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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e08728551e0fa10a9dc07c38 | train | seo_fix | npm | https://www.npmjs.com/package/webpack | webpack | landing_page | html | nodejs | Create an SEO improvement plan for a landing_page about nodejs. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
4fb1286447d47d044f6716af | train | testing_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | productivity | c | nextjs | Perform a deep developer-experience analysis for a c project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
38542e567c8071376fa145cf | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | kotlin | ci_cd | Design an accessible form for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
29eafb2f730293ee3d46e21a | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | analytics | c | user_experience | Classify the search intent for a query about user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"user_experience vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
8e481884c00055583fff41a5 | train | design_components | stackexchange | https://stackoverflow.com/questions/6158933/how-is-an-http-post-request-made-in-node-js | How is an HTTP POST request made in node.js? | education | swift | data_structures | Create a component architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How is an HTTP POST request made in node.js?", "source_url": "https://stackoverflow.com/quest... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
76d0b1079a6809b7e0141ed7 | train | react_generation | huggingface | https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset | keethu/kubernetes-documentation-dataset | marketplace | rust | html | Design React components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "keethu/kubernetes-documentation-dataset", "source_url": "https://huggingface.co/datasets/keet... | 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 |
5a08624abd53a161bbf72ccf | train | responsive_website | stackexchange | https://stackoverflow.com/questions/51145180/how-to-use-ts-ignore-for-a-block | How to use `@ts-ignore` for a block? | productivity | scala | data_structures | Design a complete responsive productivity for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to use `@ts-ignore` for a block?", "source_url": "https://stackoverflow.com/questions/511... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
6f5c07bcda3f937d0612bfcc | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | dart | nextjs | Create an SEO improvement plan for a productivity about nextjs. | {"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": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d9ed3d0bbad356d473af0ec2 | train | local_development_experience | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | ecommerce | dart | javascript | Perform a deep developer-experience analysis for a dart project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
33ef02b5c9e951eb90b65c84 | train | source_selection | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | finance | scala | kubernetes | Select the most reliable sources to research kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | === 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 | |
ec80b980de053af7b19673f9 | train | refactoring_security | huggingface | https://huggingface.co/datasets/open-phi/programming_books_llama | open-phi/programming_books_llama | analytics | java | javascript | Refactor a java system related to javascript. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-phi/programming_books_llama", "source_url": "https://huggingface.co/datasets/open-phi/pr... | === 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 | |
549bcc1e7a080af848bd5970 | train | design_consistency | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | dart | data_structures | Audit design consistency across a marketplace. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
2c9fc0f67f91fc8c25326882 | train | technical_research | huggingface | https://huggingface.co/datasets/tikushitam/documentation-images | tikushitam/documentation-images | search_interface | typescript | linux | Perform a technical research task about linux, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tikushitam/documentation-images", "source_url": "https://huggingface.co/datasets/tikushitam/d... | === SCOPE ===
Technical behavior of linux.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- tikushitam/documentation-images (https://huggingface.co/datasets/t... | web-research-coding-5m-1.1.0 | |
4ebe015b10a60ce4cb69d63f | train | refactoring_observability | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | blog | python | database | Refactor a python system related to database. Focus on refactoring observability. | {"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... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
549a8da908f0cfa19403ad77 | train | repository_understanding | huggingface | https://huggingface.co/datasets/armand0e/claude-fable-5-claude-code | armand0e/claude-fable-5-claude-code | social_app | python | documentation | Perform a deep multi-layer analysis of documentation for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "armand0e/claude-fable-5-claude-code", "source_url": "https://huggingface.co/datasets/armand0e... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'armand0e/claude-fable-5-claude-code' as a source anchor and identify relevant APIs,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2b1f48b4447280dc0f01c1fc | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-dev | joey234/mmlu-machine_learning-dev | portfolio | java | rest_api | Rewrite and improve a vague search query about rest_api 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": "joey234/mmlu-machine_learning-dev", "source_url": "https://huggingface.co/datasets/joey234/mm... | === ORIGINAL (VAGUE) ===
how to do rest_api
=== REWRITTEN QUERIES ===
1. rest_api official documentation guide
2. rest_api production best practices 2025
3. rest_api common pitfalls and solutions
4. rest_api architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
49055b9c2d1cf21e2307aab5 | train | search_query_rewrite | pypi | https://pypi.org/project/httpx/ | httpx | developer_tool | shell | frontend | Rewrite and improve a vague search query about frontend 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === ORIGINAL (VAGUE) ===
how to do frontend
=== REWRITTEN QUERIES ===
1. frontend official documentation guide
2. frontend production best practices 2025
3. frontend common pitfalls and solutions
4. frontend architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
fe77da57c9f84efe28c528c9 | train | evidence_extraction | gitlab | https://gitlab.com/pyspread/pyspread | pyspread/pyspread | ecommerce | php | nodejs | Extract verifiable evidence about nodejs from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyspread/pyspread", "source_url": "https://gitlab.com/pyspread/pyspread", "source_type": "rep... | === SOURCE ===
pyspread/pyspread
https://gitlab.com/pyspread/pyspread
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and ... | web-research-coding-5m-1.1.0 | |
9c081bc63446ea32ae763946 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | sql | linux | Create a component architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c0665e2af5e139d45747aff9 | train | api_developer_experience | npm | https://www.npmjs.com/package/express | express | finance | scala | ci_cd | Perform a deep developer-experience analysis for a scala project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8431a0abb44b9e21353071bf | train | integration_testing | github | https://github.com/mui/material-ui | mui/material-ui | ecommerce | python | distributed_systems | Design integration tests for a python system involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mui/material-ui", "source_url": "https://github.com/mui/material-ui", "source_type": "reposit... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f0c1bfa19400ed54d38f55e2 | train | refactoring_observability | npm | https://www.npmjs.com/package/typescript | typescript | analytics | shell | nextjs | Refactor a shell system related to nextjs. Focus on refactoring observability. | {"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... | === 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 | |
3315d7e0c3d12aaffcb226b3 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/70851048/does-it-make-sense-to-use-conda-poetry | Does it make sense to use Conda + Poetry? | landing_page | sql | microservices | Create design tokens for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does it make sense to use Conda + Poetry?", "source_url": "https://stackoverflow.com/question... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
044e07ec0817f18b864b81a6 | train | build_experience | web_docs | https://go.dev/doc/ | Go Documentation | productivity | python | security | Perform a deep developer-experience analysis for a python project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
937572c5878f7cb3408e0909 | train | documentation_experience | pypi | https://pypi.org/project/streamlit/ | streamlit | documentation | kotlin | security | Perform a deep developer-experience analysis for a kotlin project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "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 | |
7b8d4c556d9ef89e527b0940 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | go | documentation | Create a unit-testing strategy for go code involving documentation. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
e8af0c84b9d9d78d3b781734 | train | repository_architecture | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | developer_tool | rust | postgresql | Perform a deep multi-layer analysis of postgresql for a developer_tool using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | === 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 'materials-modeling/icet' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
e3e6fda03c466e6cf15804ab | train | build_experience | gitlab | https://gitlab.com/nqs/ucas_workshop | nqs/ucas_workshop | marketplace | php | backend | Perform a deep developer-experience analysis for a php project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nqs/ucas_workshop", "source_url": "https://gitlab.com/nqs/ucas_workshop", "source_type": "rep... | === 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 | |
e2466a02a1162e899f160e27 | train | react_generation | stackexchange | https://stackoverflow.com/questions/510348/how-do-i-make-a-time-delay | How do I make a time delay? | finance | php | serverless | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a time delay?", "source_url": "https://stackoverflow.com/questions/510348/how-d... | 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 |
a036cee6dd17206ab66921bf | train | design_to_code | gitlab | https://gitlab.com/dslackw/colored | dslackw/colored | marketplace | python | database | Translate a marketplace design into maintainable python code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslackw/colored", "source_url": "https://gitlab.com/dslackw/colored", "source_type": "reposit... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
39b5e5db317253827b21feb9 | train | react_generation | codeberg | https://codeberg.org/Jelloism/1337-Python_installer | Jelloism/1337-Python_installer | productivity | shell | redis | Design React components for a productivity. | {"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... | 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 |
0537f1962fe7ed9f61484c80 | train | source_selection | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | admin_panel | cpp | machine_learning | Select the most reliable sources to research machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | === 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 | |
0f557062f57e95efa7d70a0b | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | scala | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
09022587b808f2aea400439f | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | rust | data_engineering | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
6c18c710cb41e314af69eb5c | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-js | axay/javascript-dataset-js | blog | typescript | backend | Refactor a typescript system related to backend. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axay/javascript-dataset-js", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === 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 | |
897eb17d1563d3af01d7fa1a | train | typescript_generation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | saas | c | react | Implement TypeScript logic for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | 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 |
27a6524c2a8b53e63212fd5f | train | repository_comparison | github | https://github.com/webpack/webpack | webpack/webpack | social_app | kotlin | javascript | Perform a deep multi-layer analysis of javascript for a social_app 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": "webpack/webpack", "source_url": "https://github.com/webpack/webpack", "source_type": "reposit... | === 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 'webpack/webpack' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
c9251a69446d2473061386e7 | train | ui_design | npm | https://www.npmjs.com/package/vitest | vitest | admin_panel | java | linux | Design a production-quality UI for a admin_panel focused on linux. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
b86e1b6ac1cc0faaf43b9675 | train | evidence_extraction | codeberg | https://codeberg.org/kawas44/2025-aoc-python | kawas44/2025-aoc-python | community | swift | devops | Extract verifiable evidence about devops from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kawas44/2025-aoc-python", "source_url": "https://codeberg.org/kawas44/2025-aoc-python", "sour... | === SOURCE ===
kawas44/2025-aoc-python
https://codeberg.org/kawas44/2025-aoc-python
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is th... | web-research-coding-5m-1.1.0 | |
681f57a061bfc87e6c4126ac | train | interaction_design | pypi | https://pypi.org/project/fastapi/ | fastapi | ecommerce | css | machine_learning | Design interaction states for a ecommerce. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
bf88d93b0bfdfea43b051fc8 | train | source_comparison | codeberg | https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics | AjeshCasual/12DoF-Quadruped-Kinematics | education | swift | open_source | Compare multiple sources about open_source and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AjeshCasual/12DoF-Quadruped-Kinematics", "source_url": "https://codeberg.org/AjeshCasual/12Do... | === SOURCES ===
- AjeshCasual/12DoF-Quadruped-Kinematics (https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely caus... | web-research-coding-5m-1.1.0 | |
e1ef3a992d430d907ce3b6da | train | interaction_design | npm | https://www.npmjs.com/package/vite | vite | education | sql | postgresql | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
6487a6fd3f1086a82c34d6b4 | train | documentation_page | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | marketplace | swift | ci_cd | Design a developer documentation page for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
32abba103132d2dae8d12435 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | typescript | database | Audit design consistency across a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
c8c164e73f7a19bccf0e93ed | train | ui_design | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | admin_panel | go | python | Design a production-quality UI for a admin_panel focused on python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
0b5b49e7baeefaf1ec6852bc | train | product_analysis | stackexchange | https://stackoverflow.com/questions/586182/how-can-i-insert-an-item-into-an-array-at-a-specific-index | How can I insert an item into an array at a specific index? | analytics | kotlin | debugging | Perform a deep multi-layer analysis of debugging for a analytics 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": "How can I insert an item into an array at a specific index?", "source_url": "https://stackove... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'How can I insert an item into an array at a specific index?' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
46897a6b4b17b57a715e6b1f | train | technical_research | npm | https://www.npmjs.com/package/rollup | rollup | analytics | typescript | computer_vision | Perform a technical research task about computer_vision, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === SCOPE ===
Technical behavior of computer_vision.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- rollup (https://www.npmjs.com/package/rollup)
- Official... | web-research-coding-5m-1.1.0 | |
acfe6dbb2e9d0a69d2418894 | train | algorithm_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 | java | web_accessibility | Design a java algorithm for a web_accessibility problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
235156ec5281e0ab816e4b4c | train | product_analysis | pypi | https://pypi.org/project/gradio/ | gradio | developer_tool | ruby | design_system | Perform a deep multi-layer analysis of design_system for a developer_tool using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
e680e18c09c06636cc9bcfca | train | build_experience | npm | https://www.npmjs.com/package/fastify | fastify | analytics | html | authorization | Perform a deep developer-experience analysis for a html project involving authorization. | {"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 | |
62ef566e32b6398c8d5acb8a | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/1335851/what-does-use-strict-do-in-javascript-and-what-is-the-reasoning-behind-it | What does "use strict" do in JavaScript, and what is the reasoning behind it? | saas | c | caching | Perform a deep developer-experience analysis for a c project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "use strict" do in JavaScript, and what is the reasoning behind it?", "so... | === 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 | |
9145ffc431e0d4e3123bf45f | train | api_design | npm | https://www.npmjs.com/package/fastify | fastify | finance | ruby | mongodb | Design a production API for a mongodb application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
652b655c2e6cf3abd66ee361 | train | form_ui | huggingface | https://huggingface.co/datasets/darkknight25/Vulnerable_Programming_Dataset | darkknight25/Vulnerable_Programming_Dataset | developer_tool | css | rest_api | Design an accessible form for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/datasets/... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
8f79a5fbe7ced085bcd1623a | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/34130539/uncaught-error-invariant-violation-element-type-is-invalid-expected-a-string | Uncaught Error: Invariant Violation: Element type is invalid: expected a string (for built-in components) or a class/function but got: object | marketplace | rust | documentation | Perform a deep multi-layer analysis of documentation for a marketplace 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": "Uncaught Error: Invariant Violation: Element type is invalid: expected a string (for built-in... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'Uncaught Error: Invariant Violation: Element type is invalid: expected a string (fo... | web-research-coding-5m-1.1.0 | |
e2d95574d25ddfe0ca2bc3a4 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | kotlin | computer_vision | Perform multi-hop research about computer_vision: 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === HOP 1 ===
Start at: HTTP
https://developer.mozilla.org/en-US/docs/Web/HTTP
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 | |
d0822a832e8581afea67c989 | train | landing_page | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | html | devops | Design a landing page for a devops product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f3c64214eb0fa8a89869656f | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/Tapos-Minmoy/python_programming_questions | Tapos-Minmoy/python_programming_questions | social_app | html | postgresql | Perform a deep multi-layer analysis of postgresql for a social_app using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Tapos-Minmoy/python_programming_questions", "source_url": "https://huggingface.co/datasets/Ta... | === 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 'Tapos-Minmoy/python_programming_questions' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
d7190f895c433dc8b706d9ca | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | education | c | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a education 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": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'puttatidam/software-documentation-vie-bitextmining' as a source anchor ... | web-research-coding-5m-1.1.0 | |
4e988b1a803c5e91136f1830 | train | dx_analysis | web_docs | https://react.dev/ | React Documentation | admin_panel | cpp | data_engineering | Perform a deep developer-experience analysis for a cpp project involving data_engineering. | {"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. 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 | |
38bcb31d066c0c7d5e7904af | train | design_tokens | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | portfolio | sql | mongodb | Create design tokens for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
757f1b988b2c238fa3e89024 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/SivilTaram/starcoder2-documentation | SivilTaram/starcoder2-documentation | ecommerce | shell | mongodb | Refactor a shell system related to mongodb. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SivilTaram/starcoder2-documentation", "source_url": "https://huggingface.co/datasets/SivilTar... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
acedd11e6204198ed30d2893 | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | cpp | caching | Perform a deep developer-experience analysis for a cpp project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d3ab83e68bfb631b93def121 | train | cli_experience | pypi | https://pypi.org/project/pytest/ | pytest | analytics | typescript | data_engineering | Perform a deep developer-experience analysis for a typescript project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. 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 | |
ed12db2513a9b2b6a1332fc3 | train | dashboard | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | search_interface | sql | kubernetes | Design a production dashboard for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b09585514c68ade27b622876 | train | accessibility_fix | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | documentation | shell | html | Create an accessibility remediation plan for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2f9ed2da845b3f02175b671c | train | refactoring_testability | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | dashboard | sql | distributed_systems | Refactor a sql system related to distributed_systems. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 | |
c88e93d0ae295e6c864b3535 | train | interaction_design | npm | https://www.npmjs.com/package/vue | vue | saas | rust | css | Design interaction states for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
69fd58a90345d86aaa694e9f | train | evidence_chain_analysis | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | ecommerce | kotlin | database | Perform a deep multi-layer analysis of database for a ecommerce 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": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'ionic-team/ionic-framework' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
cb85b9d4fae9c74c7e4f776c | train | design_to_code | stackexchange | https://stackoverflow.com/questions/43034960/many-to-one-and-many-to-many-lstm-examples-in-keras | Many to one and many to many LSTM examples in Keras | search_interface | php | observability | Translate a search_interface design into maintainable php code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Many to one and many to many LSTM examples in Keras", "source_url": "https://stackoverflow.co... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
d1008dc28b8f32491764fa40 | train | build_experience | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | search_interface | kotlin | microservices | Perform a deep developer-experience analysis for a kotlin project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | === 1. 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 | |
a01e209dd1df9616568d0c0c | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/codeparrot/github-code-clean | codeparrot/github-code-clean | ecommerce | swift | nodejs | Refactor a swift system related to nodejs. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/github-code-clean", "source_url": "https://huggingface.co/datasets/codeparrot/gith... | === 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 | |
1931929d19a7aac9ac8f3f83 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/136097/what-is-the-difference-between-staticmethod-and-classmethod-in-python | What is the difference between @staticmethod and @classmethod in Python? | saas | cpp | python | Perform a deep multi-layer analysis of python for a saas using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between @staticmethod and @classmethod in Python?", "source_url": "htt... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'What is the difference between @staticmethod and @classmethod in Python?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
c1661741062cf3bfebfc74aa | train | architecture_analysis | gitlab | https://gitlab.com/divested-mobile/mull-fenix | divested-mobile/mull-fenix | saas | go | sql | Perform a deep multi-layer analysis of sql for a saas 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": "divested-mobile/mull-fenix", "source_url": "https://gitlab.com/divested-mobile/mull-fenix", "... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'divested-mobile/mull-fenix' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
7c031000173078f92a318bc8 | train | debugging | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | ecommerce | c | nlp | Create a realistic c debugging problem involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
cccdbca29ce1cee837a5469f | train | scalability_analysis | github | https://github.com/unionlabs/union | unionlabs/union | saas | php | testing | Perform a deep multi-layer analysis of testing for a saas using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unionlabs/union", "source_url": "https://github.com/unionlabs/union", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'unionlabs/union' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
69dfc14b93c9f62cbb067c09 | train | research_plan | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | blog | javascript | design_system | Build a structured research plan to deeply understand design_system. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of design_system.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
c5ec7fee342f0d6948f5e0ab | train | ux_design | huggingface | https://huggingface.co/datasets/ml6team/the-stack-smol-python | ml6team/the-stack-smol-python | ecommerce | c | open_source | Design the complete UX flow of a ecommerce for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ml6team/the-stack-smol-python", "source_url": "https://huggingface.co/datasets/ml6team/the-st... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
272418661bfabc26931d3050 | train | build_experience | huggingface | https://huggingface.co/datasets/ASSERT-KTH/latent-programming-horizons-trajs | ASSERT-KTH/latent-programming-horizons-trajs | landing_page | dart | user_experience | Perform a deep developer-experience analysis for a dart project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ASSERT-KTH/latent-programming-horizons-trajs", "source_url": "https://huggingface.co/datasets... | === 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 | |
7d7d938616f22d45bbf406a8 | train | architecture_analysis | pypi | https://pypi.org/project/django/ | django | dashboard | ruby | cloud | Perform a deep multi-layer analysis of cloud for a dashboard 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
e28f5dcf14af82e74b174512 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | rust | deep_learning | Perform a deep multi-layer analysis of deep_learning for a portfolio 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
a342bdffe56472a039c900d7 | train | data_structure_design | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | social_app | typescript | nlp | Design a data structure in typescript for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
b04f29ad0e65819bf808ef1e | train | api_developer_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | education | c | serverless | Perform a deep developer-experience analysis for a c project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0e2bceb9385b250c4d21e0e7 | train | documentation_page | stackexchange | https://stackoverflow.com/questions/35537229/how-can-i-update-the-parents-state-in-react | How can I update the parent's state in React? | social_app | dart | data_structures | Design a developer documentation page for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update the parent's state in React?", "source_url": "https://stackoverflow.com/... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
93b7f555a99fc35eacc04802 | train | code_explanation | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | social_app | cpp | testing | Explain a cpp implementation related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
b724abe58c4cb172552db7f5 | train | build_experience | stackexchange | https://stackoverflow.com/questions/4696499/meta-charset-utf-8-vs-meta-http-equiv-content-type | <meta charset="utf-8"> vs <meta http-equiv="Content-Type"> | ecommerce | sql | web_performance | Perform a deep developer-experience analysis for a sql project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<meta charset="utf-8"> vs <meta http-equiv="Content-Type">", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e7c798b40c65cf3ffa403453 | train | refactoring | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | developer_tool | scala | cloud | Create a production coding task in scala for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
66649ce09f57a3dee7e6c772 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | cpp | mongodb | Perform a deep multi-layer analysis of mongodb for a developer_tool using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
92975cf52e2935c550c97a1a | train | system_analysis | stackexchange | https://stackoverflow.com/questions/2610497/change-an-html-inputs-placeholder-color-with-css | Change an HTML input's placeholder color with CSS | portfolio | typescript | database | Perform a deep multi-layer analysis of database for a portfolio using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Change an HTML input's placeholder color with CSS", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'Change an HTML input's placeholder color with CSS' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
05047452ffd6e2aa8745a708 | train | security_analysis | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | finance | go | developer_experience | Perform a deep multi-layer analysis of developer_experience for a finance 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": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | === 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 'simmo/python-fim' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
81d7102b9f4d336c531c0066 | train | repository_comparison | huggingface | https://huggingface.co/datasets/angie-chen55/javascript-github-code | angie-chen55/javascript-github-code | landing_page | dart | cloud | Perform a deep multi-layer analysis of cloud for a landing_page 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": "angie-chen55/javascript-github-code", "source_url": "https://huggingface.co/datasets/angie-ch... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'angie-chen55/javascript-github-code' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
cbdf7d4938a06abeed785f6d | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | swift | fullstack | Perform a deep developer-experience analysis for a swift project involving fullstack. | {"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 | |
59a25eb1932501a5ccbcf33c | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/express | express | search_interface | shell | authorization | Refactor a shell system related to authorization. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
8002172ac1aaccf462ebb743 | train | information_architecture | codeberg | https://codeberg.org/onipa/10-lines-of-python | onipa/10-lines-of-python | landing_page | sql | linux | Design the information architecture for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "onipa/10-lines-of-python", "source_url": "https://codeberg.org/onipa/10-lines-of-python", "so... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
9c98268c07c4bdc2f99b1048 | train | repository_architecture | gitlab | https://gitlab.com/NotRyan_/level-ts | NotRyan_/level-ts | search_interface | swift | fullstack | Perform a deep multi-layer analysis of fullstack for a search_interface 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": "NotRyan_/level-ts", "source_url": "https://gitlab.com/NotRyan_/level-ts", "source_type": "rep... | === 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 'NotRyan_/level-ts' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
d2de209a38b3f11b1ffa8f71 | train | unit_testing | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | portfolio | php | open_source | Create a unit-testing strategy for php code involving open_source. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
f43955f108398167a8a3ec89 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/Tapos-Minmoy/python_programming_questions | Tapos-Minmoy/python_programming_questions | marketplace | rust | software_architecture | Perform a deep multi-layer analysis of software_architecture for a marketplace using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Tapos-Minmoy/python_programming_questions", "source_url": "https://huggingface.co/datasets/Ta... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Tapos-Minmoy/python_programming_questions' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
080bccff00f6463ae9173ba6 | train | accessibility_fix | npm | https://www.npmjs.com/package/hono | hono | dashboard | shell | algorithms | Create an accessibility remediation plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0e6311c5bcbb00a6f2d749b8 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | html | cloud | Perform a deep multi-layer analysis of cloud for a community using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
9d71658450dec7764e7e873b | train | dashboard | github | https://github.com/headroomlabs-ai/headroom | headroomlabs-ai/headroom | analytics | c | database | Design a production dashboard for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "headroomlabs-ai/headroom", "source_url": "https://github.com/headroomlabs-ai/headroom", "sour... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
9ba90922ad59dcf25c2efa3c | train | data_structure_design | gitlab | https://gitlab.com/nfriend/ts-key-enum | nfriend/ts-key-enum | finance | javascript | data_engineering | Design a data structure in javascript for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nfriend/ts-key-enum", "source_url": "https://gitlab.com/nfriend/ts-key-enum", "source_type": ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 |
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