page | go | sql | Design reusable UI components for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
739d09ca7d7210b3226f499c | train | api_design | huggingface | https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes | Weyaxi/huggingface-spaces-codes | dashboard | kotlin | web_performance | Design a production API for a web_performance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Weyaxi/huggingface-spaces-codes", "source_url": "https://huggingface.co/datasets/Weyaxi/huggi... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
98fe72b7f2142b4404034710 | train | debugging | gitlab | https://gitlab.com/gitmate/open-source/IGitt | gitmate/open-source/IGitt | admin_panel | java | serverless | Create a realistic java debugging problem involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitmate/open-source/IGitt", "source_url": "https://gitlab.com/gitmate/open-source/IGitt", "so... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
ec30f013c46e1a11af6d4f56 | train | dependency_impact_analysis | web_docs | https://go.dev/doc/ | Go Documentation | portfolio | javascript | software_architecture | Perform a deep multi-layer analysis of software_architecture for a portfolio 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Go Documentation' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
77bfcab189fa6516d147aa55 | train | cli_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | go | rest_api | Perform a deep developer-experience analysis for a go project involving rest_api. | {"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. 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 | |
c89ce291459aa46203517c60 | train | research_summary | codeberg | https://codeberg.org/codingotaku/7-Segment-Digital-Matrix-Rain | codingotaku/7-Segment-Digital-Matrix-Rain | developer_tool | css | data_structures | Summarize the current state of knowledge about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codingotaku/7-Segment-Digital-Matrix-Rain", "source_url": "https://codeberg.org/codingotaku/7... | === OVERVIEW ===
data_structures 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 ===
codingotaku/7-... | web-research-coding-5m-1.1.0 | |
3cba15ac70daa3fd15747d5b | train | api_design | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | analytics | typescript | devops | Design a production API for a devops application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 |
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