id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
673e6f792be2b3e3e9d210f2 | train | design_components | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | sql | software_architecture | Create a component architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4cf70fdc006aae7ad2f3c5a0 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/46169472/what-is-the-difference-between-using-js-vs-jsx-files-in-react | What is the difference between using .js vs .jsx files in React? | admin_panel | html | machine_learning | Refactor a html system related to machine_learning. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between using .js vs .jsx files in React?", "source_url": "https://sta... | === 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 | |
c008134a0e941c2dbd791c4d | train | nextjs_generation | github | https://github.com/scrapy/scrapy | scrapy/scrapy | productivity | cpp | authorization | Design a Next.js architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy/scrapy", "source_url": "https://github.com/scrapy/scrapy", "source_type": "repository"... | 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 |
4e2663b725d1c115054e79e3 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | search_interface | ruby | fullstack | Create an accessibility remediation plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "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 | |
8560e6b1f9dc3ccd08e95b91 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1 | Aaqqid/OCR-Synthetic-Multilingual-v1 | ecommerce | shell | graphql | Refactor a shell system related to graphql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Aaqqid/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Aaqqid/... | === 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 | |
e257bbc113f7b189061baead | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | ecommerce | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce 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": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 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 'takuM23/multilingual_audio_alignments' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
a6309c3e24b7453a93c1dcab | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | scala | user_experience | Rewrite and improve a vague search query about user_experience 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === ORIGINAL (VAGUE) ===
how to do user_experience
=== REWRITTEN QUERIES ===
1. user_experience official documentation guide
2. user_experience production best practices 2025
3. user_experience common pitfalls and solutions
4. user_experience architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
c8c80d60e58ca3acb5a1f065 | train | api_design | pypi | https://pypi.org/project/typer/ | typer | education | dart | ci_cd | Design a production API for a ci_cd application. | {"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": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
fa081020e055105dc47070bd | train | accessibility_fix | pypi | https://pypi.org/project/requests/ | requests | documentation | dart | design_system | Create an accessibility remediation plan for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1bd9e34f6e45fb2231da9338 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/41455101/what-is-the-meaning-of-the-word-logits-in-tensorflow | What is the meaning of the word logits in TensorFlow? | blog | c | security | Perform a deep multi-layer analysis of security for a blog 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": "What is the meaning of the word logits in TensorFlow?", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'What is the meaning of the word logits in TensorFlow?' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
bf5355d2e3096a68a745f598 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | scala | documentation | Design the complete UX flow of a documentation for documentation. | {"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 user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
c0a30e3f0b386c953bf792f0 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | go | algorithms | Design reusable UI components for a documentation. | {"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", "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
cbba9645ccaffd2c41882ed3 | train | responsive_website | pypi | https://pypi.org/project/fastapi/ | fastapi | productivity | dart | nodejs | Design a complete responsive productivity for nodejs. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
d1abdff879456f14287070f7 | train | search_query_rewrite | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | typescript | kubernetes | Rewrite and improve a vague search query about kubernetes 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === ORIGINAL (VAGUE) ===
how to do kubernetes
=== REWRITTEN QUERIES ===
1. kubernetes official documentation guide
2. kubernetes production best practices 2025
3. kubernetes common pitfalls and solutions
4. kubernetes architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
48fba94ed2b53c3369c498c6 | train | unit_testing | web_docs | https://react.dev/ | React Documentation | saas | typescript | deep_learning | Create a unit-testing strategy for typescript code involving deep_learning. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
f620b3d90a81709bb6d51289 | train | system_analysis | huggingface | https://huggingface.co/datasets/Vezora/Tested-22k-Python-Alpaca | Vezora/Tested-22k-Python-Alpaca | admin_panel | css | database | Perform a deep multi-layer analysis of database 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": "Vezora/Tested-22k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Teste... | === 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 'Vezora/Tested-22k-Python-Alpaca' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
c97102e7d56c92c349301c38 | train | repository_understanding | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | landing_page | scala | javascript | Perform a deep multi-layer analysis of javascript 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": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'saxenaritvij/ritvij-saxena-iris-detection-python' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
7cb4c85bc0a098d32b7da58d | train | maintainability_analysis | github | https://github.com/react/create-react-app | react/create-react-app | landing_page | ruby | postgresql | Perform a deep multi-layer analysis of postgresql for a landing_page using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | === 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 'react/create-react-app' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
dc629f05a1f86043731890e1 | train | form_ui | pypi | https://pypi.org/project/transformers/ | transformers | search_interface | javascript | web_accessibility | Design an accessible form for web_accessibility. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
e291545f548b46c6ba9f818b | train | debugging_experience | huggingface | https://huggingface.co/datasets/tianyang/repobench_python_v1.1 | tianyang/repobench_python_v1.1 | developer_tool | python | api_design | Perform a deep developer-experience analysis for a python project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tianyang/repobench_python_v1.1", "source_url": "https://huggingface.co/datasets/tianyang/repo... | === 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 |
bc993b19014be62996e6c576 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | html | linux | Refactor a html system related to linux. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
36e8855d27ac64a38a3b6ee1 | train | deployment_experience | web_docs | https://docs.docker.com/ | Docker Documentation | social_app | go | rest_api | Perform a deep developer-experience analysis for a go project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
aee372a08f3aca2bc6c1975c | train | tradeoff_analysis | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | community | java | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a community 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": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'foundry-projects/foundry-pc/foundry-pc-types' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
8d321850ac0fd44f0d8dd607 | train | performance_fix | huggingface | https://huggingface.co/datasets/HighFive-OPJ/Implementation_1-Machine_learning | HighFive-OPJ/Implementation_1-Machine_learning | saas | dart | rest_api | Create a web-performance optimization plan for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HighFive-OPJ/Implementation_1-Machine_learning", "source_url": "https://huggingface.co/datase... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
41dad8f1047c42ac56368b12 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | dart | nextjs | Design an accessible form for nextjs. | {"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 labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b213a82fc35f1ae95012869c | train | refactoring_security | huggingface | https://huggingface.co/datasets/angie-chen55/javascript-github-code | angie-chen55/javascript-github-code | dashboard | dart | ci_cd | Refactor a dart system related to ci_cd. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angie-chen55/javascript-github-code", "source_url": "https://huggingface.co/datasets/angie-ch... | === 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 | |
1435aa843dc4e2366e924efd | train | react_generation | gitlab | https://gitlab.com/roth1002/awesome-javascript | roth1002/awesome-javascript | analytics | php | deep_learning | Design React components for a analytics. | {"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",... | 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 |
91902e764395576e2cfde346 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | landing_page | php | web_performance | Perform a deep developer-experience analysis for a php project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | === 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 | |
f72dd4c66625c55a7b8a2d81 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/60018578/what-does-model-eval-do-in-pytorch | What does model.eval() do in pytorch? | finance | html | devops | Extract verifiable evidence about devops from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does model.eval() do in pytorch?", "source_url": "https://stackoverflow.com/questions/60... | === SOURCE ===
What does model.eval() do in pytorch?
https://stackoverflow.com/questions/60018578/what-does-model-eval-do-in-pytorch
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ... | web-research-coding-5m-1.1.0 | |
fab4817d51cecb190f5bf619 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/52522565/git-is-not-working-after-macos-update-xcrun-error-invalid-active-developer-p | Git is not working after macOS update ("xcrun: error: invalid active developer path (/Library/Developer/CommandLineTools") | analytics | rust | user_experience | Refactor a rust system related to user_experience. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git is not working after macOS update ("xcrun: error: invalid active developer path (/Li... | === 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 | |
926cc1c71777e7678854ad20 | train | research_summary | huggingface | https://huggingface.co/datasets/Reynard1ng/Graph_Machine_Learning_Homework_Datasets | Reynard1ng/Graph_Machine_Learning_Homework_Datasets | dashboard | php | nextjs | Summarize the current state of knowledge about nextjs. | {"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... | === OVERVIEW ===
nextjs 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 ===
Reynard1ng/Graph_Machin... | web-research-coding-5m-1.1.0 | |
ee1e13c9e89e1d6ce5fdf11c | train | deep_technical_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | rust | authorization | Perform a deep multi-layer analysis of authorization for a saas using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
bfd42cb75f624af657cb2710 | train | refactoring | pypi | https://pypi.org/project/requests/ | requests | social_app | java | debugging | Create a production coding task in java for debugging. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
7a4c9be314270083881f8091 | train | refactoring_testability | github | https://github.com/lutzroeder/netron | lutzroeder/netron | analytics | c | computer_vision | Refactor a c system related to computer_vision. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lutzroeder/netron", "source_url": "https://github.com/lutzroeder/netron", "source_type": "rep... | === 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 | |
3a162c625fe4d868d1b8bd2b | train | repository_comparison | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | productivity | shell | software_architecture | Perform a deep multi-layer analysis of software_architecture for a productivity 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": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'open-r1/verifiable-coding-problems-python' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
b054ade420b3791172e42b60 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | community | typescript | database | Perform a deep multi-layer analysis of database for a community 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": "introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning", "source_url": "http... | === 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 'introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning' as a source anchor a... | web-research-coding-5m-1.1.0 | |
8e42351861c2dc3aa9abf07c | train | testing_experience | npm | https://www.npmjs.com/package/express | express | documentation | ruby | nlp | Perform a deep developer-experience analysis for a ruby project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
263b0f199a90d4e220529fdd | train | repository_comparison | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | developer_tool | kotlin | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a developer_tool using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.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 'TypeScript Documentation' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
a8e5d9d3ec92a459613f817e | train | documentation_lookup | 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? | community | cpp | graphql | Find and summarize the relevant documentation for graphql. | {"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?",... | === RELEVANT DOCS ===
- Is it possible to specify your own distance function using scikit-learn K-Means Clustering?
https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getti... | web-research-coding-5m-1.1.0 | |
02917608f41cabaf66847ed7 | train | repository_understanding | github | https://github.com/donnemartin/system-design-primer | donnemartin/system-design-primer | marketplace | python | kubernetes | Perform a deep multi-layer analysis of kubernetes for a marketplace 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": "donnemartin/system-design-primer", "source_url": "https://github.com/donnemartin/system-desig... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'donnemartin/system-design-primer' as a source anchor and identify relevant APIs, dependen... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
177c311a13e08cf0074a8fc5 | train | css_generation | codeberg | https://codeberg.org/cosmicbottle/100-Days-Of-Python-Stuff | cosmicbottle/100-Days-Of-Python-Stuff | blog | kotlin | javascript | Create responsive CSS for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cosmicbottle/100-Days-Of-Python-Stuff", "source_url": "https://codeberg.org/cosmicbottle/100-... | 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 |
b718df967690afec01fbda99 | train | design_tokens | npm | https://www.npmjs.com/package/fastify | fastify | saas | swift | authorization | Create design tokens for a saas. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
af828041d823ce3be59f3ce9 | train | refactoring_testability | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | portfolio | ruby | deep_learning | Refactor a ruby system related to deep_learning. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | === 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 | |
5e50ab1b9c596caeb2e5e07c | train | technical_research | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-250 | TaskPuppyAI/lunamax-multitask-programming-250 | finance | go | nextjs | Perform a technical research task about nextjs, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-250", "source_url": "https://huggingface.co/dataset... | === SCOPE ===
Technical behavior of nextjs.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- TaskPuppyAI/lunamax-multitask-programming-250 (https://huggingfac... | web-research-coding-5m-1.1.0 | |
e0988ba0f3f01f7674b7d7cf | train | integration_testing | stackexchange | https://stackoverflow.com/questions/53332321/react-hook-warnings-for-async-function-in-useeffect-useeffect-function-must-ret | React Hook Warnings for async function in useEffect: useEffect function must return a cleanup function or nothing | admin_panel | dart | devops | Design integration tests for a dart system involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Hook Warnings for async function in useEffect: useEffect function must return a cleanup... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
de543a76f73b2338c1ce5ba7 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | swift | typescript | Perform a deep developer-experience analysis for a swift project involving typescript. | {"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 | |
32129d32dc6f620fb9cb635e | train | architecture_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | marketplace | ruby | sql | Perform a deep multi-layer analysis of sql for a marketplace using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
6f395b017bc58fa3b96fc45a | train | seo_fix | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | education | sql | devops | Create an SEO improvement plan for a education about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
258aa1cbd3191f127c739d0c | train | data_structure_design | web_docs | https://go.dev/doc/ | Go Documentation | finance | dart | distributed_systems | Design a data structure in dart for distributed_systems. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
1518500defde22c8780a4430 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | marketplace | css | authentication | Perform a deep multi-layer analysis of authentication for a marketplace using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
da736b9738a5ca8b09101b49 | train | testing_experience | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | education | typescript | open_source | Perform a deep developer-experience analysis for a typescript project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini", "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 | |
16a1cfc61abd10e3ccc5a2df | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | sql | nodejs | Perform a deep multi-layer analysis of nodejs for a blog 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
9f8ecfb2f34aa421dc8ffc71 | train | product_analysis | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | developer_tool | sql | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool 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": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === 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 'NJU-LINK/CodeTraceBench' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
b2c4f380eb8fc1ec1e5c05ec | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/41455101/what-is-the-meaning-of-the-word-logits-in-tensorflow | What is the meaning of the word logits in TensorFlow? | ecommerce | css | javascript | Perform a deep developer-experience analysis for a css project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the meaning of the word logits in TensorFlow?", "source_url": "https://stackoverflow.... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e4576b53be2da7fec7b8dfe8 | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | php | typescript | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2987c47d04c689a5b336eb10 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | education | rust | distributed_systems | Perform a deep developer-experience analysis for a rust project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-10", "source_url": "https://huggingface.co/data... | === 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 | |
36e5961d8ef83ad279fb543d | train | api_developer_experience | npm | https://www.npmjs.com/package/vite | vite | social_app | php | frontend | Perform a deep developer-experience analysis for a php project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
718f1ab7a9b795bb51f4b6f4 | train | information_architecture | npm | https://www.npmjs.com/package/rollup | rollup | finance | c | web_performance | Design the information architecture for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
aeba94300f66fa82a94761d6 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/60618844/useeffect-is-called-twice-even-if-an-empty-array-is-used-as-an-argument | useEffect() is called twice even if an empty array is used as an argument | documentation | c | database | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "useEffect() is called twice even if an empty array is used as an argument", "source_url": "ht... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
278ce10111a7cd684c24ca71 | train | design_consistency | pypi | https://pypi.org/project/django/ | django | landing_page | scala | microservices | Audit design consistency across a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
bca0fce70f08f8e816348a62 | train | code_explanation | github | https://github.com/oven-sh/bun | oven-sh/bun | dashboard | dart | graphql | Explain a dart implementation related to graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "oven-sh/bun", "source_url": "https://github.com/oven-sh/bun", "source_type": "repository", "t... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
6271450b7708c6e8ef4c60b9 | train | responsive_design | npm | https://www.npmjs.com/package/svelte | svelte | admin_panel | dart | security | Create a responsive design strategy for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
edfa937e144c41ef829c1749 | train | interaction_design | huggingface | https://huggingface.co/datasets/win-wang/Machine_Learning_QA_Collection | win-wang/Machine_Learning_QA_Collection | productivity | python | graphql | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "win-wang/Machine_Learning_QA_Collection", "source_url": "https://huggingface.co/datasets/win-... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8fa3ce6ab2378c643abe45cb | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | finance | sql | debugging | Rewrite and improve a vague search query about debugging 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": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | === ORIGINAL (VAGUE) ===
how to do debugging
=== REWRITTEN QUERIES ===
1. debugging official documentation guide
2. debugging production best practices 2025
3. debugging common pitfalls and solutions
4. debugging architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity... | web-research-coding-5m-1.1.0 | |
171146a798548d73712c79e7 | train | root_cause_analysis | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2021-JavaScript | ccoenen/Advent-of-Code-2021-JavaScript | search_interface | kotlin | data_engineering | Perform a deep multi-layer analysis of data_engineering for a search_interface 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": "ccoenen/Advent-of-Code-2021-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'ccoenen/Advent-of-Code-2021-JavaScript' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
396a7ce8c59283b37cf0f47d | train | design_components | npm | https://www.npmjs.com/package/express | express | education | kotlin | devops | Create a component architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
59ef5b1726188c51b5f0047d | train | documentation_page | pypi | https://pypi.org/project/gradio/ | gradio | portfolio | shell | data_engineering | Design a developer documentation page for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b4d70fcab619fa4a6a860f70 | train | integration_testing | pypi | https://pypi.org/project/rich/ | rich | marketplace | go | machine_learning | Design integration tests for a go system involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ma... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
d2fbb91c98ad6627ae54440f | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | documentation | javascript | data_engineering | Perform a production code review of javascript code related to data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
7b5019ba1dd3238a0192ca84 | train | dependency_impact_analysis | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | portfolio | java | deep_learning | Perform a deep multi-layer analysis of deep_learning for a portfolio 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": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'knotteye/satyr' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
5e21f82054da0e891e111a90 | train | refactoring_performance | github | https://github.com/mermaid-js/mermaid | mermaid-js/mermaid | finance | java | html | Refactor a java system related to html. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mermaid-js/mermaid", "source_url": "https://github.com/mermaid-js/mermaid", "source_type": "r... | === 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 | |
760be16bbccf526ab74dfa97 | train | dashboard | stackexchange | https://stackoverflow.com/questions/986006/how-do-i-pass-a-variable-by-reference | How do I pass a variable by reference? | developer_tool | go | nodejs | Design a production dashboard for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I pass a variable by reference?", "source_url": "https://stackoverflow.com/questions/9... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
29cc93f0352b72a51e06cfb9 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/178325/how-do-i-check-if-an-element-is-hidden-in-jquery | How do I check if an element is hidden in jQuery? | landing_page | dart | nodejs | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an element is hidden in jQuery?", "source_url": "https://stackoverflow.com/... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0adf3343ed5c6e9532faf5a7 | train | architecture_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | admin_panel | rust | open_source | Perform a deep multi-layer analysis of open_source for a admin_panel using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
f6908d228de276a1014517e0 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | python | html | Perform a deep multi-layer analysis of html for a education 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3aaa7fa853b85977006e16ff | train | source_comparison | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | blog | html | documentation | Compare multiple sources about documentation 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": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | === SOURCES ===
- shwetha729/quantum-machine-learning (https://huggingface.co/datasets/shwetha729/quantum-machine-learning)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely... | web-research-coding-5m-1.1.0 | |
302c619dd989a9334ef4ed1a | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/5235142/how-do-i-disable-the-resizable-property-of-a-textarea | How do I disable the resizable property of a textarea? | landing_page | javascript | data_structures | Refactor a javascript system related to data_structures. 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 disable the resizable property of a textarea?", "source_url": "https://stackoverflow... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
e82088beae81f611c94e2dbb | train | developer_onboarding | web_docs | https://react.dev/ | React Documentation | documentation | cpp | nlp | Perform a deep developer-experience analysis for a cpp project involving nlp. | {"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. 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 | |
ac29a44950325452d3c7b4e4 | train | fact_verification | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | ecommerce | php | rest_api | Verify a technical claim about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | === CLAIM ===
A common claim about rest_api.
=== 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-depe... | web-research-coding-5m-1.1.0 | |
79980c4e27834cdf6f38baa1 | train | security_analysis | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | blog | php | typescript | Perform a deep multi-layer analysis of typescript for a blog 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": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | === 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 'blue-dragon/laravel-routes' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
fda1696ce7a921b56a25ae5d | train | design_consistency | stackexchange | https://stackoverflow.com/questions/53120972/how-to-call-loading-function-with-react-useeffect-only-once | How to call loading function with React useEffect only once | ecommerce | c | open_source | 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": "How to call loading function with React useEffect only once", "source_url": "https://stackove... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
f7e42ac5d7e998ad9bd525cf | train | deployment_experience | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | analytics | go | deep_learning | Perform a deep developer-experience analysis for a go project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === 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 | |
56eb9bbec852f23d6ec36001 | train | accessibility_fix | stackexchange | https://stackoverflow.com/questions/953481/how-do-i-find-and-restore-a-deleted-file-in-a-git-repository | How do I find and restore a deleted file in a Git repository? | documentation | java | css | Create an accessibility remediation plan for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I find and restore a deleted file in a Git repository?", "source_url": "https://stacko... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
3ff7ef142ece1fdf0c0e5d22 | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/133051/what-is-the-difference-between-visibilityhidden-and-displaynone | What is the difference between visibility:hidden and display:none? | education | php | postgresql | 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": "What is the difference between visibility:hidden and display:none?", "source_url": "https://s... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ec9c07607d3f4817fc014e61 | train | code_explanation | codeberg | https://codeberg.org/fepfitra/-Dicoding--WebClock | fepfitra/-Dicoding--WebClock | documentation | sql | machine_learning | Explain a sql implementation related to machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding--WebClock", "source_url": "https://codeberg.org/fepfitra/-Dicoding--WebClo... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
14ff7c331a434d580ccbb215 | train | source_selection | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | education | dart | cloud | Select the most reliable sources to research cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 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 | |
c2c721e9cb135e728b7c5a70 | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | c | redis | Design a production dashboard for redis. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
0b59dc7f71dd1ebc2eeb7965 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | marketplace | swift | database | Perform a deep multi-layer analysis of database for a marketplace 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
1e8407c7650a4ca070ec903d | train | repository_documentation | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | analytics | c | data_engineering | Perform a deep multi-layer analysis of data_engineering for a analytics 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": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'Pq234/documentation-images' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
34908c3574365f0a3fe5162c | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/16056591/font-scaling-based-on-size-of-container | Font scaling based on size of container | analytics | swift | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a analytics 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": "Font scaling based on size of container", "source_url": "https://stackoverflow.com/questions/... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'Font scaling based on size of container' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
e4580cfe555c0112bcaa37d0 | train | dependency_management_experience | pypi | https://pypi.org/project/transformers/ | transformers | documentation | python | nlp | Perform a deep developer-experience analysis for a python project involving nlp. | {"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. 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 |
78a2c74c60f4b6370521e6a8 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/9339429/what-does-cherry-picking-a-commit-with-git-mean | What does cherry-picking a commit with Git mean? | social_app | shell | data_structures | Perform a deep multi-layer analysis of data_structures for a social_app 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": "What does cherry-picking a commit with Git mean?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'What does cherry-picking a commit with Git mean?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
d7f7f08d5d276e7fae8fdec7 | train | research_summary | npm | https://www.npmjs.com/package/three | three | community | css | web_accessibility | Summarize the current state of knowledge about web_accessibility. | {"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... | === OVERVIEW ===
web_accessibility 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 ===
three (https... | web-research-coding-5m-1.1.0 | |
0efcdff4a188e621e07be7ce | train | error_message_design | huggingface | https://huggingface.co/datasets/tiiuae/documentation-images | tiiuae/documentation-images | documentation | rust | javascript | Perform a deep developer-experience analysis for a rust project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tiiuae/documentation-images", "source_url": "https://huggingface.co/datasets/tiiuae/documenta... | === 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 | |
1bbe46dfe912d434f9d2c4d1 | train | design_tokens | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | marketplace | scala | devops | Create design tokens for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
58536d91246a4e890b68ab85 | train | local_development_experience | npm | https://www.npmjs.com/package/three | three | admin_panel | c | design_system | Perform a deep developer-experience analysis for a c project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. 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 | |
43b3a01c584926e26d13cb1c | train | design_to_code | stackexchange | https://stackoverflow.com/questions/19578796/what-is-the-save-option-for-npm-install | What is the --save option for npm install? | dashboard | sql | algorithms | Translate a dashboard design into maintainable sql code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the --save option for npm install?", "source_url": "https://stackoverflow.com/questio... | 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 | |
f4159f172b11108a7f83baa5 | train | code_explanation | web_docs | https://react.dev/ | React Documentation | blog | html | python | Explain a html implementation related to python. | {"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 inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
c662e7c9eb761e5c3082319d | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags | RegEx match open tags except XHTML self-contained tags | portfolio | typescript | testing | Perform a deep developer-experience analysis for a typescript project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RegEx match open tags except XHTML self-contained tags", "source_url": "https://stackoverflow... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d0ac87c519db62823ec68e49 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/1014861/is-there-a-css-parent-selector | Is there a CSS parent selector? | saas | typescript | python | Perform a deep developer-experience analysis for a typescript project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a CSS parent selector?", "source_url": "https://stackoverflow.com/questions/1014861/... | === 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 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.