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ff29e459413afc5e4f16ecee | train | seo_fix | github | https://github.com/microsoft/TypeScript | microsoft/TypeScript | social_app | c | design_system | Create an SEO improvement plan for a social_app about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/TypeScript", "source_url": "https://github.com/microsoft/TypeScript", "source_type"... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
6dab71fb1699b908c4eafa38 | train | responsive_design | codeberg | https://codeberg.org/pyaephyohein/_cargo-index | pyaephyohein/_cargo-index | dashboard | swift | postgresql | Create a responsive design strategy for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyaephyohein/_cargo-index", "source_url": "https://codeberg.org/pyaephyohein/_cargo-index", "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
f0770c3ed62648673722eec0 | train | design_system | pypi | https://pypi.org/project/transformers/ | transformers | documentation | scala | frontend | Create a scalable design system for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
8cd95b0bd2da2b381a6d5285 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/SivilTaram/starcoder2-documentation | SivilTaram/starcoder2-documentation | productivity | sql | react | Perform a deep multi-layer analysis of react for a productivity 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": "SivilTaram/starcoder2-documentation", "source_url": "https://huggingface.co/datasets/SivilTar... | === 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 'SivilTaram/starcoder2-documentation' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
936de763a47618b3ec669b81 | train | unit_testing | huggingface | https://huggingface.co/datasets/AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1 | AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1 | ecommerce | java | kubernetes | Create a unit-testing strategy for java code involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AtharvImmverse/NemoTron-OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
b5cfbeb5da3175d78452eb17 | train | component_design | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | marketplace | css | python | 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": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6a49e5715c9578db6cc85c47 | train | security_review | npm | https://www.npmjs.com/package/svelte | svelte | analytics | dart | security | Perform a security review of a analytics application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
e5e474eac96379ddf2e74e74 | train | web_search_query | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | developer_tool | dart | design_system | Write an effective web search query to research the topic: design_system. | {"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... | === QUERY ===
design_system best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- design_system
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
e53c1be5df5066bfc74c5b46 | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/5235142/how-do-i-disable-the-resizable-property-of-a-textarea | How do I disable the resizable property of a textarea? | social_app | sql | redis | Design a data structure in sql for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I disable the resizable property of a textarea?", "source_url": "https://stackoverflow... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
742175fb99bbf5bd95607e8c | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/179123/how-to-modify-existing-unpushed-commit-messages | How to modify existing, unpushed commit messages? | documentation | go | api_design | Find and summarize the relevant documentation for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to modify existing, unpushed commit messages?", "source_url": "https://stackoverflow.com/... | === RELEVANT DOCS ===
- How to modify existing, unpushed commit messages?
https://stackoverflow.com/questions/179123/how-to-modify-existing-unpushed-commit-messages
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY =... | web-research-coding-5m-1.1.0 | |
e1d3224c6c439b92e4a13a2d | train | documentation_page | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | productivity | java | distributed_systems | Design a developer documentation page for distributed_systems. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e9d5be6a1490b5eb01ae3639 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/54069253/the-usestate-set-method-is-not-reflecting-a-change-immediately | The useState set method is not reflecting a change immediately | social_app | go | redis | Audit accessibility for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The useState set method is not reflecting a change immediately", "source_url": "https://stack... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
968018823ad56bb96eeef385 | train | repository_architecture | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | finance | scala | ci_cd | Perform a deep multi-layer analysis of ci_cd for a finance 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
30b3f64b898e53de1cc14ed5 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | rust | docker | Perform a deep developer-experience analysis for a rust project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. 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 | |
35cec92e67bb3799592eab41 | train | seo_fix | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | blog | javascript | mongodb | Create an SEO improvement plan for a blog about mongodb. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
31c8ff475cff0d3348ed8d5c | train | cli_experience | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Competitive-Programming-v1 | nvidia/Nemotron-Competitive-Programming-v1 | education | ruby | algorithms | Perform a deep developer-experience analysis for a ruby project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Competitive-Programming-v1", "source_url": "https://huggingface.co/datasets/n... | === 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 | |
be7e53845c13027866a6beba | train | ui_design | stackexchange | https://stackoverflow.com/questions/613183/how-do-i-sort-a-dictionary-by-value | How do I sort a dictionary by value? | blog | shell | open_source | Design a production-quality UI for a blog focused on open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I sort a dictionary by value?", "source_url": "https://stackoverflow.com/questions/613... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
9d0bbb25f58dd86793030a14 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | sql | security | Translate a blog design into maintainable sql code. | {"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", "... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
11bd616cc04bda45bf918481 | train | product_analysis | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | finance | swift | kubernetes | Perform a deep multi-layer analysis of kubernetes for a finance 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": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'visheratin/documentation-images' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
e6f96b9cce52cd6889f94bf2 | train | source_selection | codeberg | https://codeberg.org/manminusone/20x2chi-slides | manminusone/20x2chi-slides | blog | html | caching | Select the most reliable sources to research caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "manminusone/20x2chi-slides", "source_url": "https://codeberg.org/manminusone/20x2chi-slides",... | === 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 | |
46cbbac85abadb5581a11490 | train | api_developer_experience | npm | https://www.npmjs.com/package/three | three | dashboard | shell | design_system | Perform a deep developer-experience analysis for a shell project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. 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 | |
6e1c8c1147f3d4e02b137b5f | train | nextjs_generation | web_docs | https://git-scm.com/doc | Git Documentation | finance | swift | nextjs | Design a Next.js architecture for a finance. | {"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", ... | 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 |
527e3edfcf5ed6682c2019a3 | train | performance_analysis | npm | https://www.npmjs.com/package/typescript | typescript | productivity | c | computer_vision | Perform a deep multi-layer analysis of computer_vision for a productivity 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 'typescript' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
281ddcb8a37ef3bd50b571eb | train | typescript_generation | npm | https://www.npmjs.com/package/jest | jest | portfolio | css | linux | Implement TypeScript logic for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
a24389d09fe3e4c2d1a160f2 | train | web_search_query | npm | https://www.npmjs.com/package/rollup | rollup | ecommerce | java | javascript | Write an effective web search query to research the topic: javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === QUERY ===
javascript best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- javascript
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
43ac15a56f1e2580bee82edd | train | multi_layer_analysis | github | https://github.com/PostHog/posthog | PostHog/posthog | blog | c | open_source | Perform a deep multi-layer analysis of open_source for a blog 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": "PostHog/posthog", "source_url": "https://github.com/PostHog/posthog", "source_type": "reposit... | === 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 'PostHog/posthog' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
d077ef876176862b11996664 | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses | Why does Google prepend while(1); to their JSON responses? | search_interface | html | sql | Rewrite and improve a vague search query about sql 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": "Why does Google prepend while(1); to their JSON responses?", "source_url": "https://stackover... | === ORIGINAL (VAGUE) ===
how to do sql
=== REWRITTEN QUERIES ===
1. sql official documentation guide
2. sql production best practices 2025
3. sql common pitfalls and solutions
4. sql architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, environm... | web-research-coding-5m-1.1.0 | |
bad383b20f99c00e8e17330e | train | refactoring_observability | pypi | https://pypi.org/project/uvicorn/ | uvicorn | blog | php | testing | Refactor a php system related to testing. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
bd59c3981fd6909f131a3c98 | train | api_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | analytics | javascript | devops | Design a production API for a devops application. | {"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 resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
f5bdbb172a0a7da793c5230c | train | repository_architecture | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | sql | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a admin_panel using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'TypeScript Documentation' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
7b3f604581c6e7b33f65c4e4 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | portfolio | cpp | typescript | Extract verifiable evidence about typescript from the given source. | {"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:... | === SOURCE ===
jason1966/aminasalamt_heart-disease-prediction-using-machine-learning
https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statement... | web-research-coding-5m-1.1.0 | |
1cd42e0c8b6b04252227caf9 | train | refactoring_maintainability | pypi | https://pypi.org/project/pydantic/ | pydantic | finance | c | python | Refactor a c system related to python. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
5aa1aa3b6754ab887ecc3536 | train | scalability_analysis | stackexchange | https://stackoverflow.com/questions/136097/what-is-the-difference-between-staticmethod-and-classmethod-in-python | What is the difference between @staticmethod and @classmethod in Python? | admin_panel | sql | devops | Perform a deep multi-layer analysis of devops for a admin_panel using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between @staticmethod and @classmethod in Python?", "source_url": "htt... | === 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 'What is the difference between @staticmethod and @classmethod in Python?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
ecbff8f420ace40d4179aea0 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | sql | backend | Perform a deep developer-experience analysis for a sql project involving backend. | {"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 | |
f3212b1b33afa599391f9d1f | train | refactoring_security | codeberg | https://codeberg.org/Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | admin_panel | css | machine_learning | Refactor a css system related to machine_learning. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604", "source_url": "https://codeberg.org/A... | === 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 | |
a9f1410cc0f1ec3bfeedfe73 | train | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | php | devops | Compare multiple sources about devops 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === SOURCES ===
- Fetch API (https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, enviro... | web-research-coding-5m-1.1.0 | |
965e6d3c2a19422af42ec6a2 | train | design_to_code | github | https://github.com/expressjs/express | expressjs/express | landing_page | java | security | Translate a landing_page design into maintainable java code. | {"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... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
0e2670b7af7d0dd311c4c1e9 | train | design_components | huggingface | https://huggingface.co/datasets/WillHeld/paloma_programming_languages | WillHeld/paloma_programming_languages | landing_page | rust | data_engineering | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "WillHeld/paloma_programming_languages", "source_url": "https://huggingface.co/datasets/WillHe... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
b9d8a4700f87a4099717b723 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/24502898/show-or-hide-element-in-react | Show or hide element in React | blog | java | api_design | Perform a deep multi-layer analysis of api_design for a blog 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": "Show or hide element in React", "source_url": "https://stackoverflow.com/questions/24502898/s... | === 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 'Show or hide element in React' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
ce22f5db91580f7a6cbdc8dd | train | design_to_code | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | landing_page | dart | fullstack | Translate a landing_page design into maintainable dart code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leo009/python-programming-instructions", "source_url": "https://huggingface.co/datasets/leo00... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
bb5dfc0806c36718795d2ebc | train | ui_design | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | dashboard | python | frontend | Design a production-quality UI for a dashboard focused on frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3821d2ba9988f1d9cb45d4b1 | train | documentation_experience | pypi | https://pypi.org/project/rich/ | rich | search_interface | typescript | deep_learning | Perform a deep developer-experience analysis for a typescript project involving deep_learning. | {"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": "de... | === 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 | |
9ed2778caa85a960ced81a9f | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | landing_page | shell | database | Perform a deep multi-layer analysis of database for a landing_page using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
bac3e9c7d1651d6ec24aaf18 | train | repository_understanding | web_docs | https://git-scm.com/doc | Git Documentation | documentation | rust | postgresql | Perform a deep multi-layer analysis of postgresql for a documentation using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
460f138af451394b04628717 | train | refactoring_legacy_code | pypi | https://pypi.org/project/requests/ | requests | ecommerce | go | rest_api | Refactor a go system related to rest_api. Focus on refactoring legacy code. | {"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... | === 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 | |
e3a3d477316e5bcf281f40d9 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | java | algorithms | Improve visual hierarchy in a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
b6fe04dde8321e2797cadb1e | train | responsive_website | stackexchange | https://stackoverflow.com/questions/60018578/what-does-model-eval-do-in-pytorch | What does model.eval() do in pytorch? | blog | css | developer_experience | Design a complete responsive blog for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does model.eval() do in pytorch?", "source_url": "https://stackoverflow.com/questions/60... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
93f73e0595d4ff046b20b97e | train | refactoring_readability | codeberg | https://codeberg.org/andrea_alberti/_cargo-index | andrea_alberti/_cargo-index | analytics | sql | kubernetes | Refactor a sql system related to kubernetes. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "andrea_alberti/_cargo-index", "source_url": "https://codeberg.org/andrea_alberti/_cargo-index... | === 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 | |
f83a747e5cd55591e4db475b | train | documentation_lookup | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | productivity | java | documentation | Find and summarize the relevant documentation for documentation. | {"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... | === RELEVANT DOCS ===
- CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels
https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summar... | web-research-coding-5m-1.1.0 | |
eb4c24b36bd7dc9a520ac489 | train | design_to_code | pypi | https://pypi.org/project/scrapy/ | scrapy | education | shell | developer_experience | Translate a education design into maintainable shell code. | {"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":... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
8842c83c744e0adb89117dac | train | html_generation | npm | https://www.npmjs.com/package/vitest | vitest | developer_tool | dart | cloud | Create semantic HTML for a developer_tool about cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | 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 |
b8c517d1bf8636656c2ccee1 | train | design_to_code | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | education | shell | computer_vision | Translate a education design into maintainable shell code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "osp-group/flask-nginx-rtmp-manager", "source_url": "https://gitlab.com/osp-group/flask-nginx-... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
e0853412d36dfc5df0d77176 | train | web_search_query | codeberg | https://codeberg.org/kawas44/2025-aoc-python | kawas44/2025-aoc-python | landing_page | python | data_structures | Write an effective web search query to research the topic: data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kawas44/2025-aoc-python", "source_url": "https://codeberg.org/kawas44/2025-aoc-python", "sour... | === QUERY ===
data_structures best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- data_structures
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0075cdee601d92fc9fc5a8a6 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/30626030/can-you-force-a-react-component-to-rerender-without-calling-setstate | Can you force a React component to rerender without calling setState? | education | 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": "Can you force a React component to rerender without calling setState?", "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 | |
cdc5852adea054d7d206f571 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | php | authentication | Perform a deep multi-layer analysis of authentication for a social_app using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
487ce7c18b411c7aff194d30 | train | design_accessibility | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | portfolio | css | database | Audit accessibility for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a220ed7b24d1bfc7b3be40b9 | train | api_design | codeberg | https://codeberg.org/0x0079/4ring | 0x0079/4ring | productivity | go | api_design | Design a production API for a api_design application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "0x0079/4ring", "source_url": "https://codeberg.org/0x0079/4ring", "source_type": "repository"... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
92f01adda202f3ebb161f393 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | scala | nlp | Perform a technical research task about nlp, focused on implementation details. | {"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": "... | === SCOPE ===
Technical behavior of nlp.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Web APIs (https://developer.mozilla.org/en-US/docs/Web/API)
- Offici... | web-research-coding-5m-1.1.0 | |
3b9ef7fcc757b438ebf7cabc | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | python | sql | Design a landing page for a sql product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
94a8383ae5dda1d8d597c070 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | go | data_engineering | Refactor a go system related to data_engineering. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
b244ff1f14c9883143d0aa01 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/5726729/how-to-parse-json-using-node-js | How to parse JSON using Node.js? | blog | css | documentation | Refactor a css system related to documentation. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to parse JSON using Node.js?", "source_url": "https://stackoverflow.com/questions/5726729... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
bc7e483b3151c1d12df0dd10 | train | design_to_code | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | portfolio | swift | fullstack | Translate a portfolio design into maintainable swift code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
de02bfec18d14faf0ccf3577 | train | repository_documentation | huggingface | https://huggingface.co/datasets/ianncity/Hunter-Alpha-Programming-160000x | ianncity/Hunter-Alpha-Programming-160000x | analytics | typescript | redis | Perform a deep multi-layer analysis of redis for a analytics using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ianncity/Hunter-Alpha-Programming-160000x", "source_url": "https://huggingface.co/datasets/ia... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'ianncity/Hunter-Alpha-Programming-160000x' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
c7ec0a3753d49a8a038efb66 | train | product_analysis | codeberg | https://codeberg.org/OutbackViewableEvil/_cargo-index | OutbackViewableEvil/_cargo-index | social_app | go | computer_vision | Perform a deep multi-layer analysis of computer_vision for a social_app using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OutbackViewableEvil/_cargo-index", "source_url": "https://codeberg.org/OutbackViewableEvil/_c... | === 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 'OutbackViewableEvil/_cargo-index' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
1b7f26f658adeb7ef4aab95b | train | form_ui | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | admin_panel | php | web_performance | Design an accessible form for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
1e7c3bc8e1d87cfe0620431c | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | javascript | html | Create design tokens for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
48ce8de62b9533019dbb7351 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | rust | web_performance | Perform a deep multi-layer analysis of web_performance 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
8445ea653d3bc5510149eab4 | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/10732690/offsetting-an-html-anchor-to-adjust-for-fixed-header | offsetting an html anchor to adjust for fixed header | community | kotlin | typescript | Perform a deep multi-layer analysis of typescript for a community 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": "offsetting an html anchor to adjust for fixed header", "source_url": "https://stackoverflow.c... | === 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 'offsetting an html anchor to adjust for fixed header' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
1bc1d39ceef907977a4b4921 | train | refactoring_readability | pypi | https://pypi.org/project/torch/ | torch | community | sql | software_architecture | Refactor a sql system related to software_architecture. 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 | |
20ebebbaaadc0c41bb890ffd | train | ui_design | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | ruby | graphql | Design a production-quality UI for a developer_tool focused on graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
cae8e36238f9ed70a9339782 | train | seo_fix | stackexchange | https://stackoverflow.com/questions/6157497/printing-to-console-without-a-trailing-newline | Printing to console without a trailing newline? | community | sql | software_architecture | Create an SEO improvement plan for a community about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Printing to console without a trailing newline?", "source_url": "https://stackoverflow.com/qu... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
876bd8125bb2a640ee705fb5 | train | dx_analysis | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | marketplace | ruby | software_architecture | Perform a deep developer-experience analysis for a ruby project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "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 | |
0218d6b02a533ec151d8ada4 | train | refactoring_security | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | productivity | python | nextjs | Refactor a python system related to nextjs. Focus on refactoring security. | {"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... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5b19e145f8f8024a51093df7 | train | typescript_generation | github | https://github.com/vercel/hyper | vercel/hyper | marketplace | rust | javascript | Implement TypeScript logic for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
bad5d9d8a92a2e566ee27058 | train | technical_research | pypi | https://pypi.org/project/pydantic/ | pydantic | documentation | shell | distributed_systems | Perform a technical research task about distributed_systems, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of distributed_systems.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- pydantic (https://pypi.org/project/pydantic/)
- Offi... | web-research-coding-5m-1.1.0 | |
f95527edcc2dda7943a3bd49 | train | build_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | ruby | testing | Perform a deep developer-experience analysis for a ruby project involving testing. | {"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 | |
c29f1050c4c7086a48e69cba | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | landing_page | javascript | debugging | Refactor a javascript system related to debugging. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML: Valid id attribute values?", "source_url": "https://stackoverflow.com/questions/70579/h... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f3302650e7a4d76c9479b28b | train | information_architecture | npm | https://www.npmjs.com/package/hono | hono | community | ruby | nextjs | Design the information architecture for nextjs. | {"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":... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ffc9df01f5cca36c59af7bee | train | testing_experience | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | ecommerce | html | html | Perform a deep developer-experience analysis for a html project involving html. | {"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 | |
cb9be7760e7f094415dce136 | train | security_review | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | productivity | scala | postgresql | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
5a898073571be8b254d5ca71 | train | ui_design | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | community | java | mongodb | Design a production-quality UI for a community focused on mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
f681389285f0a0d9cb73d176 | train | performance_analysis | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | cpp | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
12eef6f621205239076f182b | train | cli_experience | pypi | https://pypi.org/project/django/ | django | analytics | kotlin | debugging | Perform a deep developer-experience analysis for a kotlin project involving 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":... | === 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 | |
07aae58cb11270e8b9be235d | train | tradeoff_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | search_interface | typescript | linux | Perform a deep multi-layer analysis of linux for a search_interface using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
592ff9ed73428f975f439384 | train | repository_architecture | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-docstrings | ytzi/the-stack-dedup-python-filtered-docstrings | finance | shell | developer_experience | Perform a deep multi-layer analysis of developer_experience for a finance using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-docstrings", "source_url": "https://huggingface.co/datas... | === 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 'ytzi/the-stack-dedup-python-filtered-docstrings' as a source anchor a... | web-research-coding-5m-1.1.0 | |
f20f5a2ca8e5e0306376c7c6 | train | upgrade_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | documentation | shell | nodejs | Perform a deep developer-experience analysis for a shell project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. 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 | |
dc7eacdcc378a4ef12e37ffe | train | seo_fix | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | portfolio | ruby | developer_experience | Create an SEO improvement plan for a portfolio about developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
945bff08e3db5494e2f4c4d9 | train | system_analysis | npm | https://www.npmjs.com/package/vue | vue | community | kotlin | algorithms | Perform a deep multi-layer analysis of algorithms for a community 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'vue' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
56c4e63a0f5b807cb796d5cb | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | php | kubernetes | Perform a deep multi-layer analysis of kubernetes for a developer_tool using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
70ad7167cac882f91eebf56c | train | unit_testing | huggingface | https://huggingface.co/datasets/hsultanbey/javascript | hsultanbey/javascript | finance | go | database | Create a unit-testing strategy for go code involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsultanbey/javascript", "source_url": "https://huggingface.co/datasets/hsultanbey/javascript"... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
e9709ea11e8154e3e62f76a9 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | swift | css | Design a production API for a css application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
e965e32fd8089766f24a32a0 | train | refactoring_performance | gitlab | https://gitlab.com/soul-codes/ts-deep-pick | soul-codes/ts-deep-pick | finance | python | graphql | Refactor a python system related to graphql. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soul-codes/ts-deep-pick", "source_url": "https://gitlab.com/soul-codes/ts-deep-pick", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8b205a84feeff71069096798 | train | research_summary | huggingface | https://huggingface.co/datasets/amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | portfolio | typescript | serverless | Summarize the current state of knowledge about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingfac... | === OVERVIEW ===
serverless 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 ===
amalia-llm/amalia-N... | web-research-coding-5m-1.1.0 | |
471af9d66784814cd9d6909e | train | documentation_experience | pypi | https://pypi.org/project/typer/ | typer | documentation | php | postgresql | Perform a deep developer-experience analysis for a php project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
10852ca23264d6704f49a06a | train | information_architecture | huggingface | https://huggingface.co/datasets/jon-tow/starcoderdata-python-edu | jon-tow/starcoderdata-python-edu | analytics | typescript | nextjs | Design the information architecture for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jon-tow/starcoderdata-python-edu", "source_url": "https://huggingface.co/datasets/jon-tow/sta... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
bb3a8778a8fcc1a9509a79de | train | performance_fix | npm | https://www.npmjs.com/package/express | express | education | ruby | web_performance | Create a web-performance optimization plan for a education. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
46e70e8367d0028a0ee0e05e | train | refactoring_legacy_code | codeberg | https://codeberg.org/nadevko/.profile | nadevko/.profile | social_app | go | html | Refactor a go system related to html. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nadevko/.profile", "source_url": "https://codeberg.org/nadevko/.profile", "source_type": "rep... | === 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 | |
c0b1a1c2a12808d3358d4cd2 | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new | admin_panel | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a admin_panel 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": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new", "source_url": "https://huggingface.co/da... | === 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 'Romoamigo/SWE-Bench-MultilingualC_CPPFiletered_new' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
f371b4e83452e058d86779dc | train | multi_hop_research | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | landing_page | php | postgresql | Perform multi-hop research about postgresql: 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": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | === HOP 1 ===
Start at: orgcatorg/multilingual
https://huggingface.co/datasets/orgcatorg/multilingual
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 ... | web-research-coding-5m-1.1.0 | |
a8273616c664f776d008d728 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/507138/how-to-add-a-class-to-an-html-element-with-javascript | How to add a class to an HTML element with JavaScript? | saas | kotlin | python | Refactor a kotlin 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": "How to add a class to an HTML element with JavaScript?", "source_url": "https://stackoverflow... | === 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 |
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