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d9cd4e07588fada14a4f0baa | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | community | html | css | Perform a deep multi-layer analysis of css for a community 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": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'codeparrot/codeparrot-clean' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
86455e43e7ced4e0b3530c46 | train | code_explanation | huggingface | https://huggingface.co/datasets/google/code_x_glue_ct_code_to_text | google/code_x_glue_ct_code_to_text | developer_tool | typescript | web_accessibility | Explain a typescript implementation related to web_accessibility. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
5ff85cb289bd9a890a9e12ec | train | repository_understanding | npm | https://www.npmjs.com/package/svelte | svelte | finance | cpp | authorization | Perform a deep multi-layer analysis of authorization for a finance 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
94f5ee181d8de0e343ad606c | train | api_design | stackexchange | https://stackoverflow.com/questions/24502898/show-or-hide-element-in-react | Show or hide element in React | portfolio | html | nodejs | Design a production API for a nodejs application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Show or hide element in React", "source_url": "https://stackoverflow.com/questions/24502898/s... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
7b9d525ac5e6560af1307dbf | train | design_consistency | stackexchange | https://stackoverflow.com/questions/43040721/how-to-update-nested-state-properties-in-react | How to update nested state properties in React | dashboard | ruby | user_experience | Audit design consistency across a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to update nested state properties in React", "source_url": "https://stackoverflow.com/que... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
c4c157608958ed0fe527d23f | train | design_review | pypi | https://pypi.org/project/typer/ | typer | documentation | php | open_source | Perform a professional design review of a documentation. | {"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": "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
75c364b00a649b9b4bc30c10 | train | code_review | codeberg | https://codeberg.org/CharlieBacon/1brc-rust | CharlieBacon/1brc-rust | admin_panel | go | testing | Perform a production code review of go code related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CharlieBacon/1brc-rust", "source_url": "https://codeberg.org/CharlieBacon/1brc-rust", "source... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
4399f1615dfb4bfaee718eb5 | train | form_ui | huggingface | https://huggingface.co/datasets/theblackcat102/multiround-programming-convo | theblackcat102/multiround-programming-convo | saas | cpp | ci_cd | Design an accessible form for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/multiround-programming-convo", "source_url": "https://huggingface.co/datasets/... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5e5b0b0d1b1e5f420ae57fef | train | repository_comparison | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | documentation | python | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation 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": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 'priyasarath1531/web_development' as a source anchor and identify relevant APIs, dependenc... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
490b505091b7e2c8eec6745a | train | refactoring_testability | github | https://github.com/httpie/cli | httpie/cli | admin_panel | c | nlp | Refactor a c system related to nlp. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpie/cli", "source_url": "https://github.com/httpie/cli", "source_type": "repository", "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 | |
7f1af3efba8ee1243c0e72cc | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | rust | graphql | Perform a deep multi-layer analysis of graphql for a community 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
98f3c7b782755626a2f9259d | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | developer_tool | cpp | authentication | Improve visual hierarchy in a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a remote Git branch?", "source_url": "https://stackoverflow.com/questions/151... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
436f9d38725dea278496f2a3 | train | debugging | stackexchange | https://stackoverflow.com/questions/2727167/how-do-you-get-a-list-of-the-names-of-all-files-present-in-a-directory-in-node-j | How do you get a list of the names of all files present in a directory in Node.js? | finance | python | nextjs | Create a realistic python debugging problem involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you get a list of the names of all files present in a directory in Node.js?", "source_... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ac6b827214545414cc735f1e | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | swift | documentation | Design a production dashboard for documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ff6d51dd3c6a64619e3adf33 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction | m-a-p/CodeFeedback-Filtered-Instruction | saas | sql | debugging | Refactor a sql system related to debugging. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m-a-p/CodeFeedback-Filtered-Instruction", "source_url": "https://huggingface.co/datasets/m-a-... | === 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 | |
e8a3b8274d55699dc14054bf | train | design_to_code | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | developer_tool | shell | data_structures | Translate a developer_tool design into maintainable shell code. | {"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:/... | 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 | |
b94ae2a146d23fc482753e43 | train | information_architecture | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | portfolio | css | graphql | Design the information architecture for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_python", "source_url": "https://huggingface.co/datasets/Mo7art/Stack2Gr... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
3164dff202a12bca65697547 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/1628088/reset-local-repository-branch-to-be-just-like-remote-repository-head | Reset local repository branch to be just like remote repository HEAD | portfolio | html | docker | Perform a deep multi-layer analysis of docker for a portfolio 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": "Reset local repository branch to be just like remote repository HEAD", "source_url": "https:/... | === 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 'Reset local repository branch to be just like remote repository HEAD' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
2d7acc908d3d90e98b3a7e7a | train | error_message_design | github | https://github.com/browserbase/stagehand | browserbase/stagehand | productivity | go | react | Perform a deep developer-experience analysis for a go project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "browserbase/stagehand", "source_url": "https://github.com/browserbase/stagehand", "source_typ... | === 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 | |
1afbd56448e258ea062d735d | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | saas | java | mongodb | Perform a deep multi-layer analysis of mongodb for a saas 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": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'How to round to at most 2 decimal places, if necessary' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
d293acf259761678aeaa8865 | train | accessibility_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | community | go | serverless | Perform a deep multi-layer analysis of serverless for a community 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 serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
673e6b8a8137db8a87e51d20 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | landing_page | c | react | Perform a deep multi-layer analysis of react for a landing_page using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | === 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 'Error message "error:0308010C:digital envelope routines::unsupported"' as a source anchor... | web-research-coding-5m-1.1.0 | |
ba6343334db8b6445a1b899c | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | go | css | Create an accessibility remediation plan for a social_app. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
95fab525e07c30fef2fb5b63 | train | performance_analysis | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | education | javascript | html | Perform a deep multi-layer analysis of html for a education 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": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | === 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 'nakroy/cifar100-python' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
e04d598f884b5411e96880ea | train | performance_fix | github | https://github.com/mermaid-js/mermaid | mermaid-js/mermaid | social_app | javascript | authorization | 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": "mermaid-js/mermaid", "source_url": "https://github.com/mermaid-js/mermaid", "source_type": "r... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
2479275c4121315f143a2e19 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/21733847/react-jsx-selecting-selected-on-selected-select-option | React JSX: selecting "selected" on selected <select> option | admin_panel | python | backend | Perform multi-hop research about backend: 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": "React JSX: selecting "selected" on selected <select> option", "source_url": "... | === HOP 1 ===
Start at: React JSX: selecting "selected" on selected <select> option
https://stackoverflow.com/questions/21733847/react-jsx-selecting-selected-on-selected-select-option
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-s... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e3be00707da5f05c3c35124d | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | sql | javascript | Audit design consistency across a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
12cde60f4513f491eb0b6757 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | finance | javascript | software_architecture | Classify the search intent for a query about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | === 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 ===
"software_architecture vs alternatives"
=== CLASSIFICATION ===
Comparative / in... | web-research-coding-5m-1.1.0 | |
73a1f32f0cd69819ca0a5d94 | train | technical_research | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-ind-bitextmining | puttatidam/software-documentation-ind-bitextmining | analytics | javascript | 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": "puttatidam/software-documentation-ind-bitextmining", "source_url": "https://huggingface.co/da... | === 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 ===
- puttatidam/software-documentation-ind-bitextmining (https://hugg... | web-research-coding-5m-1.1.0 | |
6cb17371fc5e5a67b8677df4 | train | refactoring_security | github | https://github.com/josephmisiti/awesome-machine-learning | josephmisiti/awesome-machine-learning | education | shell | data_engineering | Refactor a shell system related to data_engineering. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "josephmisiti/awesome-machine-learning", "source_url": "https://github.com/josephmisiti/awesom... | === 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 | |
52fa7b625e000a159b25060b | train | build_experience | npm | https://www.npmjs.com/package/svelte | svelte | education | ruby | graphql | Perform a deep developer-experience analysis for a ruby project involving graphql. | {"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 | |
85cca352d25fd8b7668fe971 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | admin_panel | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel 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": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | === 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 'Unknown file extension ".ts" for a TypeScript file' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
a5cc100385b4496dcaeacb31 | train | web_search_query | npm | https://www.npmjs.com/package/fastify | fastify | landing_page | go | css | Write an effective web search query to research the topic: css. | {"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... | === QUERY ===
css best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- css
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
854ac92ef4685b4b488ca95f | train | data_structure_design | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-tha-bitextmining | puttatidam/software-documentation-tha-bitextmining | education | dart | sql | Design a data structure in dart for sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/da... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
f34db0c1420cb1b5891fdb2d | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/Tapos-Minmoy/python_programming_questions | Tapos-Minmoy/python_programming_questions | documentation | rust | sql | Perform a deep multi-layer analysis of sql for a documentation 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": "Tapos-Minmoy/python_programming_questions", "source_url": "https://huggingface.co/datasets/Ta... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'Tapos-Minmoy/python_programming_questions' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
aefbdde9ba7237cad652c699 | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | python | observability | Implement JavaScript interactions for a social_app. | {"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... | 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 |
5eed3903376ac5144c17684e | train | research_plan | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | dashboard | cpp | authentication | Build a structured research plan to deeply understand authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === GOAL ===
Produce a reliable, current, and actionable understanding of authentication.
=== 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 find... | web-research-coding-5m-1.1.0 | |
9f036ec5ee51b1a7a7ff41d6 | train | system_analysis | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | blog | html | css | Perform a deep multi-layer analysis of css for a blog 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": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'The_Quantum_Alpha/the-quantum-ad-list' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
c4241ccae1d0e613340aa1fe | train | typescript_generation | npm | https://www.npmjs.com/package/rollup | rollup | developer_tool | shell | cloud | Implement TypeScript logic for a developer_tool. | {"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... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | 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 |
3dd54b57943c263b2e437f60 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/2010892/how-to-store-objects-in-html5-localstorage-sessionstorage | How to store objects in HTML5 localStorage/sessionStorage | analytics | javascript | caching | Refactor a javascript 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": "How to store objects in HTML5 localStorage/sessionStorage", "source_url": "https://stackoverf... | === 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 | |
6f2994013df27892cb35c43c | train | research_summary | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | search_interface | shell | algorithms | Summarize the current state of knowledge about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | === OVERVIEW ===
algorithms 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 ===
multilingual-discou... | web-research-coding-5m-1.1.0 | |
252efc51a12b079a3d566701 | train | ui_design | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | landing_page | rust | docker | Design a production-quality UI for a landing_page focused on docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
f1813ec7376dc0262acace9b | train | documentation_page | pypi | https://pypi.org/project/django/ | django | landing_page | rust | python | Design a developer documentation page for python. | {"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":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b23883974eab59ec78a7dd41 | train | responsive_design | npm | https://www.npmjs.com/package/webpack | webpack | documentation | ruby | caching | Create a responsive design strategy for a documentation. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
b92f46e65bd720c3d0d3c9c4 | train | interaction_design | pypi | https://pypi.org/project/pandas/ | pandas | social_app | cpp | data_structures | Design interaction states for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
4392fd6700d2ce9ed2cf3a4c | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | go | python | Perform a deep developer-experience analysis for a go project involving python. | {"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 | |
e623b49439ecfc83dc3f99ea | train | local_development_experience | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | marketplace | 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": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | === 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 | |
0dabaabd05c7a15c5b46cefc | train | api_design | github | https://github.com/thedaviddias/Front-End-Checklist | thedaviddias/Front-End-Checklist | productivity | scala | frontend | Design a production API for a frontend application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedaviddias/Front-End-Checklist", "source_url": "https://github.com/thedaviddias/Front-End-C... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
d0996ef041c411701d6a7706 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/231767/what-does-the-yield-keyword-do-in-python | What does the "yield" keyword do in Python? | dashboard | shell | distributed_systems | Write an effective web search query to research the topic: distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the "yield" keyword do in Python?", "source_url": "https://stackoverflow.... | === QUERY ===
distributed_systems best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- distributed_systems
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official do... | web-research-coding-5m-1.1.0 | |
bcafa921a384179c815e35f7 | train | landing_page | pypi | https://pypi.org/project/fastapi/ | fastapi | education | go | software_architecture | Design a landing page for a software_architecture product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
4a4e4c78975d93f909175198 | train | web_search_query | pypi | https://pypi.org/project/fastapi/ | fastapi | productivity | html | rest_api | Write an effective web search query to research the topic: rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === QUERY ===
rest_api best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- rest_api
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
fdcab1b6800f0c8c6fb1b88f | train | developer_experience | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-prepend-fix | joey234/mmlu-machine_learning-neg-prepend-fix | dashboard | php | redis | Perform a deep developer-experience analysis for a php project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-prepend-fix", "source_url": "https://huggingface.co/dataset... | === 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 | |
94c10fbbd9a3c98cde992560 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/iamtarun/python_code_instructions_18k_alpaca | iamtarun/python_code_instructions_18k_alpaca | developer_tool | kotlin | authorization | Perform a deep multi-layer analysis of authorization for a developer_tool using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "iamtarun/python_code_instructions_18k_alpaca", "source_url": "https://huggingface.co/datasets... | === 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 'iamtarun/python_code_instructions_18k_alpaca' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
ba789e289d213ab4b684fdd5 | train | source_selection | gitlab | https://gitlab.com/gitterHQ/webapp | gitterHQ/webapp | productivity | java | javascript | Select the most reliable sources to research javascript. | {"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... | === 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 | |
ff03b08bd564bed9b9690b41 | train | source_comparison | huggingface | https://huggingface.co/datasets/code-philia/mtpnet_image_models | code-philia/mtpnet_image_models | productivity | javascript | open_source | Compare multiple sources about open_source 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": "code-philia/mtpnet_image_models", "source_url": "https://huggingface.co/datasets/code-philia/... | === SOURCES ===
- code-philia/mtpnet_image_models (https://huggingface.co/datasets/code-philia/mtpnet_image_models)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (... | web-research-coding-5m-1.1.0 | |
78ad565ed1f48a5609c57293 | train | evidence_chain_analysis | github | https://github.com/justjavac/free-programming-books-zh_CN | justjavac/free-programming-books-zh_CN | landing_page | html | microservices | Perform a deep multi-layer analysis of microservices 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": "justjavac/free-programming-books-zh_CN", "source_url": "https://github.com/justjavac/free-pro... | === 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 'justjavac/free-programming-books-zh_CN' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
d493ea02e94ca42a13c5ee63 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | landing_page | php | ci_cd | Rewrite and improve a vague search query about ci_cd 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": "CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus", "source_url": "https://huggingface.c... | === ORIGINAL (VAGUE) ===
how to do ci_cd
=== REWRITTEN QUERIES ===
1. ci_cd official documentation guide
2. ci_cd production best practices 2025
3. ci_cd common pitfalls and solutions
4. ci_cd architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
ea6d54e8c1db3e104a19eea6 | train | maintainability_analysis | npm | https://www.npmjs.com/package/fastify | fastify | search_interface | rust | data_structures | Perform a deep multi-layer analysis of data_structures for a search_interface 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
0eb8b5c0db1f763dee2e8776 | train | repository_understanding | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Competitive-Programming-v1 | nvidia/Nemotron-Competitive-Programming-v1 | dashboard | go | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a dashboard using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Competitive-Programming-v1", "source_url": "https://huggingface.co/datasets/n... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'nvidia/Nemotron-Competitive-Programming-v1' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
528fbb04180c3ccda201eb77 | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | rust | design_system | Perform a deep multi-layer analysis of design_system 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
33a7ba55e2773b636b37d93d | train | testing_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | documentation | typescript | documentation | Perform a deep developer-experience analysis for a typescript project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
e0c9a65ef98934444b25b12a | train | product_analysis | stackexchange | https://stackoverflow.com/questions/520650/make-an-existing-git-branch-track-a-remote-branch | Make an existing Git branch track a remote branch? | education | css | fullstack | Perform a deep multi-layer analysis of fullstack for a education using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Make an existing Git branch track a remote branch?", "source_url": "https://stackoverflow.com... | === 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 'Make an existing Git branch track a remote branch?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
f1baac62f2d6ba915d46aa08 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | javascript | authorization | Find and summarize the relevant documentation for authorization. | {"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": "... | === RELEVANT DOCS ===
- Web APIs
https://developer.mozilla.org/en-US/docs/Web/API
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevan... | web-research-coding-5m-1.1.0 | |
74607bdec01057c305adfa7e | train | form_ui | web_docs | https://git-scm.com/doc | Git Documentation | community | php | computer_vision | Design an accessible form for computer_vision. | {"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", ... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5a128c658153d35b078bd7d1 | train | information_architecture | pypi | https://pypi.org/project/httpx/ | httpx | marketplace | kotlin | data_structures | Design the information architecture for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
2549ea55361d2825c8bac2f3 | train | ui_design | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-python-v1 | nomic-ai/cornstack-python-v1 | documentation | c | cloud | Design a production-quality UI for a documentation focused on cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-python-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/cornst... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
8934b39741e0ca7c207cdf6a | train | repository_issue_reasoning | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | landing_page | java | observability | Perform a deep multi-layer analysis of observability for a landing_page 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": "rmnvgr/metadata-cleaner", "source_url": "https://gitlab.com/rmnvgr/metadata-cleaner", "source... | === 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 'rmnvgr/metadata-cleaner' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
595daa892fa0d6d9166d613c | train | error_message_design | gitlab | https://gitlab.com/mlreef/mlreef | mlreef/mlreef | social_app | go | web_accessibility | Perform a deep developer-experience analysis for a go project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlreef/mlreef", "source_url": "https://gitlab.com/mlreef/mlreef", "source_type": "repository"... | === 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 | |
4bd7c50aff4791560e8dac55 | train | css_generation | web_docs | https://react.dev/ | React Documentation | developer_tool | rust | open_source | Create responsive CSS for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Use 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 |
bcb48a3fc4f1406901a39390 | train | repository_documentation | pypi | https://pypi.org/project/pydantic/ | pydantic | education | kotlin | nodejs | Perform a deep multi-layer analysis of nodejs 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
91f07b0833719ae454524674 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/ars-1/autotrain-data-javascript-traing-1 | ars-1/autotrain-data-javascript-traing-1 | productivity | shell | mongodb | Refactor a shell system related to mongodb. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ars-1/autotrain-data-javascript-traing-1", "source_url": "https://huggingface.co/datasets/ars... | === 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 | |
4bf708beeaf8d82305a59f55 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/2432764/how-do-i-change-the-uri-url-for-a-remote-git-repository | How do I change the URI (URL) for a remote Git repository? | search_interface | swift | documentation | Refactor a swift system related to documentation. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I change the URI (URL) for a remote Git repository?", "source_url": "https://stackover... | === 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 | |
c1b9f8ed8961a8a63a321873 | train | dx_analysis | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | documentation | rust | authorization | Perform a deep developer-experience analysis for a rust project involving authorization. | {"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... | === 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 | |
d80c3387d572522152ac17e9 | train | accessibility_fix | pypi | https://pypi.org/project/torch/ | torch | community | typescript | graphql | Create an accessibility remediation plan for a community. | {"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": "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2a639f08182d2573621853e0 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | dart | database | Perform a deep developer-experience analysis for a dart project involving database. | {"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 | |
8849179a2062317ceb5478f5 | train | deep_technical_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | portfolio | python | database | Perform a deep multi-layer analysis of database for a portfolio 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": "UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta", "source_url": "https://codeberg.o... | === 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 'UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta' as a source anchor and identify re... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
15e5206ac4cd27cf694c1ac8 | train | refactoring_dependency | npm | https://www.npmjs.com/package/axios | axios | analytics | swift | backend | Refactor a swift system related to backend. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 | |
9f3f7ddc7f21a4c4b44f5ecd | train | debugging_experience | huggingface | https://huggingface.co/datasets/bharath-nuthalapati/Vulnerable_Programming_Dataset | bharath-nuthalapati/Vulnerable_Programming_Dataset | admin_panel | swift | frontend | Perform a deep developer-experience analysis for a swift project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bharath-nuthalapati/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/da... | === 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 | |
408d5ad720ce71fb54086970 | train | multi_hop_research | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | portfolio | html | linux | Perform multi-hop research about linux: 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 | |
bc872a006b56294d369eb6be | train | evidence_extraction | npm | https://www.npmjs.com/package/express | express | blog | go | 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === SOURCE ===
express
https://www.npmjs.com/package/express
=== 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 | |
02a413c4010e131252459f1d | train | architecture_analysis | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | landing_page | javascript | linux | Perform a deep multi-layer analysis of linux for a landing_page 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": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | === 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 'ThomasTheMaker/arc-stack-javascript' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
bf120c4cc57faa7cd6f809c0 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/9339429/what-does-cherry-picking-a-commit-with-git-mean | What does cherry-picking a commit with Git mean? | developer_tool | dart | serverless | Perform a deep multi-layer analysis of serverless for a developer_tool 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": "What does cherry-picking a commit with Git mean?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'What does cherry-picking a commit with Git mean?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
84919b1821262207d0dc6437 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | c | redis | Refactor a c system related to redis. Focus on refactoring scalability. | {"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 ===
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 | |
526cc78e48b6d48f4deceacd | train | integration_testing | web_docs | https://docs.python.org/3/ | Python Documentation | blog | cpp | authentication | Design integration tests for a cpp system involving authentication. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
e56fb2962b28c7c01b77364d | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/5411538/how-to-redirect-one-html-page-to-another-on-load | How to redirect one HTML page to another on load | marketplace | css | javascript | Perform a deep developer-experience analysis for a css project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to redirect one HTML page to another on load", "source_url": "https://stackoverflow.com/q... | === 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 | |
d81ed656d62daead80041b98 | train | responsive_design | pypi | https://pypi.org/project/flask/ | flask | community | php | sql | Create a responsive design strategy for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
bf12b5ff776715513088b874 | train | repository_documentation | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | landing_page | html | computer_vision | Perform a deep multi-layer analysis of computer_vision 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": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'sdurobotics/ur_rtde' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
d76ac15cf5a9898bb271e5de | train | typescript_generation | huggingface | https://huggingface.co/datasets/brucewlee1/mmlu-machine-learning | brucewlee1/mmlu-machine-learning | documentation | python | testing | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "brucewlee1/mmlu-machine-learning", "source_url": "https://huggingface.co/datasets/brucewlee1/... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | 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 |
6d2892aaf9e5ae7b68014cb8 | train | refactoring | stackexchange | https://stackoverflow.com/questions/14727044/what-is-the-difference-between-types-string-and-string | What is the difference between types String and string? | productivity | css | css | Create a production coding task in css for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between types String and string?", "source_url": "https://stackoverflo... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
175e692602b5c02079da3a58 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | rust | deep_learning | Design the complete UX flow of a blog for deep_learning. | {"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... | 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 | |
fbe852a726150254ae2dbd85 | train | html_generation | github | https://github.com/GitHubDaily/GitHubDaily | GitHubDaily/GitHubDaily | developer_tool | go | data_engineering | Create semantic HTML for a developer_tool about data_engineering. | {"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... | 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 |
d8a58d74a5e4a1967f9eb906 | train | ux_analysis | huggingface | https://huggingface.co/datasets/MathCodeBench/linear-programming | MathCodeBench/linear-programming | documentation | php | open_source | Perform a deep multi-layer analysis of open_source 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": "MathCodeBench/linear-programming", "source_url": "https://huggingface.co/datasets/MathCodeBen... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'MathCodeBench/linear-programming' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
467c69ec0f729fc881084e08 | train | seo_fix | codeberg | https://codeberg.org/emilypummeroy/100-exercises-to-learn-rust | emilypummeroy/100-exercises-to-learn-rust | social_app | php | fullstack | Create an SEO improvement plan for a social_app about fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emilypummeroy/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/emilypummeroy... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
cfbda77493cfefdea308e434 | train | component_design | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning | joey234/mmlu-machine_learning | portfolio | css | redis | Design reusable UI components 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", "source_url": "https://huggingface.co/datasets/joey234/mmlu-m... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
3ee000d62d00626608dc2fbf | train | design_accessibility | npm | https://www.npmjs.com/package/vitest | vitest | blog | html | deep_learning | Audit accessibility for a blog. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
9af339859a12d1185dc45d24 | train | local_development_experience | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | portfolio | php | nodejs | Perform a deep developer-experience analysis for a php project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | === 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 | |
9e4ac810e01273e8ef16b0bc | train | build_experience | stackexchange | https://stackoverflow.com/questions/307291/how-does-the-google-did-you-mean-algorithm-work | How does the Google "Did you mean?" Algorithm work? | documentation | cpp | database | Perform a deep developer-experience analysis for a cpp project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How does the Google "Did you mean?" Algorithm work?", "source_url": "https://stacko... | === 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 | |
63a289740b0233961b0af5e9 | train | integration_testing | pypi | https://pypi.org/project/pandas/ | pandas | saas | html | authorization | Design integration tests for a html system involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
c67c984dceb5bce3339920a1 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/824349/how-do-i-modify-the-url-without-reloading-the-page | How do I modify the URL without reloading the page? | search_interface | scala | nextjs | Perform a deep multi-layer analysis of nextjs for a search_interface 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": "How do I modify the URL without reloading the page?", "source_url": "https://stackoverflow.co... | === 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 'How do I modify the URL without reloading the page?' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
02baf0503bcd4824ede9059c | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | c | user_experience | Perform a production code review of c code related to user_experience. | {"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",... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 |
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