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b5aa056ecf294a49ece99ee3 | train | architecture_analysis | npm | https://www.npmjs.com/package/prettier | prettier | blog | scala | caching | Perform a deep multi-layer analysis of caching 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
2304f0675d319f35d18acb64 | train | documentation_lookup | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | marketplace | python | security | Find and summarize the relevant documentation for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | === RELEVANT DOCS ===
- catamphetamine/javascript-time-ago
https://gitlab.com/catamphetamine/javascript-time-ago
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
850c2d848be988c8eee8a846 | train | ux_analysis | github | https://github.com/D4Vinci/Scrapling | D4Vinci/Scrapling | portfolio | typescript | fullstack | Perform a deep multi-layer analysis of fullstack 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": "D4Vinci/Scrapling", "source_url": "https://github.com/D4Vinci/Scrapling", "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 'D4Vinci/Scrapling' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
8f388034d5739e889f21f4a0 | train | refactoring | gitlab | https://gitlab.com/mattia.bergomi/geneos | mattia.bergomi/geneos | admin_panel | java | javascript | Create a production coding task in java for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattia.bergomi/geneos", "source_url": "https://gitlab.com/mattia.bergomi/geneos", "source_typ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d11f0fb766ddd86eba8447f0 | train | design_review | huggingface | https://huggingface.co/datasets/model-metadata/code_execution_files | model-metadata/code_execution_files | blog | dart | data_structures | Perform a professional design review of a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "model-metadata/code_execution_files", "source_url": "https://huggingface.co/datasets/model-me... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f84a8cedc42cd390f37aad51 | train | developer_onboarding | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | analytics | dart | devops | Perform a deep developer-experience analysis for a dart project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 1. 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 | |
0778e8a0c710b41128a9ae68 | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/israellaguan/axay-javascript-dataset-pn | israellaguan/axay-javascript-dataset-pn | community | css | frontend | Perform a deep multi-layer analysis of frontend for a community using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "israellaguan/axay-javascript-dataset-pn", "source_url": "https://huggingface.co/datasets/isra... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'israellaguan/axay-javascript-dataset-pn' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
0bff51afdad89e79865b5b1d | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/28329382/understanding-unique-keys-for-array-children-in-react-js | Understanding unique keys for array children in React.js | social_app | typescript | javascript | Improve visual hierarchy in a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding unique keys for array children in React.js", "source_url": "https://stackoverfl... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e303cb8b7c72c67eaf062ff4 | train | error_message_design | pypi | https://pypi.org/project/typer/ | typer | documentation | ruby | authorization | Perform a deep developer-experience analysis for a ruby project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
06e3222b32667e45fc67626a | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | swift | nlp | Perform a production code review of swift code related to nlp. | {"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": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
62dafd37f22ea6c0248e395f | train | responsive_website | stackexchange | https://stackoverflow.com/questions/41385059/possible-to-extend-types-in-typescript | Possible to extend types in Typescript? | saas | css | graphql | Design a complete responsive saas for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Possible to extend types in Typescript?", "source_url": "https://stackoverflow.com/questions/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
571497588dcdea07828700cc | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/2496710/writing-to-files-in-node-js | Writing to files in Node.js | landing_page | typescript | debugging | Perform a deep multi-layer analysis of debugging for a landing_page 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": "Writing to files in Node.js", "source_url": "https://stackoverflow.com/questions/2496710/writ... | === 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 'Writing to files in Node.js' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
88ed8d0e345fc6cfd503e792 | train | unit_testing | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | javascript | algorithms | Create a unit-testing strategy for javascript code involving algorithms. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
73fbcae05198df6c3225b5a0 | train | design_system | stackexchange | https://stackoverflow.com/questions/391005/how-can-i-add-html-and-css-into-pdf | How Can I add HTML And CSS Into PDF | education | javascript | debugging | Create a scalable design system for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How Can I add HTML And CSS Into PDF", "source_url": "https://stackoverflow.com/questions/3910... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
a8b0029d8068ff879efbc115 | train | repository_architecture | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | saas | swift | authorization | Perform a deep multi-layer analysis of authorization for a saas 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": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'to-be-continuous/python' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
39179ac13425e27532d3bc97 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | dart | authentication | Perform a deep developer-experience analysis for a dart project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
eed792aee17b9a47c95eaa85 | train | build_experience | stackexchange | https://stackoverflow.com/questions/1098040/checking-if-a-key-exists-in-a-javascript-object | Checking if a key exists in a JavaScript object? | saas | cpp | cloud | Perform a deep developer-experience analysis for a cpp project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Checking if a key exists in a JavaScript object?", "source_url": "https://stackoverflow.com/q... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
68a37d8a0d5c44374b5329b4 | train | refactoring_performance | gitlab | https://gitlab.com/gitlab-org/gitlab-docs | gitlab-org/gitlab-docs | social_app | kotlin | cloud | Refactor a kotlin system related to cloud. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-org/gitlab-docs", "source_url": "https://gitlab.com/gitlab-org/gitlab-docs", "source_t... | === 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 | |
04fc1f0f42c766a2c4448300 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | c | security | Design an accessible form for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
bde128cb293d37b061869c6f | train | source_selection | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | marketplace | html | typescript | Select the most reliable sources to research typescript. | {"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", ... | === 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 | |
97af88cb0af855b536202ab8 | train | html_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | blog | python | redis | Create semantic HTML for a blog about redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | 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 |
69e9d2d1b9ca176dd154bdf1 | train | interaction_design | codeberg | https://codeberg.org/rutgerclaes/2025-advent-of-code-rs | rutgerclaes/2025-advent-of-code-rs | search_interface | swift | database | Design interaction states for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rutgerclaes/2025-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2025-adv... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
182efa6ab4e66b7c5671466f | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/2052390/manually-raising-throwing-an-exception-in-python | Manually raising (throwing) an exception in Python | developer_tool | kotlin | open_source | Perform a deep multi-layer analysis of open_source for a developer_tool using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Manually raising (throwing) an exception in Python", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Manually raising (throwing) an exception in Python' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
c90f90baa31097b941e199d9 | train | developer_experience | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | finance | shell | postgresql | Perform a deep developer-experience analysis for a shell project involving postgresql. | {"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... | === 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 | |
423a22e0926ff9b787ced9de | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | dashboard | html | documentation | Perform a deep multi-layer analysis of documentation for a dashboard 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": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | === 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 'Nishant2414/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
8c3bdbcf9e3d69a3b45c7550 | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | shell | user_experience | Create a realistic shell debugging problem involving 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",... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
ab4742310266827018360b54 | train | visual_hierarchy | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | documentation | typescript | typescript | Improve visual hierarchy in a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e7c8ef5335f201b75ad9ef12 | train | api_developer_experience | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski | UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski | dashboard | typescript | typescript | Perform a deep developer-experience analysis for a typescript project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-Basics-and-git-Hubert-Andrzejewski", "source_url": "https://codeb... | === 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 | |
e2d912b93d9346232dbcaad9 | train | typescript_generation | pypi | https://pypi.org/project/pydantic/ | pydantic | search_interface | python | deep_learning | Implement TypeScript logic for a search_interface. | {"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... | 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 |
9eae96feaa22afe00683bd8a | train | refactoring_modularization | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2018-JavaScript | ccoenen/Advent-of-Code-2018-JavaScript | social_app | typescript | algorithms | Refactor a typescript system related to algorithms. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2018-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | === 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 | |
4d2207f043d5656f0ff9f0a5 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | go | fullstack | Create a production coding task in go for fullstack. | {"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": "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b81ff50ef52368e6150d496b | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | typescript | web_performance | Refactor a typescript system related to web_performance. Focus on refactoring security. | {"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 ===
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 | |
502ae7897329d5f5a28c2eb2 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | sql | database | Design a production API for a database application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
493a697d9640d20aa636b9df | train | data_structure_design | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-inference-examples-40 | NTU-yiwen/code-world-model-inference-examples-40 | education | typescript | backend | Design a data structure in typescript for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-inference-examples-40", "source_url": "https://huggingface.co/data... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
707a7cff631aa7c88155d48d | train | repository_dependency_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | sql | kubernetes | Perform a deep multi-layer analysis of kubernetes for a admin_panel 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
e0ef322f46aed34fc7620e4b | train | dashboard | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | documentation | css | cloud | Design a production dashboard for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
877ae0b99b4bb39c91f428f1 | train | refactoring_scalability | npm | https://www.npmjs.com/package/hono | hono | admin_panel | sql | nextjs | Refactor a sql system related to nextjs. Focus on refactoring scalability. | {"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":... | === 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 | |
8c128a28a667791717728340 | train | ui_design | gitlab | https://gitlab.com/b4ckup/ts-tex | b4ckup/ts-tex | marketplace | css | user_experience | Design a production-quality UI for a marketplace focused on user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "b4ckup/ts-tex", "source_url": "https://gitlab.com/b4ckup/ts-tex", "source_type": "repository"... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
01b9142fb0637d16305907e8 | train | refactoring_readability | gitlab | https://gitlab.com/snowball-dev-group/snowball-bot | snowball-dev-group/snowball-bot | ecommerce | css | ci_cd | Refactor a css 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": "snowball-dev-group/snowball-bot", "source_url": "https://gitlab.com/snowball-dev-group/snowba... | === 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 | |
1df972db92f803ee37011ea1 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 | nickrosh/Evol-Instruct-Code-80k-v1 | saas | swift | caching | Improve visual hierarchy in a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nickrosh/Evol-Instruct-Code-80k-v1", "source_url": "https://huggingface.co/datasets/nickrosh/... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
729ef0084346c3ad43d6c176 | train | debugging | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | education | scala | debugging | Create a realistic scala debugging problem involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
347f59247832455cb66ef757 | train | refactoring_readability | npm | https://www.npmjs.com/package/eslint | eslint | social_app | typescript | frontend | Refactor a typescript system related to frontend. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 | |
bcdaa5a6b03e5540428cf1de | train | html_generation | stackexchange | https://stackoverflow.com/questions/6182315/how-can-i-do-base64-encoding-in-node-js | How can I do Base64 encoding in Node.js? | social_app | python | graphql | Create semantic HTML for a social_app about graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I do Base64 encoding in Node.js?", "source_url": "https://stackoverflow.com/questions... | 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 |
3d259961c0b0302dcd81a121 | train | source_comparison | web_docs | https://docs.docker.com/ | Docker Documentation | documentation | swift | data_structures | Compare multiple sources about data_structures 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === SOURCES ===
- Docker Documentation (https://docs.docker.com/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
... | web-research-coding-5m-1.1.0 | |
db7bc177953fe6eccff7c691 | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | shell | javascript | Design integration tests for a shell system involving javascript. | {"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", "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
31db93dfca7731dd0afebc76 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/open-phi/programming_books_llama | open-phi/programming_books_llama | portfolio | java | cloud | Perform a deep developer-experience analysis for a java project involving cloud. | {"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... | === 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 | |
7c58c0f0cc59fc044c5c05a9 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/31173738/typescript-getting-error-ts2304-cannot-find-name-require | TypeScript getting error TS2304: cannot find name ' require' | productivity | go | database | Refactor a go system related to database. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript getting error TS2304: cannot find name ' require'", "source_url": "https:/... | === 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 | |
147f1d5299f9ec5baa757497 | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/svelte | svelte | education | javascript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 'svelte' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
4b32e65681564df2f2529709 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/hxyscott/mathematical_programming_dataset | hxyscott/mathematical_programming_dataset | analytics | cpp | open_source | Rewrite and improve a vague search query about open_source 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": "hxyscott/mathematical_programming_dataset", "source_url": "https://huggingface.co/datasets/hx... | === ORIGINAL (VAGUE) ===
how to do open_source
=== REWRITTEN QUERIES ===
1. open_source official documentation guide
2. open_source production best practices 2025
3. open_source common pitfalls and solutions
4. open_source architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), s... | web-research-coding-5m-1.1.0 | |
f96ba1590dcb78e36b5f9fb8 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/5189560/how-do-i-squash-my-last-n-commits-together | How do I squash my last N commits together? | marketplace | html | deep_learning | Refactor a html system related to deep_learning. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I squash my last N commits together?", "source_url": "https://stackoverflow.com/questi... | === 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 | |
3d80f0971bcb9ed836c9e618 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | education | java | caching | Create a unit-testing strategy for java code involving caching. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
601ce873be272eff9d982718 | train | research_plan | stackexchange | https://stackoverflow.com/questions/3042437/how-can-i-change-the-commit-author-for-a-single-commit | How can I change the commit author for a single commit? | ecommerce | swift | nextjs | Build a structured research plan to deeply understand nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change the commit author for a single commit?", "source_url": "https://stackoverflo... | === GOAL ===
Produce a reliable, current, and actionable understanding of nextjs.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wit... | web-research-coding-5m-1.1.0 | |
443cccfa0318256c1b238a97 | train | ux_analysis | npm | https://www.npmjs.com/package/react | react | education | scala | microservices | Perform a deep multi-layer analysis of microservices for a education 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'react' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
6f8f22190de9fd26d5776b5a | train | design_system | codeberg | https://codeberg.org/Frido/0ad-tab-style-build-menu | Frido/0ad-tab-style-build-menu | analytics | dart | html | Create a scalable design system for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Frido/0ad-tab-style-build-menu", "source_url": "https://codeberg.org/Frido/0ad-tab-style-buil... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
e4e2057ccba42372df957511 | train | build_experience | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | social_app | shell | docker | Perform a deep developer-experience analysis for a shell project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "source_url": "https://stackoverflow.com/questi... | === 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 | |
138013d00781a8d420ae7634 | train | deployment_experience | gitlab | https://gitlab.com/malware-filter/tracking-filter | malware-filter/tracking-filter | education | python | api_design | Perform a deep developer-experience analysis for a python project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "malware-filter/tracking-filter", "source_url": "https://gitlab.com/malware-filter/tracking-fi... | === 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 |
8dfdd32a0bbd9a0bb764b1e2 | train | design_consistency | web_docs | https://docs.djangoproject.com/ | Django Documentation | productivity | dart | javascript | Audit design consistency across a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
a7e0c61e3ff90cf02803dcdc | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | ruby | software_architecture | Perform a deep developer-experience analysis for a ruby project involving 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... | === 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 | |
0ba713ab1efd9941e86051a6 | train | repository_issue_reasoning | npm | https://www.npmjs.com/package/three | three | education | cpp | backend | Perform a deep multi-layer analysis of backend for a education using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
4e8f18960a138662f8f823ac | train | css_generation | stackexchange | https://stackoverflow.com/questions/3133243/how-do-i-get-the-path-to-the-current-script-with-node-js | How do I get the path to the current script with Node.js? | finance | swift | caching | Create responsive CSS 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 get the path to the current script with Node.js?", "source_url": "https://stackoverf... | 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 |
fe08ff8565986c2526c39c0c | train | performance_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | finance | go | database | Perform a deep multi-layer analysis of database 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
b6409b7b50151a958f79f59d | train | responsive_website | web_docs | https://git-scm.com/doc | Git Documentation | blog | typescript | redis | Design a complete responsive blog for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
d3b7f55c8623b0bdd6cffb25 | train | repository_comparison | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | analytics | c | authorization | Perform a deep multi-layer analysis of authorization for a analytics 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
ce2833e7609b8f6d4a1778d0 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | analytics | html | distributed_systems | Select the most reliable sources to research distributed_systems. | {"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... | === 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 | |
a5e9a982d8a13a4bc687df68 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/1274057/how-do-i-make-git-forget-about-a-file-that-was-tracked-but-is-now-in-gitignore | How do I make Git forget about a file that was tracked, but is now in .gitignore? | blog | rust | debugging | Create design tokens for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make Git forget about a file that was tracked, but is now in .gitignore?", "source_u... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b29a2d35fd55614d10c341fa | train | deployment_experience | codeberg | https://codeberg.org/CryptoJones/120xSocrates | CryptoJones/120xSocrates | portfolio | python | data_engineering | Perform a deep developer-experience analysis for a python project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CryptoJones/120xSocrates", "source_url": "https://codeberg.org/CryptoJones/120xSocrates", "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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a34ab4a74c3b1a4a4b2b907c | train | product_analysis | npm | https://www.npmjs.com/package/axios | axios | landing_page | javascript | nodejs | Perform a deep multi-layer analysis of nodejs 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
f3dfc2883699498743e0fba8 | train | fact_verification | codeberg | https://codeberg.org/rutgerclaes/2025-advent-of-code-rs | rutgerclaes/2025-advent-of-code-rs | finance | c | data_structures | Verify a technical claim about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rutgerclaes/2025-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2025-adv... | === CLAIM ===
A common claim about data_structures.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / conte... | web-research-coding-5m-1.1.0 | |
e4688e1e20c3ba0b90272187 | train | debugging_experience | pypi | https://pypi.org/project/typer/ | typer | documentation | typescript | web_performance | Perform a deep developer-experience analysis for a typescript project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 | |
32dc085c62cea9c2a86793b9 | train | ux_design | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | search_interface | python | react | Design the complete UX flow of a search_interface for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
186257d41a2da8ba4cd8e2bb | train | debugging | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | analytics | sql | authentication | Create a realistic sql debugging problem involving authentication. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
c8a7d1191f2285c73e6c6bef | train | multi_layer_analysis | codeberg | https://codeberg.org/Scratch-Lee/_cargo-index | Scratch-Lee/_cargo-index | marketplace | sql | debugging | Perform a deep multi-layer analysis of debugging for a marketplace 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": "Scratch-Lee/_cargo-index", "source_url": "https://codeberg.org/Scratch-Lee/_cargo-index", "so... | === 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 'Scratch-Lee/_cargo-index' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
e4e21e118ffcd8d5689c0e01 | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | developer_tool | shell | nodejs | Perform a deep multi-layer analysis of nodejs for a developer_tool 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": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'styletts2-community/multilingual-pl-bert' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
4c3930fd953b96123a3cb39f | train | testing_experience | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | marketplace | kotlin | testing | Perform a deep developer-experience analysis for a kotlin project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 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 | |
84bc9a83fd0dd1d2279da9c2 | train | component_design | huggingface | https://huggingface.co/datasets/lijiahao1123/documentation-images | lijiahao1123/documentation-images | marketplace | html | kubernetes | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lijiahao1123/documentation-images", "source_url": "https://huggingface.co/datasets/lijiahao11... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6544c33a269dde2b9d1048f5 | train | architecture_analysis | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | landing_page | swift | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a landing_page 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": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === 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 'ionic-team/ionic-framework' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
d19f45bbe146186373cd3744 | train | refactoring_api | npm | https://www.npmjs.com/package/jest | jest | developer_tool | go | data_engineering | Refactor a go system related to data_engineering. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
fe5398d2893c4adfd7f11ce5 | train | design_components | web_docs | https://docs.python.org/3/ | Python Documentation | blog | typescript | microservices | Create a component architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
8a40d0795cd79ddecbcc6c57 | train | ux_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | landing_page | css | user_experience | Design the complete UX flow of a landing_page for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan", "source_url": "https://codeberg.org... | 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 | |
e173182ff43e0866a78429cd | train | component_design | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | finance | css | web_performance | Design reusable UI components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jan-hq/multiturn_programming_binarized", "source_url": "https://huggingface.co/datasets/jan-h... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
8447b09668ef01bb86768ee9 | train | build_experience | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | admin_panel | typescript | nodejs | Perform a deep developer-experience analysis for a typescript project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 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 | |
7e61cb5cf5a09ccdc8e241e8 | train | deep_technical_analysis | npm | https://www.npmjs.com/package/hono | hono | developer_tool | kotlin | security | Perform a deep multi-layer analysis of security for a developer_tool using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
32e9ca0bb6e614a7e64f7c9a | train | error_message_design | pypi | https://pypi.org/project/pydantic/ | pydantic | landing_page | dart | software_architecture | Perform a deep developer-experience analysis for a dart project involving software_architecture. | {"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 | |
50c8c02c708d7a46668acf84 | train | multi_hop_research | npm | https://www.npmjs.com/package/prettier | prettier | documentation | go | deep_learning | Perform multi-hop research about deep_learning: 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === HOP 1 ===
Start at: prettier
https://www.npmjs.com/package/prettier
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.
=== SY... | web-research-coding-5m-1.1.0 | |
1b78e7cfd8dc4c6b055c3d70 | train | dashboard | gitlab | https://gitlab.com/nanuchi/python-programming | nanuchi/python-programming | developer_tool | ruby | react | Design a production dashboard for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nanuchi/python-programming", "source_url": "https://gitlab.com/nanuchi/python-programming", "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
f9f22b01a9250ee24ac70c5b | train | root_cause_analysis | npm | https://www.npmjs.com/package/express | express | community | cpp | observability | Perform a deep multi-layer analysis of observability for a community 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
de4266f3314d1d05d43c0d9d | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | javascript | observability | Perform a deep developer-experience analysis for a javascript project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0039ac42dab69de420da2a83 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/44206782/do-i-commit-the-package-lock-json-file-created-by-npm-5 | Do I commit the package-lock.json file created by npm 5? | saas | typescript | serverless | Perform a deep developer-experience analysis for a typescript project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Do I commit the package-lock.json file created by npm 5?", "source_url": "https://stackoverfl... | === 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 | |
89ccacfbf4a468be714eff0d | train | repository_architecture | github | https://github.com/ant-design/ant-design | ant-design/ant-design | ecommerce | go | microservices | Perform a deep multi-layer analysis of microservices for a ecommerce using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'ant-design/ant-design' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
599a2b66f81cfa942acbcb7f | train | search_query_rewrite | codeberg | https://codeberg.org/amkaii/.cs-webapi | amkaii/.cs-webapi | ecommerce | c | authorization | Rewrite and improve a vague search query about authorization 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": "amkaii/.cs-webapi", "source_url": "https://codeberg.org/amkaii/.cs-webapi", "source_type": "r... | === ORIGINAL (VAGUE) ===
how to do authorization
=== REWRITTEN QUERIES ===
1. authorization official documentation guide
2. authorization production best practices 2025
3. authorization common pitfalls and solutions
4. authorization architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
e736f7b9d1c3973cc02f74f7 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | typescript | user_experience | Refactor a typescript system related to user_experience. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 | |
542316938268dacd4c09c842 | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | swift | nlp | Verify a technical claim about nlp. | {"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",... | === CLAIM ===
A common claim about nlp.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-dependent... | web-research-coding-5m-1.1.0 | |
53c498ac6d889fb3c89c1030 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined | Is there a way to check for both `null` and `undefined`? | ecommerce | rust | cloud | Refactor a rust system related to cloud. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to check for both `null` and `undefined`?", "source_url": "https://stackoverfl... | === 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 | |
cb0ea156edf729be37ceddb1 | train | deep_technical_analysis | github | https://github.com/headroomlabs-ai/headroom | headroomlabs-ai/headroom | dashboard | java | debugging | Perform a deep multi-layer analysis of debugging for a dashboard 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": "headroomlabs-ai/headroom", "source_url": "https://github.com/headroomlabs-ai/headroom", "sour... | === 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 'headroomlabs-ai/headroom' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
d525eac427325182217d77ce | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | rust | typescript | Refactor a rust system related to typescript. Focus on refactoring api. | {"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 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 | |
46eb9fa5d557e69e61102219 | train | web_search_query | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | portfolio | sql | linux | Write an effective web search query to research the topic: linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === QUERY ===
linux best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- linux
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | web-research-coding-5m-1.1.0 | |
ce5c018a1e266a353f0733db | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | search_interface | html | typescript | Perform a deep multi-layer analysis of typescript 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": "Difference between "git add -A" and "git add ."", "source_url": "https://... | === 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 'Difference between "git add -A" and "git add ."' as a source anchor a... | web-research-coding-5m-1.1.0 | |
6254489464250fcf3200c10f | train | security_review | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | productivity | typescript | rest_api | Perform a security review of a productivity application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
6adc0d07f5b404a80e093848 | train | ux_design | npm | https://www.npmjs.com/package/zod | zod | ecommerce | shell | 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": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | 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 | |
280214a5bb1b5feb1eacbb21 | train | css_generation | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | analytics | css | debugging | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "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 |
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