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7fafb3f54136f9017fc669c1 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | rust | fullstack | Refactor a rust system related to fullstack. Focus on refactoring testability. | {"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",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
91321cc5cd2e6fce0ade48d1 | train | deployment_experience | huggingface | https://huggingface.co/datasets/thedruid831/JavaScript-Code-Large | thedruid831/JavaScript-Code-Large | productivity | css | debugging | Perform a deep developer-experience analysis for a css project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedruid831/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/thedruid83... | === 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 | |
76c67009a3ad86cbfbdb25b8 | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | kotlin | devops | Refactor a kotlin system related to devops. Focus on refactoring observability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c8ee7a9e140800e1ace6713d | train | risk_analysis | npm | https://www.npmjs.com/package/three | three | portfolio | ruby | typescript | Perform a deep multi-layer analysis of typescript for a portfolio using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
b02292e8772bff0ce3fcc55c | train | information_architecture | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | documentation | sql | deep_learning | Design the information architecture for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only", "source_url": "https://huggingf... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
8bfbf026d1883409055aaefc | train | interaction_design | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | productivity | scala | python | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d7863825e49610c241bf0092 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/win-wang/Machine_Learning_QA_Collection | win-wang/Machine_Learning_QA_Collection | admin_panel | html | api_design | Perform a deep multi-layer analysis of api_design for a admin_panel using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "win-wang/Machine_Learning_QA_Collection", "source_url": "https://huggingface.co/datasets/win-... | === 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 'win-wang/Machine_Learning_QA_Collection' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
39c3e714c305a6438d7daaee | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | java | authorization | Explain a java implementation related to authorization. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
8826275cb99de5030b2b18e0 | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | rust | frontend | Design a data structure in rust for frontend. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
016550454a4b448e5ecf5b05 | train | api_developer_experience | gitlab | https://gitlab.com/py3dtiles/py3dtiles | py3dtiles/py3dtiles | social_app | java | design_system | Perform a deep developer-experience analysis for a java project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "py3dtiles/py3dtiles", "source_url": "https://gitlab.com/py3dtiles/py3dtiles", "source_type": ... | === 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 | |
f29986a6cef9cc8f4722f150 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | rust | security | Refactor a rust system related to security. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
2943ca11da6ac7427936c80e | train | javascript_generation | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | saas | typescript | nextjs | Implement JavaScript interactions for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | 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 |
0f91b327a2b9936a21cd80cd | train | performance_analysis | npm | https://www.npmjs.com/package/express | express | search_interface | cpp | react | Perform a deep multi-layer analysis of react for a search_interface 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
9b414121b4642ce90a995fbd | train | refactoring_modularization | npm | https://www.npmjs.com/package/fastify | fastify | documentation | c | user_experience | Refactor a c system related to user_experience. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 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 | |
6886443cf8e51ea58b7b0dee | train | refactoring_security | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | finance | css | algorithms | Refactor a css system related to algorithms. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
b2664323a6cc9a0cb80dda97 | train | html_generation | web_docs | https://docs.docker.com/ | Docker Documentation | developer_tool | php | redis | Create semantic HTML for a developer_tool about redis. | {"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... | 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 |
cee5b5f0d1285a9754331ab5 | train | react_generation | stackexchange | https://stackoverflow.com/questions/13142635/how-can-i-create-an-object-based-on-an-interface-file-definition-in-typescript | How can I create an object based on an interface file definition in TypeScript? | blog | java | postgresql | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I create an object based on an interface file definition in TypeScript?", "source_url... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
812f8151c4ab4c6b0ad7022a | train | testing_experience | npm | https://www.npmjs.com/package/vue | vue | finance | kotlin | deep_learning | Perform a deep developer-experience analysis for a kotlin project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7e932b8f849bc02895a62e90 | train | build_experience | npm | https://www.npmjs.com/package/express | express | portfolio | html | mongodb | Perform a deep developer-experience analysis for a html project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d1015efbd0954827f0728a32 | train | typescript_generation | codeberg | https://codeberg.org/13thab/2 | 13thab/2 | dashboard | css | typescript | Implement TypeScript logic for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "13thab/2", "source_url": "https://codeberg.org/13thab/2", "source_type": "repository", "topic... | 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 |
f3dcdbad70a23e88e08bfb6c | train | refactoring_maintainability | pypi | https://pypi.org/project/django/ | django | analytics | java | devops | Refactor a java system related to devops. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
46606c822fd0df340bb83bc6 | train | landing_page | web_docs | https://react.dev/ | React Documentation | finance | go | typescript | Design a landing page for a typescript product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
ea1a987e74943b9600b50f29 | train | testing_experience | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | landing_page | python | postgresql | Perform a deep developer-experience analysis for a python project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9ceeda8c8594a20e35c858be | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | c | html | Perform a deep developer-experience analysis for a c project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. 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 | |
6b3a72c3f7c35a105104508f | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js | How do I get started with Node.js | documentation | html | design_system | Perform multi-hop research about design_system: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get started with Node.js", "source_url": "https://stackoverflow.com/questions/235381... | === HOP 1 ===
Start at: How do I get started with Node.js
https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for r... | web-research-coding-5m-1.1.0 | |
d2bb4187697669fb4460660d | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | css | computer_vision | Design interaction states for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
f42b46d930c5348b249b8958 | train | search_intent_classification | gitlab | https://gitlab.com/farshadzargary1997/Microsoft-Rewards-bot | farshadzargary1997/Microsoft-Rewards-bot | blog | c | ci_cd | Classify the search intent for a query about ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "farshadzargary1997/Microsoft-Rewards-bot", "source_url": "https://gitlab.com/farshadzargary19... | === 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 ===
"ci_cd vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
09210685c45874fb4c7aa962 | train | developer_onboarding | codeberg | https://codeberg.org/plaublin/100-exercises-to-learn-rust | plaublin/100-exercises-to-learn-rust | marketplace | kotlin | nodejs | Perform a deep developer-experience analysis for a kotlin project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "plaublin/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/plaublin/100-exerc... | === 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 | |
ba10f765be28ace3ba6d1f4f | train | documentation_experience | codeberg | https://codeberg.org/veroxis/_cargo-index | veroxis/_cargo-index | community | javascript | debugging | Perform a deep developer-experience analysis for a javascript project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "veroxis/_cargo-index", "source_url": "https://codeberg.org/veroxis/_cargo-index", "source_typ... | === 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 | |
20cf9e9dc661833ccf2024f7 | train | accessibility_fix | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | analytics | typescript | html | Create an accessibility remediation plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
9c667027bf2888c080453d55 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/21247278/about-d-ts-in-typescript | About "*.d.ts" in TypeScript | social_app | javascript | developer_experience | Refactor a javascript system related to developer_experience. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "About "*.d.ts" in TypeScript", "source_url": "https://stackoverflow.com/questions/2... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
7071a6e8ee4a0400322f79ee | train | upgrade_experience | web_docs | https://docs.docker.com/ | Docker Documentation | developer_tool | rust | design_system | Perform a deep developer-experience analysis for a rust project involving design_system. | {"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 | |
e90b577908f31dfaedb95b9e | train | web_search_query | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-11 | GudduButt/schemaforge-ai-and-machine-learning-11 | ecommerce | cpp | sql | Write an effective web search query to research the topic: sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-11", "source_url": "https://huggingface.co/data... | === QUERY ===
sql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- sql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
7538a2842f6c79e8bee4cc67 | train | design_components | huggingface | https://huggingface.co/datasets/sg-c/aws_bedrock_documentation_demo | sg-c/aws_bedrock_documentation_demo | blog | css | data_structures | Create a component architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sg-c/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/sg-c/aws... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
deba62314014610d76373cb6 | train | responsive_website | gitlab | https://gitlab.com/ita-ml/pyhard | ita-ml/pyhard | developer_tool | swift | testing | Design a complete responsive developer_tool for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ita-ml/pyhard", "source_url": "https://gitlab.com/ita-ml/pyhard", "source_type": "repository"... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
708676c8fcc0b4e2d37195e8 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | php | microservices | Perform a production code review of php code related to microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
c87c0eb979d7ebd42a35637a | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | cpp | typescript | Design the complete UX flow of a marketplace for typescript. | {"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": "... | 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 | |
978aba789ec03601501e8c17 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | marketplace | css | data_structures | Perform a deep developer-experience analysis for a css project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1ee6dad3308fb962861223e9 | train | documentation_page | gitlab | https://gitlab.com/gitlab-com/www-gitlab-com | gitlab-com/www-gitlab-com | portfolio | kotlin | computer_vision | Design a developer documentation page for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/www-gitlab-com", "source_url": "https://gitlab.com/gitlab-com/www-gitlab-com", "so... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f3c4399fdc89c3e66d7c812e | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | saas | rust | backend | Audit design consistency across a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
0555c73fa14e87d5054a9667 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | education | ruby | redis | Rewrite and improve a vague search query about redis into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | === ORIGINAL (VAGUE) ===
how to do redis
=== REWRITTEN QUERIES ===
1. redis official documentation guide
2. redis production best practices 2025
3. redis common pitfalls and solutions
4. redis architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
c7f5455e64d43da502614704 | train | unit_testing | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | social_app | php | microservices | Create a unit-testing strategy for php code involving 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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
93aa3721232e53692e490a5a | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | c | backend | Perform a deep developer-experience analysis for a c project involving backend. | {"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 | |
16ab5cfbff74b88801c198ef | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | typescript | testing | Implement TypeScript logic for a dashboard. | {"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... | 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 |
a5dc8ac773f910b1925d17e6 | train | fact_verification | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | ecommerce | php | open_source | Verify a technical claim about open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lexxy23/_cargo-index", "source_url": "https://codeberg.org/lexxy23/_cargo-index", "source_typ... | === CLAIM ===
A common claim about open_source.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-d... | web-research-coding-5m-1.1.0 | |
d5c5928e3b3e5a4930236334 | train | refactoring | npm | https://www.npmjs.com/package/three | three | marketplace | typescript | javascript | Create a production coding task in typescript for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
0e9efa666131885f5d1c8f18 | train | form_ui | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | education | scala | kubernetes | Design an accessible form for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
7d3eafe8a3f4e30e37d3c88d | train | performance_analysis | web_docs | https://git-scm.com/doc | Git Documentation | documentation | swift | data_engineering | Perform a deep multi-layer analysis of data_engineering for a documentation using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
0409e40893bd5dd7296e6077 | train | ux_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | python | open_source | Perform a deep multi-layer analysis of open_source for a search_interface 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, ver... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b10a7b2b05c841a22e294636 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/3133243/how-do-i-get-the-path-to-the-current-script-with-node-js | How do I get the path to the current script with Node.js? | community | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get the path to the current script with Node.js?", "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 | |
ea9fdc5e866fe38b253e09e3 | train | responsive_website | stackexchange | https://stackoverflow.com/questions/679915/how-do-i-test-for-an-empty-javascript-object | How do I test for an empty JavaScript object? | finance | shell | cloud | Design a complete responsive finance for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I test for an empty JavaScript object?", "source_url": "https://stackoverflow.com/ques... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
8ed7b920839d0cc86c5e0f2e | train | css_generation | codeberg | https://codeberg.org/ZelphirKaltstahl/100-exercises-to-learn-rust | ZelphirKaltstahl/100-exercises-to-learn-rust | dashboard | javascript | caching | Create responsive CSS for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ZelphirKaltstahl/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/ZelphirKal... | 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 |
e78992cd3d2eef02a22c0885 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | ruby | testing | Design reusable UI components for a productivity. | {"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": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
e73e1bb10a0a74901fa0b81f | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/522563/how-can-i-access-the-index-value-in-a-for-loop | How can I access the index value in a 'for' loop? | education | rust | javascript | Refactor a rust system related to javascript. 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 access the index value in a 'for' loop?", "source_url": "https://stackoverf... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
245a69e1de49b7daa438e959 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | cpp | graphql | Build a structured research plan to deeply understand graphql. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of graphql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
1acb22e464696491225ff2fe | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | shell | web_performance | Perform a deep developer-experience analysis for a shell project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
5d0fcadc260f2a26d5cb91c9 | train | ux_analysis | pypi | https://pypi.org/project/pytest/ | pytest | admin_panel | javascript | redis | Perform a deep multi-layer analysis of redis for a admin_panel using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
cf4c2b4d2397da28e6fb01db | train | repository_understanding | codeberg | https://codeberg.org/andyscott/2D-Puzzle-Solver | andyscott/2D-Puzzle-Solver | ecommerce | rust | microservices | Perform a deep multi-layer analysis of microservices for a ecommerce 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": "andyscott/2D-Puzzle-Solver", "source_url": "https://codeberg.org/andyscott/2D-Puzzle-Solver",... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'andyscott/2D-Puzzle-Solver' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
395e185d20f9fab33f6063f5 | train | refactoring_api | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Code-v1 | nvidia/Nemotron-Pretraining-Code-v1 | analytics | cpp | ci_cd | Refactor a cpp system related to ci_cd. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Pretraining-Code-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
bb29ceed8ac93f33347e50a9 | train | testing_experience | gitlab | https://gitlab.com/verbose-equals-true/django-postgres-vue-gitlab-ecs | verbose-equals-true/django-postgres-vue-gitlab-ecs | portfolio | go | backend | Perform a deep developer-experience analysis for a go project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verbose-equals-true/django-postgres-vue-gitlab-ecs", "source_url": "https://gitlab.com/verbos... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9e6bf0e8a77316c05fa96ff1 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/47190861/how-can-the-default-node-js-version-be-set-using-nvm | How can the default Node.js version be set using NVM? | documentation | java | authentication | Perform a deep developer-experience analysis for a java project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can the default Node.js version be set using NVM?", "source_url": "https://stackoverflow.... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7cb2ac908496c2f7bba5bbbf | train | design_tokens | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | community | kotlin | frontend | Create design tokens for a community. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
6ab349c23354cd096696e4a4 | train | repository_issue_reasoning | gitlab | https://gitlab.com/pencillabs/ej/ej-application | pencillabs/ej/ej-application | developer_tool | kotlin | developer_experience | Perform a deep multi-layer analysis of developer_experience for a developer_tool 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": "pencillabs/ej/ej-application", "source_url": "https://gitlab.com/pencillabs/ej/ej-application... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'pencillabs/ej/ej-application' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
e595fc8c72c1d65e91d1b3a5 | train | refactoring_scalability | npm | https://www.npmjs.com/package/playwright | playwright | blog | python | react | Refactor a python system related to react. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e84cb2805d41b50551625f32 | train | developer_onboarding | github | https://github.com/fastapi/full-stack-fastapi-template | fastapi/full-stack-fastapi-template | marketplace | javascript | security | Perform a deep developer-experience analysis for a javascript project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/full-stack-fastapi-template", "source_url": "https://github.com/fastapi/full-stack-fa... | === 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 | |
f2d42ca116e7c4abc9c6b7d0 | train | refactoring_api | codeberg | https://codeberg.org/fschwa/100-days-of-python | fschwa/100-days-of-python | documentation | rust | authorization | Refactor a rust system related to authorization. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fschwa/100-days-of-python", "source_url": "https://codeberg.org/fschwa/100-days-of-python", "... | === 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 | |
611aa5a4ddae2f24e5f3efe2 | train | design_accessibility | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | landing_page | typescript | cloud | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
63646d9ed4239242dd4da9a0 | train | form_ui | stackexchange | https://stackoverflow.com/questions/195951/how-can-i-change-an-elements-class-with-javascript | How can I change an element's class with JavaScript? | developer_tool | sql | distributed_systems | Design an accessible form for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change an element's class with JavaScript?", "source_url": "https://stackoverfl... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
37a101ddf27513379c0b2d4f | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/svelte | svelte | developer_tool | dart | ci_cd | Perform a deep multi-layer analysis of ci_cd for a developer_tool 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
d8c2498dd7538558e82b6afd | train | risk_analysis | pypi | https://pypi.org/project/pandas/ | pandas | documentation | cpp | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
14acdf3d71b434cc79d06736 | train | information_architecture | web_docs | https://docs.djangoproject.com/ | Django Documentation | dashboard | sql | testing | Design the information architecture for testing. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
6e56cbc9f1a5a7380fa921e1 | train | refactoring | pypi | https://pypi.org/project/streamlit/ | streamlit | community | typescript | ci_cd | Create a production coding task in typescript for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
3fa94985734dc9c9bb70a8f2 | train | seo_fix | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | dashboard | python | html | Create an SEO improvement plan for a dashboard about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3d92f125d0a761999b3b82eb | train | refactoring_readability | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-4096 | AkshithAI/starcoderdata-javascript-ctx-4096 | admin_panel | html | algorithms | Refactor a html system related to algorithms. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-4096", "source_url": "https://huggingface.co/datasets/... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
1813b22f903e099914a4f2fd | train | refactoring_security | pypi | https://pypi.org/project/numpy/ | numpy | blog | swift | design_system | Refactor a swift system related to design_system. Focus on refactoring security. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
95d7cc9e5659ca7c56c22dc5 | train | ux_design | web_docs | https://docs.docker.com/ | Docker Documentation | developer_tool | typescript | machine_learning | Design the complete UX flow of a developer_tool for machine_learning. | {"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... | 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 | |
46d468d40f259c27fb3291f1 | train | repository_architecture | pypi | https://pypi.org/project/requests/ | requests | search_interface | javascript | javascript | Perform a deep multi-layer analysis of javascript for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 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 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
6d26df222887218c9674b55d | train | ui_design | stackexchange | https://stackoverflow.com/questions/953481/how-do-i-find-and-restore-a-deleted-file-in-a-git-repository | How do I find and restore a deleted file in a Git repository? | productivity | dart | docker | Design a production-quality UI for a productivity focused on docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I find and restore a deleted file in a Git repository?", "source_url": "https://stacko... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a1f1d4d68dbbb5810fc03a82 | train | security_review | stackexchange | https://stackoverflow.com/questions/4906977/how-can-i-access-environment-variables-in-python | How can I access environment variables in Python? | dashboard | cpp | linux | Perform a security review of a dashboard application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I access environment variables in Python?", "source_url": "https://stackoverflow.com/... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
bc4ebc615707d2b73314134f | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | shell | design_system | Refactor a shell system related to design_system. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
5687466377856507f850e5bb | train | html_generation | stackexchange | https://stackoverflow.com/questions/5654447/whats-the-difference-between-scss-and-sass | What's the difference between SCSS and Sass? | developer_tool | c | computer_vision | Create semantic HTML for a developer_tool about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between SCSS and Sass?", "source_url": "https://stackoverflow.com/q... | 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 |
53a3f5033dfd77968475cccd | train | interaction_design | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | saas | dart | graphql | Design interaction states for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
51ff5f671b8f978fe7173b5b | train | web_search_query | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | ecommerce | ruby | html | Write an effective web search query to research the topic: html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === QUERY ===
html best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- html
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained r... | web-research-coding-5m-1.1.0 | |
692656ccb2ff0bb12cfd5396 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/andito/qwentts-cpp-python-wheels | andito/qwentts-cpp-python-wheels | analytics | sql | nextjs | Extract verifiable evidence about nextjs from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "andito/qwentts-cpp-python-wheels", "source_url": "https://huggingface.co/datasets/andito/qwen... | === SOURCE ===
andito/qwentts-cpp-python-wheels
https://huggingface.co/datasets/andito/qwentts-cpp-python-wheels
=== 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 s... | web-research-coding-5m-1.1.0 | |
35ef5c33dddbb9499a43baaf | train | refactoring_architecture | gitlab | https://gitlab.com/ironfox-oss/IronFox | ironfox-oss/IronFox | social_app | rust | ci_cd | Refactor a rust system related to ci_cd. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ironfox-oss/IronFox", "source_url": "https://gitlab.com/ironfox-oss/IronFox", "source_type": ... | === 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 | |
eeadb5fda66bc124c5196035 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | ruby | testing | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
79e8a227ed7db2dc0a925e6f | train | code_review | codeberg | https://codeberg.org/saba2002/-my_simple_website..... | saba2002/-my_simple_website..... | social_app | python | developer_experience | Perform a production code review of python code related to developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saba2002/-my_simple_website.....", "source_url": "https://codeberg.org/saba2002/-my_simple_we... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c9e2f0cec0bacf1d98e64f89 | train | source_selection | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | documentation | go | data_structures | Select the most reliable sources to research data_structures. | {"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... | === 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 | |
10a540c92291a3089d15df85 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | scala | graphql | Audit design consistency across a dashboard. | {"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",... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
4a7f142a10e6adea77129840 | train | react_generation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | rust | documentation | Design React components for a productivity. | {"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... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
cedb7152eee45c08fe298b3c | train | html_generation | github | https://github.com/shap/shap | shap/shap | social_app | java | testing | Create semantic HTML for a social_app about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shap/shap", "source_url": "https://github.com/shap/shap", "source_type": "repository", "topic... | 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 |
f6efe48e68eafbbb43ed3469 | train | multi_layer_analysis | pypi | https://pypi.org/project/gradio/ | gradio | landing_page | css | typescript | Perform a deep multi-layer analysis of typescript for a landing_page 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
23ae832a7a9a999a9b9d72ad | train | web_search_query | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | education | scala | testing | Write an effective web search query to research the topic: testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | === QUERY ===
testing best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- testing
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
ba649904231c17da9e90bd42 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/7244321/how-do-i-update-or-sync-a-forked-repository-on-github | How do I update or sync a forked repository on GitHub? | social_app | shell | ci_cd | Refactor a shell system related to ci_cd. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I update or sync a forked repository on GitHub?", "source_url": "https://stackoverflow... | === 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 | |
c96f32593c3c623d584e0698 | train | web_search_query | gitlab | https://gitlab.com/nqs/ucas_workshop | nqs/ucas_workshop | search_interface | sql | api_design | Write an effective web search query to research the topic: api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nqs/ucas_workshop", "source_url": "https://gitlab.com/nqs/ucas_workshop", "source_type": "rep... | === QUERY ===
api_design best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- api_design
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
81490ec0492c641819316e5b | train | deployment_experience | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | landing_page | html | computer_vision | Perform a deep developer-experience analysis for a html project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | === 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 | |
0307b30a69ee8965dd044a66 | train | fact_verification | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | kotlin | devops | Verify a technical claim about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === CLAIM ===
A common claim about devops.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depend... | web-research-coding-5m-1.1.0 | |
f6732513b9d31ded61a90aaf | train | data_structure_design | huggingface | https://huggingface.co/datasets/abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | search_interface | sql | linux | Design a data structure in sql for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abanm/arjoonn-codechef-competitive-programming-ChatGPT4o", "source_url": "https://huggingface... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
3cbfe424f2a149eff721a28e | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/82831/how-do-i-check-whether-a-file-exists-without-exceptions | How do I check whether a file exists without exceptions? | documentation | javascript | design_system | Perform a deep multi-layer analysis of design_system for a documentation using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check whether a file exists without exceptions?", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'How do I check whether a file exists without exceptions?' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
e858cdc4a668c30729ad98cf | train | search_intent_classification | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | developer_tool | scala | kubernetes | Classify the search intent for a query about kubernetes. | {"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... | === 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 ===
"kubernetes vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 |
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