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ca9143a81846d6a6a549934a | train | interaction_design | codeberg | https://codeberg.org/reesericci/actionview-svelte-handler | reesericci/actionview-svelte-handler | admin_panel | php | observability | Design interaction states for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reesericci/actionview-svelte-handler", "source_url": "https://codeberg.org/reesericci/actionv... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
f21454f4b7be30bbc78feea0 | train | information_architecture | npm | https://www.npmjs.com/package/fastify | fastify | documentation | sql | data_structures | Design the information architecture for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
fd4fc7896f17dd30c5ccf13e | train | research_plan | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | dashboard | javascript | algorithms | Build a structured research plan to deeply understand algorithms. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of algorithms.
=== 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... | web-research-coding-5m-1.1.0 | |
e0a8221d95eb1a78e1043adb | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | css | redis | Perform a deep developer-experience analysis for a css project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7071fc8da970799d0ef2f2f8 | train | visual_hierarchy | npm | https://www.npmjs.com/package/hono | hono | admin_panel | shell | linux | Improve visual hierarchy in a admin_panel. | {"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":... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
525f619b822a636e445e354e | train | developer_experience | codeberg | https://codeberg.org/belim_faux/3D-Tetris | belim_faux/3D-Tetris | documentation | css | rest_api | Perform a deep developer-experience analysis for a css project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "belim_faux/3D-Tetris", "source_url": "https://codeberg.org/belim_faux/3D-Tetris", "source_typ... | === 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 | |
ac8421077ac8da32295d7edc | train | design_accessibility | gitlab | https://gitlab.com/woob/woob | woob/woob | dashboard | scala | javascript | Audit accessibility for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
272018fe9f7dbe584281ade5 | train | repository_understanding | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_VD_javascript | Mo7art/Stack2Graph_VD_javascript | blog | cpp | machine_learning | Perform a deep multi-layer analysis of machine_learning for a blog 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": "Mo7art/Stack2Graph_VD_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | === 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 'Mo7art/Stack2Graph_VD_javascript' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
14a83e57b13e6d3cc391345a | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | documentation | html | sql | Refactor a html system related to sql. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | === 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 | |
0b3ccb8a36d453a0a987ab3d | train | design_system | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | shell | debugging | Create a scalable design system for a portfolio. | {"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", ... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
35da99b8018c5de224cf165c | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/13142635/how-can-i-create-an-object-based-on-an-interface-file-definition-in-typescript | How can I create an object based on an interface file definition in TypeScript? | documentation | ruby | docker | Perform a deep developer-experience analysis for a ruby project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I create an object based on an interface file definition in TypeScript?", "source_url... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
75b27de977db40c14018c2b9 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/30950032/how-can-i-run-multiple-npm-scripts-in-parallel | How can I run multiple npm scripts in parallel? | social_app | cpp | graphql | Refactor a cpp system related to graphql. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I run multiple npm scripts in parallel?", "source_url": "https://stackoverflow.com/qu... | === 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 | |
666dd44c20c3cb181cd4556d | train | developer_onboarding | npm | https://www.npmjs.com/package/express | express | ecommerce | swift | graphql | Perform a deep developer-experience analysis for a swift project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f8b2a492be84139a2c235bbf | train | refactoring_scalability | npm | https://www.npmjs.com/package/express | express | search_interface | python | react | Refactor a python system related to react. Focus on refactoring scalability. | {"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 ===
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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f561c7d5ea26f26bdc7f8232 | train | code_explanation | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | ecommerce | php | deep_learning | Explain a php implementation related to deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010_preprocessed", "source_url": "https://huggingface.co/datasets/h4... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
6fca7c2e2d231da78a8ddb3d | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | analytics | kotlin | kubernetes | Design a landing page for a kubernetes product. | {"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",... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
8f3a683e473c9e3931a5d96e | train | search_intent_classification | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | search_interface | css | observability | Classify the search intent for a query about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"observability vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
73535a34dfb0e989c1a87c0e | train | multi_hop_research | pypi | https://pypi.org/project/requests/ | requests | saas | php | api_design | Perform multi-hop research about api_design: 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === HOP 1 ===
Start at: requests
https://pypi.org/project/requests/
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.
=== SYNTHE... | web-research-coding-5m-1.1.0 | |
b64cd5900c647e4944435598 | train | build_experience | codeberg | https://codeberg.org/aass/0 | aass/0 | marketplace | java | database | Perform a deep developer-experience analysis for a java project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aass/0", "source_url": "https://codeberg.org/aass/0", "source_type": "repository", "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 | |
2d9a405b43ee07f005827659 | train | technical_research | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | blog | ruby | machine_learning | Perform a technical research task about machine_learning, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | === SCOPE ===
Technical behavior of machine_learning.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- BuildStream/buildstream (https://gitlab.com/BuildStream... | web-research-coding-5m-1.1.0 | |
62e5714bd6d6ed5f8ca5ac25 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/391005/how-can-i-add-html-and-css-into-pdf | How Can I add HTML And CSS Into PDF | landing_page | go | developer_experience | Perform a deep developer-experience analysis for a go project involving developer_experience. | {"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... | === 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 | |
f5ae267cb52ac3d7b6f0634d | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/JanSchTech/starcoderdata-python-edu-lang-score | JanSchTech/starcoderdata-python-edu-lang-score | blog | go | docker | Refactor a go system related to docker. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JanSchTech/starcoderdata-python-edu-lang-score", "source_url": "https://huggingface.co/datase... | === 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 | |
5489ad326e12954a784fa05f | train | refactoring_modularization | gitlab | https://gitlab.com/freepascal.org/fpc/pas2js | freepascal.org/fpc/pas2js | landing_page | css | sql | Refactor a css system related to sql. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freepascal.org/fpc/pas2js", "source_url": "https://gitlab.com/freepascal.org/fpc/pas2js", "so... | === 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 | |
7ae599637492ff0abbadc3e8 | train | design_system | stackexchange | https://stackoverflow.com/questions/263965/how-can-i-convert-a-string-to-boolean-in-javascript | How can I convert a string to boolean in JavaScript? | saas | go | machine_learning | Create a scalable design system for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I convert a string to boolean in JavaScript?", "source_url": "https://stackoverflow.c... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
821a1a8c42ec1d99534a5658 | train | seo_fix | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | documentation | go | data_engineering | Create an SEO improvement plan for a documentation about data_engineering. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
a468d44ba23a507de0f22dad | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | admin_panel | kotlin | deep_learning | Find and summarize the relevant documentation for deep_learning. | {"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... | === RELEVANT DOCS ===
- HTML
https://developer.mozilla.org/en-US/docs/Web/HTML
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
3e54395bc29ef0201749e329 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/6245570/how-do-i-get-the-current-branch-name-in-git | How do I get the current branch name in Git? | analytics | shell | javascript | Refactor a shell system related to javascript. 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 get the current branch name in Git?", "source_url": "https://stackoverflow.com/quest... | === 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 | |
0de34a4399f7265f31227b85 | train | api_design | 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 | ecommerce | python | user_experience | Design a production API for a user_experience application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
19330df4374f453183176000 | train | responsive_design | npm | https://www.npmjs.com/package/vite | vite | finance | shell | rest_api | Create a responsive design strategy for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
1616e72944657da6c9818fc1 | train | debugging_experience | npm | https://www.npmjs.com/package/svelte | svelte | landing_page | python | developer_experience | Perform a deep developer-experience analysis for a python project involving developer_experience. | {"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. 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 |
7b98d9dd49d7c39af102a559 | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | cpp | linux | Create a scalable design system for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
b8717e4f89517e56b38527c1 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/kornwtp/software-documentation-tha-bitextmining | kornwtp/software-documentation-tha-bitextmining | ecommerce | kotlin | devops | Perform a deep multi-layer analysis of devops for a ecommerce using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kornwtp/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'kornwtp/software-documentation-tha-bitextmining' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
c4127456598f0fefef3c43d7 | train | nextjs_generation | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | saas | ruby | nlp | Design a Next.js architecture for a saas. | {"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... | 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 |
e21fbdf8e1bca839f084468d | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | rust | python | Refactor a rust system related to python. Focus on refactoring testability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
e9b150ea48eef3a1123acd8d | train | form_ui | web_docs | https://doc.rust-lang.org/ | Rust Documentation | portfolio | c | linux | Design an accessible form for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
c2e1f393a5480118ca7ba6cd | train | integration_testing | huggingface | https://huggingface.co/datasets/FriendliAI/documentation-images | FriendliAI/documentation-images | admin_panel | go | caching | Design integration tests for a go system involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FriendliAI/documentation-images", "source_url": "https://huggingface.co/datasets/FriendliAI/d... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
c48dcf36c6ba3aa5c831eb35 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/32461229/why-use-redux-over-facebook-flux | Why use Redux over Facebook Flux? | search_interface | css | open_source | Perform a deep multi-layer analysis of open_source for a search_interface using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why use Redux over Facebook Flux?", "source_url": "https://stackoverflow.com/questions/324612... | === 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 'Why use Redux over Facebook Flux?' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
203753beb15989fe886f71fe | train | evidence_extraction | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | documentation | scala | machine_learning | Extract verifiable evidence about machine_learning from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === SOURCE ===
knotteye/satyr
https://gitlab.com/knotteye/satyr
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and enviro... | web-research-coding-5m-1.1.0 | |
46c4d787d7ea72f8c7604048 | train | refactoring_readability | pypi | https://pypi.org/project/torch/ | torch | community | html | rest_api | Refactor a html system related to rest_api. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
ff75ddd71e065b62c2a5971c | train | design_tokens | pypi | https://pypi.org/project/numpy/ | numpy | social_app | shell | deep_learning | Create design tokens for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
99b3d0f7cc2dc2521d7a6a46 | train | deployment_experience | web_docs | https://go.dev/doc/ | Go Documentation | saas | typescript | authorization | Perform a deep developer-experience analysis for a typescript project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f157dbac8170bb1170b8a85c | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/1034621/get-the-current-url-with-javascript | Get the current URL with JavaScript? | saas | cpp | open_source | Refactor a cpp system related to open_source. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Get the current URL with JavaScript?", "source_url": "https://stackoverflow.com/questions/103... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
7c7a6908dd89b992d7c7022c | train | repository_comparison | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | developer_tool | scala | javascript | Perform a deep multi-layer analysis of javascript for a developer_tool 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
23076fde25043e23340d4d61 | train | repository_understanding | npm | https://www.npmjs.com/package/prettier | prettier | social_app | kotlin | javascript | Perform a deep multi-layer analysis of javascript for a social_app using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
715001b3dfbae2d4e6852cf6 | train | api_design | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | education | html | sql | Design a production API for a sql application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
aaf8d7c14b200fce488344d8 | train | architecture_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | finance | kotlin | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a finance using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
6c2a31bd1b229547c1424f89 | train | code_explanation | pypi | https://pypi.org/project/django/ | django | search_interface | python | debugging | Explain a python implementation related to debugging. | {"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 inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ef01ca889c917a33436f9512 | train | seo_fix | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | css | nodejs | Create an SEO improvement plan for a landing_page about nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d90e7ae6c6ed691b308e1fa1 | train | html_generation | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | saas | html | observability | Create semantic HTML for a saas about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | 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 |
5331483d2f095a4a483ae642 | train | developer_experience | github | https://github.com/expressjs/express | expressjs/express | blog | ruby | machine_learning | Perform a deep developer-experience analysis for a ruby project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expressjs/express", "source_url": "https://github.com/expressjs/express", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c1a2284b74a402dcffe7f389 | train | debugging_experience | pypi | https://pypi.org/project/requests/ | requests | blog | python | nextjs | Perform a deep developer-experience analysis for a python project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a3ab9fc1c0aa771780a4b8e6 | train | design_accessibility | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | documentation | go | data_structures | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/stackexchange-programming-cs-ctx-4096", "source_url": "https://huggingface.co/datas... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
38b0250d7027d9e3c54d1d86 | train | repository_dependency_analysis | github | https://github.com/ruvnet/RuView | ruvnet/RuView | finance | html | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "ruvnet/RuView", "source_url": "https://github.com/ruvnet/RuView", "source_type": "repository"... | === 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 'ruvnet/RuView' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
b14ea5355843369489cfd035 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/13066532/how-can-i-uninstall-npm-modules-in-node-js | How can I uninstall npm modules in Node.js? | community | kotlin | ci_cd | Create a responsive design strategy for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I uninstall npm modules in Node.js?", "source_url": "https://stackoverflow.com/questi... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
18c965358d8552de41df811c | train | build_experience | npm | https://www.npmjs.com/package/hono | hono | community | html | microservices | Perform a deep developer-experience analysis for a html project involving microservices. | {"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 | |
7cb97f2036f75957bc45bbc0 | train | seo_fix | npm | https://www.npmjs.com/package/next | next | saas | go | debugging | Create an SEO improvement plan for a saas about debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
6d4bcc3ca5416f566a7c1020 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | community | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a community 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": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === 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 'khushbu313/text_to_javascript' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
406fa264cb46cde2c64c17c7 | train | scalability_analysis | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | productivity | css | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a productivity 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": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | === 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 'Mojeer/django_components' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
801bea34745f57218bfccd01 | train | source_selection | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | admin_panel | go | nextjs | Select the most reliable sources to research nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
d9f63ba9b016ba20556fa143 | train | product_analysis | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | analytics | cpp | postgresql | Perform a deep multi-layer analysis of postgresql 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": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | === 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 'ansulev/hunter-alpha-programming-160k' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
fc886c73b89e43730685c08b | train | search_intent_classification | huggingface | https://huggingface.co/datasets/jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only | admin_panel | ruby | web_accessibility | Classify the search intent for a query about web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jamesdborin/Nemotron-SFT-Competitive-Programming-v2-prompt-only", "source_url": "https://hugg... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"web_accessibility vs alternatives"
=== CLASSIFICATION ===
Comparative / inform... | web-research-coding-5m-1.1.0 | |
23cae516c535444b58ff6ead | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | python | machine_learning | Perform a production code review of python code related to machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f910cb7b4956030403353110 | train | debugging | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | blog | javascript | computer_vision | Create a realistic javascript debugging problem involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
ed39eebd80c24e70167eba50 | train | algorithm_design | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | analytics | kotlin | python | Design a kotlin algorithm for a python problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
e74f2973c585158ae04f5d79 | train | code_review | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | productivity | kotlin | machine_learning | Perform a production code review of kotlin code related to machine_learning. | {"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": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
bc6e58267b9a5f60ba65cf94 | train | refactoring_dependency | npm | https://www.npmjs.com/package/axios | axios | education | kotlin | nlp | Refactor a kotlin system related to nlp. Focus on refactoring dependency. | {"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... | === 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 | |
0dcd23f4176c58e8687c0564 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | ruby | mongodb | Create a component architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
e830c492c7614e171344db69 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/40714583/how-to-specify-a-port-to-run-a-create-react-app-based-project | How to specify a port to run a create-react-app based project? | marketplace | dart | caching | Perform a deep multi-layer analysis of caching for a marketplace using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to specify a port to run a create-react-app based project?", "source_url": "https://stack... | === 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 'How to specify a port to run a create-react-app based project?' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
9686e31f50914cde8ac3cd34 | train | product_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | community | rust | user_experience | Perform a deep multi-layer analysis of user_experience for a community 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
1682e6e78a5fa428dd4b7b78 | train | performance_fix | huggingface | https://huggingface.co/datasets/togethercomputer/CoderForge-Preview | togethercomputer/CoderForge-Preview | analytics | rust | javascript | Create a web-performance optimization plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "togethercomputer/CoderForge-Preview", "source_url": "https://huggingface.co/datasets/together... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
012fc92e406e098ba03ad887 | train | repository_issue_reasoning | gitlab | https://gitlab.com/qemu-project/qemu | qemu-project/qemu | analytics | dart | api_design | Perform a deep multi-layer analysis of api_design for a analytics 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": "qemu-project/qemu", "source_url": "https://gitlab.com/qemu-project/qemu", "source_type": "rep... | === 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 'qemu-project/qemu' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
5b136570a1816f77dbf248d4 | train | technical_research | codeberg | https://codeberg.org/nopeppermint/_cargo-index | nopeppermint/_cargo-index | landing_page | kotlin | javascript | Perform a technical research task about javascript, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nopeppermint/_cargo-index", "source_url": "https://codeberg.org/nopeppermint/_cargo-index", "... | === SCOPE ===
Technical behavior of javascript.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- nopeppermint/_cargo-index (https://codeberg.org/nopeppermint/... | web-research-coding-5m-1.1.0 | |
9ac65d9613aa07a45c946e09 | train | ux_design | pypi | https://pypi.org/project/pandas/ | pandas | landing_page | ruby | fullstack | Design the complete UX flow of a landing_page for fullstack. | {"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":... | 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 | |
86daadbf77a722916be01f15 | train | repository_architecture | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | ecommerce | sql | authorization | Perform a deep multi-layer analysis of authorization for a ecommerce using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === 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 'huggingface-course/documentation-images' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
3f9f383302047a5313407b93 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | go | testing | Rewrite and improve a vague search query about testing into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === ORIGINAL (VAGUE) ===
how to do testing
=== REWRITTEN QUERIES ===
1. testing official documentation guide
2. testing production best practices 2025
3. testing common pitfalls and solutions
4. testing architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
8ca67519bc1740456da3514c | train | repository_dependency_analysis | pypi | https://pypi.org/project/django/ | django | search_interface | css | devops | Perform a deep multi-layer analysis of devops for a search_interface using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
ba7c360f70bd50d6dfc3d650 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | saas | c | data_structures | Refactor a c system related to data_structures. Focus on refactoring modularization. | {"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 ===
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 | |
8e20c6d92bb2ab6b61643a86 | train | technical_research | gitlab | https://gitlab.com/illwill/skiptracer | illwill/skiptracer | analytics | css | cloud | Perform a technical research task about cloud, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "illwill/skiptracer", "source_url": "https://gitlab.com/illwill/skiptracer", "source_type": "r... | === SCOPE ===
Technical behavior of cloud.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- illwill/skiptracer (https://gitlab.com/illwill/skiptracer)
- Offic... | web-research-coding-5m-1.1.0 | |
b5ae0dc0382e9cfb8d997625 | train | risk_analysis | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | productivity | cpp | software_architecture | Perform a deep multi-layer analysis of software_architecture for a productivity 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": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'gitlab-com/books-clubs/bookclub-hands-on-machine-learning' as a sou... | web-research-coding-5m-1.1.0 | |
ccabe75a0f3ddf98a619638a | train | html_generation | npm | https://www.npmjs.com/package/webpack | webpack | developer_tool | cpp | frontend | Create semantic HTML for a developer_tool about frontend. | {"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... | 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 |
d63378cac45d4940d00b430a | train | javascript_generation | npm | https://www.npmjs.com/package/playwright | playwright | analytics | rust | distributed_systems | Implement JavaScript interactions for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
953769df8824b7f11c99adb6 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/5266152/how-to-exit-in-node-js | How to exit in Node.js | productivity | c | rest_api | Perform a deep developer-experience analysis for a c project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to exit in Node.js", "source_url": "https://stackoverflow.com/questions/5266152/how-to-ex... | === 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 | |
98c472ff51b39bff9fe86021 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/826782/how-to-disable-text-selection-highlighting | How to disable text selection highlighting | admin_panel | html | backend | Refactor a html system related to backend. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to disable text selection highlighting", "source_url": "https://stackoverflow.com/questio... | === 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 | |
668345aa565cc14859be934e | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/ByteDance-Seed/Code-Contests-Plus | ByteDance-Seed/Code-Contests-Plus | social_app | python | open_source | Perform a deep multi-layer analysis of open_source for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ByteDance-Seed/Code-Contests-Plus", "source_url": "https://huggingface.co/datasets/ByteDance-... | === 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 'ByteDance-Seed/Code-Contests-Plus' as a source anchor and identify relevant APIs, depen... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
376270292f4f11f0d3fb8201 | train | css_generation | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | education | shell | authentication | Create responsive CSS for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | 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 |
adf12e45502cd583b8ecd28f | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/5064928/difference-between-classification-and-clustering-in-data-mining | Difference between classification and clustering in data mining? | ecommerce | html | authentication | Perform a deep developer-experience analysis for a html project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between classification and clustering in data mining?", "source_url": "https://sta... | === 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 | |
5cbced81d9d059fc83130063 | train | research_plan | web_docs | https://doc.rust-lang.org/ | Rust Documentation | dashboard | ruby | distributed_systems | Build a structured research plan to deeply understand distributed_systems. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of distributed_systems.
=== 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... | web-research-coding-5m-1.1.0 | |
ea226b106823dfa68f20c0ea | train | dependency_impact_analysis | github | https://github.com/PaddlePaddle/Paddle | PaddlePaddle/Paddle | search_interface | ruby | user_experience | Perform a deep multi-layer analysis of user_experience for a search_interface 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": "PaddlePaddle/Paddle", "source_url": "https://github.com/PaddlePaddle/Paddle", "source_type": ... | === 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 'PaddlePaddle/Paddle' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
c353c06cf4c00d7362d18283 | train | developer_experience | web_docs | https://react.dev/ | React Documentation | saas | cpp | web_performance | Perform a deep developer-experience analysis for a cpp project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d92f3f94917060260acc6ebd | train | research_summary | web_docs | https://go.dev/doc/ | Go Documentation | admin_panel | dart | open_source | Summarize the current state of knowledge about open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === OVERVIEW ===
open_source in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Go Documentation (... | web-research-coding-5m-1.1.0 | |
fdfb4cd47a01cb447dd921e9 | train | security_review | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | finance | javascript | testing | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
ca05e85eb752891cc98acdaa | train | data_structure_design | codeberg | https://codeberg.org/KokaKiwi/_cargo-index | KokaKiwi/_cargo-index | finance | cpp | linux | Design a data structure in cpp for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "KokaKiwi/_cargo-index", "source_url": "https://codeberg.org/KokaKiwi/_cargo-index", "source_t... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
61308cfedc0def1838d45ed8 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | 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": "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 | |
c3692609f171ac03c52e48c8 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | php | data_engineering | Classify the search intent for a query about data_engineering. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"data_engineering vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
a9eb7cca68b2b96927df48b4 | train | testing_experience | github | https://github.com/ElemeFE/element | ElemeFE/element | analytics | scala | devops | Perform a deep developer-experience analysis for a scala project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ElemeFE/element", "source_url": "https://github.com/ElemeFE/element", "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 | |
a39e1b5757d8642180dd3958 | train | interaction_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | portfolio | typescript | security | Design interaction states for a portfolio. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
4a9e2b77c179ac4321325d3d | train | design_tokens | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | c | observability | Create design tokens for a marketplace. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8a28e8cb2d0e872903404b9c | train | form_ui | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | blog | typescript | rest_api | Design an accessible form for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
eb729a325d8a59d52c9ee1b6 | train | dx_analysis | codeberg | https://codeberg.org/thebitboarder/3d-renderer | thebitboarder/3d-renderer | community | cpp | frontend | Perform a deep developer-experience analysis for a cpp project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thebitboarder/3d-renderer", "source_url": "https://codeberg.org/thebitboarder/3d-renderer", "... | === 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 | |
30571d3dacde04d6f75e6924 | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | html | api_design | Audit design consistency across a documentation. | {"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", "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 |
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