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2ba87ac7577175a09d662858 | train | risk_analysis | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | saas | cpp | user_experience | Perform a deep multi-layer analysis of user_experience for a saas 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": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 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 'AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript' as a source... | web-research-coding-5m-1.1.0 | |
55c205534d9326a3f95d86da | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | sql | security | Perform a deep developer-experience analysis for a sql project involving security. | {"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 | |
ba9ca668b175066fde1222fa | train | error_message_design | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | search_interface | ruby | nodejs | Perform a deep developer-experience analysis for a ruby project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoderOfCode/ship-tracking-data", "source_url": "https://huggingface.co/datasets/CoderOfCode/s... | === 1. 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 | |
d63d1c41b90ed1fc0e97629d | train | refactoring_readability | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | social_app | sql | machine_learning | Refactor a sql system related to machine_learning. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
7f6f2d7e48a9ff0cc4f109ca | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/51145180/how-to-use-ts-ignore-for-a-block | How to use `@ts-ignore` for a block? | saas | c | caching | Refactor a c system related to caching. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to use `@ts-ignore` for a block?", "source_url": "https://stackoverflow.com/questions/511... | === 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 | |
eba819cc18089e0fc9de5952 | train | repository_architecture | codeberg | https://codeberg.org/rutgerclaes/2024-advent-of-code-rs | rutgerclaes/2024-advent-of-code-rs | documentation | php | security | Perform a deep multi-layer analysis of security for a documentation 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": "rutgerclaes/2024-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2024-adv... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'rutgerclaes/2024-advent-of-code-rs' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
6fc051833f4e8d308b538e7b | train | research_plan | npm | https://www.npmjs.com/package/playwright | playwright | documentation | scala | microservices | Build a structured research plan to deeply understand microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === GOAL ===
Produce a reliable, current, and actionable understanding of microservices.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
6eec0fb11f124eb22736c109 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/HuggingFaceH4/Multilingual-Thinking | HuggingFaceH4/Multilingual-Thinking | education | kotlin | microservices | Refactor a kotlin system related to microservices. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/Multilingual-Thinking", "source_url": "https://huggingface.co/datasets/HuggingF... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
1c8841063dbd0ff7ddf93983 | train | landing_page | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | landing_page | scala | testing | Design a landing page for a testing product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-10", "source_url": "https://huggingface.co/data... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
da10ef40da2cf4dcdffd8310 | train | design_accessibility | huggingface | https://huggingface.co/datasets/Ba2han/Machine-Learning-Instruct | Ba2han/Machine-Learning-Instruct | analytics | dart | distributed_systems | Audit accessibility for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ba2han/Machine-Learning-Instruct", "source_url": "https://huggingface.co/datasets/Ba2han/Mach... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e9b889d83355e573ee7d6623 | train | form_ui | npm | https://www.npmjs.com/package/playwright | playwright | developer_tool | cpp | machine_learning | Design an accessible form for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
7bb6bde70409a53b7a43d053 | train | api_design | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | search_interface | dart | javascript | Design a production API for a javascript application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
3a3b81cc606863f3806e27f7 | train | design_to_code | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | dashboard | c | developer_experience | Translate a dashboard design into maintainable c code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | 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 | |
7825d1afae0f71979d445884 | train | refactoring_scalability | pypi | https://pypi.org/project/typer/ | typer | search_interface | cpp | machine_learning | Refactor a cpp system related to machine_learning. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
db11aed97d7a46b9bc207b93 | train | code_review | gitlab | https://gitlab.com/nct_tso_public/nonrigid-data-generation-pipeline | nct_tso_public/nonrigid-data-generation-pipeline | marketplace | sql | microservices | Perform a production code review of sql code related to microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nct_tso_public/nonrigid-data-generation-pipeline", "source_url": "https://gitlab.com/nct_tso_... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
101f01ea6d75ae896b345b34 | train | refactoring_dependency | pypi | https://pypi.org/project/requests/ | requests | social_app | typescript | typescript | Refactor a typescript system related to typescript. 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 | |
c1c8c478d257ee3f5db38cd6 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | kotlin | open_source | Create a component architecture for a finance. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
0be949046d765a3341d915f0 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | ruby | css | Perform a deep developer-experience analysis for a ruby project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4b9c62b851230d9185ebd5e7 | train | documentation_page | npm | https://www.npmjs.com/package/vue | vue | documentation | java | design_system | Design a developer documentation page for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
7be80964316ccc18e1d58ced | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | kotlin | observability | Perform a deep multi-layer analysis of observability for a education using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
2a6b6a855a2437ac65c56bb3 | train | tradeoff_analysis | github | https://github.com/vercel/hyper | vercel/hyper | ecommerce | dart | microservices | Perform a deep multi-layer analysis of microservices for a ecommerce using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'vercel/hyper' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
9ba9bc07228c6266d35fcba5 | train | repository_dependency_analysis | gitlab | https://gitlab.com/glitchtip/glitchtip-frontend | glitchtip/glitchtip-frontend | finance | sql | docker | Perform a deep multi-layer analysis of docker for a finance 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": "glitchtip/glitchtip-frontend", "source_url": "https://gitlab.com/glitchtip/glitchtip-frontend... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'glitchtip/glitchtip-frontend' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
e466c6ee992bdfbb264205af | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/953481/how-do-i-find-and-restore-a-deleted-file-in-a-git-repository | How do I find and restore a deleted file in a Git repository? | productivity | rust | linux | Refactor a rust system related to linux. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I find and restore a deleted file in a Git repository?", "source_url": "https://stacko... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
7939cf75da475b102973c7a0 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | python | algorithms | Perform a deep developer-experience analysis for a python project involving algorithms. | {"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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0a6ffd1e33c309a0bb2db907 | train | form_ui | stackexchange | https://stackoverflow.com/questions/17982111/sass-variable-in-css-calc-function | Sass Variable in CSS calc() function | blog | dart | linux | Design an accessible form for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sass Variable in CSS calc() function", "source_url": "https://stackoverflow.com/questions/179... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
c45a0b33f149f8d1449d70b9 | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | python | documentation | Compare multiple sources about documentation and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === SOURCES ===
- Web APIs (https://developer.mozilla.org/en-US/docs/Web/API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outd... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
829492a4210d739c1678688b | train | multi_layer_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | go | authentication | Perform a deep multi-layer analysis of authentication for a developer_tool 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
f11a98467d4d1b449382dd02 | train | performance_analysis | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | landing_page | cpp | nodejs | Perform a deep multi-layer analysis of nodejs for a landing_page using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 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 'eidheim/Simple-WebSocket-Server' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
28c7608ad6a2ba7c2f351db3 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/42480111/how-do-i-print-the-model-summary-in-pytorch | How do I print the model summary in PyTorch? | education | swift | documentation | Perform a deep multi-layer analysis of documentation for a education using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print the model summary in PyTorch?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'How do I print the model summary in PyTorch?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
dc9d0c84f08ac0d37e1f17c6 | train | evidence_chain_analysis | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | community | c | observability | Perform a deep multi-layer analysis of observability for a community 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": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'konstellation/kre-old' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
02cf9a13fd599b33e3a5e7ce | train | integration_testing | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | community | go | deep_learning | Design integration tests for a go system involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
7a16853e9714ea8fcfa4bec0 | train | css_generation | npm | https://www.npmjs.com/package/vitest | vitest | admin_panel | ruby | docker | Create responsive CSS for a admin_panel. | {"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... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
78cdbe10ea1e1d351f35bdce | train | repository_dependency_analysis | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | analytics | scala | react | Perform a deep multi-layer analysis of react for a analytics using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | === 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 'comentario/comentario' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
a7f1a4e52a7c138dfa157933 | train | documentation_lookup | pypi | https://pypi.org/project/transformers/ | transformers | community | python | docker | Find and summarize the relevant documentation for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === RELEVANT DOCS ===
- transformers
https://pypi.org/project/transformers/
- 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. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8094650f6e9a63e2944bc115 | train | documentation_lookup | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | saas | ruby | ci_cd | Find and summarize the relevant documentation for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | === RELEVANT DOCS ===
- cyber5k/mistborn
https://gitlab.com/cyber5k/mistborn
- 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 | |
1a79d4e95a91e6fdeb3b4e5c | train | architecture_analysis | gitlab | https://gitlab.com/hnickisch/gpml-matlab | hnickisch/gpml-matlab | saas | php | javascript | Perform a deep multi-layer analysis of javascript for a saas 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": "hnickisch/gpml-matlab", "source_url": "https://gitlab.com/hnickisch/gpml-matlab", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'hnickisch/gpml-matlab' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
6e532462ef212e756c3b0258 | train | repository_understanding | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | kotlin | algorithms | Perform a deep multi-layer analysis of algorithms for a landing_page using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
10066a4591c432e37f95c9de | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | swift | authentication | Perform a deep developer-experience analysis for a swift project involving authentication. | {"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 | |
7299b4542a2c68cfde32c683 | train | refactoring_performance | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | portfolio | scala | nextjs | Refactor a scala system related to nextjs. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
886edb69cfdbcb45b49193e4 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/1911015/how-do-i-debug-node-js-applications | How do I debug Node.js applications? | developer_tool | rust | algorithms | Perform a deep multi-layer analysis of algorithms for a developer_tool 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": "How do I debug Node.js applications?", "source_url": "https://stackoverflow.com/questions/191... | === 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 'How do I debug Node.js applications?' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
53371ba55e338d6bd312c17c | train | refactoring | npm | https://www.npmjs.com/package/react | react | dashboard | c | developer_experience | Create a production coding task in c for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
a0b13f53572a7ad19b06287a | train | refactoring_api | github | https://github.com/vercel/next.js | vercel/next.js | marketplace | dart | html | Refactor a dart system related to html. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/next.js", "source_url": "https://github.com/vercel/next.js", "source_type": "repositor... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
747ab0a81f13a1fa35d4c85f | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/51439843/unknown-vs-any | 'unknown' vs. 'any' | community | javascript | database | Perform a deep multi-layer analysis of database for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "'unknown' vs. 'any'", "source_url": "https://stackoverflow.com/questions/5143... | === 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 ''unknown' vs. 'any'' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
57e7ea4e3c7568b0c523a883 | train | performance_analysis | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | landing_page | html | kubernetes | Perform a deep multi-layer analysis of kubernetes for a landing_page 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": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Ebazhanov/linkedin-skill-assessments-quizzes' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
a9c27bb548daee53188b85af | train | refactoring_testability | npm | https://www.npmjs.com/package/rollup | rollup | saas | scala | ci_cd | Refactor a scala system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
5385f35f953ff212e2524954 | train | security_analysis | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | community | javascript | react | Perform a deep multi-layer analysis of react for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | === 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 'mxzoo/CFFI-javascript-obfuscated-codeonly' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
b64293d35e225428d1ff153a | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | go | sql | Perform a technical research task about sql, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of sql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Fetch API (https://developer.mozilla.org/en-US/docs/Web/API/Fetch_AP... | web-research-coding-5m-1.1.0 | |
bff1c9dc0a10047cd771bd52 | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | dashboard | php | css | Implement JavaScript interactions for a dashboard. | {"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", "... | 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 |
4c041cbb7996b27c431fd266 | train | html_generation | github | https://github.com/twentyhq/twenty | twentyhq/twenty | finance | shell | docker | Create semantic HTML for a finance about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twentyhq/twenty", "source_url": "https://github.com/twentyhq/twenty", "source_type": "reposit... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
b66a7a56b3fd90d53b0241ab | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | sql | microservices | Design interaction states for a admin_panel. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
08e313d408ae1102bc55fc67 | train | ux_analysis | pypi | https://pypi.org/project/typer/ | typer | admin_panel | c | authorization | Perform a deep multi-layer analysis of authorization for a admin_panel 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'typer' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
aa251b65a28a40ef321a8663 | train | research_summary | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | java | typescript | Summarize the current state of knowledge about typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === OVERVIEW ===
typescript 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 ===
transformers (https... | web-research-coding-5m-1.1.0 | |
6da2ada65fa20364d549886e | train | debugging_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | dashboard | ruby | html | Perform a deep developer-experience analysis for a ruby project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. 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 | |
89b7e3e3bbea153d28f3f6a4 | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | html | nextjs | Compare multiple sources about nextjs 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === SOURCES ===
- Web APIs (https://developer.mozilla.org/en-US/docs/Web/API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outd... | web-research-coding-5m-1.1.0 | |
34411bb0982cd66d6b6bcdf9 | train | integration_testing | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | social_app | ruby | web_accessibility | Design integration tests for a ruby system involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
54aeecf941ca3140ae873f7d | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | ruby | rest_api | Build a structured research plan to deeply understand rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === GOAL ===
Produce a reliable, current, and actionable understanding of rest_api.
=== 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 w... | web-research-coding-5m-1.1.0 | |
300574e3743b0f255123a4a8 | train | source_comparison | npm | https://www.npmjs.com/package/vue | vue | admin_panel | python | machine_learning | Compare multiple sources about machine_learning 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === SOURCES ===
- vue (https://www.npmjs.com/package/vue)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAP... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c53159d7827c505f3ff626b8 | train | refactoring_api | pypi | https://pypi.org/project/torch/ | torch | productivity | css | html | Refactor a css system related to html. Focus on refactoring api. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
f47c045814eed2b9e3ac8f5c | train | html_generation | npm | https://www.npmjs.com/package/vitest | vitest | portfolio | dart | testing | Create semantic HTML for a portfolio about testing. | {"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... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
47fa4e2b5bd438586b1f3be3 | train | form_ui | stackexchange | https://stackoverflow.com/questions/35537229/how-can-i-update-the-parents-state-in-react | How can I update the parent's state in React? | developer_tool | typescript | docker | Design an accessible form for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update the parent's state in React?", "source_url": "https://stackoverflow.com/... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
1053a6bea9d3296040f9ef2e | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | rust | html | Design integration tests for a rust system involving html. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
5b58f956b8aba55cab474118 | train | refactoring | codeberg | https://codeberg.org/Renerte/_cargo-index | Renerte/_cargo-index | community | shell | redis | Create a production coding task in shell for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renerte/_cargo-index", "source_url": "https://codeberg.org/Renerte/_cargo-index", "source_typ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
798a2673c478876dcf00876a | train | developer_onboarding | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | documentation | c | backend | Perform a deep developer-experience analysis for a c project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dc23aad352eac51ff1bb94c7 | train | component_design | stackexchange | https://stackoverflow.com/questions/1098040/checking-if-a-key-exists-in-a-javascript-object | Checking if a key exists in a JavaScript object? | search_interface | javascript | sql | Design reusable UI components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Checking if a key exists in a JavaScript object?", "source_url": "https://stackoverflow.com/q... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
a6cdca2a99c7889bf9d7f90c | train | nextjs_generation | huggingface | https://huggingface.co/datasets/flytech/python-codes-25k | flytech/python-codes-25k | community | rust | python | Design a Next.js architecture for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flytech/python-codes-25k", "source_url": "https://huggingface.co/datasets/flytech/python-code... | 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 |
2727542abceed7131163b66f | train | refactoring | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | productivity | swift | css | Create a production coding task in swift for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
dc8e56a21b7011b5b0c21ba3 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/FlagEval/documentation-images | FlagEval/documentation-images | saas | java | nextjs | Extract verifiable evidence about nextjs from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FlagEval/documentation-images", "source_url": "https://huggingface.co/datasets/FlagEval/docum... | === SOURCE ===
FlagEval/documentation-images
https://huggingface.co/datasets/FlagEval/documentation-images
=== 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 specifi... | web-research-coding-5m-1.1.0 | |
c6c65384d3fabd8a4a939666 | train | system_analysis | stackexchange | https://stackoverflow.com/questions/47236963/no-provider-for-httpclient | No provider for HttpClient | productivity | go | nextjs | Perform a deep multi-layer analysis of nextjs for a productivity 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": "No provider for HttpClient", "source_url": "https://stackoverflow.com/questions/47236963/no-p... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'No provider for HttpClient' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
e17cb789809a498197fe84ba | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/7073484/how-do-css-triangles-work | How do CSS triangles work? | social_app | html | kubernetes | Refactor a html system related to kubernetes. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do CSS triangles work?", "source_url": "https://stackoverflow.com/questions/7073484/how-d... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
e3ee795cd592d3a4157719ce | train | interaction_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | rust | css | Design interaction states for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
73b1eee05e76193ba88e0373 | train | refactoring_readability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | developer_tool | shell | backend | Refactor a shell system related to backend. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
0ab4eeab8759b26aed32cd10 | train | upgrade_experience | gitlab | https://gitlab.com/robocup-sim/JaSMIn | robocup-sim/JaSMIn | landing_page | go | kubernetes | Perform a deep developer-experience analysis for a go project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "robocup-sim/JaSMIn", "source_url": "https://gitlab.com/robocup-sim/JaSMIn", "source_type": "r... | === 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 | |
fdfec5fd7bbbed2f73cb5b8c | train | web_search_query | huggingface | https://huggingface.co/datasets/AlienKevin/SWE-bench_Multilingual | AlienKevin/SWE-bench_Multilingual | education | go | mongodb | Write an effective web search query to research the topic: mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlienKevin/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/AlienKevin... | === QUERY ===
mongodb best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- mongodb
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
b744f155fc5271599853ab82 | train | refactoring_api | web_docs | https://go.dev/doc/ | Go Documentation | productivity | c | rest_api | Refactor a c system related to rest_api. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
dc643841ac41d5b33d431861 | train | unit_testing | npm | https://www.npmjs.com/package/react | react | analytics | javascript | linux | Create a unit-testing strategy for javascript code involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
a40638cdf3945acfedaa69b3 | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/1575141/how-to-make-a-div-100-height-of-the-browser-window | How to make a div 100% height of the browser window | search_interface | python | linux | Perform a deep multi-layer analysis of linux for a search_interface using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to make a div 100% height of the browser window", "source_url": "https://stackoverflow.co... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'How to make a div 100% height of the browser window' as a source anchor and identify relevant APIs,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1f3b8d429363551688fd2b11 | train | design_components | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | developer_tool | kotlin | authorization | Create a component architecture for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
cb7d8802cd53a88025334fd5 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | marketplace | c | python | Create a production coding task in c for python. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
469f9ab48dbaab2a0c431acc | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | html | debugging | Perform a deep developer-experience analysis for a html project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
66389f795d3d3bae41247836 | train | data_structure_design | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | blog | shell | rest_api | Design a data structure in shell for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
c2d34160fab0b3fa2bfd6a76 | train | component_design | pypi | https://pypi.org/project/django/ | django | dashboard | shell | python | Design reusable UI components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
312aea182250c91279db974c | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | rust | testing | Design a rust algorithm for a testing problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
d12e4d8d5ae72f704999b560 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | rust | data_engineering | Create design tokens for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ed67a0d497a8c87608f9e7cc | train | source_comparison | huggingface | https://huggingface.co/datasets/MoritzLaurer/multilingual-NLI-26lang-2mil7 | MoritzLaurer/multilingual-NLI-26lang-2mil7 | analytics | javascript | design_system | Compare multiple sources about design_system 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": "MoritzLaurer/multilingual-NLI-26lang-2mil7", "source_url": "https://huggingface.co/datasets/M... | === SOURCES ===
- MoritzLaurer/multilingual-NLI-26lang-2mil7 (https://huggingface.co/datasets/MoritzLaurer/multilingual-NLI-26lang-2mil7)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims an... | web-research-coding-5m-1.1.0 | |
f151981679cf075d10b12cb2 | train | dx_analysis | npm | https://www.npmjs.com/package/zod | zod | dashboard | kotlin | security | Perform a deep developer-experience analysis for a kotlin project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 | |
f82d42b4d92fa282412bdf0c | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | kotlin | redis | Rewrite and improve a vague search query about redis into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === ORIGINAL (VAGUE) ===
how to do redis
=== REWRITTEN QUERIES ===
1. redis official documentation guide
2. redis production best practices 2025
3. redis common pitfalls and solutions
4. redis architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
1ae3148f67aae2c93845dbc3 | train | design_to_code | github | https://github.com/shadcn-ui/ui | shadcn-ui/ui | dashboard | cpp | kubernetes | Translate a dashboard design into maintainable cpp code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shadcn-ui/ui", "source_url": "https://github.com/shadcn-ui/ui", "source_type": "repository", ... | 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 | |
a0c10109d790f5a237b0c043 | train | code_review | npm | https://www.npmjs.com/package/svelte | svelte | productivity | swift | docker | Perform a production code review of swift code related to docker. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
c2f655d63f9d4ff792d9c445 | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | ruby | design_system | Refactor a ruby system related to design_system. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
8e6c3e76ef565aade546ae23 | train | nextjs_generation | codeberg | https://codeberg.org/whitecold/100_days_python | whitecold/100_days_python | productivity | kotlin | distributed_systems | Design a Next.js architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecold/100_days_python", "source_url": "https://codeberg.org/whitecold/100_days_python", "... | 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 |
60480cc72caf3b7fdf9fc389 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | java | serverless | Perform a deep developer-experience analysis for a java project involving serverless. | {"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 | |
70972d22a5d9bf4d9b40f8b3 | train | scalability_analysis | web_docs | https://git-scm.com/doc | Git Documentation | blog | shell | nlp | Perform a deep multi-layer analysis of nlp for a blog 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
840885edf5ef7d3e30f4494b | train | design_system | npm | https://www.npmjs.com/package/rollup | rollup | community | swift | redis | Create a scalable design system for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
a85dd111f7ad35c64add0605 | train | multi_hop_research | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | marketplace | ruby | html | Perform multi-hop research about html: 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === HOP 1 ===
Start at: tailwindcss
https://www.npmjs.com/package/tailwindcss
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.
... | web-research-coding-5m-1.1.0 | |
6e0edbc9b25298791d5b36a7 | train | architecture_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | ecommerce | c | design_system | Perform a deep multi-layer analysis of design_system for a ecommerce 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
96489dcc50044f86fd9fc341 | train | repository_architecture | codeberg | https://codeberg.org/mclare/2019-python-pandas | mclare/2019-python-pandas | marketplace | html | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a marketplace using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mclare/2019-python-pandas", "source_url": "https://codeberg.org/mclare/2019-python-pandas", "... | === 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 'mclare/2019-python-pandas' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
8f06c1c2183af3b68e0f840b | train | ux_analysis | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | analytics | typescript | docker | Perform a deep multi-layer analysis of docker for a analytics 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": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'qmml/qmmlpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
3939712ec8c07197bc3517c8 | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | python | open_source | Perform a deep developer-experience analysis for a python project involving open_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", "... | === 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 |
a5fad83d9396a336c7dfc8f6 | train | code_explanation | github | https://github.com/expo/expo | expo/expo | education | python | backend | Explain a python implementation related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expo/expo", "source_url": "https://github.com/expo/expo", "source_type": "repository", "topic... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
eb8b8739f69286464cdfed30 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/google/code_x_glue_ct_code_to_text | google/code_x_glue_ct_code_to_text | productivity | dart | nodejs | Improve visual hierarchy in a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "google/code_x_glue_ct_code_to_text", "source_url": "https://huggingface.co/datasets/google/co... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 |
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