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4935b8bb7c3e872272588526 | train | refactoring | gitlab | https://gitlab.com/openlandmap/spatial-predictions-using-eml | openlandmap/spatial-predictions-using-eml | documentation | shell | graphql | Create a production coding task in shell for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openlandmap/spatial-predictions-using-eml", "source_url": "https://gitlab.com/openlandmap/spa... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
877fd3b12a1e89d6c1c06196 | train | system_analysis | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | blog | c | kubernetes | Perform a deep multi-layer analysis of kubernetes for a blog using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'Machine-Learning-Oncology/orena-frame-annotations' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
36c1027b1e46549c8cc33b81 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/2530/how-do-you-disable-browser-autocomplete-on-web-form-field-input-tags | How do you disable browser autocomplete on web form field / input tags? | social_app | python | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you disable browser autocomplete on web form field / input tags?", "source_url": "http... | === 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 'How do you disable browser autocomplete on web form field / input tags?' as... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e724d04053cbd8102ef2c724 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/41292559/could-not-find-a-declaration-file-for-module-module-name-path-to-module-nam | Could not find a declaration file for module 'module-name'. '/path/to/module-name.js' implicitly has an 'any' type | finance | cpp | caching | Design a developer documentation page for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Could not find a declaration file for module 'module-name'. '/path/to/module-name... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
7e6a5fae3e38f317b935eeac | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | rust | api_design | Select the most reliable sources to research api_design. | {"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",... | === 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 | |
556e3ab2132d1d197f36a5cf | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/3040833/how-do-i-stash-only-one-file-out-of-multiple-files-that-have-changed | How do I stash only one file out of multiple files that have changed? | portfolio | rust | nodejs | Refactor a rust system related to nodejs. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I stash only one file out of multiple files that have changed?", "source_url": "https:... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f65ec46165427a8e7125d92e | train | dx_analysis | npm | https://www.npmjs.com/package/next | next | blog | go | algorithms | Perform a deep developer-experience analysis for a go project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f7d8a8ec15fa8e9e3456b2b9 | train | debugging | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | search_interface | css | data_structures | Create a realistic css debugging problem involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
73883a5d22a6d79b61115123 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/684672/how-do-i-loop-through-or-enumerate-a-javascript-object | How do I loop through or enumerate a JavaScript object? | saas | swift | ci_cd | Audit design consistency across a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I loop through or enumerate a JavaScript object?", "source_url": "https://stackoverflo... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
7e42f8c568b4face68dd7bb3 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | landing_page | php | frontend | Refactor a php system related to frontend. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | === 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 | |
eeac5ca64aaf43de66a41c74 | train | debugging | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | html | backend | Create a realistic html debugging problem involving backend. | {"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", ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
4ee71280c4cb1a4061847dc9 | train | build_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | saas | php | database | Perform a deep developer-experience analysis for a php project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 | |
25439ce255399466fd433683 | train | maintainability_analysis | github | https://github.com/qeeqbox/social-analyzer | qeeqbox/social-analyzer | social_app | c | data_engineering | Perform a deep multi-layer analysis of data_engineering for a social_app using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qeeqbox/social-analyzer", "source_url": "https://github.com/qeeqbox/social-analyzer", "source... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'qeeqbox/social-analyzer' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
e95431aab6bd0cf49f2bcdf5 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/448271/what-is-init-py-for | What is __init__.py for? | finance | php | algorithms | Perform a deep developer-experience analysis for a php project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is __init__.py for?", "source_url": "https://stackoverflow.com/questions/448271/what-is-... | === 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 | |
39f41526717513f95a8673ff | train | documentation_lookup | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | search_interface | sql | ci_cd | Find and summarize the relevant documentation for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | === RELEVANT DOCS ===
- codeparrot/apps
https://huggingface.co/datasets/codeparrot/apps
- 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 r... | web-research-coding-5m-1.1.0 | |
ec94e2feee2293192e195941 | train | typescript_generation | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | documentation | python | data_engineering | 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": "livecodebench/code_generation_lite", "source_url": "https://huggingface.co/datasets/livecodeb... | 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 |
e9d28720312190eb9bec5d25 | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | dart | devops | Create a realistic dart debugging problem involving devops. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2346159de24b8f58ff3f5564 | train | research_summary | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | admin_panel | shell | css | Summarize the current state of knowledge about css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === OVERVIEW ===
css 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 ===
Node.js Documentation (htt... | web-research-coding-5m-1.1.0 | |
a8e967ff4339922e2474019b | train | nextjs_generation | github | https://github.com/storybookjs/storybook | storybookjs/storybook | landing_page | cpp | kubernetes | Design a Next.js architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "storybookjs/storybook", "source_url": "https://github.com/storybookjs/storybook", "source_typ... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
6540cfec162dd975fc9edf4d | train | repository_architecture | pypi | https://pypi.org/project/httpx/ | httpx | community | c | graphql | Perform a deep multi-layer analysis of graphql for a community using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
8f9b86043ec0ce79ec877922 | train | product_analysis | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | blog | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision 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": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | === 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 'tango-controls/pytango' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
7840057eb07984e31a92744c | train | scalability_analysis | pypi | https://pypi.org/project/requests/ | requests | landing_page | rust | rest_api | Perform a deep multi-layer analysis of rest_api for a landing_page 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
bcd051150b41abbfc4e9fff2 | train | responsive_website | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2018-JavaScript | ccoenen/Advent-of-Code-2018-JavaScript | productivity | rust | web_performance | Design a complete responsive productivity for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2018-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
49cc58240d117bdfc93e29a3 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | cpp | authentication | Refactor a cpp system related to authentication. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
95fcb1e42181d5cad361ff9c | train | accessibility_analysis | pypi | https://pypi.org/project/flask/ | flask | developer_tool | ruby | backend | Perform a deep multi-layer analysis of backend for a developer_tool using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
4f86daf5c3ad375991792072 | train | architecture_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | productivity | javascript | serverless | Perform a deep multi-layer analysis of serverless for a productivity using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
94a6a1a847201b2c5145854f | train | refactoring_maintainability | pypi | https://pypi.org/project/gradio/ | gradio | saas | scala | react | Refactor a scala system related to react. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
5f5b9c731211e89e36a17663 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | shell | api_design | Perform a deep developer-experience analysis for a shell project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
34690321e296d2fd02a53fb9 | train | refactoring_api | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | saas | html | machine_learning | Refactor a html system related to machine_learning. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
6e9e2525ecdb84fd381d1907 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/750486/how-to-ensure-closures-created-in-a-loop-capture-the-value-of-the-loop-variable | How to ensure closures created in a loop capture the value of the loop variable from their particular iteration? | finance | cpp | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "How to ensure closures created in a loop capture the value of the loop variable from their pa... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'How to ensure closures created in a loop capture the value of the loop variable from their particul... | web-research-coding-5m-1.1.0 | |
a00f099750531441a05c3a78 | train | product_analysis | github | https://github.com/freeCodeCamp/freeCodeCamp | freeCodeCamp/freeCodeCamp | ecommerce | ruby | fullstack | Perform a deep multi-layer analysis of fullstack for a ecommerce using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freeCodeCamp/freeCodeCamp", "source_url": "https://github.com/freeCodeCamp/freeCodeCamp", "so... | === 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 'freeCodeCamp/freeCodeCamp' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
c928690cdd21c4272eb50790 | train | landing_page | github | https://github.com/pallets/flask | pallets/flask | documentation | typescript | authentication | Design a landing page for a authentication product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pallets/flask", "source_url": "https://github.com/pallets/flask", "source_type": "repository"... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6d7e7dd1d06d0507efed70cd | train | integration_testing | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | kotlin | computer_vision | Design integration tests for a kotlin system involving 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", ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
a025355d6db0a0b52622ab18 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Code-v1 | nvidia/Nemotron-Pretraining-Code-v1 | saas | shell | serverless | Refactor a shell system related to serverless. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Pretraining-Code-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
3ebe42e7c1e71302055cb59d | train | testing_experience | stackexchange | https://stackoverflow.com/questions/179123/how-to-modify-existing-unpushed-commit-messages | How to modify existing, unpushed commit messages? | search_interface | dart | typescript | Perform a deep developer-experience analysis for a dart project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to modify existing, unpushed commit messages?", "source_url": "https://stackoverflow.com/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f1881910f0680718f647a4d7 | train | source_selection | huggingface | https://huggingface.co/datasets/emgena/omnimcp_python_backend_architect_teaser | emgena/omnimcp_python_backend_architect_teaser | saas | cpp | developer_experience | Select the most reliable sources to research developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emgena/omnimcp_python_backend_architect_teaser", "source_url": "https://huggingface.co/datase... | === 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 | |
1fd3547f85340f58327fb0ac | train | refactoring_performance | codeberg | https://codeberg.org/quidome/100-exercises-to-learn-rust | quidome/100-exercises-to-learn-rust | education | kotlin | user_experience | Refactor a kotlin system related to user_experience. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "quidome/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/quidome/100-exercis... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
a8b3cde95da5b5cf332f989d | train | design_to_code | gitlab | https://gitlab.com/freepascal.org/fpc/pas2js | freepascal.org/fpc/pas2js | blog | javascript | distributed_systems | Translate a blog design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freepascal.org/fpc/pas2js", "source_url": "https://gitlab.com/freepascal.org/fpc/pas2js", "so... | 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 | |
7ef3fd2c32b66d0d83a7c765 | train | repository_comparison | web_docs | https://go.dev/doc/ | Go Documentation | finance | php | authentication | Perform a deep multi-layer analysis of authentication for a finance 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
90c758d02a971ef82c59fa2a | train | unit_testing | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | ecommerce | python | caching | Create a unit-testing strategy for python code involving caching. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ec38c9810a858ada95da326a | train | api_design | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | portfolio | sql | backend | Design a production API for a backend application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-8192", "source_url": "https://huggingface.co/datasets/... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
a5b544aa23dd09806e3f89fc | train | documentation_experience | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class | RazinAleks/SO-Python_QA-Web_Development_class | portfolio | scala | nodejs | Perform a deep developer-experience analysis for a scala project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RazinAleks/SO-Python_QA-Web_Development_class", "source_url": "https://huggingface.co/dataset... | === 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 | |
5f3e6ab73022f48a72d84289 | train | dashboard | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | portfolio | c | rest_api | Design a production dashboard for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a46272c29f1a792a1bba5939 | train | refactoring_observability | pypi | https://pypi.org/project/uvicorn/ | uvicorn | search_interface | swift | user_experience | Refactor a swift system related to user_experience. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 | |
d06a607cdb5d67fdba2a176a | train | data_structure_design | pypi | https://pypi.org/project/streamlit/ | streamlit | portfolio | javascript | machine_learning | Design a data structure in javascript for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
227a00b0ef4626fd746045b0 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | admin_panel | python | redis | Create an accessibility remediation plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
084f26fdf9e921d2c82ffe41 | train | error_message_design | pypi | https://pypi.org/project/uvicorn/ | uvicorn | community | kotlin | debugging | Perform a deep developer-experience analysis for a kotlin project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 | |
89d477b4b62add55e95dace1 | train | research_summary | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | admin_panel | cpp | kubernetes | Summarize the current state of knowledge about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | === OVERVIEW ===
kubernetes 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 ===
cuonguyenphu/Titani... | web-research-coding-5m-1.1.0 | |
34148793a0c9bd2095961840 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | sql | devops | Find and summarize the relevant documentation for devops. | {"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... | === RELEVANT DOCS ===
- Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
- 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 wh... | web-research-coding-5m-1.1.0 | |
dff7dae2acdab19af44f8f70 | train | system_analysis | stackexchange | https://stackoverflow.com/questions/231767/what-does-the-yield-keyword-do-in-python | What does the "yield" keyword do in Python? | developer_tool | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a developer_tool using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the "yield" keyword do in Python?", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'What does the "yield" keyword do in Python?' as a source anch... | web-research-coding-5m-1.1.0 | |
c60a4c0b127b9799ab0810a0 | train | landing_page | web_docs | https://docs.docker.com/ | Docker Documentation | saas | html | debugging | Design a landing page for a debugging product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f327b197dbb1dc645a7e84e7 | train | scalability_analysis | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | dashboard | rust | postgresql | Perform a deep multi-layer analysis of postgresql for a dashboard 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": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | === 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 'seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
3e8168a5905fa9293b8705c1 | train | css_generation | npm | https://www.npmjs.com/package/typescript | typescript | blog | go | microservices | Create responsive CSS for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | 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 |
439fb3c47a8229d47c70bca9 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | c | docker | Write an effective web search query to research the topic: docker. | {"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... | === QUERY ===
docker best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- docker
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
9dda3fa4b6755ea149561339 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | documentation | sql | testing | Perform a deep developer-experience analysis for a sql project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
39d75f717e553880d786723a | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/1274057/how-do-i-make-git-forget-about-a-file-that-was-tracked-but-is-now-in-gitignore | How do I make Git forget about a file that was tracked, but is now in .gitignore? | blog | cpp | deep_learning | Perform a deep multi-layer analysis of deep_learning for a blog 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": "How do I make Git forget about a file that was tracked, but is now in .gitignore?", "source_u... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'How do I make Git forget about a file that was tracked, but is now in .gitignore?' ... | web-research-coding-5m-1.1.0 | |
8e98123f29e49edb7ea8ffe9 | train | interaction_design | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | blog | java | testing | Design interaction states for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
3e74fd155098b1d5ad6783c7 | train | html_generation | stackexchange | https://stackoverflow.com/questions/5797852/how-do-i-include-functions-from-my-other-files | How do I "include" functions from my other files? | finance | javascript | authentication | Create semantic HTML for a finance about authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I "include" functions from my other files?", "source_url": "https://stackove... | 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 |
50140c4004d888730d2ea207 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | marketplace | c | typescript | Extract verifiable evidence about typescript from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === SOURCE ===
dmeldrum6/dataset-JavaScript-general-coding
https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHEC... | web-research-coding-5m-1.1.0 | |
8b538bf01a0407d904c0761e | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | developer_tool | go | mongodb | Refactor a go 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": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | === 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 | |
1e742f83a95f736b81317a2d | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | productivity | ruby | nextjs | Perform a deep developer-experience analysis for a ruby project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | === 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 | |
433add4c7b35e09e22fb26cb | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/10972176/find-the-version-of-an-installed-npm-package | Find the version of an installed npm package | saas | swift | data_engineering | Perform a deep developer-experience analysis for a swift project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the version of an installed npm package", "source_url": "https://stackoverflow.com/quest... | === 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 | |
99c1c92fbf4feb4b7b94f5fb | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | dart | authentication | Perform a deep multi-layer analysis of authentication for a documentation 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
4fcb82972e470a6669328930 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | ruby | microservices | Explain a ruby implementation related to microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
b1f845624eec1af93587b819 | train | design_review | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-15lang | artur-muratov/multilingual-speech-commands-15lang | community | scala | documentation | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "artur-muratov/multilingual-speech-commands-15lang", "source_url": "https://huggingface.co/dat... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
1be92e5d22c3889d8c70e7ba | train | integration_testing | codeberg | https://codeberg.org/Azorimor/_cargo-index | Azorimor/_cargo-index | admin_panel | sql | software_architecture | Design integration tests for a sql system involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Azorimor/_cargo-index", "source_url": "https://codeberg.org/Azorimor/_cargo-index", "source_t... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
e883ef788e3ffed8ce6f2363 | train | data_structure_design | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | python | nlp | Design a data structure in python for nlp. | {"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", ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7a86a75b216a497303f2b974 | train | unit_testing | npm | https://www.npmjs.com/package/zod | zod | social_app | rust | css | Create a unit-testing strategy for rust code involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
dc651814e0dd135464371bdf | train | research_plan | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | saas | html | linux | Build a structured research plan to deeply understand linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | === GOAL ===
Produce a reliable, current, and actionable understanding of linux.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with... | web-research-coding-5m-1.1.0 | |
73d4edf04f927b2047302bf1 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | finance | python | rest_api | Refactor a python system related to rest_api. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
92a9361222155286a9c93adb | train | developer_experience | codeberg | https://codeberg.org/airbauer/_cargo-index | airbauer/_cargo-index | saas | shell | web_accessibility | Perform a deep developer-experience analysis for a shell project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "airbauer/_cargo-index", "source_url": "https://codeberg.org/airbauer/_cargo-index", "source_t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b780cad4da172a04f51b2f55 | train | css_generation | pypi | https://pypi.org/project/fastapi/ | fastapi | blog | shell | css | Create responsive CSS for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | 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 |
e491a849a34df788e53f07f5 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v2 | nvidia/Nemotron-SFT-Multilingual-v2 | community | go | observability | Classify the search intent for a query about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v2", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 ===
"observability vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
4a14825b0f549c75c4396a4b | train | repository_architecture | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | search_interface | ruby | html | Perform a deep multi-layer analysis of html for a search_interface using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 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 'eidheim/Simple-WebSocket-Server' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
5fba76d8734ce204caaf13d7 | train | repository_architecture | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | sql | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
47158b1fe039916b307ad0c8 | train | javascript_generation | huggingface | https://huggingface.co/datasets/OpenVINO/documentation | OpenVINO/documentation | landing_page | kotlin | ci_cd | Implement JavaScript interactions for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OpenVINO/documentation", "source_url": "https://huggingface.co/datasets/OpenVINO/documentatio... | 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 |
212e4594f5ff5ec77af34fa3 | train | javascript_generation | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | saas | sql | open_source | Implement JavaScript interactions for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
ef273d362713310075bb41b4 | train | information_architecture | pypi | https://pypi.org/project/requests/ | requests | education | kotlin | data_engineering | Design the information architecture for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
71d6749c73b27c303ddf87e4 | train | refactoring_testability | pypi | https://pypi.org/project/pydantic/ | pydantic | documentation | ruby | security | Refactor a ruby system related to security. Focus on refactoring testability. | {"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... | === 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 | |
91cf79bc81b34ec945814444 | train | testing_experience | npm | https://www.npmjs.com/package/typescript | typescript | ecommerce | shell | authorization | Perform a deep developer-experience analysis for a shell project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8259311de956e041b6fe2b46 | train | integration_testing | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | dashboard | css | authorization | Design integration tests for a css system involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
2321754832853f088f3982a4 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | documentation | shell | data_engineering | Perform a deep multi-layer analysis of data_engineering for a documentation using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prrao87/documentation-images", "source_url": "https://huggingface.co/datasets/prrao87/documen... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'prrao87/documentation-images' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
0af83b1ae86738a19c1e9986 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | developer_tool | javascript | security | Perform a deep multi-layer analysis of security for a developer_tool 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": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'CohenQu/the-stack-v2-dedup-Python_10k' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
8c6b277b09c22b45d45ca567 | train | performance_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | productivity | sql | security | Perform a deep multi-layer analysis of security for a productivity using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
2fa6c3756cb8c69681340375 | train | dx_analysis | stackexchange | https://stackoverflow.com/questions/32782922/what-do-multiple-arrow-functions-mean-in-javascript | What do multiple arrow functions mean in JavaScript? | analytics | python | data_engineering | Perform a deep developer-experience analysis for a python project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What do multiple arrow functions mean in JavaScript?", "source_url": "https://stackoverflow.c... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d402504ca8c9ba360723f3f2 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | rust | graphql | Refactor a rust system related to graphql. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
a57ecbc9cdde8cf4aad90c35 | train | documentation_lookup | pypi | https://pypi.org/project/django/ | django | search_interface | php | postgresql | Find and summarize the relevant documentation for postgresql. | {"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":... | === RELEVANT DOCS ===
- django
https://pypi.org/project/django/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
70239f3746653cec65527b8a | train | unit_testing | codeberg | https://codeberg.org/nilikk/-webshop.com | nilikk/-webshop.com | dashboard | kotlin | frontend | Create a unit-testing strategy for kotlin code involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nilikk/-webshop.com", "source_url": "https://codeberg.org/nilikk/-webshop.com", "source_type"... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
02a91f75faf6efb641571723 | train | landing_page | stackexchange | https://stackoverflow.com/questions/63124161/attempted-import-error-switch-is-not-exported-from-react-router-dom | Attempted import error: 'Switch' is not exported from 'react-router-dom' | documentation | kotlin | documentation | Design a landing page for a documentation product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Attempted import error: 'Switch' is not exported from 'react-router-dom'", "s... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
ef9f1cf18d8c96e1ab94d28c | train | refactoring_api | pypi | https://pypi.org/project/typer/ | typer | blog | css | cloud | Refactor a css system related to cloud. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
c6cbed61290a98efcba6c7d8 | train | root_cause_analysis | codeberg | https://codeberg.org/mclare/2019-python-pandas | mclare/2019-python-pandas | education | cpp | serverless | Perform a deep multi-layer analysis of serverless for a education 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": "mclare/2019-python-pandas", "source_url": "https://codeberg.org/mclare/2019-python-pandas", "... | === 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 'mclare/2019-python-pandas' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
a2244bd8d113cc96640bda83 | train | design_components | stackexchange | https://stackoverflow.com/questions/1357118/event-preventdefault-vs-return-false | event.preventDefault() vs. return false | landing_page | kotlin | testing | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "event.preventDefault() vs. return false", "source_url": "https://stackoverflow.com/questions/... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
853f870da84fadd903f0a93f | train | root_cause_analysis | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | scala | css | Perform a deep multi-layer analysis of css for a dashboard 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
95b1bf14e25a44ded8f5eb16 | train | interaction_design | stackexchange | https://stackoverflow.com/questions/9782071/why-must-a-nonlinear-activation-function-be-used-in-a-backpropagation-neural-net | Why must a nonlinear activation function be used in a backpropagation neural network? | developer_tool | java | caching | Design interaction states for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why must a nonlinear activation function be used in a backpropagation neural network?", "sour... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d54f4039a5a515ca165a3aaf | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/927358/how-do-i-undo-the-most-recent-local-commits-in-git | How do I undo the most recent local commits in Git? | dashboard | shell | computer_vision | Refactor a shell system related to computer_vision. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I undo the most recent local commits in Git?", "source_url": "https://stackoverflow.co... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
ccab44a7c7eb6610b7b1b736 | train | performance_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | social_app | go | web_performance | Perform a deep multi-layer analysis of web_performance for a social_app 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
fd5468746d2e434f596dbea9 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/Svngoku/intensive-programming | Svngoku/intensive-programming | portfolio | swift | mongodb | Perform a deep multi-layer analysis of mongodb for a portfolio using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Svngoku/intensive-programming", "source_url": "https://huggingface.co/datasets/Svngoku/intens... | === 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 'Svngoku/intensive-programming' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
2290e5b3ffc9f529e82f2143 | train | component_design | codeberg | https://codeberg.org/Jelloism/1337-Python_installer | Jelloism/1337-Python_installer | search_interface | dart | open_source | Design reusable UI components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jelloism/1337-Python_installer", "source_url": "https://codeberg.org/Jelloism/1337-Python_ins... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
aead453f1eb7525d668d2618 | train | error_message_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | productivity | rust | nextjs | Perform a deep developer-experience analysis for a rust project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
182c723e7cf5aa8850bdfd35 | train | design_consistency | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | search_interface | php | python | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 |
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