id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
19cea8521ef2ed12c2bc9260 | train | multi_hop_research | codeberg | https://codeberg.org/airbauer/_cargo-index | airbauer/_cargo-index | education | typescript | web_performance | Perform multi-hop research about web_performance: 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": "airbauer/_cargo-index", "source_url": "https://codeberg.org/airbauer/_cargo-index", "source_t... | === HOP 1 ===
Start at: airbauer/_cargo-index
https://codeberg.org/airbauer/_cargo-index
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 wor... | web-research-coding-5m-1.1.0 | |
56f865ed52fee70206576fa0 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/huggingface/documentation-images | huggingface/documentation-images | finance | cpp | sql | Refactor a cpp system related to sql. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface/documentation-images", "source_url": "https://huggingface.co/datasets/huggingface... | === 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 | |
92bec2d037913c039bdf6a6d | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | community | typescript | testing | Classify the search intent for a query about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | === 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 ===
"testing vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
56873db04de3e584360e1320 | train | css_generation | github | https://github.com/leonardomso/33-js-concepts | leonardomso/33-js-concepts | education | go | testing | Create responsive CSS for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leonardomso/33-js-concepts", "source_url": "https://github.com/leonardomso/33-js-concepts", "... | 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 |
363a4d6c422785c0ca4a95a9 | train | developer_onboarding | huggingface | https://huggingface.co/datasets/Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | Lots-of-LoRAs/task718_mmmlu_answer_generation_machine_learning | documentation | c | nlp | Perform a deep developer-experience analysis for a c project involving nlp. | {"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. 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 | |
cbc0fb05e9244437f069e8b3 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | landing_page | shell | distributed_systems | Refactor a shell system related to distributed_systems. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 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 | |
eb27a1514919e1f492547c07 | train | upgrade_experience | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | analytics | c | software_architecture | Perform a deep developer-experience analysis for a c project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "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 | |
5c2e20503da7e3a67925ccbc | train | responsive_website | codeberg | https://codeberg.org/amkaii/.cs-webapi | amkaii/.cs-webapi | productivity | php | authentication | Design a complete responsive productivity for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amkaii/.cs-webapi", "source_url": "https://codeberg.org/amkaii/.cs-webapi", "source_type": "r... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
a2aeff717f4e00ddac456281 | train | refactoring_readability | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | html | fullstack | Refactor a html system related to fullstack. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve 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 | |
2a4a5b57cc1e50f18b54d6f2 | train | ux_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | ecommerce | sql | nextjs | Perform a deep multi-layer analysis of nextjs 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
3caeb4d86562667afe7ddc29 | train | documentation_page | gitlab | https://gitlab.com/mbitsnbites/soundbox | mbitsnbites/soundbox | finance | typescript | serverless | Design a developer documentation page for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mbitsnbites/soundbox", "source_url": "https://gitlab.com/mbitsnbites/soundbox", "source_type"... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ace50d8e52cdf928866d412c | train | refactoring_security | pypi | https://pypi.org/project/numpy/ | numpy | portfolio | typescript | developer_experience | Refactor a typescript system related to developer_experience. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 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 | |
d8a50a2047bdff1b5644ebbb | train | refactoring_api | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | search_interface | cpp | serverless | Refactor a cpp system related to serverless. Focus on refactoring api. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
6be0342ded37ffbc05c4755c | train | dashboard | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | saas | dart | open_source | Design a production dashboard for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "source_type"... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
17c77879da7cc80ea1ac0634 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/12827266/get-and-set-in-typescript | get and set in TypeScript | portfolio | c | mongodb | Perform multi-hop research about mongodb: 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": "get and set in TypeScript", "source_url": "https://stackoverflow.com/questions/12827266/get-a... | === HOP 1 ===
Start at: get and set in TypeScript
https://stackoverflow.com/questions/12827266/get-and-set-in-typescript
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 issue... | web-research-coding-5m-1.1.0 | |
686b0d7f82f3b2bb0ad270f0 | train | refactoring_scalability | github | https://github.com/DavidHDev/react-bits | DavidHDev/react-bits | education | html | deep_learning | Refactor a html system related to deep_learning. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DavidHDev/react-bits", "source_url": "https://github.com/DavidHDev/react-bits", "source_type"... | === 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 | |
49129d90e9ed3335301fd4fd | train | design_accessibility | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | community | css | testing | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
9a1055881f6ed47a2e071d16 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/learning-machine-inc/bbh-cot-opus5 | learning-machine-inc/bbh-cot-opus5 | social_app | go | frontend | Perform a deep developer-experience analysis for a go project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/bbh-cot-opus5", "source_url": "https://huggingface.co/datasets/learning-... | === 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 | |
903124f066fd02f6fde8b504 | train | seo_fix | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | ruby | typescript | Create an SEO improvement plan for a blog about typescript. | {"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": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
1034b8c92048f32f11b464eb | train | html_generation | 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? | dashboard | php | data_engineering | Create semantic HTML for a dashboard about data_engineering. | {"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": "... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
3d228b18cdd88f0c4436d94a | train | performance_fix | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data | Human-Centric-Machine-Learning/strategic-ttc-data | productivity | typescript | algorithms | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/strategic-ttc-data", "source_url": "https://huggingface.co/dat... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
ffeddbae4941a6975a7ebf3b | train | performance_fix | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-zsm-bitextmining | puttatidam/software-documentation-zsm-bitextmining | social_app | shell | devops | Create a web-performance optimization plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-zsm-bitextmining", "source_url": "https://huggingface.co/da... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
9327c817d29b60b013505be7 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | rust | css | Refactor a rust system related to css. Focus on refactoring legacy code. | {"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... | === 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 | |
a113bae8f1ac416347cc31ae | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/14220321/how-do-i-return-the-response-from-an-asynchronous-call | How do I return the response from an asynchronous call? | social_app | dart | frontend | 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": "How do I return the response from an asynchronous call?", "source_url": "https://stackoverflo... | 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 |
cbf8b503404f5186848c3467 | train | ui_design | codeberg | https://codeberg.org/VE3VVS/_cargo-index | VE3VVS/_cargo-index | marketplace | scala | web_accessibility | Design a production-quality UI for a marketplace focused on web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "VE3VVS/_cargo-index", "source_url": "https://codeberg.org/VE3VVS/_cargo-index", "source_type"... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
d61c7addb66d26bafa8914c9 | train | design_review | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | analytics | java | fullstack | Perform a professional design review of 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", ... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
49b24404552522ce9f6d4152 | train | refactoring_modularization | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | documentation | shell | nextjs | Refactor a shell system related to nextjs. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | === 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 | |
726df1cc4278578a54fb3314 | train | web_search_query | stackexchange | https://stackoverflow.com/questions/1946426/html-5-is-it-br-br-or-br | HTML 5: Is it <br>, <br/>, or <br />? | saas | c | deep_learning | Write an effective web search query to research the topic: deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML 5: Is it <br>, <br/>, or <br />?", "source_url": "https://stackoverflo... | === QUERY ===
deep_learning best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- deep_learning
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
5de999d0d09da319a571eb41 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/StarsMakeGalaxy/competitive-programming-curated-600 | StarsMakeGalaxy/competitive-programming-curated-600 | ecommerce | swift | ci_cd | Refactor a swift 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": "StarsMakeGalaxy/competitive-programming-curated-600", "source_url": "https://huggingface.co/d... | === 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 | |
0bd0e742ea2d067026de307c | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | ruby | computer_vision | Perform a professional design review of a finance. | {"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 | |
e31ede5d15093f96b2307fe1 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | finance | swift | computer_vision | Refactor a swift system related to computer_vision. Focus on refactoring performance. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c1c6dd8a35fd135da204c54e | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | java | python | Refactor a java system related to python. Focus on refactoring maintainability. | {"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": "... | === 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 | |
09bc61753e4898c54af02486 | train | unit_testing | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | search_interface | javascript | javascript | Create a unit-testing strategy for javascript code involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3101dbb755952eb3ef9b51ec | train | design_review | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | saas | rust | web_performance | Perform a professional design review of a saas. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
a3ce39029ec2506accd70b61 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | sql | data_structures | Find and summarize the relevant documentation for data_structures. | {"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... | === RELEVANT DOCS ===
- JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
- 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 wher... | web-research-coding-5m-1.1.0 | |
fc5ce72b8395cebb2d86a066 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/32553158/detect-click-outside-react-component | Detect click outside React component | community | typescript | sql | Perform a deep multi-layer analysis of sql for a community 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": "Detect click outside React component", "source_url": "https://stackoverflow.com/questions/325... | === 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 'Detect click outside React component' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
8bdc552abee9e32fd510394c | train | debugging | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | blog | go | sql | Create a realistic go debugging problem involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
0f860bc3e6d4a66a8a7f6465 | train | security_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | portfolio | ruby | security | Perform a deep multi-layer analysis of security for a portfolio 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
26204d016c3874ce8388fb80 | train | repository_understanding | pypi | https://pypi.org/project/uvicorn/ | uvicorn | analytics | rust | ci_cd | Perform a deep multi-layer analysis of ci_cd for a analytics 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": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
478fcf3d56a4f6c6ef6b167b | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | shell | sql | Perform a deep developer-experience analysis for a shell project involving sql. | {"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. 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 | |
f349a9f3e79bef144d01d59f | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | go | devops | Perform multi-hop research about devops: 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === HOP 1 ===
Start at: Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
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... | web-research-coding-5m-1.1.0 | |
554a9628b601d9f3d8a7a28a | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | css | caching | Explain a css implementation related to caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e9e01d5ae80d740ea167a3df | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/11177954/how-do-i-completely-uninstall-node-js-and-reinstall-from-beginning-mac-os-x | How do I completely uninstall Node.js, and reinstall from beginning (Mac OS X) | saas | kotlin | documentation | Perform a deep multi-layer analysis of documentation for a saas 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 do I completely uninstall Node.js, and reinstall from beginning (Mac OS X)", "source_url"... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'How do I completely uninstall Node.js, and reinstall from beginning (Mac OS X)' as ... | web-research-coding-5m-1.1.0 | |
a291d5fceaa429fb13ca8684 | train | refactoring_testability | npm | https://www.npmjs.com/package/svelte | svelte | dashboard | kotlin | web_accessibility | Refactor a kotlin system related to web_accessibility. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
86fcae89a4f774bca6b0aac8 | train | react_generation | pypi | https://pypi.org/project/pydantic/ | pydantic | ecommerce | typescript | nlp | Design React components for a ecommerce. | {"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... | 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 |
44ea27b91ef3cb49e90d98ae | train | repository_documentation | github | https://github.com/webpack/webpack | webpack/webpack | productivity | shell | redis | Perform a deep multi-layer analysis of redis for a productivity using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack/webpack", "source_url": "https://github.com/webpack/webpack", "source_type": "reposit... | === 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 'webpack/webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
96f12bf5c3ee9952d5943e72 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | search_interface | scala | python | Perform a deep multi-layer analysis of python for a search_interface using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | === 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 'joey234/mmlu-machine_learning-verbal-neg-prepend' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
b5cc0a8e42cb3cdfb0d499e1 | train | seo_fix | pypi | https://pypi.org/project/pandas/ | pandas | saas | css | rest_api | Create an SEO improvement plan for a saas about rest_api. | {"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":... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
bf21b641e5486d241928f515 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | finance | javascript | distributed_systems | Refactor a javascript system related to distributed_systems. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
32c2c7e70fcda35d3d91be63 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/20035101/why-does-my-javascript-code-receive-a-no-access-control-allow-origin-header-i | Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header is present on the requested resource" error, while Postman does not? | marketplace | dart | machine_learning | Refactor a dart system related to machine_learning. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header i... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
294148402a504920ca440ad6 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/47012169/a-component-is-changing-an-uncontrolled-input-of-type-text-to-be-controlled-erro | A component is changing an uncontrolled input of type text to be controlled error in ReactJS | productivity | go | mongodb | Refactor a go system related to mongodb. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "A component is changing an uncontrolled input of type text to be controlled error in ReactJS"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
d08c0c955359fbe2850db055 | train | search_intent_classification | pypi | https://pypi.org/project/pytest/ | pytest | documentation | rust | javascript | Classify the search intent for a query about javascript. | {"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":... | === 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 ===
"javascript vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
b5b59f419980134726558c2c | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | cpp | fullstack | Perform a deep developer-experience analysis for a cpp project involving fullstack. | {"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 | |
d3f7714813c15c0bba4ebbad | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/31284169/parse-error-adjacent-jsx-elements-must-be-wrapped-in-an-enclosing-tag | Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag | community | c | computer_vision | Refactor a c system related to computer_vision. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag", "source_url": "https... | === 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 | |
c2f0f18b5d81d91072135e43 | train | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | c | backend | Create responsive CSS for a dashboard. | {"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 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 |
e61339daf0c52bb6cbf9b3d8 | train | typescript_generation | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | developer_tool | css | fullstack | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | 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 |
2c2588fb6df36816749b1b4b | train | system_analysis | huggingface | https://huggingface.co/datasets/WillHeld/paloma_programming_languages | WillHeld/paloma_programming_languages | documentation | rust | user_experience | Perform a deep multi-layer analysis of user_experience 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": "WillHeld/paloma_programming_languages", "source_url": "https://huggingface.co/datasets/WillHe... | === 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 'WillHeld/paloma_programming_languages' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
63a191ca5d2fe11fff1f9de6 | train | refactoring_modularization | pypi | https://pypi.org/project/torch/ | torch | marketplace | html | software_architecture | Refactor a html system related to software_architecture. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
8912e2cf711a21924051e9c6 | train | refactoring_scalability | web_docs | https://docs.python.org/3/ | Python Documentation | analytics | cpp | debugging | Refactor a cpp system related to debugging. Focus on refactoring scalability. | {"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... | === 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 | |
e5e8a6afa77a9ae56a1d51a1 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | dart | testing | Create an SEO improvement plan for a analytics about testing. | {"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 | |
60fcaf43181183069e6ecad6 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input | React - changing an uncontrolled input | community | java | redis | Refactor a java system related to redis. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React - changing an uncontrolled input", "source_url": "https://stackoverflow.com/questions/3... | === 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 | |
a9c16b4a0262d71292f538eb | train | responsive_design | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | social_app | ruby | documentation | Create a responsive design strategy for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "source_url": "https://huggingface.co/datasets/... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
b4117ae539896137fb740c59 | train | security_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | marketplace | java | javascript | Perform a deep multi-layer analysis of javascript for a marketplace 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
aae3a1334a6caaee0d80b40c | train | form_ui | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | analytics | css | software_architecture | Design an accessible form for software_architecture. | {"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 labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
98a38853b4a8dcf4370dedcd | train | technical_research | web_docs | https://docs.djangoproject.com/ | Django Documentation | marketplace | shell | react | Perform a technical research task about react, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === SCOPE ===
Technical behavior of react.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Django Documentation (https://docs.djangoproject.com/)
- Official ... | web-research-coding-5m-1.1.0 | |
e5635b26b21c24e562d40b53 | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | education | sql | authentication | Design a production-quality UI for a education focused on authentication. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
3b8b41dff76c9ceb8c493ee3 | train | documentation_experience | pypi | https://pypi.org/project/requests/ | requests | finance | php | sql | Perform a deep developer-experience analysis for a php project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. 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 | |
69470eb0b8cd4419d1768767 | train | seo_fix | stackexchange | https://stackoverflow.com/questions/43237124/what-is-the-role-of-flatten-in-keras | What is the role of "Flatten" in Keras? | community | java | developer_experience | Create an SEO improvement plan for a community about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the role of "Flatten" in Keras?", "source_url": "https://stackoverflow.com/... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
fc6c742d7f847af5a24cb72d | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/12702548/constructor-overload-in-typescript | Constructor overload in TypeScript | search_interface | rust | linux | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Constructor overload in TypeScript", "source_url": "https://stackoverflow.com/questions/12702... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e11edde3b68812fe25fa4391 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/learning-machine-inc/bbh-cot-opus5 | learning-machine-inc/bbh-cot-opus5 | blog | sql | serverless | Create an accessibility remediation plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/bbh-cot-opus5", "source_url": "https://huggingface.co/datasets/learning-... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
100c637d0c8cb4632e1bce0a | train | dx_analysis | huggingface | https://huggingface.co/datasets/xDiT/documentation-images | xDiT/documentation-images | saas | css | data_structures | Perform a deep developer-experience analysis for a css project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "xDiT/documentation-images", "source_url": "https://huggingface.co/datasets/xDiT/documentation... | === 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 | |
0b1ecff52e5755b4fbddd540 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | developer_tool | php | devops | Find and summarize the relevant documentation for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === RELEVANT DOCS ===
- Reset23/the-stack-v2-new-python
https://huggingface.co/datasets/Reset23/the-stack-v2-new-python
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences an... | web-research-coding-5m-1.1.0 | |
17784606c3c695864f525fe4 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | typescript | sql | Perform a production code review of typescript code related to sql. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
7ae3f09185f6949aed4ef144 | train | refactoring_readability | github | https://github.com/vercel/hyper | vercel/hyper | education | cpp | authorization | Refactor a cpp system related to authorization. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === 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 | |
41eecd4fb1e62f094eb617e3 | train | design_review | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | c | cloud | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
c25b317f03d28b34582a88ef | train | react_generation | huggingface | https://huggingface.co/datasets/jeffmeloy/python_documentation_code | jeffmeloy/python_documentation_code | productivity | ruby | nodejs | 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": "jeffmeloy/python_documentation_code", "source_url": "https://huggingface.co/datasets/jeffmelo... | 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 |
596134d9c2af84c6b03169fe | train | upgrade_experience | pypi | https://pypi.org/project/gradio/ | gradio | ecommerce | kotlin | docker | Perform a deep developer-experience analysis for a kotlin project involving docker. | {"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. 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 | |
6e9f8bce509929ac009767ee | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | html | ci_cd | Perform a deep multi-layer analysis of ci_cd for a search_interface 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
bf5749651faa11a3222565e4 | train | refactoring_observability | gitlab | https://gitlab.com/roth1002/awesome-javascript | roth1002/awesome-javascript | admin_panel | sql | javascript | Refactor a sql system related to javascript. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "roth1002/awesome-javascript", "source_url": "https://gitlab.com/roth1002/awesome-javascript",... | === 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 | |
dc962ed2bc703b7df6fda63c | train | web_search_query | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | saas | swift | html | Write an effective web search query to research the topic: html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | === QUERY ===
html best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- html
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained r... | web-research-coding-5m-1.1.0 | |
2bc65d4a5f29d31dc782073e | train | deep_technical_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | landing_page | javascript | css | Perform a deep multi-layer analysis of css for a landing_page using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
8809bbc0098b129e15f1c567 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | javascript | testing | Rewrite and improve a vague search query about testing 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === ORIGINAL (VAGUE) ===
how to do testing
=== REWRITTEN QUERIES ===
1. testing official documentation guide
2. testing production best practices 2025
3. testing common pitfalls and solutions
4. testing architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
12917c7075e6110d69a0a817 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | education | html | typescript | Perform a deep multi-layer analysis of typescript for a education 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": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'NJU-LINK/CodeTraceBench' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
9043be0e1ef24522843be8b3 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | go | python | Perform a deep developer-experience analysis for a go project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 | |
c74df4865458041a0bbb807e | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/54069253/the-usestate-set-method-is-not-reflecting-a-change-immediately | The useState set method is not reflecting a change immediately | portfolio | javascript | documentation | Perform a deep multi-layer analysis of documentation for a portfolio 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": "The useState set method is not reflecting a change immediately", "source_url": "https://stack... | === 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 'The useState set method is not reflecting a change immediately' as a source anchor ... | web-research-coding-5m-1.1.0 | |
7ec263ad61fb6d832b7f70a9 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/31284169/parse-error-adjacent-jsx-elements-must-be-wrapped-in-an-enclosing-tag | Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag | saas | css | distributed_systems | Perform a deep developer-experience analysis for a css project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag", "source_url": "https... | === 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 | |
e238d2f38ae2145404374868 | train | error_message_design | pypi | https://pypi.org/project/uvicorn/ | uvicorn | search_interface | javascript | developer_experience | Perform a deep developer-experience analysis for a javascript project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d4ecb39c9599c92edee5340b | train | refactoring_readability | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-11 | GudduButt/schemaforge-ai-and-machine-learning-11 | landing_page | dart | ci_cd | Refactor a dart system related to ci_cd. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-11", "source_url": "https://huggingface.co/data... | === 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 | |
a11ea1dea066e06082d208f8 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | scala | user_experience | Refactor a scala system related to user_experience. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f63fb82957f69a7ad8fbe0c6 | train | design_to_code | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | java | docker | Translate a social_app design into maintainable java code. | {"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... | 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 | |
ce65990498b8b7727c305c19 | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | java | security | Perform a deep multi-layer analysis of security for a education 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
c674db9550ffa5ff30a2f239 | train | local_development_experience | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | documentation | ruby | docker | Perform a deep developer-experience analysis for a ruby project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | === 1. 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 | |
1814c3f39eb4d1d6b9c11998 | train | refactoring_maintainability | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | portfolio | go | data_structures | Refactor a go system related to data_structures. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transist.or/125kHz-door", "source_url": "https://codeberg.org/transist.or/125kHz-door", "sour... | === 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 | |
cfddf760aaed769b1d92ac23 | train | source_selection | gitlab | https://gitlab.com/juliensimon/awsmlmap | juliensimon/awsmlmap | developer_tool | kotlin | frontend | Select the most reliable sources to research frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "juliensimon/awsmlmap", "source_url": "https://gitlab.com/juliensimon/awsmlmap", "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 | |
88ed09d2d55346e352065a9b | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | css | software_architecture | Summarize the current state of knowledge about software_architecture. | {"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 ===
software_architecture 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 (ht... | web-research-coding-5m-1.1.0 | |
23626c5bc3671dc521bc6eea | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | portfolio | scala | software_architecture | Find and summarize the relevant documentation for software_architecture. | {"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... | === RELEVANT DOCS ===
- JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
- 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 wher... | web-research-coding-5m-1.1.0 | |
147822c75bb01e9d5a6dd706 | train | evidence_extraction | npm | https://www.npmjs.com/package/webpack | webpack | education | kotlin | web_accessibility | Extract verifiable evidence about web_accessibility from the given source. | {"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... | === SOURCE ===
webpack
https://www.npmjs.com/package/webpack
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environme... | web-research-coding-5m-1.1.0 | |
7d35356722871ce37fae69b7 | train | documentation_page | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | blog | sql | open_source | Design a developer documentation page for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
d7526dd462973554e35e85d4 | train | security_analysis | codeberg | https://codeberg.org/manminusone/20x2chi-slides | manminusone/20x2chi-slides | social_app | c | web_performance | Perform a deep multi-layer analysis of web_performance for a social_app using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "manminusone/20x2chi-slides", "source_url": "https://codeberg.org/manminusone/20x2chi-slides",... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'manminusone/20x2chi-slides' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
2cb401738cabc0b64adc63da | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | productivity | kotlin | postgresql | Create a responsive design strategy for a productivity. | {"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",... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 |
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