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866fdd928da3342228245e64 | train | algorithm_design | gitlab | https://gitlab.com/SaikoJosh/safe-env-vars | SaikoJosh/safe-env-vars | social_app | python | algorithms | Design a python algorithm for a algorithms problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SaikoJosh/safe-env-vars", "source_url": "https://gitlab.com/SaikoJosh/safe-env-vars", "source... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bdee9682aca75a9819926bca | train | fact_verification | web_docs | https://docs.docker.com/ | Docker Documentation | portfolio | css | rest_api | Verify a technical claim about rest_api. | {"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... | === CLAIM ===
A common claim about rest_api.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depe... | web-research-coding-5m-1.1.0 | |
841cb39d719c2c787c5a38c0 | train | form_ui | pypi | https://pypi.org/project/flask/ | flask | ecommerce | sql | computer_vision | Design an accessible form for computer_vision. | {"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": "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
0165d3f6e6c897400aa61147 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/ellamind/humaneval-multilingual | ellamind/humaneval-multilingual | developer_tool | css | rest_api | Refactor a css system related to rest_api. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/humaneval-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hum... | === 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 | |
ac221e0caad5ba169996ab10 | train | unit_testing | huggingface | https://huggingface.co/datasets/JanSchTech/starcoderdata-python-edu-lang-score | JanSchTech/starcoderdata-python-edu-lang-score | ecommerce | css | postgresql | Create a unit-testing strategy for css code involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JanSchTech/starcoderdata-python-edu-lang-score", "source_url": "https://huggingface.co/datase... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
87a520a629b76ccdf2c99a7c | train | responsive_design | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | community | go | microservices | Create a responsive design strategy for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soapbox-pub/nostrify", "source_url": "https://gitlab.com/soapbox-pub/nostrify", "source_type"... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
85eda4bb27fdb3bd297b4bb4 | train | refactoring_performance | codeberg | TheAnimateurY/.svg | finance | 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": "TheAnimateurY/.svg", "source_url": "https://codeberg.org/TheAnimateurY/.svg", "source_type": ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | ||
3264185bcfc7949def4bd65c | train | product_analysis | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | admin_panel | typescript | rest_api | Perform a deep multi-layer analysis of rest_api for a admin_panel using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === 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 'a_akgun/gitlab-rapid-machine-learning-prototypes' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
ffd480e37876c0a4809be7c8 | train | component_design | codeberg | https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics | AjeshCasual/12DoF-Quadruped-Kinematics | documentation | php | rest_api | Design reusable UI components for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AjeshCasual/12DoF-Quadruped-Kinematics", "source_url": "https://codeberg.org/AjeshCasual/12Do... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
f9a1d12d434d86d68d1f73dc | train | landing_page | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | portfolio | c | distributed_systems | Design a landing page for a distributed_systems product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
cadbe5a2a0aae6831f4d14e8 | train | research_plan | pypi | https://pypi.org/project/requests/ | requests | portfolio | typescript | rest_api | Build a structured research plan to deeply understand rest_api. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of rest_api.
=== 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 w... | web-research-coding-5m-1.1.0 | |
bb090759dd3f95c61226c753 | train | debugging_experience | huggingface | https://huggingface.co/datasets/gus-mxx/A1-Machine-Learning-Data-Challenge | gus-mxx/A1-Machine-Learning-Data-Challenge | admin_panel | cpp | developer_experience | Perform a deep developer-experience analysis for a cpp project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gus-mxx/A1-Machine-Learning-Data-Challenge", "source_url": "https://huggingface.co/datasets/g... | === 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 | |
0900eaaafde6957af15f196e | train | search_intent_classification | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | marketplace | ruby | computer_vision | Classify the search intent for a query about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | === 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 ===
"computer_vision vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
1c561d65e9191d1825f72cff | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | social_app | css | design_system | Refactor a css system related to design_system. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
d5a598faac6d7b35c99c0cbf | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | rust | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a admin_panel using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
b1b95fde6a4e4c227660e09c | train | interaction_design | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | css | docker | Design interaction states for a social_app. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
027e48bc035771245ff6a64d | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | typescript | observability | Audit accessibility for a saas. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2486f043bae578e8c5f78f2c | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/13066532/how-can-i-uninstall-npm-modules-in-node-js | How can I uninstall npm modules in Node.js? | community | sql | web_performance | Refactor a sql system related to web_performance. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I uninstall npm modules in Node.js?", "source_url": "https://stackoverflow.com/questi... | === 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 | |
bffe5a11a2a14c1d77f07798 | train | responsive_design | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | dashboard | html | database | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered", "source_url": "https://huggingface.co/datase... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
028c48b81ecf33c69dfd29b8 | train | evidence_chain_analysis | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | documentation | cpp | nlp | Perform a deep multi-layer analysis of nlp 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": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | === 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 'mysterysd.sd/WZML-X' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
98ba41f5c57e92fab143fe27 | train | dx_analysis | huggingface | https://huggingface.co/datasets/tokyotech-llm/swallow-code-v2 | tokyotech-llm/swallow-code-v2 | marketplace | swift | design_system | Perform a deep developer-experience analysis for a swift project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tokyotech-llm/swallow-code-v2", "source_url": "https://huggingface.co/datasets/tokyotech-llm/... | === 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 | |
020821c3760230afe297438d | train | research_summary | huggingface | https://huggingface.co/datasets/Masterbtc/Kubernetes_documentation | Masterbtc/Kubernetes_documentation | blog | typescript | design_system | Summarize the current state of knowledge about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Masterbtc/Kubernetes_documentation", "source_url": "https://huggingface.co/datasets/Masterbtc... | === OVERVIEW ===
design_system 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 ===
Masterbtc/Kubern... | web-research-coding-5m-1.1.0 | |
288053d34b3d17e490e67fe2 | train | api_design | stackexchange | https://stackoverflow.com/questions/10075990/upgrading-node-js-to-the-latest-version | Upgrading Node.js to the latest version | saas | 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": "Upgrading Node.js to the latest version", "source_url": "https://stackoverflow.com/questions/... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
5af919691d5087f605747166 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | scala | caching | Design a Next.js architecture for 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", "... | 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 |
9eac3daca9c2811724ac5605 | train | scalability_analysis | pypi | https://pypi.org/project/django/ | django | education | go | developer_experience | Perform a deep multi-layer analysis of developer_experience for a education using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'django' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
c3f208ee4a93e4a19692f767 | train | design_components | gitlab | https://gitlab.com/woob/woob | woob/woob | documentation | sql | kubernetes | Create a component architecture for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4f629861ee80bba8f14524ee | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | social_app | ruby | web_performance | Perform a deep developer-experience analysis for a ruby project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | === 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 | |
267e29ce54eaef0484b120ab | train | ux_design | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | marketplace | php | observability | Design the complete UX flow of a marketplace for observability. | {"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... | 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 | |
2ea16a289a915cfe7374ebc7 | train | debugging_experience | pypi | https://pypi.org/project/django/ | django | documentation | shell | open_source | Perform a deep developer-experience analysis for a shell project involving open_source. | {"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 | |
47712a2de2a39242b53356f5 | train | source_comparison | stackexchange | https://stackoverflow.com/questions/35537229/how-can-i-update-the-parents-state-in-react | How can I update the parent's state in React? | social_app | rust | web_performance | Compare multiple sources about web_performance 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": "How can I update the parent's state in React?", "source_url": "https://stackoverflow.com/... | === SOURCES ===
- How can I update the parent's state in React? (https://stackoverflow.com/questions/35537229/how-can-i-update-the-parents-state-in-react)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify ... | web-research-coding-5m-1.1.0 | |
3aacd0c3b1f262964b4bf26c | train | product_analysis | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | portfolio | python | cloud | Perform a deep multi-layer analysis of cloud for a portfolio using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unconed/use.gpu", "source_url": "https://gitlab.com/unconed/use.gpu", "source_type": "reposit... | === 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 'unconed/use.gpu' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
267b7dfc6d45ccc349b7df61 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | search_interface | dart | nextjs | Perform a deep multi-layer analysis of nextjs for a search_interface 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": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | === 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 'Sort array of objects by string property value' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
93d05e4af5a1288d923796da | train | design_review | stackexchange | https://stackoverflow.com/questions/13066532/how-can-i-uninstall-npm-modules-in-node-js | How can I uninstall npm modules in Node.js? | social_app | python | backend | Perform a professional design review of a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I uninstall npm modules in Node.js?", "source_url": "https://stackoverflow.com/questi... | 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 |
28c24c2dced717c381ed381c | train | repository_documentation | github | https://github.com/PaddlePaddle/Paddle | PaddlePaddle/Paddle | social_app | html | python | Perform a deep multi-layer analysis of python for a social_app 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": "PaddlePaddle/Paddle", "source_url": "https://github.com/PaddlePaddle/Paddle", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'PaddlePaddle/Paddle' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
6378e447627e390ea428344d | train | risk_analysis | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | search_interface | shell | algorithms | Perform a deep multi-layer analysis of algorithms for a search_interface 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": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | === 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 'CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
80a79a5dd480a41a0a3fdffe | train | fact_verification | stackexchange | https://stackoverflow.com/questions/11632516/what-are-advantages-of-artificial-neural-networks-over-support-vector-machines | What are advantages of Artificial Neural Networks over Support Vector Machines? | analytics | python | linux | Verify a technical claim about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are advantages of Artificial Neural Networks over Support Vector Machines?", "source_url... | === CLAIM ===
A common claim about linux.
=== 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-depende... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f4471d243074bd7acc1395ad | train | responsive_design | stackexchange | https://stackoverflow.com/questions/8865458/how-do-i-vertically-center-text-with-css | How do I vertically center text with CSS? | productivity | shell | data_structures | Create a responsive design strategy for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically center text with CSS?", "source_url": "https://stackoverflow.com/question... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c62212abd5ee56e1237d16d0 | train | algorithm_design | codeberg | https://codeberg.org/smb374/_cargo-index | smb374/_cargo-index | developer_tool | go | nlp | Design a go algorithm for a nlp problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smb374/_cargo-index", "source_url": "https://codeberg.org/smb374/_cargo-index", "source_type"... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
880a1445aad7f7488bb6bbe7 | train | refactoring_readability | npm | https://www.npmjs.com/package/webpack | webpack | education | typescript | nlp | Refactor a typescript system related to nlp. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
10543b816307f951b97b9ea6 | train | research_plan | huggingface | https://huggingface.co/datasets/ybelkada/documentation-images | ybelkada/documentation-images | analytics | typescript | database | Build a structured research plan to deeply understand database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ybelkada/documentation-images", "source_url": "https://huggingface.co/datasets/ybelkada/docum... | === GOAL ===
Produce a reliable, current, and actionable understanding of database.
=== 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 w... | web-research-coding-5m-1.1.0 | |
1f336d1c3e10ce9d251bab57 | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/typescript | typescript | search_interface | php | documentation | Perform a deep multi-layer analysis of documentation for a search_interface 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 'typescript' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
6330908699a625f8857c4f87 | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | shell | css | Design a shell algorithm for a css 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 | |
f9d4e5bb09cf8ee63ab4f124 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/1628563/move-the-most-recent-commits-to-a-new-branch-with-git | Move the most recent commit(s) to a new branch with Git | finance | cpp | mongodb | Write an effective web search query to research the topic: mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move the most recent commit(s) to a new branch with Git", "source_url": "https://stackoverflo... | === QUERY ===
mongodb best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- mongodb
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
506b7734b79732129cece22e | train | nextjs_generation | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | blog | sql | testing | Design a Next.js architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "sour... | 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 |
766d3ba727cefc4db4b3bda2 | train | responsive_design | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | marketplace | python | authorization | Create a responsive design strategy for a marketplace. | {"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... | 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 |
b02ed9624d75e13643825978 | train | design_components | web_docs | https://docs.python.org/3/ | Python Documentation | landing_page | css | nodejs | Create a component architecture for a landing_page. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
ef9473b451ab96c755ae1a17 | train | html_generation | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-4096 | AkshithAI/starcoderdata-javascript-ctx-4096 | dashboard | kotlin | deep_learning | Create semantic HTML for a dashboard about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-4096", "source_url": "https://huggingface.co/datasets/... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
eccf04bd7de61cb8509a1d1f | train | code_review | gitlab | https://gitlab.com/py3dtiles/py3dtiles | py3dtiles/py3dtiles | admin_panel | html | algorithms | Perform a production code review of html code related to algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "py3dtiles/py3dtiles", "source_url": "https://gitlab.com/py3dtiles/py3dtiles", "source_type": ... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
23698067677b58dc6245bfe5 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | swift | javascript | Perform a deep multi-layer analysis of javascript for a social_app 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
969a8fafd962bdc8b47ad591 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | ecommerce | rust | authentication | Refactor a rust system related to authentication. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
074c3be9269c471f860290e3 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/5311334/what-is-the-purpose-of-node-js-module-exports-and-how-do-you-use-it | What is the purpose of Node.js module.exports and how do you use it? | finance | c | linux | Rewrite and improve a vague search query about linux 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": "What is the purpose of Node.js module.exports and how do you use it?", "source_url": "https:/... | === ORIGINAL (VAGUE) ===
how to do linux
=== REWRITTEN QUERIES ===
1. linux official documentation guide
2. linux production best practices 2025
3. linux common pitfalls and solutions
4. linux architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
1c4be5742d1e71393784638c | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/ybelkada/documentation-images | ybelkada/documentation-images | landing_page | swift | docker | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ybelkada/documentation-images", "source_url": "https://huggingface.co/datasets/ybelkada/docum... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
5fada1367a5da062dfc8a61e | train | unit_testing | stackexchange | https://stackoverflow.com/questions/4351521/how-do-i-pass-command-line-arguments-to-a-node-js-program-and-receive-them | How do I pass command line arguments to a Node.js program and receive them? | social_app | rust | devops | Create a unit-testing strategy for rust code involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I pass command line arguments to a Node.js program and receive them?", "source_url": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
589a376511d4847717b5f99e | train | scalability_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | social_app | css | computer_vision | Perform a deep multi-layer analysis of computer_vision for a social_app 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
13a72008f6bf5c7cb97639a2 | train | form_ui | pypi | https://pypi.org/project/pandas/ | pandas | landing_page | swift | devops | Design an accessible form for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
e0c12ffb016481dd73bd4679 | train | ux_design | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | admin_panel | css | css | Design the complete UX flow of a admin_panel for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | 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 | |
d2ebc864361353cfe6eb4e69 | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/5064928/difference-between-classification-and-clustering-in-data-mining | Difference between classification and clustering in data mining? | education | html | javascript | Improve visual hierarchy in a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between classification and clustering in data mining?", "source_url": "https://sta... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
84835858df3a59dfc2aeada6 | train | local_development_experience | pypi | https://pypi.org/project/numpy/ | numpy | blog | java | python | Perform a deep developer-experience analysis for a java project involving python. | {"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 | |
0dc8cd631e4c15c55c0cbfbc | train | visual_hierarchy | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | developer_tool | java | debugging | Improve visual hierarchy in a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e7e686ad973b03726e977495 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/allenai/multilingual_mbpp | allenai/multilingual_mbpp | community | dart | backend | Perform a deep multi-layer analysis of backend for a community 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": "allenai/multilingual_mbpp", "source_url": "https://huggingface.co/datasets/allenai/multilingu... | === 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 'allenai/multilingual_mbpp' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
17991c50f7af3ee2a9f6df77 | train | refactoring_testability | pypi | https://pypi.org/project/django/ | django | landing_page | javascript | ci_cd | Refactor a javascript system related to ci_cd. Focus on refactoring testability. | {"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":... | === 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 | |
11132ffe92e8e2e5bd526661 | train | repository_understanding | gitlab | https://gitlab.com/ironfox-oss/IronFox | ironfox-oss/IronFox | analytics | swift | authentication | Perform a deep multi-layer analysis of authentication 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": "ironfox-oss/IronFox", "source_url": "https://gitlab.com/ironfox-oss/IronFox", "source_type": ... | === 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 'ironfox-oss/IronFox' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
36c6f19baba305af2f492e21 | train | refactoring_architecture | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | landing_page | sql | machine_learning | Refactor a sql system related to machine_learning. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CLIUtils/modern-cmake", "source_url": "https://gitlab.com/CLIUtils/modern-cmake", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
be54cde4196c117c90b8ca1f | train | upgrade_experience | pypi | https://pypi.org/project/typer/ | typer | education | go | typescript | Perform a deep developer-experience analysis for a go project involving typescript. | {"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 | |
74393524a4da4d63c76161ef | train | dependency_management_experience | codeberg | https://codeberg.org/CryptoJones/120xSocrates | CryptoJones/120xSocrates | dashboard | python | open_source | Perform a deep developer-experience analysis for a python project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CryptoJones/120xSocrates", "source_url": "https://codeberg.org/CryptoJones/120xSocrates", "so... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
65d92bbb3ff88f12290a4bca | train | design_review | codeberg | https://codeberg.org/arsann/100-plus-Python-programming-exercises-extended | arsann/100-plus-Python-programming-exercises-extended | productivity | go | software_architecture | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arsann/100-plus-Python-programming-exercises-extended", "source_url": "https://codeberg.org/a... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
04c931df59940deebe931fa0 | train | javascript_generation | pypi | https://pypi.org/project/gradio/ | gradio | marketplace | rust | sql | 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | 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 |
5f4f34c9e76253fe1a79fbbe | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | python | python | Refactor a python system related to python. Focus on refactoring api. | {"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 ===
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 |
2faa865dc6c0badc3c9017b3 | train | refactoring_observability | web_docs | https://react.dev/ | React Documentation | dashboard | 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f1174e246c939e7755a84021 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | social_app | python | sql | Perform a deep multi-layer analysis of sql for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | === 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 'SpeedyChuck/codetorch-archive' as a source anchor and identify relevant APIs, dependencies, versions, s... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
27991552835bf587893f769d | train | seo_fix | web_docs | https://docs.python.org/3/ | Python Documentation | ecommerce | sql | observability | Create an SEO improvement plan for a ecommerce about observability. | {"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 | |
658ecd6c41875af93b928447 | train | research_summary | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | developer_tool | java | 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": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | === 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 ===
npm check and ... | web-research-coding-5m-1.1.0 | |
c4ddefbadb0ce2012ba0c431 | train | build_experience | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | analytics | typescript | deep_learning | Perform a deep developer-experience analysis for a typescript project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
00317575d473ea13ddbeea9a | train | fact_verification | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | community | swift | frontend | Verify a technical claim about frontend. | {"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... | === CLAIM ===
A common claim about frontend.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depe... | web-research-coding-5m-1.1.0 | |
d07fe28be6014786eb88c145 | train | responsive_design | npm | https://www.npmjs.com/package/vitest | vitest | developer_tool | swift | typescript | Create a responsive design strategy for a developer_tool. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
ac219534ba396a5dcfa1ccd3 | train | refactoring_legacy_code | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | landing_page | cpp | sql | Refactor a cpp system related to sql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
d0cdc3f598e5eb61ecf7ec78 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items | How do I set distance between flexbox items? | analytics | swift | algorithms | Design a Next.js architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I set distance between flexbox items?", "source_url": "https://stackoverflow.com/quest... | 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 |
14fa76eac88db74b7c3e18be | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/37987839/how-can-i-run-tensorboard-on-a-remote-server | How can I run Tensorboard on a remote server? | documentation | html | backend | Perform a deep multi-layer analysis of backend for a documentation 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": "How can I run Tensorboard on a remote server?", "source_url": "https://stackoverflow.com/ques... | === 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 'How can I run Tensorboard on a remote server?' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
4b4bca14f1bf9766e2e83e49 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | scala | backend | Implement TypeScript logic for a community. | {"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 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 |
cb0ba8736a3360778dda8d38 | train | evidence_extraction | pypi | https://pypi.org/project/typer/ | typer | search_interface | python | distributed_systems | Extract verifiable evidence about distributed_systems from the given source. | {"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": "... | === SOURCE ===
typer
https://pypi.org/project/typer/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment state... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8854e29c0fed4fc2a30409d4 | train | system_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | ruby | serverless | Perform a deep multi-layer analysis of serverless for a marketplace 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
98772ffbd727dc59a0721560 | train | design_review | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | documentation | dart | user_experience | Perform a professional design review of a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
988a1aaf62da17dcd3c583ef | train | responsive_design | stackexchange | https://stackoverflow.com/questions/14425568/interface-type-check-with-typescript | Interface type check with Typescript | productivity | css | authorization | Create a responsive design strategy for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Interface type check with Typescript", "source_url": "https://stackoverflow.com/questions/144... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c87b8b674844d6cb38d49ac2 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | java | open_source | Perform a deep multi-layer analysis of open_source for a developer_tool using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
44933e4fc302051c26557f37 | train | developer_experience | huggingface | https://huggingface.co/datasets/pruna-test/documentation-media | pruna-test/documentation-media | analytics | javascript | debugging | Perform a deep developer-experience analysis for a javascript project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pruna-test/documentation-media", "source_url": "https://huggingface.co/datasets/pruna-test/do... | === 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 | |
c148cce2f251017f08db78ec | train | react_generation | github | https://github.com/nicolargo/glances | nicolargo/glances | dashboard | scala | data_engineering | 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": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | 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 |
18f191368f4c5d618d7eaa73 | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/115983/how-do-i-add-an-empty-directory-to-a-git-repository | How do I add an empty directory to a Git repository? | search_interface | php | frontend | Design a php algorithm for a frontend problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I add an empty directory to a Git repository?", "source_url": "https://stackoverflow.c... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
69be9ad2e9a9c04d6a378e81 | train | typescript_generation | stackexchange | https://stackoverflow.com/questions/5137497/find-the-current-directory-and-files-directory | Find the current directory and file's directory | admin_panel | cpp | frontend | Implement TypeScript logic for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the current directory and file's directory", "source_url": "https://stackoverflow.co... | 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 |
77bab2c6f97020b0e93cf741 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/2003505/how-do-i-delete-a-git-branch-locally-and-remotely | How do I delete a Git branch locally and remotely? | productivity | go | html | Perform a deep multi-layer analysis of html for a productivity using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I delete a Git branch locally and remotely?", "source_url": "https://stackoverflow.com... | === 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 'How do I delete a Git branch locally and remotely?' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
fe0165d375fe86493c93eef6 | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/10059594/a-simple-explanation-of-naive-bayes-classification | A simple explanation of Naive Bayes Classification | finance | sql | nextjs | Classify the search intent for a query about nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "A simple explanation of Naive Bayes Classification", "source_url": "https://stackoverflow.com... | === 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 ===
"nextjs vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
7f16990c885415e9f751e6e4 | train | css_generation | huggingface | https://huggingface.co/datasets/ShawRickZia/machine-learning-forecasting-data | ShawRickZia/machine-learning-forecasting-data | dashboard | dart | frontend | 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": "ShawRickZia/machine-learning-forecasting-data", "source_url": "https://huggingface.co/dataset... | 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 |
21be5771d424b4f5145dd589 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | swift | backend | Build a structured research plan to deeply understand backend. | {"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",... | === GOAL ===
Produce a reliable, current, and actionable understanding of backend.
=== 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 wi... | web-research-coding-5m-1.1.0 | |
05b50a6c2534791e96c5eab3 | train | debugging_experience | pypi | https://pypi.org/project/fastapi/ | fastapi | community | rust | serverless | Perform a deep developer-experience analysis for a rust project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 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 | |
8dbebe4c334f9a64fdcfe6b6 | train | html_generation | huggingface | https://huggingface.co/datasets/introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | blog | html | react | Create semantic HTML for a blog about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning", "source_url": "http... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
f18b17a5396dd5b6b27a2ffc | train | refactoring_api | huggingface | https://huggingface.co/datasets/baber/multilingual_mmlu | baber/multilingual_mmlu | admin_panel | ruby | software_architecture | Refactor a ruby system related to software_architecture. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "baber/multilingual_mmlu", "source_url": "https://huggingface.co/datasets/baber/multilingual_m... | === 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 | |
6fc7cde1df12bfe436b3c1b2 | train | build_experience | web_docs | https://react.dev/ | React Documentation | saas | cpp | api_design | Perform a deep developer-experience analysis for a cpp project involving api_design. | {"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 | |
537f5f208103ce8583bb590d | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | blog | rust | observability | Perform a professional design review of a blog. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
e34a9aa6b35cb6c7b6e44f2c | train | source_comparison | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | admin_panel | ruby | nextjs | Compare multiple sources about nextjs 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": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | === SOURCES ===
- The_Quantum_Alpha/the-quantum-ad-list (https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (v... | web-research-coding-5m-1.1.0 | |
ec2c7e1911c1d16fe5a058b1 | train | evidence_extraction | web_docs | https://git-scm.com/doc | Git Documentation | education | go | ci_cd | Extract verifiable evidence about ci_cd from the given source. | {"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", ... | === SOURCE ===
Git Documentation
https://git-scm.com/doc
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment s... | web-research-coding-5m-1.1.0 | |
1b98929b02deebbf757bf403 | train | fact_verification | pypi | https://pypi.org/project/rich/ | rich | portfolio | scala | deep_learning | Verify a technical claim about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "de... | === CLAIM ===
A common claim about deep_learning.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 |
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