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f8b8a2f61adb081de697695e | train | architecture_analysis | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | search_interface | c | python | Perform a deep multi-layer analysis of python for a search_interface 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": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 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 'gitlab-ci-utils/gitlab-semgrep-plus' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
1078141b45dc2d443e020eb2 | train | ui_design | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | education | scala | postgresql | Design a production-quality UI for a education focused on postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
f60396396ed99b52fd111eff | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | saas | ruby | typescript | Rewrite and improve a vague search query about typescript 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": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | === ORIGINAL (VAGUE) ===
how to do typescript
=== REWRITTEN QUERIES ===
1. typescript official documentation guide
2. typescript production best practices 2025
3. typescript common pitfalls and solutions
4. typescript architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
5c198c6842492a6582e885d6 | train | documentation_page | npm | https://www.npmjs.com/package/playwright | playwright | marketplace | dart | database | Design a developer documentation page for database. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
bf6a9bbf16f4187512d781f0 | train | search_query_rewrite | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | social_app | python | linux | Rewrite and improve a vague search query about linux 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": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | === ORIGINAL (VAGUE) ===
how to do linux
=== REWRITTEN QUERIES ===
1. linux official documentation guide
2. linux production best practices 2025
3. linux common pitfalls and solutions
4. linux architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0cd3e109d951222ecbfc616c | train | repository_architecture | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | search_interface | kotlin | graphql | Perform a deep multi-layer analysis of graphql for a search_interface 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": "code-rag-bench/library-documentation", "source_url": "https://huggingface.co/datasets/code-ra... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'code-rag-bench/library-documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
7d0321ef7e1d38e87973573d | train | developer_experience | stackexchange | https://stackoverflow.com/questions/40349987/how-to-suppress-error-ts2533-object-is-possibly-null-or-undefined | How to suppress "error TS2533: Object is possibly 'null' or 'undefined'"? | ecommerce | kotlin | ci_cd | Perform a deep developer-experience analysis for a kotlin project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to suppress "error TS2533: Object is possibly 'null' or 'undefined'&... | === 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 | |
f29af439d6629f543542549a | train | maintainability_analysis | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | ecommerce | scala | serverless | Perform a deep multi-layer analysis of serverless for a ecommerce 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": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | === 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 'makayel/documentation-kubernetes' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
6a6d1e472a251352f6404c6f | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | landing_page | html | serverless | Improve visual hierarchy in a landing_page. | {"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",... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ed43a38529384cbc65c3677e | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | saas | dart | javascript | Perform a deep developer-experience analysis for a dart project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7f7126b3642db5ce82fe12ae | train | product_analysis | pypi | https://pypi.org/project/rich/ | rich | social_app | swift | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ne... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
20e37a00a4ab48f5595a87a0 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | social_app | html | distributed_systems | Perform a deep developer-experience analysis for a html project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jason1966/aminasalamt_heart-disease-prediction-using-machine-learning", "source_url": "https:... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6171e9301a7c4a9a3dda32bf | train | refactoring_dependency | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | ecommerce | kotlin | machine_learning | Refactor a kotlin system related to machine_learning. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | === 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 | |
1f5180e0aa4b1c81d5a30673 | train | landing_page | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | search_interface | c | algorithms | Design a landing page for a algorithms product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
b61eda02c450913c3d54b1dc | train | documentation_experience | stackexchange | https://stackoverflow.com/questions/1495407/maintain-the-aspect-ratio-of-a-div-with-css | Maintain the aspect ratio of a div with CSS | community | swift | serverless | Perform a deep developer-experience analysis for a swift project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Maintain the aspect ratio of a div with CSS", "source_url": "https://stackoverflow.com/questi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
66c54c0185ec2894b49c9875 | train | performance_analysis | npm | https://www.npmjs.com/package/axios | axios | marketplace | ruby | computer_vision | Perform a deep multi-layer analysis of computer_vision for a marketplace 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 computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
524eab5328ca1358db1afc41 | train | debugging_experience | huggingface | https://huggingface.co/datasets/ars-1/autotrain-data-javascript-traing-1 | ars-1/autotrain-data-javascript-traing-1 | finance | typescript | security | Perform a deep developer-experience analysis for a typescript project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ars-1/autotrain-data-javascript-traing-1", "source_url": "https://huggingface.co/datasets/ars... | === 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 | |
f45aaf2c3da0ba8ebaab3e69 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | html | deep_learning | Design an accessible form for deep_learning. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
2a0d7ce0e170b50aa26f6e45 | train | api_design | web_docs | https://docs.docker.com/ | Docker Documentation | dashboard | dart | data_engineering | Design a production API for a data_engineering application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
68ea51b3ba68d776d56d792f | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | javascript | documentation | Design reusable UI components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
510b6eba73f75783e59540d2 | train | refactoring_scalability | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | education | css | javascript | Refactor a css system related to javascript. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | === 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 | |
5845031f01deb1697e32a28e | train | information_architecture | stackexchange | https://stackoverflow.com/questions/8865458/how-do-i-vertically-center-text-with-css | How do I vertically center text with CSS? | landing_page | scala | serverless | Design the information architecture for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically center text with CSS?", "source_url": "https://stackoverflow.com/question... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
99c7e7bc0bef65f00e8f7a53 | train | refactoring | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | dashboard | python | devops | Create a production coding task in python for devops. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
918cc6a077d51ab360f7a79b | train | refactoring_maintainability | pypi | https://pypi.org/project/typer/ | typer | education | java | computer_vision | Refactor a java system related to computer_vision. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
2ff4f1dcbde1d9cbd8809695 | train | search_intent_classification | pypi | https://pypi.org/project/requests/ | requests | ecommerce | shell | graphql | Classify the search intent for a query about graphql. | {"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... | === 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 ===
"graphql vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
e0fb16092649f26ff97f7857 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset | dominexmacedon/Puma-Programming-Language-Dataset | dashboard | java | cloud | Perform a deep developer-experience analysis for a java project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dominexmacedon/Puma-Programming-Language-Dataset", "source_url": "https://huggingface.co/data... | === 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 | |
3055cb38ebed6cb250103ea8 | train | research_summary | github | https://github.com/realworld-apps/realworld | realworld-apps/realworld | social_app | typescript | mongodb | Summarize the current state of knowledge about mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "realworld-apps/realworld", "source_url": "https://github.com/realworld-apps/realworld", "sour... | === OVERVIEW ===
mongodb 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 ===
realworld-apps/realwor... | web-research-coding-5m-1.1.0 | |
f1fce01ad866c531a1675b4e | train | algorithm_design | pypi | https://pypi.org/project/scrapy/ | scrapy | developer_tool | kotlin | rest_api | Design a kotlin algorithm for a rest_api problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
e1dbdf533be6b60d769ca727 | train | source_comparison | stackexchange | https://stackoverflow.com/questions/22343224/whats-the-difference-between-tilde-and-caret-in-package-json | What's the difference between tilde(~) and caret(^) in package.json? | admin_panel | cpp | frontend | Compare multiple sources about frontend and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between tilde(~) and caret(^) in package.json?", "source_url": "htt... | === SOURCES ===
- What's the difference between tilde(~) and caret(^) in package.json? (https://stackoverflow.com/questions/22343224/whats-the-difference-between-tilde-and-caret-in-package-json)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent so... | web-research-coding-5m-1.1.0 | |
4cc41e878897320d62450841 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | community | c | microservices | Design a landing page for a microservices product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f2beea0da9c7baa3e68a7cd0 | train | landing_page | stackexchange | https://stackoverflow.com/questions/1628563/move-the-most-recent-commits-to-a-new-branch-with-git | Move the most recent commit(s) to a new branch with Git | education | javascript | user_experience | Design a landing page for a user_experience product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move the most recent commit(s) to a new branch with Git", "source_url": "https://stackoverflo... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
c0b0ae55053b2ca0df32fdd8 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | shell | security | Explain a shell implementation related to security. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
c02e1031b0037efdd339743b | train | developer_experience | npm | https://www.npmjs.com/package/axios | axios | social_app | sql | sql | Perform a deep developer-experience analysis for a sql project involving sql. | {"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. 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 | |
1ad8761698a9b96b383c28c2 | train | refactoring_legacy_code | codeberg | https://codeberg.org/rutgerclaes/2024-advent-of-code-rs | rutgerclaes/2024-advent-of-code-rs | marketplace | kotlin | database | Refactor a kotlin system related to database. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rutgerclaes/2024-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2024-adv... | === 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 | |
02cddd90d72fa1ef53813dff | train | search_query_rewrite | npm | https://www.npmjs.com/package/svelte | svelte | admin_panel | shell | 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
56db4aba77659b37b70e21a5 | train | build_experience | pypi | https://pypi.org/project/uvicorn/ | uvicorn | productivity | shell | computer_vision | Perform a deep developer-experience analysis for a shell project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b3ed129456c95661348fb63b | train | visual_hierarchy | pypi | https://pypi.org/project/pydantic/ | pydantic | portfolio | html | web_accessibility | Improve visual hierarchy in a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
432d33bd1aa335a8b10cd217 | train | technical_research | gitlab | https://gitlab.com/moodlenet/frontend | moodlenet/frontend | landing_page | java | rest_api | Perform a technical research task about rest_api, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "moodlenet/frontend", "source_url": "https://gitlab.com/moodlenet/frontend", "source_type": "r... | === SCOPE ===
Technical behavior of rest_api.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- moodlenet/frontend (https://gitlab.com/moodlenet/frontend)
- Of... | web-research-coding-5m-1.1.0 | |
6b1e6d7fae58cef79c9be623 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | c | linux | Perform a professional design review of a landing_page. | {"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 hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
77dd4e658a4a114a87c2cc8c | train | evidence_chain_analysis | pypi | https://pypi.org/project/httpx/ | httpx | 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": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
b4a7ad6998be1ee9c418e622 | train | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | sql | authentication | Perform a deep multi-layer analysis of authentication for a analytics 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
c681d9fe77047600754ad102 | train | refactoring_legacy_code | pypi | https://pypi.org/project/gradio/ | gradio | productivity | html | web_performance | Refactor a html system related to web_performance. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 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 | |
a340c6d984b2f5d429d8e175 | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | shell | deep_learning | Refactor a shell system related to deep_learning. Focus on refactoring api. | {"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 ===
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 | |
42cd5dea6a490e140b32ffa1 | train | refactoring | stackexchange | https://stackoverflow.com/questions/1335851/what-does-use-strict-do-in-javascript-and-what-is-the-reasoning-behind-it | What does "use strict" do in JavaScript, and what is the reasoning behind it? | community | rust | caching | Create a production coding task in rust for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "use strict" do in JavaScript, and what is the reasoning behind it?", "so... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
a77cfe3299c1cc967ea5ee60 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | saas | kotlin | fullstack | Refactor a kotlin system related to fullstack. Focus on refactoring testability. | {"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 ===
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 | |
4502e1035fac1f0da9f0bc05 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | kotlin | linux | Design a landing page for a linux product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
449e2b6f391f5e8138799f01 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/4351521/how-do-i-pass-command-line-arguments-to-a-node-js-program-and-receive-them | How do I pass command line arguments to a Node.js program and receive them? | community | javascript | react | Perform a deep multi-layer analysis of react for a community 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": "How do I pass command line arguments to a Node.js program and receive them?", "source_url": "... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'How do I pass command line arguments to a Node.js program and receive them?' as a source anchor and... | web-research-coding-5m-1.1.0 | |
5a268528d899c8b5aa6ae0cd | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | php | graphql | Create a component architecture for a productivity. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
2c7fb8f6eea0e2913fb62376 | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | php | open_source | Perform a deep developer-experience analysis for a php project involving open_source. | {"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 | |
436df0771abcf52410c241e5 | train | repository_issue_reasoning | codeberg | https://codeberg.org/NotComplicated/AdventOfCode_in_Five_Languages | NotComplicated/AdventOfCode_in_Five_Languages | productivity | rust | machine_learning | Perform a deep multi-layer analysis of machine_learning for a productivity 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": "NotComplicated/AdventOfCode_in_Five_Languages", "source_url": "https://codeberg.org/NotCompli... | === 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 'NotComplicated/AdventOfCode_in_Five_Languages' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
75dd502eb43349e05cd642dc | train | error_message_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | dart | kubernetes | Perform a deep developer-experience analysis for a dart project involving kubernetes. | {"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. 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 | |
d6468e76bf8fd9563b7ce713 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/LiquidAI/nanobeir-multilingual-extended | LiquidAI/nanobeir-multilingual-extended | productivity | cpp | authorization | Perform a deep multi-layer analysis of authorization 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": "LiquidAI/nanobeir-multilingual-extended", "source_url": "https://huggingface.co/datasets/Liqu... | === 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 'LiquidAI/nanobeir-multilingual-extended' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
89d093e294b1da18f5711aca | train | ui_design | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | documentation | c | linux | Design a production-quality UI for a documentation focused on linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
bd40d7080c9751d5de557671 | train | fact_verification | github | https://github.com/immich-app/immich | immich-app/immich | dashboard | swift | ci_cd | Verify a technical claim about ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | === CLAIM ===
A common claim about ci_cd.
=== 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-depende... | web-research-coding-5m-1.1.0 | |
9d8c6a3f9d147bf11a157a85 | train | dashboard | stackexchange | https://stackoverflow.com/questions/586182/how-can-i-insert-an-item-into-an-array-at-a-specific-index | How can I insert an item into an array at a specific index? | portfolio | c | microservices | Design a production dashboard for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I insert an item into an array at a specific index?", "source_url": "https://stackove... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
0f62166aa260fc3d51f8a5d9 | train | api_developer_experience | pypi | https://pypi.org/project/gradio/ | gradio | developer_tool | sql | nextjs | Perform a deep developer-experience analysis for a sql project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f1e47f0744c26041ae301661 | train | tradeoff_analysis | npm | https://www.npmjs.com/package/next | next | search_interface | cpp | testing | Perform a deep multi-layer analysis of testing for a search_interface 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
1bc3ddb2d5af896fb8b9233c | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | scala | machine_learning | Design a complete responsive developer_tool for 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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
f0b02d7073272189ea3bcc4b | train | refactoring_modularization | gitlab | https://gitlab.com/inkscape/extensions | inkscape/extensions | ecommerce | scala | graphql | Refactor a scala system related to graphql. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "inkscape/extensions", "source_url": "https://gitlab.com/inkscape/extensions", "source_type": ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
837d6952c0987f3ee8059025 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | css | nodejs | Refactor a css system related to nodejs. 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 | |
6018213e296a05bfc8b23121 | train | debugging | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | UI-Programming-23-24/01-Web-basics-and-git-Freya-Prananta | blog | python | testing | Create a realistic python debugging problem involving testing. | {"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-Freya-Prananta", "source_url": "https://codeberg.o... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
24053fe667055ee28618a737 | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | javascript | authorization | Perform a deep multi-layer analysis of authorization for a admin_panel 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
3cd3a430dd61a4f5504233da | train | design_tokens | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | finance | typescript | css | Create design tokens for a finance. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1708cb3ee75752f827b1c560 | train | fact_verification | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | portfolio | cpp | react | Verify a technical claim about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === CLAIM ===
A common claim about react.
=== 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-depende... | web-research-coding-5m-1.1.0 | |
3d9196ee9b2eb2c86b9ba9a4 | train | form_ui | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | productivity | css | backend | Design an accessible form for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
d7edc6a3affc45bf2389e14d | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | dart | computer_vision | Explain a dart implementation related to computer_vision. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
48cc3adeb1f42691cbfe93d3 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-docstrings | ytzi/the-stack-dedup-python-filtered-docstrings | landing_page | swift | microservices | Perform a deep multi-layer analysis of microservices for a landing_page using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-docstrings", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'ytzi/the-stack-dedup-python-filtered-docstrings' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
a967cb1a973d33b8c960a7ee | train | api_developer_experience | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | education | typescript | user_experience | Perform a deep developer-experience analysis for a typescript project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
bc21719e10f84c93992646fc | train | scalability_analysis | codeberg | https://codeberg.org/mi-skam/_gcp-python-uv | mi-skam/_gcp-python-uv | social_app | javascript | typescript | Perform a deep multi-layer analysis of typescript for a social_app 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": "mi-skam/_gcp-python-uv", "source_url": "https://codeberg.org/mi-skam/_gcp-python-uv", "source... | === 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 'mi-skam/_gcp-python-uv' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
4b842bd44d7986d3f07c2562 | train | security_analysis | codeberg | https://codeberg.org/dMartian/_cargo-index | dMartian/_cargo-index | social_app | css | mongodb | Perform a deep multi-layer analysis of mongodb for a social_app 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": "dMartian/_cargo-index", "source_url": "https://codeberg.org/dMartian/_cargo-index", "source_t... | === 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 'dMartian/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
57ac7768b9eeb0b6289552eb | train | unit_testing | pypi | https://pypi.org/project/transformers/ | transformers | search_interface | swift | web_performance | Create a unit-testing strategy for swift code involving web_performance. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
dc8971bbcbf8a74ad4c97bc9 | train | multi_layer_analysis | codeberg | https://codeberg.org/belim_faux/3D-Tetris | belim_faux/3D-Tetris | dashboard | swift | data_engineering | Perform a deep multi-layer analysis of data_engineering for a dashboard using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "belim_faux/3D-Tetris", "source_url": "https://codeberg.org/belim_faux/3D-Tetris", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'belim_faux/3D-Tetris' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
9ded62873a8151cc22d9d8fe | train | fact_verification | codeberg | https://codeberg.org/eth0net/_cargo-index | eth0net/_cargo-index | landing_page | sql | security | Verify a technical claim about security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eth0net/_cargo-index", "source_url": "https://codeberg.org/eth0net/_cargo-index", "source_typ... | === CLAIM ===
A common claim about security.
=== 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 | |
b1aa5a5ea0963023a43319a1 | train | design_consistency | pypi | https://pypi.org/project/fastapi/ | fastapi | landing_page | typescript | backend | Audit design consistency across a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
c68af8fd8606c8a4b8280d7a | train | upgrade_experience | gitlab | https://gitlab.com/antora/antora | antora/antora | ecommerce | sql | nlp | Perform a deep developer-experience analysis for a sql project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f28e2a32bbc22aa7778abd4f | train | refactoring_security | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated | mxzoo/CFFI-javascript-obfuscated | saas | typescript | software_architecture | Refactor a typescript system related to software_architecture. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated", "source_url": "https://huggingface.co/datasets/mxzoo/CFFI-... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
fd12106c91141251d4b0564c | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | rust | redis | Perform a deep developer-experience analysis for a rust 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 | |
a30ddf781ed6b7f3d8edf2be | train | local_development_experience | huggingface | https://huggingface.co/datasets/dslighfdsl/humaneval_python | dslighfdsl/humaneval_python | marketplace | c | cloud | Perform a deep developer-experience analysis for a c project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslighfdsl/humaneval_python", "source_url": "https://huggingface.co/datasets/dslighfdsl/human... | === 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 | |
0b4a84846c71cd9ac5f22da0 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | sql | observability | Perform a deep multi-layer analysis of observability for a community using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
88ed66711776701ea4d0e621 | train | security_analysis | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class | RazinAleks/SO-Python_QA-Web_Development_class | finance | python | python | Perform a deep multi-layer analysis of python for a finance 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": "RazinAleks/SO-Python_QA-Web_Development_class", "source_url": "https://huggingface.co/dataset... | === 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 'RazinAleks/SO-Python_QA-Web_Development_class' as a source anchor and identify relevant APIs, dep... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
65437c7e884ecc1d53152d5e | train | refactoring_security | github | https://github.com/puppeteer/puppeteer | puppeteer/puppeteer | social_app | ruby | python | Refactor a ruby system related to python. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puppeteer/puppeteer", "source_url": "https://github.com/puppeteer/puppeteer", "source_type": ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
dbfe3f0d660c9bf248db42fc | train | evidence_extraction | codeberg | https://codeberg.org/VE3VVS/_cargo-index | VE3VVS/_cargo-index | blog | php | html | Extract verifiable evidence about html from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "VE3VVS/_cargo-index", "source_url": "https://codeberg.org/VE3VVS/_cargo-index", "source_type"... | === SOURCE ===
VE3VVS/_cargo-index
https://codeberg.org/VE3VVS/_cargo-index
=== 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 versio... | web-research-coding-5m-1.1.0 | |
8a41becdb4690822ed06e7d1 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | blog | rust | open_source | Perform a deep multi-layer analysis of open_source for a blog 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": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | === 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 'styletts2-community/multilingual-pl-bert' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
9a6df1713b0fbd411b900b0b | train | local_development_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | shell | database | Perform a deep developer-experience analysis for a shell project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. 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 | |
161729168e7248542b7d9fcf | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/2496710/writing-to-files-in-node-js | Writing to files in Node.js | finance | java | developer_experience | Perform a deep multi-layer analysis of developer_experience for a finance 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": "Writing to files in Node.js", "source_url": "https://stackoverflow.com/questions/2496710/writ... | === 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 'Writing to files in Node.js' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
1745fab772ee0007951a1fb9 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/learning-machine-inc/bbh-cot-opus5 | learning-machine-inc/bbh-cot-opus5 | productivity | rust | mongodb | Perform a deep multi-layer analysis of mongodb for a productivity 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": "learning-machine-inc/bbh-cot-opus5", "source_url": "https://huggingface.co/datasets/learning-... | === 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 'learning-machine-inc/bbh-cot-opus5' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
9d655f5961596b040654becd | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | swift | developer_experience | Perform a deep multi-layer analysis of developer_experience for a productivity using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
a67d83528802731dcf0b68ba | train | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | cpp | frontend | Implement JavaScript interactions for a ecommerce. | {"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... | 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 |
704ba89862b70b7b9a2d78a4 | train | dx_analysis | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | dashboard | php | mongodb | Perform a deep developer-experience analysis for a php project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e0776bc05251516e94376091 | train | code_explanation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | marketplace | css | developer_experience | Explain a css implementation related to developer_experience. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
4feb19e7dae7d8c0ded30307 | train | repository_understanding | stackexchange | https://stackoverflow.com/questions/728360/how-do-i-correctly-clone-a-javascript-object | How do I correctly clone a JavaScript object? | dashboard | go | css | Perform a deep multi-layer analysis of css 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": "How do I correctly clone a JavaScript object?", "source_url": "https://stackoverflow.com/ques... | === 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 'How do I correctly clone a JavaScript object?' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
569a6df45c2d3f8136bdab54 | train | performance_fix | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | portfolio | cpp | nextjs | Create a web-performance optimization plan for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
0e6b44701a0ef2d04ebdac5f | train | design_components | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | saas | cpp | docker | Create a component architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c89c7983bf44dd96e5c0407a | train | design_components | npm | https://www.npmjs.com/package/zod | zod | community | dart | database | Create a component architecture for a community. | {"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": "... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
de8298c8183ca922abcc5a58 | train | root_cause_analysis | pypi | https://pypi.org/project/pytest/ | pytest | productivity | scala | frontend | Perform a deep multi-layer analysis of frontend for a productivity 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
33ed60a10b4cfb74b5e47228 | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | shell | software_architecture | Design a production-quality UI for a portfolio focused on software_architecture. | {"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 layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
c5e7ae1488a39c98577f75db | train | cli_experience | stackexchange | https://stackoverflow.com/questions/13066532/how-can-i-uninstall-npm-modules-in-node-js | How can I uninstall npm modules in Node.js? | social_app | sql | web_accessibility | Perform a deep developer-experience analysis for a sql project involving web_accessibility. | {"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... | === 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 | |
306d011c925f00eb78ec55ea | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | cpp | debugging | Create a component architecture 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 primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
161c6c851d16435f1abfd089 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/35534959/access-key-and-value-of-object-using-ngfor | access key and value of object using *ngFor | blog | cpp | graphql | 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": "access key and value of object using *ngFor", "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 | |
dd3cbd66901c116c464c27c7 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | rust | html | Design an accessible form for html. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 |
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