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65bff91a63dc5ac308941cd9 | train | api_design | gitlab | https://gitlab.com/b4ckup/ts-tex | b4ckup/ts-tex | developer_tool | shell | css | Design a production API for a css application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "b4ckup/ts-tex", "source_url": "https://gitlab.com/b4ckup/ts-tex", "source_type": "repository"... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9efad2ad54240e2aad198947 | train | information_architecture | huggingface | https://huggingface.co/datasets/lightonai/multilingual-embeddings-pre-training-curated | lightonai/multilingual-embeddings-pre-training-curated | landing_page | rust | redis | Design the information architecture for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lightonai/multilingual-embeddings-pre-training-curated", "source_url": "https://huggingface.c... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
6d487cb50a9fd4120b01e662 | train | error_message_design | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | productivity | ruby | machine_learning | Perform a deep developer-experience analysis for a ruby project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leo009/python-programming-instructions", "source_url": "https://huggingface.co/datasets/leo00... | === 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 | |
82fb47b37a9622e0e76d12d9 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/1776915/how-can-i-center-an-absolutely-positioned-element-in-a-div | How can I center an absolutely positioned element in a div? | blog | go | nodejs | Perform a deep multi-layer analysis of nodejs for a blog 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 can I center an absolutely positioned element in a div?", "source_url": "https://stackove... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'How can I center an absolutely positioned element in a div?' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
90f06e630253d47f746b6b43 | train | debugging_experience | gitlab | https://gitlab.com/TUSoftwareEngineering/vulnerability-localization-using-machine-learning | TUSoftwareEngineering/vulnerability-localization-using-machine-learning | blog | css | javascript | Perform a deep developer-experience analysis for a css project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TUSoftwareEngineering/vulnerability-localization-using-machine-learning", "source_url": "http... | === 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 | |
72ee9385ac93a2f9e9fcdd62 | train | tradeoff_analysis | 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? | ecommerce | c | javascript | Perform a deep multi-layer analysis of javascript for a ecommerce using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I merge two dictionaries in a single expression in Python?", "source_url": "https://st... | === 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 'How do I merge two dictionaries in a single expression in Python?' as a source anchor and... | web-research-coding-5m-1.1.0 | |
e9f5755ee31fbbcf98917b68 | train | responsive_design | pypi | https://pypi.org/project/fastapi/ | fastapi | dashboard | cpp | open_source | 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
00cc9d2e2b572f10be2130f6 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | search_interface | swift | debugging | Refactor a swift system related to debugging. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | === 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 | |
cb8c53283dc8aefa224d696b | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | kotlin | machine_learning | Perform a deep multi-layer analysis of machine_learning for a documentation 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
626464e017421545549d902b | train | error_message_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | shell | backend | Perform a deep developer-experience analysis for a shell project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 | |
a2037fa0770177340c9ac1cd | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | c | devops | Create responsive CSS for a landing_page. | {"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... | 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 |
20374f4fa9aa189b043ce001 | train | html_generation | npm | https://www.npmjs.com/package/eslint | eslint | admin_panel | rust | python | Create semantic HTML for a admin_panel about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | 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 |
77eba12753874a4ebe797c44 | train | local_development_experience | codeberg | https://codeberg.org/quidome/100-exercises-to-learn-rust | quidome/100-exercises-to-learn-rust | productivity | typescript | documentation | Perform a deep developer-experience analysis for a typescript project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "quidome/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/quidome/100-exercis... | === 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 | |
6091e7714345548a35ea004f | train | research_summary | huggingface | https://huggingface.co/datasets/ellamind/hellaswag-multilingual | ellamind/hellaswag-multilingual | education | typescript | caching | Summarize the current state of knowledge about caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/hellaswag-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hel... | === OVERVIEW ===
caching 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 ===
ellamind/hellaswag-mul... | web-research-coding-5m-1.1.0 | |
f2ded2901000ad0bd04543b1 | train | ux_analysis | web_docs | https://doc.rust-lang.org/ | Rust Documentation | portfolio | css | algorithms | Perform a deep multi-layer analysis of algorithms for a portfolio 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
83485e0669133ff54ba18736 | train | integration_testing | npm | https://www.npmjs.com/package/zod | zod | developer_tool | scala | user_experience | Design integration tests for a scala system involving user_experience. | {"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": "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
78996ed223eb19b69dbd6607 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | portfolio | php | data_structures | Perform a deep developer-experience analysis for a php project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 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 | |
6226393e50bab520d5fe53dc | train | responsive_website | web_docs | https://doc.rust-lang.org/ | Rust Documentation | dashboard | c | microservices | Design a complete responsive dashboard for microservices. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
5a2fda0612ea1c52dbd15c35 | train | deep_technical_analysis | pypi | https://pypi.org/project/rich/ | rich | portfolio | dart | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ca... | === 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 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
40321f4c853a9ffe178e0409 | train | evidence_extraction | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | developer_tool | sql | security | Extract verifiable evidence about security from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === SOURCE ===
PostgreSQL Documentation
https://www.postgresql.org/docs/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version a... | web-research-coding-5m-1.1.0 | |
57126b92c87b6a27f46598c1 | train | refactoring_testability | npm | https://www.npmjs.com/package/react | react | documentation | python | mongodb | Refactor a python system related to mongodb. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c7db8d12ec325428554b92bb | train | system_analysis | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | marketplace | css | react | Perform a deep multi-layer analysis of react for a marketplace 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": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'ArchiveBox/ArchiveBox' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
1c680b514bc937f910a80f3d | train | deep_technical_analysis | npm | https://www.npmjs.com/package/webpack | webpack | analytics | php | security | Perform a deep multi-layer analysis of security for a analytics 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
2f579860cacab0b67c500b13 | train | product_analysis | huggingface | https://huggingface.co/datasets/kloodia/javascript_200k | kloodia/javascript_200k | blog | dart | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog 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": "kloodia/javascript_200k", "source_url": "https://huggingface.co/datasets/kloodia/javascript_2... | === 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 'kloodia/javascript_200k' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
abdb1cab5e466ee43d484f12 | train | debugging | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | landing_page | python | redis | Create a realistic python debugging problem involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7441caa7dd0512261694f646 | train | local_development_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | education | php | deep_learning | Perform a deep developer-experience analysis for a php project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
49a0f56a24bf01938b787165 | train | design_system | github | https://github.com/nicolargo/glances | nicolargo/glances | marketplace | css | web_performance | Create a scalable design system for a marketplace. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
77c7b36b63ce474a9657d9f0 | train | product_analysis | codeberg | https://codeberg.org/smb374/_cargo-index | smb374/_cargo-index | saas | java | data_engineering | Perform a deep multi-layer analysis of data_engineering for a saas using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smb374/_cargo-index", "source_url": "https://codeberg.org/smb374/_cargo-index", "source_type"... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'smb374/_cargo-index' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
a13c47393086b1398e830c82 | train | performance_fix | pypi | https://pypi.org/project/transformers/ | transformers | marketplace | rust | user_experience | Create a web-performance optimization plan for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
0bddfaaef91637acec945194 | train | security_review | npm | https://www.npmjs.com/package/rollup | rollup | portfolio | javascript | redis | Perform a security review of a portfolio application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
2e1eae8c464e34ddaf44c06d | train | debugging | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | blog | scala | web_accessibility | Create a realistic scala debugging problem involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript", "source_url": "https://huggingface.co/datasets/hchautran/javascript", ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
5216f2ec2a7dd549449ef64b | train | technical_research | stackexchange | https://stackoverflow.com/questions/4870328/read-environment-variables-in-node-js | Read environment variables in Node.js | marketplace | swift | postgresql | Perform a technical research task about postgresql, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Read environment variables in Node.js", "source_url": "https://stackoverflow.com/questions/48... | === SCOPE ===
Technical behavior of postgresql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Read environment variables in Node.js (https://stackoverflow.... | web-research-coding-5m-1.1.0 | |
ce9cbf510aaac48fbcc94495 | train | evidence_chain_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | dashboard | rust | nextjs | Perform a deep multi-layer analysis of nextjs for a dashboard using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
8f7c6bf9621004f3d924322b | train | data_structure_design | npm | https://www.npmjs.com/package/react | react | documentation | rust | ci_cd | Design a data structure in rust for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
e2cdbbc09482fb1a55f9ed10 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes | Weyaxi/huggingface-spaces-codes | finance | cpp | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a finance using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Weyaxi/huggingface-spaces-codes", "source_url": "https://huggingface.co/datasets/Weyaxi/huggi... | === 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 'Weyaxi/huggingface-spaces-codes' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
d73a17edfcfe7c5cbe8acc0a | train | html_generation | github | https://github.com/h5bp/html5-boilerplate | h5bp/html5-boilerplate | education | sql | microservices | Create semantic HTML for a education about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h5bp/html5-boilerplate", "source_url": "https://github.com/h5bp/html5-boilerplate", "source_t... | 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 |
9d3857bcbbba9f8efc3b74fe | train | product_analysis | stackexchange | https://stackoverflow.com/questions/53975717/pytorch-connection-between-loss-backward-and-optimizer-step | pytorch - connection between loss.backward() and optimizer.step() | marketplace | shell | mongodb | Perform a deep multi-layer analysis of mongodb for a marketplace 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": "pytorch - connection between loss.backward() and optimizer.step()", "source_url": "https://st... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'pytorch - connection between loss.backward() and optimizer.step()' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
c7af65602a10c55161d51071 | train | refactoring_scalability | pypi | https://pypi.org/project/transformers/ | transformers | productivity | shell | caching | Refactor a shell system related to caching. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
e98f6c9269b8c97b28cef252 | train | security_analysis | pypi | https://pypi.org/project/pytest/ | pytest | social_app | rust | observability | Perform a deep multi-layer analysis of observability 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
96f19cc83b31b8f227ac1354 | train | dashboard | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | saas | cpp | css | Design a production dashboard for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8a56cd192bab5ab547cbf6a7 | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | php | nlp | Design a complete responsive education for nlp. | {"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 mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
6d363cac8ed16306573ca014 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | go | nlp | Design reusable UI components for a search_interface. | {"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",... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
178273f2c4e931dd4450baaf | train | refactoring_api | web_docs | https://react.dev/ | React Documentation | education | css | documentation | Refactor a css system related to documentation. Focus on refactoring api. | {"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 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 | |
9f16d60eb1132ba8afca0eed | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | analytics | c | data_engineering | Refactor a c system related to data_engineering. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lilacai/lilac-textbook_quality_programming", "source_url": "https://huggingface.co/datasets/l... | === 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 | |
bcab6be460c8cf9d570bcd5a | train | landing_page | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning | joey234/mmlu-machine_learning | admin_panel | c | react | Design a landing page for a react product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning", "source_url": "https://huggingface.co/datasets/joey234/mmlu-m... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
76c2b255878550368688f95f | train | information_architecture | huggingface | https://huggingface.co/datasets/SivilTaram/starcoder2-documentation | SivilTaram/starcoder2-documentation | dashboard | python | documentation | Design the information architecture for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SivilTaram/starcoder2-documentation", "source_url": "https://huggingface.co/datasets/SivilTar... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
85164c432908b75b9b0b4514 | train | error_message_design | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | saas | dart | python | Perform a deep developer-experience analysis for a dart project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | === 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 | |
74f8158dd12551aed8c61cca | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | education | javascript | caching | Refactor a javascript system related to caching. Focus on refactoring modularization. | {"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... | === 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 | |
e0214aa18714f06f0acd8929 | train | testing_experience | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | blog | php | design_system | Perform a deep developer-experience analysis for a php project involving design_system. | {"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... | === 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 | |
2372050b3d6042f80bafe20e | train | design_review | stackexchange | https://stackoverflow.com/questions/22891211/what-is-the-difference-between-save-and-save-dev | What is the difference between --save and --save-dev? | landing_page | cpp | postgresql | Perform a professional design review of a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between --save and --save-dev?", "source_url": "https://stackoverflow.... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
beeb383d3a8e0c906679e20e | train | ux_analysis | pypi | https://pypi.org/project/requests/ | requests | documentation | sql | security | Perform a deep multi-layer analysis of security for a documentation 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
390c1d62e93c4928f31ab99d | train | search_intent_classification | pypi | https://pypi.org/project/transformers/ | transformers | community | shell | serverless | Classify the search intent for a query about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 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 ===
"serverless vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
3b6e13f4a87cfbbd42efe75a | train | accessibility_fix | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | dashboard | rust | algorithms | Create an accessibility remediation plan for a dashboard. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
ad0f8a6e2d145682c194312d | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | javascript | distributed_systems | Perform a deep developer-experience analysis for a javascript project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
fa24eb01677d42b578dcc24d | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | php | authorization | Audit accessibility for a portfolio. | {"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 | |
5cffa85fdaf14b76b9839479 | train | design_to_code | stackexchange | https://stackoverflow.com/questions/332289/how-do-i-change-the-size-of-figures-drawn-with-matplotlib | How do I change the size of figures drawn with Matplotlib? | blog | cpp | nextjs | Translate a blog design into maintainable cpp code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I change the size of figures drawn with Matplotlib?", "source_url": "https://stackover... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
7aadc1813afa898305f3c461 | train | cli_experience | web_docs | https://docs.docker.com/ | Docker Documentation | finance | scala | backend | Perform a deep developer-experience analysis for a scala project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. 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 | |
d2c860fb4d5511cdf811cafc | train | error_message_design | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | education | go | web_accessibility | Perform a deep developer-experience analysis for a go project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | === 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 | |
c01a298e6d1d25b0fe5df45e | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/950087/how-do-i-include-a-javascript-file-in-another-javascript-file | How do I include a JavaScript file in another JavaScript file? | community | scala | docker | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I include a JavaScript file in another JavaScript file?", "source_url": "https://stack... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b7b370bb6633371d1d8b0fa1 | train | design_tokens | web_docs | https://docs.djangoproject.com/ | Django Documentation | productivity | kotlin | rest_api | Create design tokens for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
89b926ecf697f7b3f9f9e9a6 | train | scalability_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | go | linux | Perform a deep multi-layer analysis of linux 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": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
3bb95a344a4d1cfbe2eb98b1 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | cpp | rest_api | Create a unit-testing strategy for cpp code involving rest_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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
dae62a69b883ba19e611ae20 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | cpp | backend | Perform a deep developer-experience analysis for a cpp project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b6f9b3ac006de0323edede69 | train | risk_analysis | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | blog | go | database | Perform a deep multi-layer analysis of database for a blog 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": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'encode/django-rest-framework' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
1afed32eb0d3b98e81502f3a | train | security_review | pypi | https://pypi.org/project/transformers/ | transformers | ecommerce | go | nodejs | Perform a security review of a ecommerce application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
96c96fc1dfd7705eb891e898 | train | javascript_generation | pypi | https://pypi.org/project/numpy/ | numpy | ecommerce | kotlin | algorithms | Implement JavaScript interactions for a ecommerce. | {"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": "... | 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 |
865c535b32516ac7d288d0b9 | train | refactoring_architecture | web_docs | https://docs.docker.com/ | Docker Documentation | search_interface | css | user_experience | Refactor a css 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "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 | |
da25a89e892f22de473c65dc | train | system_analysis | pypi | https://pypi.org/project/numpy/ | numpy | saas | scala | cloud | Perform a deep multi-layer analysis of cloud for a saas 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
7c8e913e329526aa137b7d4c | train | research_summary | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | productivity | dart | microservices | Summarize the current state of knowledge about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === OVERVIEW ===
microservices 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 ===
PostgreSQL Docum... | web-research-coding-5m-1.1.0 | |
c8bcbcd0a0341ea60befe0b2 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | saas | rust | kubernetes | Perform a deep multi-layer analysis of kubernetes for a saas 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
889bf44f94fee735b8cebc31 | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | shell | backend | Perform a deep multi-layer analysis of backend for a finance 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
7bf32d6206dd276fc434fbe6 | train | data_structure_design | pypi | https://pypi.org/project/uvicorn/ | uvicorn | dashboard | typescript | api_design | Design a data structure in typescript for api_design. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
a80386df40acb3ff1b2f3e4d | train | typescript_generation | stackexchange | https://stackoverflow.com/questions/784929/what-does-the-double-exclamation-mark-operator-do-in-javascript | What does the !! (double exclamation mark) operator do in JavaScript? | finance | rust | software_architecture | Implement TypeScript logic for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the !! (double exclamation mark) operator do in JavaScript?", "source_url": "https:... | 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 |
6e3a00fbbba4592ac443501a | train | upgrade_experience | codeberg | https://codeberg.org/OutbackViewableEvil/_cargo-index | OutbackViewableEvil/_cargo-index | analytics | typescript | software_architecture | Perform a deep developer-experience analysis for a typescript project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OutbackViewableEvil/_cargo-index", "source_url": "https://codeberg.org/OutbackViewableEvil/_c... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8614f03b9b4a410560850502 | train | evidence_chain_analysis | codeberg | https://codeberg.org/andrea_alberti/_cargo-index | andrea_alberti/_cargo-index | productivity | python | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a productivity 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": "andrea_alberti/_cargo-index", "source_url": "https://codeberg.org/andrea_alberti/_cargo-index... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'andrea_alberti/_cargo-index' as a source anchor and identify relevant A... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bd326114fbd01e0458ebe79b | train | developer_experience | npm | https://www.npmjs.com/package/vite | vite | landing_page | java | react | Perform a deep developer-experience analysis for a java project involving react. | {"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":... | === 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 | |
55b69d1cb022b04d5e29a735 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | kotlin | devops | Create a component architecture for a portfolio. | {"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",... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
99e24eecc1ba8c9b0a863f97 | train | testing_experience | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | landing_page | sql | graphql | Perform a deep developer-experience analysis for a sql project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | === 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 | |
58b1bf0bdbdeae3b41d344f8 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/HuggingFaceH4/Multilingual-Thinking | HuggingFaceH4/Multilingual-Thinking | developer_tool | cpp | devops | Perform a deep multi-layer analysis of devops for a developer_tool using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/Multilingual-Thinking", "source_url": "https://huggingface.co/datasets/HuggingF... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'HuggingFaceH4/Multilingual-Thinking' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
3cec3bdf79f5fbd6de32663f | train | html_generation | stackexchange | https://stackoverflow.com/questions/9153571/is-there-a-way-to-get-the-version-from-the-package-json-file-in-node-js-code | Is there a way to get the version from the 'package.json' file in Node.js code? | portfolio | sql | algorithms | Create semantic HTML for a portfolio about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to get the version from the 'package.json' file in Node.js code?", "so... | 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 |
7f7255c7bd11912276c27134 | train | build_experience | codeberg | https://codeberg.org/stluc-an/23_24_AN1_clipWeb | stluc-an/23_24_AN1_clipWeb | finance | swift | security | Perform a deep developer-experience analysis for a swift project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "stluc-an/23_24_AN1_clipWeb", "source_url": "https://codeberg.org/stluc-an/23_24_AN1_clipWeb",... | === 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 | |
247d0b5b46e8bfe0ebc387ba | train | build_experience | stackexchange | https://stackoverflow.com/questions/15890958/how-to-install-a-previous-exact-version-of-a-npm-package | How to install a previous exact version of a NPM package? | ecommerce | kotlin | javascript | Perform a deep developer-experience analysis for a kotlin project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to install a previous exact version of a NPM package?", "source_url": "https://stackoverf... | === 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 | |
0fc5106c6cb873c1630625d3 | train | design_review | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | education | go | linux | 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": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
c4bcac9d36b97a6a0f71c7ab | train | unit_testing | pypi | https://pypi.org/project/scrapy/ | scrapy | blog | sql | typescript | Create a unit-testing strategy for sql code involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8df6c13d3513528963df72ad | train | design_accessibility | npm | https://www.npmjs.com/package/hono | hono | analytics | javascript | authorization | Audit accessibility for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2b8cfc09b282416b68421282 | train | source_selection | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | productivity | ruby | docker | Select the most reliable sources to research docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
174c0e1b227a66fd0a78e46e | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/1041344/how-can-i-select-an-element-with-multiple-classes-in-jquery | How can I select an element with multiple classes in jQuery? | portfolio | python | nodejs | Refactor a python system related to nodejs. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I select an element with multiple classes in jQuery?", "source_url": "https://stackov... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9099d0f3c127c5fa3574284b | train | ux_design | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | landing_page | dart | design_system | Design the complete UX flow of a landing_page for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | 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 | |
023c26de86e128cda8925a86 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | scala | deep_learning | Design a Next.js architecture for a developer_tool. | {"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... | 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 |
92c2de330fa01a39a9b45d04 | train | multi_layer_analysis | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | blog | typescript | debugging | Perform a deep multi-layer analysis of debugging for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'govbr-ds/bibliotecas/javascript/govbr-ds-core' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
b36d1cbfdea55895f8f85927 | train | refactoring_dependency | pypi | https://pypi.org/project/typer/ | typer | documentation | python | linux | Refactor a python system related to linux. Focus on refactoring dependency. | {"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": "... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4d27d075e5383be47102bd1d | train | research_plan | codeberg | https://codeberg.org/import-benjamin/.dotfiles | import-benjamin/.dotfiles | analytics | java | javascript | Build a structured research plan to deeply understand javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "import-benjamin/.dotfiles", "source_url": "https://codeberg.org/import-benjamin/.dotfiles", "... | === GOAL ===
Produce a reliable, current, and actionable understanding of javascript.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings... | web-research-coding-5m-1.1.0 | |
03bd1aab9f70e8cbd93dee94 | train | repository_comparison | pypi | https://pypi.org/project/numpy/ | numpy | admin_panel | rust | api_design | Perform a deep multi-layer analysis of api_design 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
c0feb9b84a867b061ab49d74 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | analytics | python | ci_cd | Refactor a python system related to ci_cd. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
73b053e9373ab76967c3b089 | train | ui_design | stackexchange | https://stackoverflow.com/questions/6996603/how-can-i-delete-a-file-or-folder-in-python | How can I delete a file or folder in Python? | social_app | python | caching | Design a production-quality UI for a social_app focused on caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I delete a file or folder in Python?", "source_url": "https://stackoverflow.com/quest... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5e3218f712e5451707bf019b | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | cpp | documentation | Design a production dashboard for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a1090e91325a0864bc258529 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | marketplace | cpp | authentication | Perform a deep multi-layer analysis of authentication for a marketplace using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
70cc27e694394d3b11463997 | train | repository_dependency_analysis | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | landing_page | java | deep_learning | Perform a deep multi-layer analysis of deep_learning for a landing_page using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'gitlab-com/books-clubs/bookclub-hands-on-machine-learning' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
2c74b415eb21a6998211ff37 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/18875674/whats-the-difference-between-dependencies-devdependencies-and-peerdependencie | What's the difference between dependencies, devDependencies, and peerDependencies in NPM package.json file? | productivity | rust | nodejs | Refactor a rust system related to nodejs. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between dependencies, devDependencies, and peerDependencies in NPM ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
c66b5fff1c7593fd16894c70 | train | source_comparison | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | kotlin | web_accessibility | Compare multiple sources about web_accessibility 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === SOURCES ===
- Django Documentation (https://docs.djangoproject.com/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated ... | web-research-coding-5m-1.1.0 |
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