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5c4c692e3a271e9e12884105 | train | local_development_experience | npm | https://www.npmjs.com/package/fastify | fastify | documentation | java | backend | Perform a deep developer-experience analysis for a java project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. 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 | |
ef43dfd416158eab4f6b38b7 | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | go | distributed_systems | Design a Next.js architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | 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 |
1fbb4967b51c6091b3ed1a75 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/eustlb/documentation-images | eustlb/documentation-images | marketplace | python | html | Perform a deep multi-layer analysis of html for a marketplace using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eustlb/documentation-images", "source_url": "https://huggingface.co/datasets/eustlb/documenta... | === 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 'eustlb/documentation-images' as a source anchor and identify relevant APIs, dependencies, versions, s... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
83035c6db4615537d7ec858e | train | repository_issue_reasoning | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | landing_page | rust | api_design | Perform a deep multi-layer analysis of api_design 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": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'pavanello-research-group/qmlearn' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
1d9c99a60a3953043c99cebd | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | c | docker | Create a component architecture for a blog. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4f71cc9d62692700631d46b3 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | landing_page | c | api_design | Perform a deep multi-layer analysis of api_design for a landing_page using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'deepmind/code_contests' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
e6b3f0fb7d85619f599d22b0 | train | refactoring | npm | https://www.npmjs.com/package/axios | axios | marketplace | kotlin | postgresql | Create a production coding task in kotlin for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b026281e0684f53121404218 | train | research_summary | huggingface | https://huggingface.co/datasets/MatrixStudio/Codeforces-Python-Submissions | MatrixStudio/Codeforces-Python-Submissions | marketplace | css | deep_learning | Summarize the current state of knowledge about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MatrixStudio/Codeforces-Python-Submissions", "source_url": "https://huggingface.co/datasets/M... | === OVERVIEW ===
deep_learning 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 ===
MatrixStudio/Cod... | web-research-coding-5m-1.1.0 | |
89824c1ebf95ddba6b1d92c9 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/7273338/how-to-vertically-align-an-image-inside-a-div | How to vertically align an image inside a div | ecommerce | go | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce 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": "How to vertically align an image inside a div", "source_url": "https://stackoverflow.com/ques... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'How to vertically align an image inside a div' as a source anchor a... | web-research-coding-5m-1.1.0 | |
4f62a4620893ed12ca40d0fb | train | upgrade_experience | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | dashboard | ruby | web_performance | Perform a deep developer-experience analysis for a ruby project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | === 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 | |
7ba9d387c9d7fc67adca668e | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/52522565/git-is-not-working-after-macos-update-xcrun-error-invalid-active-developer-p | Git is not working after macOS update ("xcrun: error: invalid active developer path (/Library/Developer/CommandLineTools") | search_interface | go | ci_cd | Refactor a go system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git is not working after macOS update ("xcrun: error: invalid active developer path (/Li... | === 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 | |
aad194e1b3ba4d8ac59a9b9c | train | documentation_lookup | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | community | swift | javascript | Find and summarize the relevant documentation for javascript. | {"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-... | === RELEVANT DOCS ===
- eidheim/Simple-WebSocket-Server
https://gitlab.com/eidheim/Simple-WebSocket-Server
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact... | web-research-coding-5m-1.1.0 | |
8ceeb4e3067612fbfb2f3f23 | train | repository_comparison | codeberg | https://codeberg.org/airbauer/_cargo-index | airbauer/_cargo-index | productivity | scala | fullstack | Perform a deep multi-layer analysis of fullstack for a productivity 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": "airbauer/_cargo-index", "source_url": "https://codeberg.org/airbauer/_cargo-index", "source_t... | === 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 'airbauer/_cargo-index' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
6978b7d931341dc5ac41f07e | train | api_design | stackexchange | https://stackoverflow.com/questions/415511/how-do-i-get-the-current-time-in-python | How do I get the current time in Python? | finance | shell | nextjs | Design a production API for a nextjs application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get the current time in Python?", "source_url": "https://stackoverflow.com/questions... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
030ccad8d97f76b74b26fe3a | train | accessibility_fix | codeberg | https://codeberg.org/Jelloism/1337-Python_installer | Jelloism/1337-Python_installer | community | typescript | data_engineering | Create an accessibility remediation plan for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jelloism/1337-Python_installer", "source_url": "https://codeberg.org/Jelloism/1337-Python_ins... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e15153cd641d274f661588ff | train | design_components | pypi | https://pypi.org/project/streamlit/ | streamlit | blog | shell | web_accessibility | Create a component architecture for a blog. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
f5dadd7b54ac83908d769c0d | train | visual_hierarchy | pypi | https://pypi.org/project/pandas/ | pandas | finance | sql | typescript | Improve visual hierarchy in a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
33d3f5a252f29a301be1f37b | train | architecture_analysis | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | finance | scala | serverless | Perform a deep multi-layer analysis of serverless for a finance 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": "Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning", "source_url": "https://huggi... | === 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 'Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
c587cbb683eadf4a27cb6b78 | train | visual_hierarchy | npm | https://www.npmjs.com/package/typescript | typescript | finance | java | observability | Improve visual hierarchy in a finance. | {"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 heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
8506533d84ea5f0fe7ae1453 | train | javascript_generation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | analytics | css | css | Implement JavaScript interactions for a analytics. | {"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", ... | 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 |
2b564307400ccbb4b6a16b91 | train | research_plan | github | https://github.com/nestjs/nest | nestjs/nest | blog | scala | ci_cd | Build a structured research plan to deeply understand ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nestjs/nest", "source_url": "https://github.com/nestjs/nest", "source_type": "repository", "t... | === GOAL ===
Produce a reliable, current, and actionable understanding of ci_cd.
=== 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 | |
05cf301bd795e69c2556e262 | train | responsive_design | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | analytics | swift | microservices | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
8cc0f330aaf16e34a4360b32 | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/hf-azure-internal/documentation-image | hf-azure-internal/documentation-image | analytics | kotlin | backend | Refactor a kotlin system related to backend. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-azure-internal/documentation-image", "source_url": "https://huggingface.co/datasets/hf-azu... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
1a8bdeb99bfdc7bec023b8f6 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | dart | fullstack | Perform a deep developer-experience analysis for a dart project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
fff9da92f9336a5b2c6328d9 | train | evidence_chain_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | ruby | react | Perform a deep multi-layer analysis of react for a admin_panel using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
580b27cd75015095eb8497be | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | portfolio | sql | postgresql | Perform a deep multi-layer analysis of postgresql for a portfolio 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": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | === 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 'jon-tow/starcoderdata-python-edu' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
24e6400be47977cc0045933c | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | scala | serverless | Summarize the current state of knowledge about serverless. | {"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... | === OVERVIEW ===
serverless 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 ===
HTML (https://devel... | web-research-coding-5m-1.1.0 | |
3a5b53298894a601f7deb356 | train | local_development_experience | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | developer_tool | scala | documentation | Perform a deep developer-experience analysis for a scala project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.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 | |
30c5d33c4f51229acdb5fefe | train | product_analysis | gitlab | https://gitlab.com/metapensiero/metapensiero.pj | metapensiero/metapensiero.pj | admin_panel | java | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "metapensiero/metapensiero.pj", "source_url": "https://gitlab.com/metapensiero/metapensiero.pj... | === 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 'metapensiero/metapensiero.pj' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
364e7912f3e3a6d3fc3f62c5 | train | design_consistency | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | analytics | javascript | sql | Audit design consistency across a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
365ad89b15e8ca3408358476 | train | architecture_analysis | gitlab | https://gitlab.com/inkscape/extensions | inkscape/extensions | search_interface | css | data_structures | Perform a deep multi-layer analysis of data_structures for a search_interface using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "inkscape/extensions", "source_url": "https://gitlab.com/inkscape/extensions", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'inkscape/extensions' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
d2732efe6dc100ad0430aac6 | train | source_selection | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | rust | debugging | Select the most reliable sources to research debugging. | {"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": "... | === 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 | |
ccc71179815b1f4f795dc068 | train | refactoring_dependency | pypi | https://pypi.org/project/pandas/ | pandas | portfolio | dart | ci_cd | Refactor a dart system related to ci_cd. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
ab9f30488499693aff3f8e0a | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | finance | kotlin | react | Perform a deep multi-layer analysis of react for a finance using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
82a2eec96bd78668766f7b21 | train | css_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | ruby | web_accessibility | Create responsive CSS for a marketplace. | {"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": "... | 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 |
239a18263fcb5e89bfb831ca | train | refactoring | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | productivity | java | html | Create a production coding task in java for html. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
e08dbf6190b0b5d58bb8ff87 | train | search_query_rewrite | gitlab | https://gitlab.com/ase/ase | ase/ase | documentation | rust | deep_learning | Rewrite and improve a vague search query about deep_learning into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ase/ase", "source_url": "https://gitlab.com/ase/ase", "source_type": "repository", "topic": "... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
56f08008c855b04d6dabd724 | train | deployment_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | shell | react | Perform a deep developer-experience analysis for a shell project involving react. | {"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 | |
dc3d94de3578e65d72bba63b | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/3331353/transitions-on-the-css-display-property | Transitions on the CSS display property | developer_tool | sql | rest_api | Refactor a sql system related to rest_api. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Transitions on the CSS display property", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
2fca6162244da544d47e7d00 | train | documentation_lookup | web_docs | https://docs.python.org/3/ | Python Documentation | landing_page | php | rest_api | Find and summarize the relevant documentation for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === RELEVANT DOCS ===
- Python Documentation
https://docs.python.org/3/
- 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 | |
21d403cb3972419a06bca8b7 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | html | security | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
d587a312105791a0bcfbaa3b | train | developer_onboarding | huggingface | https://huggingface.co/datasets/pruna-test/documentation-media | pruna-test/documentation-media | ecommerce | shell | authentication | Perform a deep developer-experience analysis for a shell project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pruna-test/documentation-media", "source_url": "https://huggingface.co/datasets/pruna-test/do... | === 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 | |
39ecfdddf0bf245127dfe323 | train | repository_comparison | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | developer_tool | sql | redis | Perform a deep multi-layer analysis of redis for a developer_tool using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
2f736400669cc095ae4aa13f | train | product_analysis | stackexchange | https://stackoverflow.com/questions/31079081/how-can-i-programmatically-navigate-using-react-router | How can I programmatically navigate using React Router? | social_app | ruby | fullstack | Perform a deep multi-layer analysis of fullstack for a social_app using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I programmatically navigate using React Router?", "source_url": "https://stackoverflo... | === 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 'How can I programmatically navigate using React Router?' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
c8ef3b1c53ee5e440e3eef20 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | java | developer_experience | Perform a deep multi-layer analysis of developer_experience for a landing_page using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
1c87d2f4c5b38664a7b1ca28 | train | form_ui | npm | https://www.npmjs.com/package/react | react | community | css | caching | Design an accessible form for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
f25cb91215424bdf420514b7 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/multilingual-tts/open-bible | multilingual-tts/open-bible | ecommerce | rust | security | Refactor a rust 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": "multilingual-tts/open-bible", "source_url": "https://huggingface.co/datasets/multilingual-tts... | === 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 | |
347568db9cb7fb7f98460124 | train | design_accessibility | huggingface | https://huggingface.co/datasets/crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | landing_page | java | caching | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-s... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
6cbb71cc5ff4d66ea67ac648 | train | refactoring | github | https://github.com/enaqx/awesome-react | enaqx/awesome-react | saas | java | authorization | Create a production coding task in java for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "enaqx/awesome-react", "source_url": "https://github.com/enaqx/awesome-react", "source_type": ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
e98e0cad7ffceb4f3a7e54cd | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | swift | authentication | Perform a deep multi-layer analysis of authentication for a education using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
2fcd6deac40185aa6c5ba7b7 | train | refactoring_security | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | portfolio | html | kubernetes | Refactor a html system related to kubernetes. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | === 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 | |
6e3a9152aebe6d44f2265a29 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/AAdonis/multilingual_audio_alignments | AAdonis/multilingual_audio_alignments | marketplace | go | fullstack | Perform a deep multi-layer analysis of fullstack for a marketplace 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": "AAdonis/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/AAdoni... | === 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 'AAdonis/multilingual_audio_alignments' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
75ad21917784fe5a0bcd46b9 | train | design_accessibility | huggingface | https://huggingface.co/datasets/malaysia-ai/Multilingual-TTS | malaysia-ai/Multilingual-TTS | community | c | backend | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "malaysia-ai/Multilingual-TTS", "source_url": "https://huggingface.co/datasets/malaysia-ai/Mul... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a14eab9a69c5af2d12dfb068 | train | integration_testing | npm | https://www.npmjs.com/package/three | three | portfolio | ruby | sql | Design integration tests for a ruby system involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
ddc751eccb9db7bbafd2efaa | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/986006/how-do-i-pass-a-variable-by-reference | How do I pass a variable by reference? | productivity | javascript | debugging | Refactor a javascript system related to debugging. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I pass a variable by reference?", "source_url": "https://stackoverflow.com/questions/9... | === 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 | |
876b8ab209634359a4efc767 | train | component_design | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | developer_tool | php | nlp | Design reusable UI components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
9cd72c90586355bad83c1f98 | train | refactoring_maintainability | web_docs | https://react.dev/ | React Documentation | social_app | swift | data_engineering | Refactor a swift system related to data_engineering. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
7105b321a40cd3cf9752f6c9 | train | documentation_experience | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | search_interface | cpp | serverless | Perform a deep developer-experience analysis for a cpp project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini", "source_url":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
15c3bc6cd83143cbcf512324 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | html | security | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
0ba96d89486d706f75dba82e | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | community | rust | postgresql | Perform multi-hop research about postgresql: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === HOP 1 ===
Start at: HTML
https://developer.mozilla.org/en-US/docs/Web/HTML
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
... | web-research-coding-5m-1.1.0 | |
56efeb03faa6242100e856c6 | train | design_consistency | npm | https://www.npmjs.com/package/webpack | webpack | search_interface | php | software_architecture | 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
24717bea39ab2f9905747008 | train | refactoring_modularization | github | https://github.com/shadcn-ui/ui | shadcn-ui/ui | portfolio | html | caching | Refactor a html system related to caching. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shadcn-ui/ui", "source_url": "https://github.com/shadcn-ui/ui", "source_type": "repository", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
51f48f9978aac541b10fea82 | train | security_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | sql | deep_learning | Perform a deep multi-layer analysis of deep_learning for a developer_tool using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
61781569477794c9b4c24fd9 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | html | distributed_systems | Perform a deep developer-experience analysis for a html project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7d4a22b0206e7e6a206b5896 | train | repository_dependency_analysis | web_docs | https://react.dev/ | React Documentation | community | javascript | fullstack | Perform a deep multi-layer analysis of fullstack for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
221c853d56d3c79f136a053e | train | web_search_query | gitlab | https://gitlab.com/FirstTerraner/proclubs-api | FirstTerraner/proclubs-api | landing_page | shell | user_experience | Write an effective web search query to research the topic: user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FirstTerraner/proclubs-api", "source_url": "https://gitlab.com/FirstTerraner/proclubs-api", "... | === QUERY ===
user_experience best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- user_experience
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
ee3650751564f9fac98cbafe | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | go | react | Refactor a go system related to react. Focus on refactoring dependency. | {"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 ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
41e5ee23e6d04e7170101215 | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | scala | python | Perform a deep developer-experience analysis for a scala project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2ff4033cc9991d5d2439b5d8 | train | performance_analysis | codeberg | https://codeberg.org/DarthCloud/100-exercises-to-learn-rust | DarthCloud/100-exercises-to-learn-rust | ecommerce | sql | user_experience | Perform a deep multi-layer analysis of user_experience 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": "DarthCloud/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/DarthCloud/100-e... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'DarthCloud/100-exercises-to-learn-rust' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
87b9b75f36a19d202eb1659b | train | api_developer_experience | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | portfolio | c | computer_vision | Perform a deep developer-experience analysis for a c project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | === 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 | |
2f3e156a8680a53ff5b62094 | train | landing_page | npm | https://www.npmjs.com/package/three | three | landing_page | dart | postgresql | Design a landing page for a postgresql product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
4e2a042320562d4263316a0e | train | system_analysis | huggingface | https://huggingface.co/datasets/hsultanbey/javascript | hsultanbey/javascript | documentation | scala | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a documentation 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": "hsultanbey/javascript", "source_url": "https://huggingface.co/datasets/hsultanbey/javascript"... | === 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 'hsultanbey/javascript' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
d6d5ced2fcfdbda0a8b88648 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | dart | react | Perform a deep multi-layer analysis of react for a dashboard 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 react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
b530774540dc265a77346bf6 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/51439843/unknown-vs-any | 'unknown' vs. 'any' | saas | javascript | software_architecture | 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": "'unknown' vs. 'any'", "source_url": "https://stackoverflow.com/questions/5143... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
35e4479f403a2d3a983941dd | train | nextjs_generation | codeberg | https://codeberg.org/I-ATE-OREO/2025uyltut76 | I-ATE-OREO/2025uyltut76 | social_app | kotlin | postgresql | Design a Next.js architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025uyltut76", "source_url": "https://codeberg.org/I-ATE-OREO/2025uyltut76", "sour... | 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 |
06c0c3b9e61a3ad6e70cb40d | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | dart | frontend | Explain a dart implementation related to frontend. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
73d8c8ce27c89af7eabe090a | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | cpp | testing | Perform a deep developer-experience analysis for a cpp project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
faacedcb90c03d661bd765f6 | train | fact_verification | npm | https://www.npmjs.com/package/playwright | playwright | documentation | scala | devops | Verify a technical claim about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === CLAIM ===
A common claim about devops.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depend... | web-research-coding-5m-1.1.0 | |
fb080d294c772d794f696b48 | train | react_generation | npm | https://www.npmjs.com/package/typescript | typescript | search_interface | html | nlp | Design React components for a search_interface. | {"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... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
0f7d43ffb7ea01e9612a7b0a | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | blog | dart | data_engineering | Perform a deep multi-layer analysis of data_engineering for a blog 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": "AkshithAI/starcoderdata-javascript-ctx-6144", "source_url": "https://huggingface.co/datasets/... | === 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 'AkshithAI/starcoderdata-javascript-ctx-6144' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
59ca3a97652a6800228c4d6d | train | developer_experience | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-3lang-raw | artur-muratov/multilingual-speech-commands-3lang-raw | community | swift | html | Perform a deep developer-experience analysis for a swift project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "artur-muratov/multilingual-speech-commands-3lang-raw", "source_url": "https://huggingface.co/... | === 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 | |
0c9793391c3250706e74c720 | train | multi_layer_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | blog | javascript | software_architecture | Perform a deep multi-layer analysis of software_architecture for a blog 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Kubernetes Documentation' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
585685dce45a9dab6afa52a8 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | dashboard | cpp | developer_experience | Perform a deep developer-experience analysis for a cpp project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
211e09ec05a46da5db3e25f4 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/1024847/how-can-i-add-new-keys-to-a-dictionary | How can I add new keys to a dictionary? | saas | html | css | Extract verifiable evidence about css from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I add new keys to a dictionary?", "source_url": "https://stackoverflow.com/questions/... | === SOURCE ===
How can I add new keys to a dictionary?
https://stackoverflow.com/questions/1024847/how-can-i-add-new-keys-to-a-dictionary
=== 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 C... | web-research-coding-5m-1.1.0 | |
38507e5f3b77dea2a8cc42a8 | train | dx_analysis | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | saas | go | design_system | Perform a deep developer-experience analysis for a go project involving design_system. | {"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... | === 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 | |
b8a452cff8a55c258b9986a4 | train | information_architecture | pypi | https://pypi.org/project/rich/ | rich | education | swift | kubernetes | Design the information architecture for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ku... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
7947c5fcb38e96ef53327210 | train | api_developer_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | productivity | html | data_engineering | Perform a deep developer-experience analysis for a html project involving data_engineering. | {"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 | |
1bfc999b58b7fa8e7b4d0e24 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/336859/var-functionname-function-vs-function-functionname | var functionName = function() {} vs function functionName() {} | blog | kotlin | caching | Audit accessibility for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "var functionName = function() {} vs function functionName() {}", "source_url": "https://stack... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0fb00509029245e905c2db2e | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/3437786/get-the-size-of-the-screen-current-web-page-and-browser-window | Get the size of the screen, current web page and browser window | documentation | rust | postgresql | Perform a deep multi-layer analysis of postgresql for a documentation using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the size of the screen, current web page and browser window", "source_url": "https://stac... | === 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 'Get the size of the screen, current web page and browser window' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
ec985e58611fce88241d5d37 | train | technical_research | pypi | https://pypi.org/project/fastapi/ | fastapi | admin_panel | cpp | nextjs | Perform a technical research task about nextjs, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === SCOPE ===
Technical behavior of nextjs.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- fastapi (https://pypi.org/project/fastapi/)
- Official documentat... | web-research-coding-5m-1.1.0 | |
f570fbb87fc6a4cdf6a06cc3 | train | refactoring_architecture | codeberg | https://codeberg.org/manminusone/20x2chi-slides | manminusone/20x2chi-slides | community | cpp | redis | Refactor a cpp system related to redis. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "manminusone/20x2chi-slides", "source_url": "https://codeberg.org/manminusone/20x2chi-slides",... | === 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 | |
3f6ac5d293a1a32eabdec29a | train | refactoring_architecture | pypi | https://pypi.org/project/pytest/ | pytest | developer_tool | c | open_source | Refactor a c system related to open_source. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 | |
43414d19617f7eb12e033cdd | train | javascript_generation | huggingface | https://huggingface.co/datasets/EssentialAI/eai-taxonomy-code-w-dclm | EssentialAI/eai-taxonomy-code-w-dclm | saas | cpp | debugging | 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": "EssentialAI/eai-taxonomy-code-w-dclm", "source_url": "https://huggingface.co/datasets/Essenti... | 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 |
37c01ad33f3078d359960c87 | train | documentation_lookup | npm | https://www.npmjs.com/package/vitest | vitest | analytics | python | react | Find and summarize the relevant documentation for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === RELEVANT DOCS ===
- vitest
https://www.npmjs.com/package/vitest
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
be2cc024cdf23cd030cba0df | train | typescript_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | marketplace | shell | open_source | Implement TypeScript logic for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | 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 |
990e466d8c1b0b0d3881f20f | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/252703/what-is-the-difference-between-pythons-list-methods-append-and-extend | What is the difference between Python's list methods append and extend? | marketplace | dart | javascript | Perform a deep multi-layer analysis of javascript for a marketplace using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between Python's list methods append and extend?", "source_url": "... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'What is the difference between Python's list methods append and extend?' as a source ... | web-research-coding-5m-1.1.0 | |
afccf011cc6317a46e79e2cb | train | developer_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | dart | authentication | Perform a deep developer-experience analysis for a dart project involving authentication. | {"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. 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 | |
ec98f16d5e46e0a4fd0d4883 | train | design_components | pypi | https://pypi.org/project/pandas/ | pandas | portfolio | go | nextjs | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
f854fef2b27418805c229e48 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | c | javascript | Perform a deep multi-layer analysis of javascript for a productivity 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
668e4999f626d18206757ee0 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | dart | serverless | Create a production coding task in dart for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 |
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