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b8e22ff2fab73f926a656f66 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/16476924/how-can-i-iterate-over-rows-in-a-pandas-dataframe | How can I iterate over rows in a Pandas DataFrame? | education | cpp | data_engineering | Perform a deep developer-experience analysis for a cpp project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I iterate over rows in a Pandas DataFrame?", "source_url": "https://stackoverflow.com... | === 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 | |
411b770ec729ea81e3e9817b | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | python | distributed_systems | Perform a deep developer-experience analysis for a python 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3848fd1bc72b61f420bd6c4c | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | productivity | shell | linux | Rewrite and improve a vague search query about linux into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === ORIGINAL (VAGUE) ===
how to do linux
=== REWRITTEN QUERIES ===
1. linux official documentation guide
2. linux production best practices 2025
3. linux common pitfalls and solutions
4. linux architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
d46f140c687c21616470f756 | train | security_analysis | 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? | developer_tool | c | react | Perform a deep multi-layer analysis of react for a developer_tool 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 can I select an element with multiple classes in jQuery?", "source_url": "https://stackov... | === 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 'How can I select an element with multiple classes in jQuery?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
c58394891b5e806d8da6422f | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | php | ci_cd | Refactor a php system related to ci_cd. Focus on refactoring maintainability. | {"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 ===
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 | |
b03d3442b19a198cab32ad6c | train | dashboard | npm | https://www.npmjs.com/package/zod | zod | finance | php | sql | Design a production dashboard for sql. | {"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": "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1ae4b4565a568d1c8b324e4a | train | responsive_website | npm | https://www.npmjs.com/package/next | next | documentation | cpp | deep_learning | Design a complete responsive documentation for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
eb8073146a8fa5b318ab5901 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/giuliolovisotto/openai_multilingual_mmlu | giuliolovisotto/openai_multilingual_mmlu | social_app | ruby | backend | Refactor a ruby system related to backend. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "giuliolovisotto/openai_multilingual_mmlu", "source_url": "https://huggingface.co/datasets/giu... | === 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 | |
f87778355bb49976e13085e7 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | php | mongodb | 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | 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 |
41a07e0889ab954568df9a5e | train | refactoring | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | finance | java | developer_experience | Create a production coding task in java for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
800422a267ba0aff18f7ae61 | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/3294889/iterating-over-a-dictionary-using-a-for-loop-getting-keys | Iterating over a dictionary using a 'for' loop, getting keys | productivity | ruby | authorization | Perform a deep multi-layer analysis of authorization for a productivity 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": "Iterating over a dictionary using a 'for' loop, getting keys", "source_url": "https:/... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'Iterating over a dictionary using a 'for' loop, getting keys' as a source a... | web-research-coding-5m-1.1.0 | |
7155477079e83a7edf7eb51b | train | performance_fix | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | analytics | typescript | caching | Create a web-performance optimization plan for a analytics. | {"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", ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
aabb2e19e8329ae7e9b95ec0 | train | evidence_chain_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | dashboard | sql | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a dashboard 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 'PostgreSQL Documentation' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
2cad09b27973bb27eb418f27 | train | design_consistency | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | c | postgresql | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
6799be1317c1002ff2bf2c19 | train | accessibility_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | ecommerce | kotlin | frontend | Perform a deep multi-layer analysis of frontend for a ecommerce using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
e5ace4bb780e0f95abe9940e | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | sql | devops | Translate a marketplace design into maintainable sql code. | {"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... | 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 | |
0777ab0a4c87a52e2e157530 | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/StarsMakeGalaxy/competitive-programming-curated-600 | StarsMakeGalaxy/competitive-programming-curated-600 | marketplace | html | sql | Perform a deep multi-layer analysis of sql for a marketplace 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": "StarsMakeGalaxy/competitive-programming-curated-600", "source_url": "https://huggingface.co/d... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'StarsMakeGalaxy/competitive-programming-curated-600' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
7d21c0936e089096afbd99cf | train | scalability_analysis | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | admin_panel | php | open_source | Perform a deep multi-layer analysis of open_source for a admin_panel 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": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | === 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 'nextlevelbuilder/ui-ux-pro-max-skill' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
a3edee623c014bc7bc82574e | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/17380845/how-do-i-convert-a-string-to-enum-in-typescript | How do I convert a string to enum in TypeScript? | admin_panel | cpp | docker | Refactor a cpp system related to docker. 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 convert a string to enum in TypeScript?", "source_url": "https://stackoverflow.com/q... | === 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 | |
24b6617fc727b30469a65f96 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | marketplace | scala | data_engineering | Refactor a scala system related to data_engineering. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === 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 | |
c08c8a090e7b00cc6098db0a | train | ux_design | github | https://github.com/reflex-dev/reflex | reflex-dev/reflex | productivity | javascript | data_engineering | Design the complete UX flow of a productivity for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reflex-dev/reflex", "source_url": "https://github.com/reflex-dev/reflex", "source_type": "rep... | 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 | |
2af1978efba2ab891301c846 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | python | ci_cd | Write an effective web search query to research the topic: ci_cd. | {"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... | === QUERY ===
ci_cd best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- ci_cd
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
010aa1d9c2f058de817e7878 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | css | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
2b1053e04e2273d9d537d2ed | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/585945/how-to-align-content-of-a-div-to-the-bottom | How to align content of a div to the bottom | marketplace | c | documentation | Create an accessibility remediation plan for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to align content of a div to the bottom", "source_url": "https://stackoverflow.com/questi... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e32fa98958d39a5492a8f893 | train | developer_experience | huggingface | https://huggingface.co/datasets/YuanHo/OCR-Synthetic-Multilingual-v1 | YuanHo/OCR-Synthetic-Multilingual-v1 | developer_tool | scala | python | Perform a deep developer-experience analysis for a scala project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "YuanHo/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/YuanHo/... | === 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 | |
01c31832f3b5721a95ca851e | train | source_comparison | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | education | go | ci_cd | Compare multiple sources about ci_cd and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | === SOURCES ===
- How to round to at most 2 decimal places, if necessary (https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTION... | web-research-coding-5m-1.1.0 | |
fefb969b5db5b95e0679a6a3 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | education | php | typescript | Perform a deep multi-layer analysis of typescript for a education 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": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | === 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 'AmazonScience/MultilingualMultiModalClassification' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
8aeb8dabfb819e53851ed24b | train | documentation_experience | pypi | https://pypi.org/project/requests/ | requests | community | swift | fullstack | Perform a deep developer-experience analysis for a swift project involving fullstack. | {"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. 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 | |
10bcf53431526955d3131c2e | train | refactoring_api | github | https://github.com/microsoft/playwright | microsoft/playwright | ecommerce | scala | serverless | Refactor a scala system related to serverless. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/playwright", "source_url": "https://github.com/microsoft/playwright", "source_type"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
493f57a3211a1242a9e2764e | train | design_system | gitlab | https://gitlab.com/FirstTerraner/proclubs-api | FirstTerraner/proclubs-api | finance | swift | debugging | Create a scalable design system for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FirstTerraner/proclubs-api", "source_url": "https://gitlab.com/FirstTerraner/proclubs-api", "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
cd27b73759752f150e9a9f2f | train | javascript_generation | npm | https://www.npmjs.com/package/vite | vite | blog | sql | security | Implement JavaScript interactions for a blog. | {"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":... | 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 |
4fb722f636744b34d90c7f5c | train | refactoring_scalability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | shell | react | Refactor a shell 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 | |
cbceda50e58ec7bc0048c23e | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | sql | rest_api | Perform a deep multi-layer analysis of rest_api for a analytics 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
ed4bd01eca94303306e6f894 | train | refactoring_security | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | landing_page | sql | fullstack | Refactor a sql system related to fullstack. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sahil2801/CodeAlpaca-20k", "source_url": "https://huggingface.co/datasets/sahil2801/CodeAlpac... | === 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 | |
cf0eb86e9c7415ed06d369e0 | train | repository_architecture | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | saas | scala | graphql | Perform a deep multi-layer analysis of graphql 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": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'fighting41love/funNLP' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
7671fb39d3c0f512612e07aa | train | technical_research | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | developer_tool | swift | api_design | Perform a technical research task about api_design, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | === SCOPE ===
Technical behavior of api_design.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How do I replace all occurrences of a string? (https://stacko... | web-research-coding-5m-1.1.0 | |
d015e2d8d3cffba4c12c2177 | train | design_consistency | 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? | portfolio | typescript | api_design | Audit design consistency across a portfolio. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
265598e25499f6c0b2d43c1d | train | seo_fix | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | python | authorization | Create an SEO improvement plan for a landing_page about authorization. | {"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 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 |
497386f55e2e1527f06d4c0a | train | code_explanation | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | admin_panel | shell | data_structures | Explain a shell implementation related to data_structures. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
95a7a1a915bb36976532cd14 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | ecommerce | kotlin | data_structures | Refactor a kotlin system related to data_structures. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
4c2e5617c786cb624749e08f | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/jtatman/python-code-dataset-500k | jtatman/python-code-dataset-500k | ecommerce | swift | database | Refactor a swift system related to database. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jtatman/python-code-dataset-500k", "source_url": "https://huggingface.co/datasets/jtatman/pyt... | === 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 | |
89df157a0de5c1ecfb7823e5 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/ars-1/autotrain-data-javascript-traing-1 | ars-1/autotrain-data-javascript-traing-1 | blog | html | user_experience | Perform a deep developer-experience analysis for a html project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ars-1/autotrain-data-javascript-traing-1", "source_url": "https://huggingface.co/datasets/ars... | === 1. 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 | |
b5e12347a8d5fde08c650d29 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | typescript | debugging | Perform multi-hop research about debugging: 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === HOP 1 ===
Start at: JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and w... | web-research-coding-5m-1.1.0 | |
40a4fd2b186f318d30a7259e | train | api_design | github | https://github.com/expo/expo | expo/expo | search_interface | ruby | redis | Design a production API for a redis application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expo/expo", "source_url": "https://github.com/expo/expo", "source_type": "repository", "topic... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
2bb877c5d862879e2c4a5041 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | php | javascript | Create an SEO improvement plan for a marketplace about javascript. | {"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 titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
5a073ca9743daf6f350df54a | train | performance_analysis | codeberg | https://codeberg.org/CharlieBacon/1brc-rust | CharlieBacon/1brc-rust | finance | shell | documentation | Perform a deep multi-layer analysis of documentation 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": "CharlieBacon/1brc-rust", "source_url": "https://codeberg.org/CharlieBacon/1brc-rust", "source... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'CharlieBacon/1brc-rust' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
bf831fbd46379ec10ff580a5 | train | product_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | ecommerce | kotlin | ci_cd | Perform a deep multi-layer analysis of ci_cd for a ecommerce using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
d3253dbc87bde189f7466f69 | train | html_generation | web_docs | https://react.dev/ | React Documentation | community | java | redis | Create semantic HTML for a community about redis. | {"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... | 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 |
55f981c07081b1029952d03c | train | refactoring_security | github | https://github.com/shap/shap | shap/shap | dashboard | ruby | python | Refactor a ruby system related to python. Focus on refactoring security. | {"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... | === 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 | |
758d301a0caed5ac0b45874b | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh | shangshang/programming-interview-zh | social_app | c | redis | Refactor a c system related to redis. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh", "source_url": "https://huggingface.co/datasets/shangsha... | === 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 | |
6d8b2f2a22fcbbc5e429c7d5 | train | dashboard | codeberg | https://codeberg.org/belim_faux/3D-Tetris | belim_faux/3D-Tetris | admin_panel | php | software_architecture | Design a production dashboard for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "belim_faux/3D-Tetris", "source_url": "https://codeberg.org/belim_faux/3D-Tetris", "source_typ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c196e23a957b5db4578e74ec | train | debugging | stackexchange | https://stackoverflow.com/questions/42273853/in-typescript-what-is-the-exclamation-mark-bang-operator-when-dereferenci | In TypeScript, what is the ! (exclamation mark / bang) operator when dereferencing a member? | ecommerce | c | authentication | Create a realistic c debugging problem involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "In TypeScript, what is the ! (exclamation mark / bang) operator when dereferencing a member?"... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
8e2e5b366750f639ad6db01e | train | landing_page | web_docs | https://go.dev/doc/ | Go Documentation | analytics | c | software_architecture | Design a landing page for a software_architecture product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
9d0f008bbe7df162215817ea | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | landing_page | c | debugging | Perform a deep multi-layer analysis of debugging for a landing_page 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": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === 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 'fyaronskiy/cornstack_javascript_ru_en' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
bace84b1341bf5cbaa1e2a61 | train | security_review | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | portfolio | swift | authentication | 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": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
c80e25eb32e15b7406befcc4 | train | refactoring_scalability | 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? | marketplace | css | algorithms | Refactor a css system related to algorithms. Focus on refactoring scalability. | {"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:... | === 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 | |
53b6932bcd2bd1e6801faa92 | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | html | docker | Create semantic HTML for a community about docker. | {"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",... | 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 |
0454ca522ab28dc5367a8449 | train | security_analysis | codeberg | https://codeberg.org/rutgerclaes/2025-advent-of-code-rs | rutgerclaes/2025-advent-of-code-rs | documentation | css | rest_api | Perform a deep multi-layer analysis of rest_api for a documentation 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": "rutgerclaes/2025-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2025-adv... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'rutgerclaes/2025-advent-of-code-rs' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
50923f4a4cc985a92988728b | train | multi_hop_research | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | admin_panel | kotlin | sql | Perform multi-hop research about sql: 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": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === HOP 1 ===
Start at: NJU-LINK/CodeTraceBench
https://huggingface.co/datasets/NJU-LINK/CodeTraceBench
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failur... | web-research-coding-5m-1.1.0 | |
bc8054ef8c20b63a28324f9e | train | repository_documentation | 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? | productivity | php | docker | Perform a deep multi-layer analysis of docker for a productivity 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": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'Why binary_crossentropy and categorical_crossentropy give different performances for the same pro... | web-research-coding-5m-1.1.0 | |
1514e72bffe81e44bd4d9c36 | train | refactoring | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | education | kotlin | database | Create a production coding task in kotlin for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smohammadi/the-stack-v2-python-shuffle", "source_url": "https://huggingface.co/datasets/smoha... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
ad1704b0bc0d9fd0f6bf35a3 | train | research_plan | pypi | https://pypi.org/project/scrapy/ | scrapy | education | java | machine_learning | Build a structured research plan to deeply understand machine_learning. | {"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":... | === GOAL ===
Produce a reliable, current, and actionable understanding of machine_learning.
=== 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 fi... | web-research-coding-5m-1.1.0 | |
cfa7e6337992105327b7e33e | train | fact_verification | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | portfolio | css | machine_learning | Verify a technical claim about machine_learning. | {"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": "... | === CLAIM ===
A common claim about machine_learning.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / cont... | web-research-coding-5m-1.1.0 | |
3ee1d461123ac96c01eddad6 | train | technical_research | web_docs | https://docs.python.org/3/ | Python Documentation | analytics | css | open_source | Perform a technical research task about open_source, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of open_source.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Python Documentation (https://docs.python.org/3/)
- Official... | web-research-coding-5m-1.1.0 | |
e1db77413a7d74a7f19c2485 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | saas | javascript | postgresql | Refactor a javascript system related to postgresql. Focus on refactoring legacy code. | {"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... | === 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 | |
aeb9791d5c477d40c6709a71 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input | React - changing an uncontrolled input | saas | swift | devops | Refactor a swift system related to devops. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React - changing an uncontrolled input", "source_url": "https://stackoverflow.com/questions/3... | === 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 | |
c7e29aa02606cb94d996011e | train | repository_comparison | pypi | https://pypi.org/project/typer/ | typer | dashboard | go | sql | Perform a deep multi-layer analysis of sql for a dashboard 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'typer' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
9eb78b8dab90925434107199 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/134845/which-href-value-should-i-use-for-javascript-links-or-javascriptvoid0 | Which "href" value should I use for JavaScript links, "#" or "javascript:void(0)"? | developer_tool | php | microservices | Refactor a php system related to microservices. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which "href" value should I use for JavaScript links, "#" or "javasc... | === 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 | |
a59aed5dd123b384f28901c8 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | community | java | docker | Perform a deep developer-experience analysis for a java project involving docker. | {"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 | |
ce49d84d7a828eef6c288df7 | train | security_review | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | ecommerce | sql | observability | 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "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 | |
11877f7c78ec8aaf73711f10 | train | architecture_analysis | npm | https://www.npmjs.com/package/fastify | fastify | developer_tool | ruby | css | Perform a deep multi-layer analysis of css for a developer_tool 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
12ab31d5bc61c9899100bea5 | train | documentation_lookup | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | developer_tool | javascript | algorithms | Find and summarize the relevant documentation for algorithms. | {"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": "... | === RELEVANT DOCS ===
- PostgreSQL Documentation
https://www.postgresql.org/docs/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevan... | web-research-coding-5m-1.1.0 | |
c7f75ecfaf4f84db612025fe | train | landing_page | web_docs | https://doc.rust-lang.org/ | Rust Documentation | search_interface | scala | authentication | Design a landing page for a authentication product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
faced54cc668a6b46b209f0b | train | design_to_code | npm | https://www.npmjs.com/package/vitest | vitest | education | ruby | api_design | Translate a education design into maintainable ruby code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | 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 | |
7ac5996819151c545b2e10ed | train | refactoring_readability | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | portfolio | go | html | Refactor a go system related to html. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | === 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 | |
f6f0b92e27c7bfca8f76562c | train | security_analysis | web_docs | https://git-scm.com/doc | Git Documentation | education | sql | open_source | Perform a deep multi-layer analysis of open_source for a education 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
cf83181ea992ce20a8b4dd86 | train | dx_analysis | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | search_interface | go | ci_cd | Perform a deep developer-experience analysis for a go project involving ci_cd. | {"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 | |
4df236d079a69fec5ab1f85c | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | swift | developer_experience | Design a landing page for a developer_experience product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6be8c278df41a31792a8340c | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | cpp | user_experience | Perform a deep multi-layer analysis of user_experience for a social_app 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
7eec963990c38444e2235e7e | train | technical_research | stackexchange | https://stackoverflow.com/questions/34641582/what-is-the-difference-between-react-native-and-react | What is the difference between React Native and React? | search_interface | sql | nlp | Perform a technical research task about nlp, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between React Native and React?", "source_url": "https://stackoverflow... | === SCOPE ===
Technical behavior of nlp.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- What is the difference between React Native and React? (https://stac... | web-research-coding-5m-1.1.0 | |
542826e541b36b3ef0f11850 | train | developer_experience | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | dashboard | python | graphql | Perform a deep developer-experience analysis for a python project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ec48bd9b9e7e9daf56cb6a60 | train | refactoring_readability | web_docs | https://go.dev/doc/ | Go Documentation | blog | typescript | nodejs | Refactor a typescript 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 | |
e437ce386744c370ed217db3 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | html | data_engineering | Refactor a html system related to data_engineering. Focus on refactoring security. | {"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... | === 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 | |
3d66d00828bee3ae4120dae8 | train | error_message_design | github | https://github.com/justjavac/free-programming-books-zh_CN | justjavac/free-programming-books-zh_CN | productivity | css | open_source | Perform a deep developer-experience analysis for a css project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "justjavac/free-programming-books-zh_CN", "source_url": "https://github.com/justjavac/free-pro... | === 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 | |
5a19f21eb0e460af4bd88a8f | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | education | php | software_architecture | Design an accessible form for software_architecture. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
08c4b1434ccdb945deb85fd9 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only | search_interface | sql | computer_vision | Perform a deep multi-layer analysis of computer_vision for a search_interface 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": "jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only", "source_url": "https://huggingf... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'jamesdborin/Nemotron-Competitive-Programming-v1-prompt-only' as a source anchor... | web-research-coding-5m-1.1.0 | |
39b0d208cf764e39467f3710 | train | design_to_code | github | https://github.com/react/react | react/react | social_app | php | css | Translate a social_app design into maintainable php code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react", "source_url": "https://github.com/react/react", "source_type": "repository", "t... | 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 | |
9cc48cc11feb951d830bd868 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/2906582/how-do-i-create-an-html-button-that-acts-like-a-link | How do I create an HTML button that acts like a link? | education | html | database | Perform a deep multi-layer analysis of database for a education using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create an HTML button that acts like a link?", "source_url": "https://stackoverflow.... | === 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 'How do I create an HTML button that acts like a link?' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
11e3454f8bfe8f5e31055eac | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/27991366/what-is-the-difference-between-state-and-props-in-react | What is the difference between state and props in React? | search_interface | swift | authentication | Perform a deep multi-layer analysis of authentication for a search_interface 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": "What is the difference between state and props in React?", "source_url": "https://stackoverfl... | === 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 'What is the difference between state and props in React?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
f0d5cefae5fd2c454afe3b46 | train | upgrade_experience | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | typescript | backend | Perform a deep developer-experience analysis for a typescript project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. 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 | |
8332fcfb4855a504e22ae09f | train | unit_testing | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | admin_panel | python | cloud | Create a unit-testing strategy for python code involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
bfb780034ebb0c33c28eb71f | train | ux_design | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | productivity | css | react | Design the complete UX flow of a productivity for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | 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 | |
fe166119794858c9027d8bde | train | design_to_code | npm | https://www.npmjs.com/package/zod | zod | blog | kotlin | algorithms | Translate a blog design into maintainable kotlin code. | {"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": "... | 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 | |
776210fe1a2552146a0d0201 | train | source_comparison | web_docs | https://docs.djangoproject.com/ | Django Documentation | developer_tool | swift | distributed_systems | Compare multiple sources about distributed_systems 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 | |
ea134f24bf0be18ea466d057 | train | documentation_lookup | npm | https://www.npmjs.com/package/react | react | blog | html | caching | Find and summarize the relevant documentation for caching. | {"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... | === RELEVANT DOCS ===
- react
https://www.npmjs.com/package/react
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
2455094fd9753cf8dae5bf7c | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/1260748/how-do-i-remove-a-submodule | How do I remove a submodule? | marketplace | c | docker | Perform a deep developer-experience analysis for a c project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove a submodule?", "source_url": "https://stackoverflow.com/questions/1260748/how... | === 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 | |
54ab5ccc49dba3ede9f7f92f | train | research_summary | gitlab | https://gitlab.com/surfraw/Surfraw | surfraw/Surfraw | landing_page | cpp | authorization | Summarize the current state of knowledge about authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "surfraw/Surfraw", "source_url": "https://gitlab.com/surfraw/Surfraw", "source_type": "reposit... | === OVERVIEW ===
authorization 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 ===
surfraw/Surfraw ... | web-research-coding-5m-1.1.0 | |
a2e76970ce037e438f680d3e | train | api_design | npm | https://www.npmjs.com/package/three | three | search_interface | python | user_experience | Design a production API for a user_experience application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d0ace62f5d24bf62ab28df97 | train | refactoring_testability | codeberg | https://codeberg.org/maxkeyscore/10000 | maxkeyscore/10000 | admin_panel | sql | machine_learning | Refactor a sql system related to machine_learning. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "maxkeyscore/10000", "source_url": "https://codeberg.org/maxkeyscore/10000", "source_type": "r... | === 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 | |
94b5bc3891e067af36c60f0f | train | data_structure_design | pypi | https://pypi.org/project/streamlit/ | streamlit | blog | kotlin | database | Design a data structure in kotlin for database. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 |
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