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61c3b3e4249c46dde3d03b29 | train | code_review | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | developer_tool | rust | kubernetes | Perform a production code review of rust code related to kubernetes. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ee65451c632a9cd2d336363e | train | css_generation | gitlab | https://gitlab.com/catamphetamine/libphonenumber-js | catamphetamine/libphonenumber-js | saas | kotlin | serverless | Create responsive CSS for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/libphonenumber-js", "source_url": "https://gitlab.com/catamphetamine/libphonen... | 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 |
7fb39fa353c6d1b62ce4c14a | train | nextjs_generation | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | education | java | data_engineering | Design a Next.js architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | 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 |
ada654cc4679b450b6d8cd3a | train | refactoring_dependency | npm | https://www.npmjs.com/package/prettier | prettier | saas | javascript | distributed_systems | Refactor a javascript system related to distributed_systems. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
1551d0690309bb47ae99d63b | train | html_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | developer_tool | scala | backend | Create semantic HTML for a developer_tool about backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | 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 |
cf833a7e01a35c5d710661cb | train | source_comparison | huggingface | https://huggingface.co/datasets/baber/multilingual_mmlu | baber/multilingual_mmlu | marketplace | python | sql | Compare multiple sources about sql 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": "baber/multilingual_mmlu", "source_url": "https://huggingface.co/datasets/baber/multilingual_m... | === SOURCES ===
- baber/multilingual_mmlu (https://huggingface.co/datasets/baber/multilingual_mmlu)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differen... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ab8da5ef17bb77dbf0c60cd5 | train | api_design | stackexchange | https://stackoverflow.com/questions/38987/how-do-i-merge-two-dictionaries-in-a-single-expression-in-python | How do I merge two dictionaries in a single expression in Python? | developer_tool | css | deep_learning | Design a production API for a deep_learning application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I merge two dictionaries in a single expression in Python?", "source_url": "https://st... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
8ba66a506ac0760015428e91 | train | multi_hop_research | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | portfolio | rust | docker | Perform multi-hop research about docker: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === HOP 1 ===
Start at: argrento/100-exercises-to-learn-rust
https://codeberg.org/argrento/100-exercises-to-learn-rust
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.... | web-research-coding-5m-1.1.0 | |
ea9d910c213f4019bbb69aec | train | interaction_design | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-python | Reset23/the-stack-v2-python | blog | typescript | web_performance | Design interaction states for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-python", "source_url": "https://huggingface.co/datasets/Reset23/the-stac... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
da1ee6235f8991b37abb7383 | train | react_generation | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | blog | typescript | caching | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | 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 |
5b63b92886bf1e39984b6747 | train | documentation_lookup | gitlab | https://gitlab.com/radix-ai/challenge | radix-ai/challenge | analytics | kotlin | database | Find and summarize the relevant documentation for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "radix-ai/challenge", "source_url": "https://gitlab.com/radix-ai/challenge", "source_type": "r... | === RELEVANT DOCS ===
- radix-ai/challenge
https://gitlab.com/radix-ai/challenge
- 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 | |
15f06a01b4839ef7dca5553f | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/ars-1/autotrain-data-javascript-traing-1 | ars-1/autotrain-data-javascript-traing-1 | developer_tool | html | graphql | Perform a deep multi-layer analysis of graphql for a developer_tool 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": "ars-1/autotrain-data-javascript-traing-1", "source_url": "https://huggingface.co/datasets/ars... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'ars-1/autotrain-data-javascript-traing-1' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
ceeea33d3487b813adde661f | train | security_analysis | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | search_interface | javascript | observability | Perform a deep multi-layer analysis of observability for a search_interface 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": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'Remove a file from a Git repository without deleting it from the local filesystem' ... | web-research-coding-5m-1.1.0 | |
20679259959e4a5c67c5bf58 | train | design_consistency | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | documentation | python | deep_learning | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d3166bd426edfb3089c867f1 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | typescript | data_engineering | Create a unit-testing strategy for typescript code involving data_engineering. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3233b08972c2473f9ef351f1 | train | design_system | stackexchange | https://stackoverflow.com/questions/5062614/how-to-decide-when-to-use-node-js | How to decide when to use Node.js? | portfolio | swift | sql | Create a scalable design system for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to decide when to use Node.js?", "source_url": "https://stackoverflow.com/questions/50626... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
3caa43e87d40b5387b6cb4e8 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | typescript | data_structures | Perform a deep multi-layer analysis of data_structures for a dashboard 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
b4ce191569bc64b9033b3490 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/multilingual-tts/open-bible | multilingual-tts/open-bible | education | scala | redis | Perform a deep multi-layer analysis of redis for a education using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-tts/open-bible", "source_url": "https://huggingface.co/datasets/multilingual-tts... | === 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 'multilingual-tts/open-bible' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
7e3115ad32f8c436067ac3c8 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | landing_page | shell | deep_learning | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
db581cc46b450043bfb5a32b | train | security_review | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | saas | swift | kubernetes | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
80799d376cbfb03560926e2b | train | visual_hierarchy | npm | https://www.npmjs.com/package/zod | zod | marketplace | javascript | software_architecture | Improve visual hierarchy in a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
96406a443f6f319f85c1f015 | train | design_components | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | marketplace | java | nodejs | Create a component architecture for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "source_... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c85285e4043bcc2ecdcc6e51 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | java | database | Design interaction states for a blog. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
e4fed5dfa99f7e6515dcd24d | train | ux_design | stackexchange | https://stackoverflow.com/questions/27991366/what-is-the-difference-between-state-and-props-in-react | What is the difference between state and props in React? | search_interface | typescript | frontend | Design the complete UX flow of a search_interface for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between state and props in React?", "source_url": "https://stackoverfl... | 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 | |
769e8aa33f8c388029533102 | train | visual_hierarchy | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | sql | javascript | Improve visual hierarchy in a saas. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
549c1108ee2ff469a8e58d85 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/6912584/how-to-get-get-query-string-variables-in-express-js-on-node-js | How to get GET (query string) variables in Express.js on Node.js? | ecommerce | python | backend | Perform a deep multi-layer analysis of backend for a ecommerce 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": "How to get GET (query string) variables in Express.js on Node.js?", "source_url": "https://st... | === 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 to get GET (query string) variables in Express.js on Node.js?' as a source anchor and ident... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
09ea17da19f1c4467a02b8dd | train | responsive_design | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | landing_page | html | software_architecture | Create a responsive design strategy for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
85161131b98fe8206185091a | train | refactoring_performance | gitlab | https://gitlab.com/hnickisch/gpml-matlab | hnickisch/gpml-matlab | social_app | ruby | backend | Refactor a ruby system related to backend. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hnickisch/gpml-matlab", "source_url": "https://gitlab.com/hnickisch/gpml-matlab", "source_typ... | === 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 | |
625d67d358e96332af48b9de | train | deployment_experience | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-python-v1 | nomic-ai/cornstack-python-v1 | community | python | data_engineering | Perform a deep developer-experience analysis for a python project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-python-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/cornst... | === 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 |
e85f5125a7b9d59ea13ccd64 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/axios | axios | ecommerce | kotlin | serverless | Perform a deep multi-layer analysis of serverless for a ecommerce 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 'axios' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
add9db1821d715b2bb1f2aa9 | train | performance_fix | pypi | https://pypi.org/project/streamlit/ | streamlit | search_interface | rust | documentation | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
610bd206cfc8a4350e628ba2 | train | ux_design | github | https://github.com/ant-design/ant-design | ant-design/ant-design | education | html | database | Design the complete UX flow of a education for database. | {"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... | 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 | |
407d1b57975d394f1c0d5307 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | go | html | Perform a deep multi-layer analysis of html for a saas using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
af1991625e2901fefc2a9311 | train | performance_analysis | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | social_app | swift | nlp | Perform a deep multi-layer analysis of nlp 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": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | === 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 'ita-ml/pyhard' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
05df9e9e66dab2735df01edc | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | sql | html | Perform a deep multi-layer analysis of html 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
5789e72a9f0c95031f33c564 | train | risk_analysis | huggingface | https://huggingface.co/datasets/open-r1/codeforces-cots | open-r1/codeforces-cots | social_app | html | design_system | Perform a deep multi-layer analysis of design_system 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": "open-r1/codeforces-cots", "source_url": "https://huggingface.co/datasets/open-r1/codeforces-c... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'open-r1/codeforces-cots' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
8494fcb437f3a49e5e10360d | train | developer_experience | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | html | nodejs | Perform a deep developer-experience analysis for a html project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. 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 | |
03031bf817d4fefe61f3f0b4 | train | typescript_generation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | community | sql | redis | 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": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | 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 |
c3b007d43c71221578e1dc09 | train | design_accessibility | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | admin_panel | dart | web_performance | Audit accessibility for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
71e37c9b4980907689511f72 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | saas | shell | web_accessibility | Design a developer documentation page for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a remote Git branch?", "source_url": "https://stackoverflow.com/questions/151... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
a5e79237ed601cc34ac4d79b | train | visual_hierarchy | github | https://github.com/vuejs/core | vuejs/core | analytics | c | nextjs | Improve visual hierarchy in a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vuejs/core", "source_url": "https://github.com/vuejs/core", "source_type": "repository", "top... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
c746cc1a4187f6583e6bb3a3 | train | tradeoff_analysis | github | https://github.com/eugeneyan/applied-ml | eugeneyan/applied-ml | productivity | cpp | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a productivity 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": "eugeneyan/applied-ml", "source_url": "https://github.com/eugeneyan/applied-ml", "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 'eugeneyan/applied-ml' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
6d0135a8437e87b27e64076e | train | documentation_experience | huggingface | https://huggingface.co/datasets/ellamind/arc-multilingual | ellamind/arc-multilingual | ecommerce | c | user_experience | Perform a deep developer-experience analysis for a c project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/arc-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/arc-multi... | === 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 | |
f8b01b026d1c2962aeb7935c | train | refactoring | pypi | https://pypi.org/project/pandas/ | pandas | portfolio | kotlin | nlp | Create a production coding task in kotlin for nlp. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d1f8ff523ae39ff8f84fe1dd | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | javascript | authentication | Create an accessibility remediation plan for a documentation. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a0f3608464abd957098f250a | train | source_selection | stackexchange | https://stackoverflow.com/questions/1085162/commit-only-part-of-a-files-changes-in-git | Commit only part of a file's changes in Git | marketplace | c | nextjs | Select the most reliable sources to research nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Commit only part of a file's changes in Git", "source_url": "https://stackoverflow.com/qu... | === 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 | |
7f2ed939945eedfd6aefcf70 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | kotlin | testing | Create a unit-testing strategy for kotlin code involving testing. | {"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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8996486b69d55214a4e0c6d3 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | go | machine_learning | Classify the search intent for a query about machine_learning. | {"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", "... | === 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 ===
"machine_learning vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
cb1187b39552769e31197219 | train | performance_fix | pypi | https://pypi.org/project/requests/ | requests | search_interface | shell | fullstack | Create a web-performance optimization plan for a search_interface. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
6dcac6cd2f761a7bba03b64a | train | api_developer_experience | gitlab | https://gitlab.com/verbose-equals-true/django-postgres-vue-gitlab-ecs | verbose-equals-true/django-postgres-vue-gitlab-ecs | admin_panel | sql | machine_learning | Perform a deep developer-experience analysis for a sql project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verbose-equals-true/django-postgres-vue-gitlab-ecs", "source_url": "https://gitlab.com/verbos... | === 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 | |
f900cac27d4234a0a8467939 | train | technical_research | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | saas | typescript | graphql | Perform a technical research task about graphql, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | === SCOPE ===
Technical behavior of graphql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- scripta/escriptorium (https://gitlab.com/scripta/escriptorium)
-... | web-research-coding-5m-1.1.0 | |
5d089ab9956c0b82b4af501b | train | design_accessibility | pypi | https://pypi.org/project/typer/ | typer | admin_panel | rust | fullstack | Audit accessibility for a admin_panel. | {"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": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e108c0cafa0c38ca79c21853 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/9834689/how-can-i-see-the-differences-between-two-branches | How can I see the differences between two branches? | ecommerce | cpp | redis | Perform a deep multi-layer analysis of redis for a ecommerce using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I see the differences between two branches?", "source_url": "https://stackoverflow.co... | === 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 'How can I see the differences between two branches?' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
194ef0e477284acf5bfac27e | train | responsive_design | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | productivity | go | graphql | 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": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
84a11685ef1853d5773a84b5 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | dart | database | Refactor a dart system related to database. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
86c0bdc9713c0ad8bd821872 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | dart | web_accessibility | Classify the search intent for a query about web_accessibility. | {"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",... | === 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 ===
"web_accessibility vs alternatives"
=== CLASSIFICATION ===
Comparative / inform... | web-research-coding-5m-1.1.0 | |
ba06c1d32c06eeec3b625da3 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | php | linux | Perform a deep multi-layer analysis of linux 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
41114b2ba53f3a7175765d65 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | html | backend | Select the most reliable sources to research backend. | {"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... | === 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 | |
2028c583ddf18c8ad3177241 | train | form_ui | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | ecommerce | java | machine_learning | Design an accessible form for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
2800c4ba1269a4b1eb0af5be | train | design_review | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | education | go | data_engineering | Perform a professional design review of a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
ba7f64e8085f46bab6a4b2c1 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | shell | security | Refactor a shell system related to security. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
8e2a8f7baf470bd4f18114b7 | train | unit_testing | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | saas | shell | javascript | Create a unit-testing strategy for shell code involving javascript. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
ce4ce501b18bfc2c2896a9fa | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | java | frontend | Perform a production code review of java code related to frontend. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
55b2b25fc082f8027be2acf5 | train | accessibility_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | rust | design_system | Perform a deep multi-layer analysis of design_system for a productivity using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
8fd01a2888a2d722a118595d | train | system_analysis | github | https://github.com/react/react-native | react/react-native | marketplace | ruby | caching | Perform a deep multi-layer analysis of caching 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": "react/react-native", "source_url": "https://github.com/react/react-native", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'react/react-native' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
ef7f7b3aec1ec61fcc80faf6 | train | refactoring_modularization | pypi | https://pypi.org/project/streamlit/ | streamlit | community | kotlin | debugging | Refactor a kotlin system related to debugging. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 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 | |
eb4defb08157d67b5f46d87e | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | shell | 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
1c6ca09fa5cdaec92ada6711 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | social_app | rust | documentation | Refactor a rust system related to documentation. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | === 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 | |
6644db0d4465736d5dae06aa | train | ux_analysis | npm | https://www.npmjs.com/package/vitest | vitest | social_app | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a social_app 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 'vitest' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
05afa9b90aabc598cab9f6e0 | train | documentation_lookup | pypi | https://pypi.org/project/gradio/ | gradio | search_interface | typescript | testing | Find and summarize the relevant documentation for testing. | {"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":... | === RELEVANT DOCS ===
- gradio
https://pypi.org/project/gradio/
- 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 | |
023fbbee0bd1fa1d3b55e348 | train | unit_testing | npm | https://www.npmjs.com/package/typescript | typescript | dashboard | javascript | developer_experience | Create a unit-testing strategy for javascript code involving developer_experience. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
872ad1a6c51c28f90b1d570d | train | react_generation | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | portfolio | kotlin | postgresql | Design React components for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | 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 |
7c817608e2da4c1b892bb5e3 | train | debugging_experience | huggingface | https://huggingface.co/datasets/model-metadata/code_execution_files | model-metadata/code_execution_files | ecommerce | ruby | nlp | Perform a deep developer-experience analysis for a ruby project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "model-metadata/code_execution_files", "source_url": "https://huggingface.co/datasets/model-me... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6f3b3feeeb3d4a8afb8526f3 | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | scala | nlp | Create semantic HTML for a marketplace about nlp. | {"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... | 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 |
e554cbd728d8263a5028cfe8 | train | refactoring_maintainability | github | https://github.com/twentyhq/twenty | twentyhq/twenty | finance | css | serverless | Refactor a css system related to serverless. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twentyhq/twenty", "source_url": "https://github.com/twentyhq/twenty", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
523fbe1a8143dcbd9b19e244 | train | repository_understanding | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | social_app | sql | rest_api | Perform a deep multi-layer analysis of rest_api 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": "Mo7art/Stack2Graph_KG_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | === 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 'Mo7art/Stack2Graph_KG_javascript' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
6575916959458074fc235a87 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | productivity | php | authentication | Classify the search intent for a query about authentication. | {"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... | === 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 ===
"authentication vs alternatives"
=== CLASSIFICATION ===
Comparative / informati... | web-research-coding-5m-1.1.0 | |
85e96a67814730b14e719fe1 | train | refactoring_architecture | web_docs | https://doc.rust-lang.org/ | Rust Documentation | finance | typescript | user_experience | Refactor a typescript system related to user_experience. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 | |
82b386d779e7c5324bc0a8bc | train | root_cause_analysis | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | productivity | css | cloud | Perform a deep multi-layer analysis of cloud for a productivity 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": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 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 'dbsystel/gitlab-ci-python-library' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
0071e828a746fcf9a29fdb91 | train | html_generation | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | saas | python | authorization | Create semantic HTML for a saas about authorization. | {"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... | 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 |
5088500d82d78788a91c39ad | train | algorithm_design | gitlab | https://gitlab.com/pygolo/py | pygolo/py | blog | typescript | redis | Design a typescript algorithm for a redis problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "topic... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
59a7c66a1df1d5e80ec94179 | train | information_architecture | npm | https://www.npmjs.com/package/rollup | rollup | portfolio | typescript | sql | Design the information architecture for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
7bec24097875c7dd631e5ea8 | train | refactoring_dependency | npm | https://www.npmjs.com/package/vite | vite | ecommerce | scala | backend | Refactor a scala system related to backend. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === 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 | |
9b31bde993d57c5bbcbd49ae | train | design_components | npm | https://www.npmjs.com/package/express | express | analytics | c | deep_learning | Create a component architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
5d6d323e2153129e71007c4b | train | cli_experience | npm | https://www.npmjs.com/package/fastify | fastify | blog | typescript | user_experience | Perform a deep developer-experience analysis for a typescript project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. 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 | |
e56ae095842ab7ca18a38ce1 | train | design_system | npm | https://www.npmjs.com/package/vue | vue | social_app | scala | debugging | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
c1527c09a7ab19cd76a7b1a3 | train | design_system | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | community | cpp | machine_learning | Create a scalable design system for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
e2dd9b993ce6535eaa765a55 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/5064928/difference-between-classification-and-clustering-in-data-mining | Difference between classification and clustering in data mining? | developer_tool | kotlin | testing | Perform a deep developer-experience analysis for a kotlin project involving testing. | {"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... | === 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 | |
3d7b6df55b0d46ea8e9edd16 | train | unit_testing | gitlab | https://gitlab.com/woob/woob | woob/woob | social_app | html | developer_experience | Create a unit-testing strategy for html code involving developer_experience. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
94a3d90ab6cfb6696ef08110 | train | design_system | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | landing_page | java | security | Create a scalable design system for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
9b7ebb5e6af3da3cbd8b4f60 | train | integration_testing | huggingface | https://huggingface.co/datasets/kaydenfu/documentation-images | kaydenfu/documentation-images | admin_panel | dart | deep_learning | Design integration tests for a dart system involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaydenfu/documentation-images", "source_url": "https://huggingface.co/datasets/kaydenfu/docum... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
b91119964bc5a3f98c1bbb28 | train | landing_page | stackexchange | https://stackoverflow.com/questions/1911015/how-do-i-debug-node-js-applications | How do I debug Node.js applications? | productivity | rust | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I debug Node.js applications?", "source_url": "https://stackoverflow.com/questions/191... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
9f37b3f94c62432fb510b688 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/469059/button-vs-input-type-button-which-to-use | <button> vs. <input type="button"> -- which to use? | ecommerce | php | kubernetes | Perform a deep multi-layer analysis of kubernetes for a ecommerce 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": "<button> vs. <input type="button"> -- which to use?", "source_url": "ht... | === 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 '<button> vs. <input type="button"> -- which to use?' as a source an... | web-research-coding-5m-1.1.0 | |
961c5b9c3f3d75ee29c2042a | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | shell | fullstack | Design a Next.js architecture for a community. | {"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... | 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 |
95560cc3b3154a23d5dea0df | train | design_system | web_docs | https://react.dev/ | React Documentation | search_interface | go | nlp | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
fea8a6fb04f501fc2d98106d | train | technical_research | huggingface | https://huggingface.co/datasets/rl-rag/hle-gpt-oss-120b-no-python-260222 | rl-rag/hle-gpt-oss-120b-no-python-260222 | saas | swift | computer_vision | Perform a technical research task about computer_vision, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rl-rag/hle-gpt-oss-120b-no-python-260222", "source_url": "https://huggingface.co/datasets/rl-... | === SCOPE ===
Technical behavior of computer_vision.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- rl-rag/hle-gpt-oss-120b-no-python-260222 (https://huggin... | web-research-coding-5m-1.1.0 | |
6ee8178b27f6ec40fa042570 | train | unit_testing | huggingface | https://huggingface.co/datasets/baber/multilingual_mmlu | baber/multilingual_mmlu | dashboard | dart | database | Create a unit-testing strategy for dart code involving database. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
521f36d4643dd65b29c1ced2 | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/42480111/how-do-i-print-the-model-summary-in-pytorch | How do I print the model summary in PyTorch? | landing_page | dart | developer_experience | Design a dart algorithm for a developer_experience problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print the model summary in PyTorch?", "source_url": "https://stackoverflow.com/quest... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
c03d8d077ab24a8c46e0f7f1 | train | visual_hierarchy | gitlab | https://gitlab.com/postmill/Postmill | postmill/Postmill | ecommerce | swift | security | Improve visual hierarchy in a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "postmill/Postmill", "source_url": "https://gitlab.com/postmill/Postmill", "source_type": "rep... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
f4f97e6d6afb1a5e326943ee | train | nextjs_generation | 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 | analytics | css | software_architecture | 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": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | 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 |
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