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0a339b41246bc871119a3425 | train | nextjs_generation | pypi | https://pypi.org/project/fastapi/ | fastapi | portfolio | html | mongodb | Design a Next.js architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | 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 |
3b592f76273332ee87f8f7a1 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses | Why does Google prepend while(1); to their JSON responses? | community | shell | observability | Find and summarize the relevant documentation for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does Google prepend while(1); to their JSON responses?", "source_url": "https://stackover... | === RELEVANT DOCS ===
- Why does Google prepend while(1); to their JSON responses?
https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooti... | web-research-coding-5m-1.1.0 | |
98e114fb4795186e29e0fc0c | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | kotlin | redis | Perform a deep multi-layer analysis of redis for a dashboard 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
72b71f10b2bdfd4839533034 | train | security_analysis | github | https://github.com/TheAlgorithms/C | TheAlgorithms/C | saas | go | caching | Perform a deep multi-layer analysis of caching for a saas using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C", "source_url": "https://github.com/TheAlgorithms/C", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'TheAlgorithms/C' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
7c32633abb952ba0b3c4f059 | train | design_consistency | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-15lang | artur-muratov/multilingual-speech-commands-15lang | blog | typescript | html | Audit design consistency across a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "artur-muratov/multilingual-speech-commands-15lang", "source_url": "https://huggingface.co/dat... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
ad2510b8408c187d212e4e19 | train | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | javascript | sql | Create a web-performance optimization plan for a community. | {"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",... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
4ad731d5559528d674b433df | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/14727044/what-is-the-difference-between-types-string-and-string | What is the difference between types String and string? | documentation | typescript | devops | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between types String and string?", "source_url": "https://stackoverflo... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
78a679b656b09b913d6c74ca | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | rust | computer_vision | Design a developer documentation page for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ad4d2fcae819a87d486ad78f | train | developer_experience | pypi | https://pypi.org/project/pandas/ | pandas | ecommerce | cpp | authentication | Perform a deep developer-experience analysis for a cpp project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. 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 | |
0552ff9feec0322b964607b6 | train | source_selection | stackexchange | https://stackoverflow.com/questions/6157497/printing-to-console-without-a-trailing-newline | Printing to console without a trailing newline? | analytics | go | css | Select the most reliable sources to research css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Printing to console without a trailing newline?", "source_url": "https://stackoverflow.com/qu... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
36eeb8d65e98d9da98864fe8 | train | landing_page | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | landing_page | go | observability | Design a landing page for a observability product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
5ed1eecfd3125bb5e6dd4f58 | train | multi_layer_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | ecommerce | typescript | postgresql | Perform a deep multi-layer analysis of postgresql for a ecommerce using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
43b8f922d28b46a763c4b5bf | train | code_explanation | huggingface | https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 | nickrosh/Evol-Instruct-Code-80k-v1 | saas | php | fullstack | Explain a php implementation related to fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nickrosh/Evol-Instruct-Code-80k-v1", "source_url": "https://huggingface.co/datasets/nickrosh/... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
0502ea438b8a38a6fc151501 | train | refactoring_performance | gitlab | https://gitlab.com/NotRyan_/level-ts | NotRyan_/level-ts | marketplace | javascript | typescript | Refactor a javascript system related to typescript. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NotRyan_/level-ts", "source_url": "https://gitlab.com/NotRyan_/level-ts", "source_type": "rep... | === 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 | |
c6bc2484207ae38fdb5ef3f0 | train | fact_verification | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | social_app | css | react | Verify a technical claim about react. | {"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... | === CLAIM ===
A common claim about react.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depende... | web-research-coding-5m-1.1.0 | |
3f22f30c50bb95ab49fc993e | train | performance_analysis | gitlab | https://gitlab.com/FirstTerraner/proclubs-api | FirstTerraner/proclubs-api | community | javascript | fullstack | Perform a deep multi-layer analysis of fullstack for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FirstTerraner/proclubs-api", "source_url": "https://gitlab.com/FirstTerraner/proclubs-api", "... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'FirstTerraner/proclubs-api' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
7c24bbc79db4baad1beb2910 | train | css_generation | huggingface | https://huggingface.co/datasets/model-metadata/code_execution_files | model-metadata/code_execution_files | landing_page | scala | graphql | Create responsive CSS for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "model-metadata/code_execution_files", "source_url": "https://huggingface.co/datasets/model-me... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
38b695920b791af5899ada72 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | finance | php | html | Create a unit-testing strategy for php code involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between "git add -A" and "git add ."", "source_url": "https://... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
adb50f5239a53c3fe4cc6a4b | train | multi_layer_analysis | npm | https://www.npmjs.com/package/hono | hono | finance | css | frontend | Perform a deep multi-layer analysis of frontend for a finance 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
3748d8c94232055425aea14e | train | refactoring_maintainability | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | social_app | scala | sql | Refactor a scala system related to sql. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | === 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 | |
a8f41e0812d0d0dbdf779950 | train | web_search_query | web_docs | https://doc.rust-lang.org/ | Rust Documentation | blog | scala | graphql | Write an effective web search query to research the topic: graphql. | {"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... | === QUERY ===
graphql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- graphql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
1df60c878311a69da87df9e5 | train | refactoring_maintainability | web_docs | https://go.dev/doc/ | Go Documentation | developer_tool | rust | algorithms | Refactor a rust system related to algorithms. Focus on refactoring maintainability. | {"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 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 | |
31574e7acb51d88a68a80e7e | train | responsive_website | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-2048 | AkshithAI/starcoderdata-javascript-ctx-2048 | blog | swift | authorization | Design a complete responsive blog for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-2048", "source_url": "https://huggingface.co/datasets/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
beba81ff592eaff79312fafd | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/6542274/how-to-train-an-artificial-neural-network-to-play-diablo-2-using-visual-input | How to train an artificial neural network to play Diablo 2 using visual input? | search_interface | scala | debugging | Perform a deep developer-experience analysis for a scala project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to train an artificial neural network to play Diablo 2 using visual input?", "source_url"... | === 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 | |
c027dd7384a6f4ed1fe23dec | train | multi_layer_analysis | github | https://github.com/twbs/bootstrap | twbs/bootstrap | admin_panel | ruby | serverless | Perform a deep multi-layer analysis of serverless for a admin_panel 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": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'twbs/bootstrap' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
a7a2526f250781f8c29c1cfe | train | security_analysis | web_docs | https://react.dev/ | React Documentation | landing_page | typescript | redis | Perform a deep multi-layer analysis of redis for a landing_page using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
6339246f32d1daf319d1e6d2 | train | source_comparison | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class | RazinAleks/SO-Python_QA-Web_Development_class | documentation | css | python | Compare multiple sources about python 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": "RazinAleks/SO-Python_QA-Web_Development_class", "source_url": "https://huggingface.co/dataset... | === SOURCES ===
- RazinAleks/SO-Python_QA-Web_Development_class (https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting cla... | web-research-coding-5m-1.1.0 | |
dd2632ba5efa7925ab21b212 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | cpp | distributed_systems | Perform a deep developer-experience analysis for a cpp project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e4b516ed8642402e754381df | train | algorithm_design | npm | https://www.npmjs.com/package/next | next | blog | dart | security | Design a dart algorithm for a security problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
806c00738ed2f0f6b07bf691 | train | repository_architecture | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | dashboard | shell | redis | Perform a deep multi-layer analysis of redis for a dashboard 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": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'sdurobotics/ur_rtde' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
8583e240cf53f9114e0cfbed | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/Ba2han/Machine-Learning-Instruct | Ba2han/Machine-Learning-Instruct | search_interface | kotlin | 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": "Ba2han/Machine-Learning-Instruct", "source_url": "https://huggingface.co/datasets/Ba2han/Mach... | === 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 | |
1814d94dcf78db4683f0d813 | train | code_review | huggingface | https://huggingface.co/datasets/Athe72/machine-learning | Athe72/machine-learning | search_interface | javascript | testing | Perform a production code review of javascript code related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Athe72/machine-learning", "source_url": "https://huggingface.co/datasets/Athe72/machine-learn... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
06b135a1cb5bd4a269d50950 | train | refactoring_legacy_code | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | admin_panel | scala | authorization | Refactor a scala system related to authorization. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === 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 | |
cab3aed9fb8bdf45618aaa36 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | cpp | caching | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
c6b849cc975d63e373ff9e74 | train | risk_analysis | huggingface | https://huggingface.co/datasets/Reynard1ng/Graph_Machine_Learning_Homework_Datasets | Reynard1ng/Graph_Machine_Learning_Homework_Datasets | landing_page | cpp | nlp | Perform a deep multi-layer analysis of nlp for a landing_page 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": "Reynard1ng/Graph_Machine_Learning_Homework_Datasets", "source_url": "https://huggingface.co/d... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'Reynard1ng/Graph_Machine_Learning_Homework_Datasets' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
f54754c1d72b68fdb863f021 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | shell | data_engineering | Design a Next.js architecture for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Specify 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 |
ca5cf496fc58006591503a60 | train | fact_verification | huggingface | https://huggingface.co/datasets/tikushitam/documentation-images | tikushitam/documentation-images | portfolio | html | user_experience | Verify a technical claim about user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tikushitam/documentation-images", "source_url": "https://huggingface.co/datasets/tikushitam/d... | === CLAIM ===
A common claim about user_experience.
=== 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 / conte... | web-research-coding-5m-1.1.0 | |
7796461080d56f03376a4396 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/codeparrot/github-code | codeparrot/github-code | admin_panel | java | authorization | Refactor a java system related to authorization. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/github-code", "source_url": "https://huggingface.co/datasets/codeparrot/github-cod... | === 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 | |
ff670130f87b2e57dcc09257 | train | javascript_generation | github | https://github.com/react/react | react/react | analytics | php | devops | Implement JavaScript interactions for a analytics. | {"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... | 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 |
f71e34d33198fabd9a4473a2 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | python | serverless | Perform multi-hop research about serverless: 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === HOP 1 ===
Start at: Fetch API
https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API
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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
edbdc61ef1fc2871ad028b67 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/express | express | community | shell | fullstack | Perform a deep multi-layer analysis of fullstack for a community 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
5f51857154cac237240f69db | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | saas | javascript | typescript | Rewrite and improve a vague search query about typescript 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": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | === ORIGINAL (VAGUE) ===
how to do typescript
=== REWRITTEN QUERIES ===
1. typescript official documentation guide
2. typescript production best practices 2025
3. typescript common pitfalls and solutions
4. typescript architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
84b199c35366a92938613d46 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/18111657/how-to-get-names-of-enum-entries | How to get names of enum entries? | analytics | swift | kubernetes | Perform a deep developer-experience analysis for a swift project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get names of enum entries?", "source_url": "https://stackoverflow.com/questions/181116... | === 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 | |
2937b99caba8974a06e0c24a | train | performance_analysis | npm | https://www.npmjs.com/package/vitest | vitest | portfolio | javascript | documentation | Perform a deep multi-layer analysis of documentation for a portfolio using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 'vitest' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
ca48217d8043bc9e907770f3 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/14994391/thinking-in-angularjs-if-i-have-a-jquery-background | "Thinking in AngularJS" if I have a jQuery background? | dashboard | typescript | nlp | Create an accessibility remediation plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": ""Thinking in AngularJS" if I have a jQuery background?", "source_url": "https://sta... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f16c81ebe8f26d83dfb7819a | train | accessibility_fix | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh | shangshang/programming-interview-zh | productivity | kotlin | web_performance | Create an accessibility remediation plan for a productivity. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
7bc20725841967e6c36fb143 | train | seo_fix | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | php | web_performance | Create an SEO improvement plan for a admin_panel about web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
76b2883fc168a8ba9bec8b80 | train | design_components | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-ind-bitextmining | puttatidam/software-documentation-ind-bitextmining | dashboard | css | javascript | Create a component architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-ind-bitextmining", "source_url": "https://huggingface.co/da... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
a1ec5cfa335e5647670d33f5 | train | refactoring_observability | pypi | https://pypi.org/project/flask/ | flask | education | html | mongodb | Refactor a html system related to mongodb. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 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 | |
c76968b746fbcded16af2731 | train | documentation_experience | web_docs | https://git-scm.com/doc | Git Documentation | productivity | javascript | web_performance | Perform a deep developer-experience analysis for a javascript project involving web_performance. | {"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. 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 | |
581d7ce59f41db3fd5c0bc79 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | go | design_system | Refactor a go system related to design_system. Focus on refactoring modularization. | {"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 ===
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 | |
25a69622082a44c8d9cf832b | train | data_structure_design | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | blog | sql | web_accessibility | Design a data structure in sql for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
1e92029683c966dbec9242bd | train | html_generation | pypi | https://pypi.org/project/fastapi/ | fastapi | admin_panel | shell | rest_api | Create semantic HTML for a admin_panel about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | 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 |
784c412c68c60f5da66752a2 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | php | nextjs | Refactor a php system related to nextjs. Focus on refactoring dependency. | {"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 ===
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 | |
d8538331f32a0d0183ff560a | train | repository_architecture | codeberg | https://codeberg.org/thebitboarder/3d-renderer | thebitboarder/3d-renderer | documentation | cpp | observability | Perform a deep multi-layer analysis of observability for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thebitboarder/3d-renderer", "source_url": "https://codeberg.org/thebitboarder/3d-renderer", "... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'thebitboarder/3d-renderer' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
a54706b6b76220cd57bea59d | train | react_generation | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | kotlin | web_performance | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
b086fc5a9f85960e0ed74899 | train | javascript_generation | pypi | https://pypi.org/project/pydantic/ | pydantic | saas | rust | postgresql | Implement JavaScript interactions for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | 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 |
d19ecf4605dbcad52e4fb4fb | train | search_intent_classification | codeberg | https://codeberg.org/LadueCS/2048 | LadueCS/2048 | landing_page | kotlin | computer_vision | Classify the search intent for a query about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LadueCS/2048", "source_url": "https://codeberg.org/LadueCS/2048", "source_type": "repository"... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"computer_vision vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
7cd6974fc969a4804c10062c | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | swift | sql | Design the information architecture for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
536b86dbfb5356cdf24bfb5b | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | css | web_accessibility | Design a Next.js architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Specify 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 |
ee8813bca741cf6028490944 | train | form_ui | stackexchange | https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means | Is it possible to specify your own distance function using scikit-learn K-Means Clustering? | search_interface | typescript | security | Design an accessible form for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to specify your own distance function using scikit-learn K-Means Clustering?",... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5a1499ab86272f7d9acc1211 | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/14638990/are-strongly-typed-functions-as-parameters-possible-in-typescript | Are strongly-typed functions as parameters possible in TypeScript? | admin_panel | css | nodejs | Perform a deep multi-layer analysis of nodejs for a admin_panel 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": "Are strongly-typed functions as parameters possible in TypeScript?", "source_url": "https://s... | === 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 'Are strongly-typed functions as parameters possible in TypeScript?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
dec2db970693d3b7c0dd2972 | train | responsive_design | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | landing_page | kotlin | fullstack | Create a responsive design strategy for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
92c6eba0bb3ba482ccf7a011 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | swift | devops | Audit design consistency across a ecommerce. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
e9724a89386ca37b8c9aa873 | train | debugging_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | admin_panel | kotlin | algorithms | Perform a deep developer-experience analysis for a kotlin project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
934d29a62d7d40f96159f08d | train | code_review | github | https://github.com/browserbase/stagehand | browserbase/stagehand | developer_tool | javascript | docker | Perform a production code review of javascript code related to docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "browserbase/stagehand", "source_url": "https://github.com/browserbase/stagehand", "source_typ... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
a6b3b14f62220447eb9d64e8 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | portfolio | swift | graphql | Perform a deep developer-experience analysis for a swift project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b6518917b6a7608ba864b68c | train | build_experience | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | developer_tool | java | backend | Perform a deep developer-experience analysis for a java project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === 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 | |
c725374581f5f8cab4e6cb41 | train | design_components | npm | https://www.npmjs.com/package/playwright | playwright | productivity | scala | serverless | Create a component architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
ceb7ae5d09b534d13a1104e1 | train | refactoring | stackexchange | https://stackoverflow.com/questions/287871/how-do-i-print-colored-text-to-the-terminal | How do I print colored text to the terminal? | landing_page | python | user_experience | Create a production coding task in python for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print colored text to the terminal?", "source_url": "https://stackoverflow.com/quest... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f19fd4148a8fa372152ad9c0 | train | javascript_generation | codeberg | https://codeberg.org/VE3VVS/_cargo-index | VE3VVS/_cargo-index | admin_panel | sql | debugging | Implement JavaScript interactions for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "VE3VVS/_cargo-index", "source_url": "https://codeberg.org/VE3VVS/_cargo-index", "source_type"... | 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 |
4f6573bc822eb189d3f3c2b0 | train | javascript_generation | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | blog | scala | data_structures | 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": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | 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 |
4f21125e9298c6c83880b150 | train | source_comparison | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | blog | shell | redis | Compare multiple sources about redis 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": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | === SOURCES ===
- bytedance/deer-flow (https://github.com/bytedance/deer-flow)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, out... | web-research-coding-5m-1.1.0 | |
916ff3a366d8c36fcd4176da | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-project-page-videos | NTU-yiwen/code-world-model-project-page-videos | social_app | css | fullstack | Improve visual hierarchy in a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-project-page-videos", "source_url": "https://huggingface.co/datase... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
2d502871d580f982768afdaf | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | kotlin | rest_api | Perform a deep multi-layer analysis of rest_api for a portfolio 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
87863873ae031a9757a1b854 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | shell | backend | Improve visual hierarchy in a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e4257a2a81b5d5e9aaa46e85 | train | research_plan | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | landing_page | php | observability | Build a structured research plan to deeply understand observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | === GOAL ===
Produce a reliable, current, and actionable understanding of observability.
=== 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 findi... | web-research-coding-5m-1.1.0 | |
bc3780fbe9ee54f18059a2ac | train | data_structure_design | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | dashboard | javascript | design_system | Design a data structure in javascript for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
952a7320a965e26041f8c8df | train | react_generation | github | https://github.com/react/react-native | react/react-native | productivity | cpp | microservices | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react-native", "source_url": "https://github.com/react/react-native", "source_type": "r... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
e126775b98b07d4ff613f8de | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | ruby | html | Write an effective web search query to research the topic: html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === QUERY ===
html best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- html
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained r... | web-research-coding-5m-1.1.0 | |
a35f3c8cb6f9ae41e2b39699 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/brucewlee1/mmlu-machine-learning | brucewlee1/mmlu-machine-learning | ecommerce | dart | serverless | Perform a deep multi-layer analysis of serverless for a ecommerce using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "brucewlee1/mmlu-machine-learning", "source_url": "https://huggingface.co/datasets/brucewlee1/... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'brucewlee1/mmlu-machine-learning' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
946b40faf847c88a7ba97d41 | train | refactoring_performance | npm | https://www.npmjs.com/package/next | next | education | swift | software_architecture | Refactor a swift system related to software_architecture. Focus on refactoring performance. | {"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":... | === 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 | |
2268372817cce0caf39be0e4 | train | source_comparison | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | marketplace | ruby | database | Compare multiple sources about database 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": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | === SOURCES ===
- dougiefresh/systems_programming_and_administration (https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify confl... | web-research-coding-5m-1.1.0 | |
868dff44016addea5b5ba6a5 | train | design_consistency | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | admin_panel | javascript | database | Audit design consistency across a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
6f11e8065ee53a195929fdee | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | education | rust | docker | Perform a deep multi-layer analysis of docker for a education using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoderOfCode/ship-tracking-data", "source_url": "https://huggingface.co/datasets/CoderOfCode/s... | === 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 'CoderOfCode/ship-tracking-data' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
d13df5fa6af2f6a752cbda93 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/2720014/how-to-upgrade-all-python-packages-with-pip | How to upgrade all Python packages with pip | social_app | javascript | user_experience | Refactor a javascript system related to user_experience. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to upgrade all Python packages with pip", "source_url": "https://stackoverflow.com/questi... | === 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 | |
e6207e12f9292cdfa47f878e | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | shell | nextjs | Create a scalable design system for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
c3cd3fa7beb4c464c5a7f513 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | shell | open_source | Refactor a shell system related to open_source. Focus on refactoring performance. | {"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 ===
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 | |
74565245d982db69b0af1fbb | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | java | sql | Perform a deep multi-layer analysis of sql for a search_interface using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
191bef1fd9d74513a800e56c | train | tradeoff_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | saas | c | redis | Perform a deep multi-layer analysis of redis for a saas 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": "UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney", "source_url": "https://codeberg.or... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
39961695c028a53a130de1a1 | train | fact_verification | web_docs | https://go.dev/doc/ | Go Documentation | finance | ruby | deep_learning | Verify a technical claim about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === CLAIM ===
A common claim about deep_learning.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context... | web-research-coding-5m-1.1.0 | |
8a8b3459500204c7b0bd952c | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | c | nlp | Perform a deep developer-experience analysis for a c project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1b967defb1e6ae5bf160e44b | train | local_development_experience | huggingface | https://huggingface.co/datasets/ellamind/hellaswag-multilingual | ellamind/hellaswag-multilingual | blog | sql | cloud | Perform a deep developer-experience analysis for a sql project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/hellaswag-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hel... | === 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 | |
71af6b673493ffade2b961e4 | train | debugging_experience | pypi | https://pypi.org/project/pandas/ | pandas | search_interface | cpp | devops | Perform a deep developer-experience analysis for a cpp project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 | |
abe1de7add4db2b3b88d7aa9 | train | deep_technical_analysis | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | swift | database | Perform a deep multi-layer analysis of database for a portfolio using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
9711565bbe6b77201eb3b018 | train | search_query_rewrite | npm | https://www.npmjs.com/package/prettier | prettier | portfolio | css | open_source | Rewrite and improve a vague search query about open_source 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === ORIGINAL (VAGUE) ===
how to do open_source
=== REWRITTEN QUERIES ===
1. open_source official documentation guide
2. open_source production best practices 2025
3. open_source common pitfalls and solutions
4. open_source architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), s... | web-research-coding-5m-1.1.0 | |
b9bdb3e3a11219074209fe94 | train | data_structure_design | web_docs | https://react.dev/ | React Documentation | blog | rust | linux | Design a data structure in rust for linux. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
0ec49f5ef6209d1488705221 | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | java | database | Perform a deep multi-layer analysis of database for a blog using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
11363e2dc9075030242b3a9e | train | product_analysis | pypi | https://pypi.org/project/transformers/ | transformers | landing_page | scala | api_design | Perform a deep multi-layer analysis of api_design for a landing_page 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
6cdbcff42c81999370eafb22 | train | repository_architecture | gitlab | https://gitlab.com/roth1002/awesome-javascript | roth1002/awesome-javascript | analytics | python | machine_learning | Perform a deep multi-layer analysis of machine_learning for a analytics using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "roth1002/awesome-javascript", "source_url": "https://gitlab.com/roth1002/awesome-javascript",... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'roth1002/awesome-javascript' as a source anchor and identify relevant APIs, d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
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