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9f92840b560575812bb12cd5 | train | technical_research | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | social_app | dart | mongodb | Perform a technical research task about mongodb, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === SCOPE ===
Technical behavior of mongodb.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- libalpm64/mojo-programming (https://huggingface.co/datasets/liba... | web-research-coding-5m-1.1.0 | |
fd3ed2e71d83d7ae39a03380 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | html | devops | Perform a deep multi-layer analysis of devops for a productivity using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
7831dae153238aaa0b2dbacf | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | c | serverless | Extract verifiable evidence about serverless from the given source. | {"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", "... | === SOURCE ===
Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- I... | web-research-coding-5m-1.1.0 | |
51eccd5475c4c45f4d9f988d | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | html | nextjs | Find and summarize the relevant documentation for nextjs. | {"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... | === RELEVANT DOCS ===
- CSS
https://developer.mozilla.org/en-US/docs/Web/CSS
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
11fe0321762f80754b77c6ec | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | social_app | c | web_performance | Perform a deep multi-layer analysis of web_performance for a social_app 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": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'microsoft/rStar-Coder' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
882f478fcd88be5a7994df07 | train | evidence_extraction | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | ecommerce | c | documentation | Extract verifiable evidence about documentation from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | === SOURCE ===
tango-controls/pytango
https://gitlab.com/tango-controls/pytango
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the ve... | web-research-coding-5m-1.1.0 | |
32a80fc6233ffa5325775acb | train | refactoring_scalability | web_docs | https://react.dev/ | React Documentation | landing_page | php | caching | Refactor a php system related to caching. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
d59f981414b535964b6dfec5 | train | repository_issue_reasoning | npm | https://www.npmjs.com/package/fastify | fastify | community | java | developer_experience | Perform a deep multi-layer analysis of developer_experience 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'fastify' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
4e78d4182f28cb2157a6cc85 | train | refactoring_legacy_code | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | social_app | css | nextjs | Refactor a css system related to nextjs. Focus on refactoring legacy code. | {"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... | === 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 | |
76871857ed42fbdbbe719260 | train | repository_comparison | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | blog | rust | user_experience | Perform a deep multi-layer analysis of user_experience for a blog 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
7486bd26bc56c26bc352ba83 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | java | cloud | Design a developer documentation page for cloud. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
cfd32169d708559b4180754a | train | nextjs_generation | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | scala | react | Design a Next.js architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | 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 |
9100a855cf2867d02d66d8cc | train | debugging | huggingface | https://huggingface.co/datasets/tikushitam/documentation-images | tikushitam/documentation-images | community | cpp | authorization | Create a realistic cpp debugging problem involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tikushitam/documentation-images", "source_url": "https://huggingface.co/datasets/tikushitam/d... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
00a5901763c3fe08f9e7a6e5 | train | refactoring_dependency | pypi | https://pypi.org/project/requests/ | requests | marketplace | css | linux | Refactor a css system related to linux. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
bbb4a3a2a34e3695d0aa5ff8 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | html | html | Classify the search intent for a query about html. | {"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", "... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"html vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
===... | web-research-coding-5m-1.1.0 | |
e10084e6f0a40c95723c37f4 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | python | testing | Perform a deep developer-experience analysis for a python project involving testing. | {"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. 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 |
9cce7cc540b451793eda4c6c | train | architecture_analysis | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | social_app | c | postgresql | Perform a deep multi-layer analysis of postgresql for a social_app 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": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 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 'knotteye/satyr' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
577fddb18855acbcbefaa536 | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/vitest | vitest | ecommerce | scala | postgresql | Refactor a scala system related to postgresql. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
975561a7c9ccb3f61339a325 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | social_app | php | database | Refactor a php system related to database. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | === 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 | |
0f2e3388a9b1eaba929906a3 | train | performance_fix | npm | https://www.npmjs.com/package/vitest | vitest | finance | shell | serverless | Create a web-performance optimization plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
9e799419cb6e9109a7b96574 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/1034621/get-the-current-url-with-javascript | Get the current URL with JavaScript? | community | cpp | redis | Perform a deep multi-layer analysis of redis for a community using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the current URL with JavaScript?", "source_url": "https://stackoverflow.com/questions/103... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'Get the current URL with JavaScript?' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
0c23d9ac19ab73a298b68478 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | javascript | machine_learning | Refactor a javascript system related to machine_learning. Focus on refactoring dependency. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
0caa1939e6d1dcf0365c308c | train | design_components | huggingface | https://huggingface.co/datasets/Jackrong/Competitive-Programming-python-blend | Jackrong/Competitive-Programming-python-blend | admin_panel | dart | authorization | Create a component architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jackrong/Competitive-Programming-python-blend", "source_url": "https://huggingface.co/dataset... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
1ff4118d5c29d9120a57d2f3 | train | refactoring_modularization | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | finance | go | caching | Refactor a go system related to caching. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
055ab9c71b98044cbbd97c1c | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | html | testing | Perform a deep multi-layer analysis of testing for a productivity using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
461632b290c668e4fbfde8b5 | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | shell | observability | Perform a deep developer-experience analysis for a shell project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. 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 | |
ba7854912d45b4d7c99f24b9 | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/6157497/printing-to-console-without-a-trailing-newline | Printing to console without a trailing newline? | dashboard | rust | data_engineering | Refactor a rust system related to data_engineering. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Printing to console without a trailing newline?", "source_url": "https://stackoverflow.com/qu... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
0f08267f41ea98a02a4c6c1a | train | repository_dependency_analysis | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | social_app | java | react | Perform a deep multi-layer analysis of react for a social_app 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": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'catamphetamine/javascript-time-ago' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
2e365427da382d08aab8d89c | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | cpp | postgresql | Perform a deep developer-experience analysis for a cpp project involving postgresql. | {"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. 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 | |
d275aaecff6bf7650d082445 | train | repository_comparison | web_docs | https://git-scm.com/doc | Git Documentation | social_app | ruby | authentication | Perform a deep multi-layer analysis of authentication for a social_app 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
4bf03f840a0d5449bb0971ca | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript | How do I check if an array includes a value in JavaScript? | portfolio | shell | web_performance | Perform a deep multi-layer analysis of web_performance for a portfolio 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": "How do I check if an array includes a value in JavaScript?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'How do I check if an array includes a value in JavaScript?' as a source anchor ... | web-research-coding-5m-1.1.0 | |
b29fb0a4814f66215a59be4a | train | design_accessibility | github | https://github.com/GitHubDaily/GitHubDaily | GitHubDaily/GitHubDaily | admin_panel | kotlin | deep_learning | Audit accessibility for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GitHubDaily/GitHubDaily", "source_url": "https://github.com/GitHubDaily/GitHubDaily", "source... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e7b3a5134d5f9220e003c826 | train | react_generation | github | https://github.com/react/create-react-app | react/create-react-app | blog | java | graphql | Design React components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | 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 |
74e3f174cb6cfacfff412af6 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/986006/how-do-i-pass-a-variable-by-reference | How do I pass a variable by reference? | dashboard | shell | typescript | Extract verifiable evidence about typescript from the given source. | {"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... | === SOURCE ===
How do I pass a variable by reference?
https://stackoverflow.com/questions/986006/how-do-i-pass-a-variable-by-reference
=== 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 CHEC... | web-research-coding-5m-1.1.0 | |
cb3c62f4e7b6179dc5f2cd90 | train | cli_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | saas | javascript | redis | Perform a deep developer-experience analysis for a javascript project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 | |
e13b52fc35e7cfcb38fe04b4 | train | responsive_design | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | portfolio | css | authentication | Create a responsive design strategy for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
b71a7a884fb900483eae6cf4 | train | dashboard | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | finance | shell | sql | Design a production dashboard for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c12a8a8f87fdf78c4ee60d70 | train | design_tokens | gitlab | https://gitlab.com/reubenlillie/eleventy-dot-js-blog | reubenlillie/eleventy-dot-js-blog | saas | cpp | authentication | 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": "reubenlillie/eleventy-dot-js-blog", "source_url": "https://gitlab.com/reubenlillie/eleventy-d... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
cfe009547ec9984c61d18b6f | train | multi_layer_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | javascript | cloud | Perform a deep multi-layer analysis of cloud for a finance using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
95e9d857c4427a6c5c9b057b | train | build_experience | stackexchange | https://stackoverflow.com/questions/16476924/how-can-i-iterate-over-rows-in-a-pandas-dataframe | How can I iterate over rows in a Pandas DataFrame? | portfolio | sql | database | Perform a deep developer-experience analysis for a sql project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I iterate over rows in a Pandas DataFrame?", "source_url": "https://stackoverflow.com... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
65771e5582ff3c4267897dd0 | train | research_summary | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | saas | html | database | Summarize the current state of knowledge about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lexxy23/_cargo-index", "source_url": "https://codeberg.org/lexxy23/_cargo-index", "source_typ... | === OVERVIEW ===
database 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 ===
lexxy23/_cargo-index ... | web-research-coding-5m-1.1.0 | |
5f39f71035036b756fefca80 | train | repository_comparison | pypi | https://pypi.org/project/pytest/ | pytest | blog | typescript | fullstack | Perform a deep multi-layer analysis of fullstack for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
211cf6e72b253794b8ed1e80 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | c | documentation | Perform a technical research task about documentation, focused on implementation details. | {"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": "... | === SCOPE ===
Technical behavior of documentation.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Web APIs (https://developer.mozilla.org/en-US/docs/Web/API... | web-research-coding-5m-1.1.0 | |
ec43ff84ea3879b88d47941c | train | responsive_design | stackexchange | https://stackoverflow.com/questions/784929/what-does-the-double-exclamation-mark-operator-do-in-javascript | What does the !! (double exclamation mark) operator do in JavaScript? | ecommerce | php | developer_experience | Create a responsive design strategy for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the !! (double exclamation mark) operator do in JavaScript?", "source_url": "https:... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
f17976f3c2700650b943fe7c | train | algorithm_design | huggingface | https://huggingface.co/datasets/nvidia/OCR-Synthetic-Multilingual-v1 | nvidia/OCR-Synthetic-Multilingual-v1 | portfolio | java | serverless | Design a java algorithm for a serverless problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
f2642fa45221754fd4d5a889 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/1783405/how-can-i-check-out-a-remote-git-branch | How can I check out a remote Git branch? | education | dart | web_performance | Perform a deep developer-experience analysis for a dart project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check out a remote Git branch?", "source_url": "https://stackoverflow.com/questions... | === 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 | |
8080ba8384b09698a0b044a0 | train | source_selection | gitlab | https://gitlab.com/azae/craft/movie-rental/movie-rental-typescript | azae/craft/movie-rental/movie-rental-typescript | productivity | c | css | Select the most reliable sources to research css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "azae/craft/movie-rental/movie-rental-typescript", "source_url": "https://gitlab.com/azae/craf... | === 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 | |
5a82f3368b10299d61dd217e | train | evidence_extraction | npm | https://www.npmjs.com/package/fastify | fastify | marketplace | kotlin | algorithms | Extract verifiable evidence about algorithms from the given source. | {"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... | === SOURCE ===
fastify
https://www.npmjs.com/package/fastify
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environme... | web-research-coding-5m-1.1.0 | |
caf824fcb490631607e9b1e2 | train | api_design | 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? | marketplace | sql | documentation | Design a production API for a documentation application. | {"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.... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
75e96d82c80637a73e714136 | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | swift | python | Audit accessibility for a dashboard. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
effdb3b7863aad848db964ab | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | community | html | nlp | Perform a deep developer-experience analysis for a html project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | === 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 | |
4d45b9213786795646cfee0a | train | api_developer_experience | huggingface | https://huggingface.co/datasets/hotchpotch/multilingual_cc_news | hotchpotch/multilingual_cc_news | landing_page | go | cloud | Perform a deep developer-experience analysis for a go project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hotchpotch/multilingual_cc_news", "source_url": "https://huggingface.co/datasets/hotchpotch/m... | === 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 | |
b5e7aab1c202aec60496ac0e | train | design_components | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | portfolio | python | design_system | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6c1ba796dbf1e57166e8b6d2 | train | source_comparison | gitlab | https://gitlab.com/autokent/pdf-parse | autokent/pdf-parse | documentation | php | nlp | Compare multiple sources about nlp 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": "autokent/pdf-parse", "source_url": "https://gitlab.com/autokent/pdf-parse", "source_type": "r... | === SOURCES ===
- autokent/pdf-parse (https://gitlab.com/autokent/pdf-parse)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outda... | web-research-coding-5m-1.1.0 | |
3763cd76ffae2f5cbd9dcdad | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | social_app | php | user_experience | Perform a deep multi-layer analysis of user_experience for a social_app 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": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'shwetha729/quantum-machine-learning' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
b4542a98c945316cc8db520d | train | system_analysis | npm | https://www.npmjs.com/package/vitest | vitest | ecommerce | typescript | html | Perform a deep multi-layer analysis of html for a ecommerce using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 'vitest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
4fcd4e910243af12e2b6b3d6 | train | design_tokens | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | saas | html | cloud | 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": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8b736f3a78b178348c11400d | train | performance_fix | pypi | https://pypi.org/project/uvicorn/ | uvicorn | portfolio | javascript | redis | Create a web-performance optimization plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
6f1df7c14d9da6358868120d | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | saas | ruby | docker | Refactor a ruby system related to docker. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leo009/python-programming-instructions", "source_url": "https://huggingface.co/datasets/leo00... | === 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 | |
95b924a7d6eac5ecef6eb248 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/37370015/what-is-the-difference-between-value-iteration-and-policy-iteration | What is the difference between value iteration and policy iteration? | landing_page | rust | frontend | Create a unit-testing strategy for rust code involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between value iteration and policy iteration?", "source_url": "https:/... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
73d73d864fc4c23964c9c92e | train | research_plan | gitlab | https://gitlab.com/gitterHQ/webapp | gitterHQ/webapp | social_app | c | backend | Build a structured research plan to deeply understand backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitterHQ/webapp", "source_url": "https://gitlab.com/gitterHQ/webapp", "source_type": "reposit... | === GOAL ===
Produce a reliable, current, and actionable understanding of backend.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
de50e834accfd3be0a0a4912 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/ybelkada/documentation-images | ybelkada/documentation-images | education | ruby | kubernetes | Create an accessibility remediation plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ybelkada/documentation-images", "source_url": "https://huggingface.co/datasets/ybelkada/docum... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d376ed3d38c761eb634408ab | train | developer_onboarding | huggingface | https://huggingface.co/datasets/mlabonne/Evol-Instruct-Python-26k | mlabonne/Evol-Instruct-Python-26k | saas | ruby | cloud | Perform a deep developer-experience analysis for a ruby project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlabonne/Evol-Instruct-Python-26k", "source_url": "https://huggingface.co/datasets/mlabonne/E... | === 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 | |
c84d66f9ca304e4c4c33685a | train | performance_fix | gitlab | https://gitlab.com/illwill/skiptracer | illwill/skiptracer | social_app | dart | testing | Create a web-performance optimization plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "illwill/skiptracer", "source_url": "https://gitlab.com/illwill/skiptracer", "source_type": "r... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7bf4bb2974607987d7b263a8 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/61212/how-do-i-remove-local-untracked-files-from-the-current-git-working-tree | How do I remove local (untracked) files from the current Git working tree? | search_interface | kotlin | data_structures | Implement JavaScript interactions for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove local (untracked) files from the current Git working tree?", "source_url": "h... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
07ec1cccdc991d8e77d430b6 | train | design_to_code | stackexchange | https://stackoverflow.com/questions/32370994/how-to-pass-props-to-this-props-children | How to pass props to {this.props.children} | productivity | dart | frontend | Translate a productivity design into maintainable dart code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to pass props to {this.props.children}", "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 | |
38304bada33be88219be9a60 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/6591213/how-can-i-rename-a-local-git-branch | How can I rename a local Git branch? | productivity | cpp | web_accessibility | Perform a deep developer-experience analysis for a cpp project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I rename a local Git branch?", "source_url": "https://stackoverflow.com/questions/659... | === 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 | |
fb3da97ff15d97678adec6c5 | train | developer_onboarding | npm | https://www.npmjs.com/package/svelte | svelte | analytics | html | database | Perform a deep developer-experience analysis for a html project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. 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 | |
c38b14ba3f3b10e94cabd224 | train | security_analysis | huggingface | https://huggingface.co/datasets/SeaLLMs/TrueFalse-Statements-multilingual | SeaLLMs/TrueFalse-Statements-multilingual | admin_panel | ruby | testing | Perform a deep multi-layer analysis of testing for a admin_panel using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SeaLLMs/TrueFalse-Statements-multilingual", "source_url": "https://huggingface.co/datasets/Se... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'SeaLLMs/TrueFalse-Statements-multilingual' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
c02747f14b930730a9b6783e | train | dependency_management_experience | web_docs | https://docs.docker.com/ | Docker Documentation | blog | ruby | ci_cd | Perform a deep developer-experience analysis for a ruby project involving ci_cd. | {"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 | |
3aa98ca0035dadeea3fbd623 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | typescript | api_design | Rewrite and improve a vague search query about api_design 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === ORIGINAL (VAGUE) ===
how to do api_design
=== REWRITTEN QUERIES ===
1. api_design official documentation guide
2. api_design production best practices 2025
3. api_design common pitfalls and solutions
4. api_design architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
9683a89aa886735e6d6bd144 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/901712/how-do-i-check-whether-a-checkbox-is-checked-in-jquery | How do I check whether a checkbox is checked in jQuery? | developer_tool | sql | distributed_systems | Perform a deep multi-layer analysis of distributed_systems 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": "How do I check whether a checkbox is checked in jQuery?", "source_url": "https://stackoverflo... | === 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 'How do I check whether a checkbox is checked in jQuery?' as a source an... | web-research-coding-5m-1.1.0 | |
c73443499fea226533fef8cf | train | design_system | huggingface | https://huggingface.co/datasets/win-wang/Machine_Learning_QA_Collection | win-wang/Machine_Learning_QA_Collection | social_app | css | caching | Create a scalable design system for a social_app. | {"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-... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
c46eacc9743eab416a0db48d | train | search_query_rewrite | codeberg | https://codeberg.org/UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | marketplace | python | backend | Rewrite and improve a vague search query about backend 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": "UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney", "source_url": "https://codeberg.or... | === ORIGINAL (VAGUE) ===
how to do backend
=== REWRITTEN QUERIES ===
1. backend official documentation guide
2. backend production best practices 2025
3. backend common pitfalls and solutions
4. backend architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5012ad689453e57481117b88 | train | refactoring_legacy_code | github | https://github.com/fastapi/full-stack-fastapi-template | fastapi/full-stack-fastapi-template | dashboard | javascript | design_system | Refactor a javascript system related to design_system. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/full-stack-fastapi-template", "source_url": "https://github.com/fastapi/full-stack-fa... | === 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 | |
e635bea87fc2df3f3dfcd233 | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | dashboard | php | sql | Create a realistic php debugging problem involving sql. | {"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", "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
8d2c03f55fcedb9b1088d302 | train | evidence_chain_analysis | web_docs | https://go.dev/doc/ | Go Documentation | admin_panel | go | fullstack | Perform a deep multi-layer analysis of fullstack for a admin_panel using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
151ea939d379e03e40393908 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | scala | user_experience | Refactor a scala system related to user_experience. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
b294593f57c2e24651ed76a5 | train | dashboard | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | saas | sql | frontend | Design a production dashboard for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d5c34d563d52aba44835adf0 | train | technical_research | pypi | https://pypi.org/project/torch/ | torch | saas | java | authentication | Perform a technical research task about authentication, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === SCOPE ===
Technical behavior of authentication.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- torch (https://pypi.org/project/torch/)
- Official docume... | web-research-coding-5m-1.1.0 | |
d50d2761492d839bb0188239 | train | upgrade_experience | web_docs | https://docs.python.org/3/ | Python Documentation | analytics | cpp | backend | Perform a deep developer-experience analysis for a cpp project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 | |
3d24f99f1d0f3ec6e8202c69 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | css | security | Design the complete UX flow of a finance for security. | {"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",... | 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 | |
2e043751c9cbf07fbd82b251 | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | c | nodejs | Perform a deep multi-layer analysis of nodejs for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
da6197c671649bb75233f96f | train | product_analysis | github | https://github.com/jobbole/awesome-python-cn | jobbole/awesome-python-cn | documentation | sql | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jobbole/awesome-python-cn", "source_url": "https://github.com/jobbole/awesome-python-cn", "so... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'jobbole/awesome-python-cn' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
e23579be1fa1a8f099745785 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | javascript | caching | Create an SEO improvement plan for a finance about caching. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d384153da3599f69175440fb | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | php | backend | Perform a deep multi-layer analysis of backend for a social_app 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
bf7a8a1050b28c3cfea3bab0 | train | upgrade_experience | npm | https://www.npmjs.com/package/next | next | social_app | javascript | database | Perform a deep developer-experience analysis for a javascript project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 | |
eb253008a77a0697e3002e03 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/codeparrot/github-code | codeparrot/github-code | 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": "codeparrot/github-code", "source_url": "https://huggingface.co/datasets/codeparrot/github-cod... | === 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 'codeparrot/github-code' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
0e96aca6cbf9c3a7647d828c | train | multi_hop_research | npm | https://www.npmjs.com/package/hono | hono | analytics | c | web_accessibility | Perform multi-hop research about web_accessibility: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === HOP 1 ===
Start at: hono
https://www.npmjs.com/package/hono
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ... | web-research-coding-5m-1.1.0 | |
9cb5bf6848ac36bd050be1ca | train | security_review | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | admin_panel | scala | frontend | Perform a security review of a admin_panel application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new", "source_url": "https://huggingface.co/da... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b7d28e9ec0f128acce2084c5 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | marketplace | shell | developer_experience | Perform a deep developer-experience analysis for a shell project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
64b7848a88841d77c674c789 | train | nextjs_generation | gitlab | https://gitlab.com/qemu-project/qemu | qemu-project/qemu | education | css | data_structures | Design a Next.js architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qemu-project/qemu", "source_url": "https://gitlab.com/qemu-project/qemu", "source_type": "rep... | 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 |
92a593cc4edfb9f6929c4f31 | train | documentation_page | npm | https://www.npmjs.com/package/webpack | webpack | blog | cpp | testing | Design a developer documentation page for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
dafeab89fd7866ee5a0d454a | train | local_development_experience | npm | https://www.npmjs.com/package/express | express | social_app | swift | kubernetes | Perform a deep developer-experience analysis for a swift project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
ee18553b657010d762055dee | train | web_search_query | pypi | https://pypi.org/project/pytest/ | pytest | community | ruby | python | Write an effective web search query to research the topic: python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === QUERY ===
python best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- python
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
abe7a0d0a20ecbe26b2b6109 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/1628563/move-the-most-recent-commits-to-a-new-branch-with-git | Move the most recent commit(s) to a new branch with Git | dashboard | kotlin | caching | Refactor a kotlin system related to caching. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move the most recent commit(s) to a new branch with Git", "source_url": "https://stackoverflo... | === 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 | |
50580a48cb2e8a3ef5fe6bb0 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/1033156/how-can-i-write-ahover-in-inline-css | How can I write 'a:hover' in inline CSS? | education | kotlin | rest_api | Refactor a kotlin system related to rest_api. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I write 'a:hover' in inline CSS?", "source_url": "https://stackoverflow.com/q... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
d7a307078aaae7a963a9b216 | train | web_search_query | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | marketplace | python | authentication | Write an effective web search query to research the topic: authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | === QUERY ===
authentication best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authentication
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentatio... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
54f5e2383318d037e2fd589a | train | maintainability_analysis | web_docs | https://react.dev/ | React Documentation | dashboard | javascript | rest_api | Perform a deep multi-layer analysis of rest_api for a dashboard using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
57aefbb7e7b5398f20669339 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/2701192/what-characters-can-be-used-for-up-down-triangle-arrow-without-stem-for-displa | What characters can be used for up/down triangle (arrow without stem) for display in HTML? | developer_tool | ruby | backend | Perform a deep multi-layer analysis of backend for a developer_tool using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What characters can be used for up/down triangle (arrow without stem) for display in HTML?", ... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'What characters can be used for up/down triangle (arrow without stem) for display in HTML?' as ... | web-research-coding-5m-1.1.0 |
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