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9c32584752c54d48f6bd2bb0 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/10732690/offsetting-an-html-anchor-to-adjust-for-fixed-header | offsetting an html anchor to adjust for fixed header | social_app | dart | kubernetes | Perform a deep multi-layer analysis of kubernetes for a social_app using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "offsetting an html anchor to adjust for fixed header", "source_url": "https://stackoverflow.c... | === 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 'offsetting an html anchor to adjust for fixed header' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
3421a7fb966b2a1ef4de922c | train | interaction_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | education | javascript | javascript | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
f09dbc4bd3d9ca1afd7f4d08 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | css | user_experience | Perform a deep multi-layer analysis of user_experience for a education 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
1d865b1b62691beaaa543cbe | train | ui_design | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | finance | typescript | algorithms | Design a production-quality UI for a finance focused on algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
b1bcbc396464e02cf05f127d | train | refactoring_scalability | npm | https://www.npmjs.com/package/vitest | vitest | portfolio | javascript | authorization | Refactor a javascript system related to authorization. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
eed4369e284c47d773f831da | train | search_query_rewrite | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron | UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron | marketplace | css | 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": "UI-Programming-23-24/01-Web-basic-and-git-practical-Brandon-Cameron", "source_url": "https://... | === 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 | |
6ee3e1caa12e97ed665fb741 | train | ui_design | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | ecommerce | shell | user_experience | Design a production-quality UI for a ecommerce focused on user_experience. | {"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... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
be0c5d71c78123a5c902a739 | train | performance_fix | huggingface | https://huggingface.co/datasets/SciCodePile/SciCode-Programming-Problems | SciCodePile/SciCode-Programming-Problems | landing_page | python | open_source | Create a web-performance optimization plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCodePile/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/Sci... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
df6085596b6211f27ad20161 | train | deployment_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | search_interface | javascript | serverless | Perform a deep developer-experience analysis for a javascript project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 | |
2cbd954905d5ffe0dbb2a99d | train | form_ui | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | admin_panel | python | fullstack | Design an accessible form for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a37c5bb7367ffa38faca527c | train | ux_analysis | npm | https://www.npmjs.com/package/eslint | eslint | portfolio | javascript | postgresql | Perform a deep multi-layer analysis of postgresql 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
a107df61290df7065397d999 | train | performance_fix | npm | https://www.npmjs.com/package/webpack | webpack | blog | c | backend | Create a web-performance optimization plan for a blog. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
111a25c9e9ddfca67131028f | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/510348/how-do-i-make-a-time-delay | How do I make a time delay? | admin_panel | php | microservices | Perform a deep developer-experience analysis for a php project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a time delay?", "source_url": "https://stackoverflow.com/questions/510348/how-d... | === 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 | |
2e54a4a042b984eb194724c3 | train | dx_analysis | npm | https://www.npmjs.com/package/vue | vue | social_app | php | css | Perform a deep developer-experience analysis for a php project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 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 | |
d61b8f6371e5570dba707a0f | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/336859/var-functionname-function-vs-function-functionname | var functionName = function() {} vs function functionName() {} | developer_tool | html | user_experience | Perform a deep developer-experience analysis for a html project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "var functionName = function() {} vs function functionName() {}", "source_url": "https://stack... | === 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 | |
05b060ed1563c86ad3918676 | train | refactoring_api | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans | arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans | finance | css | user_experience | Refactor a css system related to user_experience. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans", "source_url": "https://huggingfa... | === 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 | |
b4264482d23220859a7e8200 | train | api_design | huggingface | https://huggingface.co/datasets/kloodia/javascript_200k | kloodia/javascript_200k | marketplace | scala | ci_cd | Design a production API for a ci_cd application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kloodia/javascript_200k", "source_url": "https://huggingface.co/datasets/kloodia/javascript_2... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
1f1a4989c411407c50acaf06 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | css | testing | Refactor a css system related to testing. Focus on refactoring legacy code. | {"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 ===
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 | |
3404723dc0c638bbfb7a044b | train | deep_technical_analysis | gitlab | https://gitlab.com/nct_tso_public/nonrigid-data-generation-pipeline | nct_tso_public/nonrigid-data-generation-pipeline | portfolio | scala | authorization | Perform a deep multi-layer analysis of authorization for a portfolio 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": "nct_tso_public/nonrigid-data-generation-pipeline", "source_url": "https://gitlab.com/nct_tso_... | === 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 'nct_tso_public/nonrigid-data-generation-pipeline' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
08b727cc27469631a4d2fa49 | train | responsive_website | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | admin_panel | dart | frontend | Design a complete responsive admin_panel for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
cac047117b1aa62db90f017d | train | architecture_analysis | gitlab | https://gitlab.com/gorlapraveen/TheLearningDocumentationProject | gorlapraveen/TheLearningDocumentationProject | marketplace | typescript | typescript | Perform a deep multi-layer analysis of typescript for a marketplace 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": "gorlapraveen/TheLearningDocumentationProject", "source_url": "https://gitlab.com/gorlapraveen... | === 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 'gorlapraveen/TheLearningDocumentationProject' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
300d4c6c468628c1f7976845 | train | technical_research | gitlab | https://gitlab.com/robocup-sim/JaSMIn | robocup-sim/JaSMIn | developer_tool | ruby | algorithms | Perform a technical research task about algorithms, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "robocup-sim/JaSMIn", "source_url": "https://gitlab.com/robocup-sim/JaSMIn", "source_type": "r... | === SCOPE ===
Technical behavior of algorithms.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- robocup-sim/JaSMIn (https://gitlab.com/robocup-sim/JaSMIn)
- ... | web-research-coding-5m-1.1.0 | |
e7285f32deba762207c64578 | train | local_development_experience | huggingface | https://huggingface.co/datasets/crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | documentation | java | design_system | Perform a deep developer-experience analysis for a java project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-s... | === 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 | |
d7164c59aea7ceae970a194f | train | testing_experience | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | productivity | css | authentication | Perform a deep developer-experience analysis for a css project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === 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 | |
336333a7506f7128e144869e | train | design_tokens | pypi | https://pypi.org/project/scrapy/ | scrapy | dashboard | kotlin | data_engineering | Create design tokens for a dashboard. | {"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":... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b7ab044a525fc9bf1118c5e1 | train | visual_hierarchy | pypi | https://pypi.org/project/transformers/ | transformers | ecommerce | cpp | distributed_systems | Improve visual hierarchy in a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
986923e08617f9a1589d924d | train | design_components | pypi | https://pypi.org/project/transformers/ | transformers | landing_page | java | security | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
29e5617f302e6ea158545342 | train | debugging | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | finance | swift | machine_learning | Create a realistic swift debugging problem involving machine_learning. | {"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-Lauren-Brophy", "source_url": "https://codeberg.or... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
0d5bfadd5a85391987a2d8fa | train | developer_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | dashboard | cpp | open_source | Perform a deep developer-experience analysis for a cpp project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cb398aa101c049a4c2366f0b | train | responsive_design | gitlab | https://gitlab.com/gemseo/dev/gemseo-mlearning | gemseo/dev/gemseo-mlearning | landing_page | php | testing | Create a responsive design strategy for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gemseo/dev/gemseo-mlearning", "source_url": "https://gitlab.com/gemseo/dev/gemseo-mlearning",... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
a62ba4c54c7dbe6f843807ac | train | accessibility_fix | github | https://github.com/jhao104/proxy_pool | jhao104/proxy_pool | social_app | javascript | machine_learning | Create an accessibility remediation plan for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jhao104/proxy_pool", "source_url": "https://github.com/jhao104/proxy_pool", "source_type": "r... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
277c21af4ac53eb49cd30e9e | train | deep_technical_analysis | gitlab | https://gitlab.com/snowball-dev-group/snowball-bot | snowball-dev-group/snowball-bot | dashboard | css | observability | Perform a deep multi-layer analysis of observability for a dashboard 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": "snowball-dev-group/snowball-bot", "source_url": "https://gitlab.com/snowball-dev-group/snowba... | === 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 'snowball-dev-group/snowball-bot' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
d78e42138811ce2920674fe0 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | blog | swift | html | Create a responsive design strategy for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
a758b39cc309d6e8d2e212cd | train | code_explanation | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | landing_page | shell | web_performance | Explain a shell implementation related to web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
4636feaf9ec90fc37ff4d07f | train | seo_fix | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | education | dart | css | Create an SEO improvement plan for a education about css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
12ec1174554363a5f27b425c | train | deep_technical_analysis | web_docs | https://react.dev/ | React Documentation | developer_tool | rust | css | Perform a deep multi-layer analysis of css for a developer_tool using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
1e95ef866bf564504da193c1 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | admin_panel | dart | kubernetes | Extract verifiable evidence about kubernetes from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | === SOURCE ===
CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus
https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or se... | web-research-coding-5m-1.1.0 | |
2506d79bc097cca7e8a9b636 | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/12146914/what-is-the-difference-between-linear-regression-and-logistic-regression | What is the difference between linear regression and logistic regression? | finance | ruby | algorithms | Perform a deep multi-layer analysis of algorithms for a finance 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": "What is the difference between linear regression and logistic regression?", "source_url": "ht... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'What is the difference between linear regression and logistic regression?' as a source an... | web-research-coding-5m-1.1.0 | |
719134bc8fbd4a52c2a5c796 | train | scalability_analysis | npm | https://www.npmjs.com/package/eslint | eslint | portfolio | cpp | ci_cd | Perform a deep multi-layer analysis of ci_cd for a portfolio 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
e6e276dd70f99c88abfddc27 | train | performance_analysis | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | dashboard | c | security | Perform a deep multi-layer analysis of security for a dashboard 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": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | === 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 'cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
8cf318c974d21fb3a1699efb | train | refactoring_api | npm | https://www.npmjs.com/package/eslint | eslint | dashboard | typescript | distributed_systems | Refactor a typescript 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 | |
982f22f86c5c65599615e2d6 | train | ux_design | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | search_interface | javascript | developer_experience | Design the complete UX flow of a search_interface for developer_experience. | {"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": "... | 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 | |
bbff13c3c349a3aaf8fbd84e | train | scalability_analysis | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | dashboard | scala | cloud | Perform a deep multi-layer analysis of cloud for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'BAAI/IndustryCorpus2_artificial_intelligence_machine_learning' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
75a9a492e29a60435c3816d1 | train | documentation_page | npm | https://www.npmjs.com/package/prettier | prettier | productivity | dart | caching | Design a developer documentation page for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
8c9b4dcc5c2d691744f44f61 | train | maintainability_analysis | npm | https://www.npmjs.com/package/axios | axios | blog | ruby | machine_learning | Perform a deep multi-layer analysis of machine_learning for a blog 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
61969f05c9fcd13f03a8b228 | train | refactoring_architecture | npm | https://www.npmjs.com/package/typescript | typescript | education | javascript | testing | Refactor a javascript system related to testing. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
fbf1d57c900391691964107f | train | build_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | community | shell | algorithms | Perform a deep developer-experience analysis for a shell project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e12ce0d9f2925da825018644 | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | cpp | serverless | Perform a deep multi-layer analysis of serverless for a analytics 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
d4f93871c63abe9b01ca7cea | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | python | web_performance | Refactor a python system related to web_performance. 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
623bb4f258223181b66bd259 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/hxyscott/mathematical_programming_dataset | hxyscott/mathematical_programming_dataset | documentation | ruby | api_design | Perform a deep multi-layer analysis of api_design for a documentation 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": "hxyscott/mathematical_programming_dataset", "source_url": "https://huggingface.co/datasets/hx... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'hxyscott/mathematical_programming_dataset' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
7fcf69739fd4e765e6f2e847 | train | code_explanation | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | java | authorization | Explain a java implementation related to authorization. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
b960bcb96834d8019ab3835f | train | dashboard | pypi | https://pypi.org/project/pydantic/ | pydantic | admin_panel | cpp | fullstack | Design a production dashboard for fullstack. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1f4c249e972cd8c7d233ded2 | train | data_structure_design | codeberg | https://codeberg.org/scambi/11ty-ghost | scambi/11ty-ghost | social_app | java | api_design | Design a data structure in java for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scambi/11ty-ghost", "source_url": "https://codeberg.org/scambi/11ty-ghost", "source_type": "r... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
256046ed4370e1d2e536c440 | train | developer_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | html | nlp | Perform a deep developer-experience analysis for a html project involving nlp. | {"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. 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 | |
a9c1cdd89f89975e57eb531d | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/15260732/does-typescript-support-the-operator-and-whats-it-called | Does Typescript support the ?. operator? (And, what's it called?) | saas | kotlin | computer_vision | Perform a deep multi-layer analysis of computer_vision 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": "Does Typescript support the ?. operator? (And, what's it called?)", "source_url": "https:... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'Does Typescript support the ?. operator? (And, what's it called?)' as a sou... | web-research-coding-5m-1.1.0 | |
f1ce0f555297ea90a1bd2c7d | train | documentation_lookup | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v2 | nvidia/Nemotron-SFT-Multilingual-v2 | productivity | kotlin | rest_api | Find and summarize the relevant documentation for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v2", "source_url": "https://huggingface.co/datasets/nvidia/N... | === RELEVANT DOCS ===
- nvidia/Nemotron-SFT-Multilingual-v2
https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v2
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sent... | web-research-coding-5m-1.1.0 | |
626ce02885db841deb5a7da3 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | go | web_performance | Perform a deep developer-experience analysis for a go project involving web_performance. | {"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 | |
a64cd94fe15e195bda9956ad | train | web_search_query | stackexchange | https://stackoverflow.com/questions/35352638/how-to-get-parameter-value-from-query-string | How to get parameter value from query string? | productivity | go | caching | Write an effective web search query to research the topic: caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get parameter value from query string?", "source_url": "https://stackoverflow.com/ques... | === QUERY ===
caching best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- caching
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
a7afbd9157eac7dc7a5c2e63 | train | dx_analysis | npm | https://www.npmjs.com/package/hono | hono | search_interface | typescript | nlp | Perform a deep developer-experience analysis for a typescript project involving nlp. | {"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. 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 | |
7a2852da36862f504d8be65d | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/38987/how-do-i-merge-two-dictionaries-in-a-single-expression-in-python | How do I merge two dictionaries in a single expression in Python? | dashboard | ruby | mongodb | Perform a deep multi-layer analysis of mongodb for a dashboard using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I merge two dictionaries in a single expression in Python?", "source_url": "https://st... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'How do I merge two dictionaries in a single expression in Python?' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
795846905cc306308ded519f | train | react_generation | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | admin_panel | sql | testing | Design React components for a admin_panel. | {"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... | 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 |
67f444d9367fa4ec2439063e | train | repository_issue_reasoning | web_docs | https://docs.djangoproject.com/ | Django Documentation | documentation | c | developer_experience | Perform a deep multi-layer analysis of developer_experience for a documentation 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'Django Documentation' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
8772a3d508ea95c5d8a86539 | train | repository_comparison | pypi | https://pypi.org/project/typer/ | typer | portfolio | ruby | python | Perform a deep multi-layer analysis of python 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 'typer' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
09f05e3f2d03d9e2f667e777 | train | dashboard | npm | https://www.npmjs.com/package/express | express | portfolio | php | developer_experience | Design a production dashboard for developer_experience. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ee2d3cf0c1f32b843a80b80e | train | code_review | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | python | html | Perform a production code review of python code related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3a5a147d8246ad679e4eecee | train | build_experience | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | search_interface | java | algorithms | Perform a deep developer-experience analysis for a java project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 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 | |
6113c9356e7f7a89fab7981e | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | search_interface | java | web_performance | Refactor a java system related to web_performance. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | === 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 | |
664dabb9538cae84c9a29794 | train | nextjs_generation | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | blog | scala | rest_api | Design a Next.js architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
8d03a18d6eb0be3956b4cb00 | train | fact_verification | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | admin_panel | typescript | database | Verify a technical claim about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === CLAIM ===
A common claim about database.
=== 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-depe... | web-research-coding-5m-1.1.0 | |
526ce8e004b19721f776b3a3 | train | system_analysis | pypi | https://pypi.org/project/flask/ | flask | education | rust | security | Perform a deep multi-layer analysis of security for a education 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": "flask", "source_url": "https://pypi.org/project/flask/", "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 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
036abddecbece09213d5170c | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | scala | open_source | Perform a deep developer-experience analysis for a scala project involving open_source. | {"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 | |
dd9e6adba31a9963a551b855 | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | scala | backend | Create a realistic scala debugging problem involving backend. | {"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", "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
9d69e01e4edc013bd42be9fb | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/express | express | social_app | cpp | python | Refactor a cpp system related to python. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
2db6244da94673cbd4590f82 | train | css_generation | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | search_interface | scala | typescript | Create responsive CSS for a search_interface. | {"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... | 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 |
b29da696cd5ef9a6908c50d8 | train | landing_page | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-python | Nan-Do/code-search-net-python | saas | php | nlp | Design a landing page for a nlp product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-python", "source_url": "https://huggingface.co/datasets/Nan-Do/code-se... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
e55d7c462af49f54f988b9af | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | cpp | algorithms | Perform a deep multi-layer analysis of algorithms for a saas using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
1793f856415ddc94f91a2a15 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | shell | algorithms | Perform a deep multi-layer analysis of algorithms for a community 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
0a50a96906935d961f334928 | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/55840294/how-to-fix-missing-dependency-warning-when-using-useeffect-react-hook | How to fix missing dependency warning when using useEffect React Hook | finance | html | postgresql | Perform a deep multi-layer analysis of postgresql for a finance 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": "How to fix missing dependency warning when using useEffect React Hook", "source_url": "https:... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'How to fix missing dependency warning when using useEffect React Hook' as a source anchor... | web-research-coding-5m-1.1.0 | |
cecf9a9e095ed7d6545ea4d4 | train | refactoring | pypi | https://pypi.org/project/pandas/ | pandas | education | typescript | user_experience | Create a production coding task in typescript for user_experience. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
4e88ecc29c2d1db27aaa0851 | train | deployment_experience | pypi | https://pypi.org/project/django/ | django | finance | c | sql | Perform a deep developer-experience analysis for a c project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. 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 | |
3799f403e109655221792a71 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | sql | nlp | Design a landing page for a nlp product. | {"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", "... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
e59dd8ccffa749a011e394a0 | train | technical_research | npm | https://www.npmjs.com/package/svelte | svelte | dashboard | ruby | microservices | Perform a technical research task about microservices, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of microservices.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- svelte (https://www.npmjs.com/package/svelte)
- Official d... | web-research-coding-5m-1.1.0 | |
28bb3af5a192c31534862d6d | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/11277432/how-can-i-remove-a-key-from-a-python-dictionary | How can I remove a key from a Python dictionary? | analytics | java | data_structures | Perform a deep multi-layer analysis of data_structures for a analytics 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": "How can I remove a key from a Python dictionary?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'How can I remove a key from a Python dictionary?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
3ea7a8f718ea5628fd24ebec | train | documentation_lookup | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | blog | java | developer_experience | Find and summarize the relevant documentation for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === RELEVANT DOCS ===
- bvobart/python-ml-analysis
https://gitlab.com/bvobart/python-ml-analysis
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signature... | web-research-coding-5m-1.1.0 | |
1fd345e81ad4ad4fc369a8f1 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/4089430/how-to-determine-the-url-that-a-local-git-repository-was-originally-cloned-from | How to determine the URL that a local Git repository was originally cloned from | ecommerce | php | python | Perform a deep multi-layer analysis of python for a ecommerce using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to determine the URL that a local Git repository was originally cloned from", "source_url... | === 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 'How to determine the URL that a local Git repository was originally cloned from' as a source anch... | web-research-coding-5m-1.1.0 | |
8af815f01ec7440cc742c294 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | c | documentation | Refactor a c system related to documentation. Focus on refactoring dependency. | {"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... | === 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 | |
e8a12a969557ba8da38b28fa | train | repository_comparison | web_docs | https://doc.rust-lang.org/ | Rust Documentation | portfolio | c | frontend | Perform a deep multi-layer analysis of frontend for a portfolio 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
8ed53d564335e5930fe61670 | train | multi_layer_analysis | codeberg | https://codeberg.org/transist.or/125kHz-door | transist.or/125kHz-door | social_app | go | redis | Perform a deep multi-layer analysis of redis for a social_app using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transist.or/125kHz-door", "source_url": "https://codeberg.org/transist.or/125kHz-door", "sour... | === 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 'transist.or/125kHz-door' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
2b951e35d0380f6cd78590c3 | train | data_structure_design | pypi | https://pypi.org/project/django/ | django | developer_tool | go | devops | Design a data structure in go for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
d686aa1bf9178c525d19841e | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | go | open_source | Perform a deep multi-layer analysis of open_source for a dashboard 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
c45a7190f479564ce9db5482 | train | debugging_experience | codeberg | https://codeberg.org/I-ATE-OREO/2025uyltut76 | I-ATE-OREO/2025uyltut76 | landing_page | scala | security | Perform a deep developer-experience analysis for a scala project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025uyltut76", "source_url": "https://codeberg.org/I-ATE-OREO/2025uyltut76", "sour... | === 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 | |
6086d3076c1ba8d45ae73f0e | train | design_accessibility | huggingface | https://huggingface.co/datasets/darkknight25/Vulnerable_Programming_Dataset | darkknight25/Vulnerable_Programming_Dataset | dashboard | sql | mongodb | Audit accessibility for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/datasets/... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f3b5d5da0a6f75f3ce03e923 | train | ui_design | gitlab | https://gitlab.com/robocup-sim/JaSMIn | robocup-sim/JaSMIn | finance | java | caching | Design a production-quality UI for a finance focused on caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "robocup-sim/JaSMIn", "source_url": "https://gitlab.com/robocup-sim/JaSMIn", "source_type": "r... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
65567ec2377f6c1cddd3f914 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | blog | dart | react | Find and summarize the relevant documentation for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | === RELEVANT DOCS ===
- embedl/documentation-images
https://huggingface.co/datasets/embedl/documentation-images
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote ... | web-research-coding-5m-1.1.0 | |
e43808487e3336985a06be5f | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations | HuggingFaceTB/python-edu-annotations | marketplace | swift | mongodb | Improve visual hierarchy in a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceTB/python-edu-annotations", "source_url": "https://huggingface.co/datasets/Hugging... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
0809af9ce7c596020c8d27b0 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Competitive-Programming-v1 | nvidia/Nemotron-Competitive-Programming-v1 | search_interface | ruby | web_accessibility | Rewrite and improve a vague search query about web_accessibility 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": "nvidia/Nemotron-Competitive-Programming-v1", "source_url": "https://huggingface.co/datasets/n... | === ORIGINAL (VAGUE) ===
how to do web_accessibility
=== REWRITTEN QUERIES ===
1. web_accessibility official documentation guide
2. web_accessibility production best practices 2025
3. web_accessibility common pitfalls and solutions
4. web_accessibility architecture patterns with examples
=== RATIONALE ===
Add intent ... | web-research-coding-5m-1.1.0 | |
23f9acec5e87942a9708dbeb | train | debugging | stackexchange | https://stackoverflow.com/questions/2941189/how-to-overlay-one-div-over-another-div | How to overlay one div over another div | documentation | html | nextjs | Create a realistic html debugging problem involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to overlay one div over another div", "source_url": "https://stackoverflow.com/questions/... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
bdb1ffe37390065194aed840 | train | dashboard | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | portfolio | sql | backend | Design a production dashboard for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
69deaa8e9634bf92c901f88d | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/zod | zod | portfolio | dart | user_experience | Perform a deep multi-layer analysis of user_experience for a portfolio using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 'zod' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
010c93a0a1528bf36cfa89c2 | train | seo_fix | github | https://github.com/nicolargo/glances | nicolargo/glances | finance | go | machine_learning | Create an SEO improvement plan for a finance about machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 |
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