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91e0482a33bf4ad55511e8da | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | php | data_structures | Audit accessibility for a finance. | {"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",... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a328a8b53559ca44ad7fefd9 | train | dx_analysis | github | https://github.com/mermaid-js/mermaid | mermaid-js/mermaid | community | go | fullstack | Perform a deep developer-experience analysis for a go project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mermaid-js/mermaid", "source_url": "https://github.com/mermaid-js/mermaid", "source_type": "r... | === 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 | |
cae2022f2e87adf89bfde213 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/34930735/pros-cons-of-using-redux-saga-with-es6-generators-vs-redux-thunk-with-es2017-asy | Pros/cons of using redux-saga with ES6 generators vs redux-thunk with ES2017 async/await | landing_page | scala | authentication | Refactor a scala system related to authentication. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pros/cons of using redux-saga with ES6 generators vs redux-thunk with ES2017 async/await", "s... | === 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 | |
4117ff014753249d134010a3 | train | repository_architecture | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | finance | css | caching | Perform a deep multi-layer analysis of caching for a finance 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
459e0d120673cd21a611c14c | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | css | docker | Verify a technical claim about docker. | {"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... | === CLAIM ===
A common claim about docker.
=== 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-depend... | web-research-coding-5m-1.1.0 | |
b410cd1485317cd35b76cedf | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/open-phi/programming_books_llama | open-phi/programming_books_llama | saas | cpp | developer_experience | Perform a deep multi-layer analysis of developer_experience for a saas using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-phi/programming_books_llama", "source_url": "https://huggingface.co/datasets/open-phi/pr... | === 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 'open-phi/programming_books_llama' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
a65bea3f1944374e7e78e6d0 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/950087/how-do-i-include-a-javascript-file-in-another-javascript-file | How do I include a JavaScript file in another JavaScript file? | developer_tool | ruby | microservices | Perform a deep developer-experience analysis for a ruby project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I include a JavaScript file in another JavaScript file?", "source_url": "https://stack... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
279e5a10307d375b6347fa77 | train | developer_onboarding | web_docs | https://git-scm.com/doc | Git Documentation | productivity | html | rest_api | Perform a deep developer-experience analysis for a html project involving rest_api. | {"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. 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 | |
7c68baee5ce558241c01cb0d | train | testing_experience | stackexchange | https://stackoverflow.com/questions/784929/what-does-the-double-exclamation-mark-operator-do-in-javascript | What does the !! (double exclamation mark) operator do in JavaScript? | ecommerce | python | nextjs | Perform a deep developer-experience analysis for a python project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the !! (double exclamation mark) operator do in JavaScript?", "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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
42441fdec4db98d65039ee1c | train | javascript_generation | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | marketplace | kotlin | sql | Implement JavaScript interactions for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | 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 |
2632af8068bec468380ec2b9 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | marketplace | shell | python | Refactor a shell system related to python. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | === 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 | |
644eb719b59dca215aa11f84 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/togethercomputer/CoderForge-Preview | togethercomputer/CoderForge-Preview | community | python | postgresql | Perform a deep multi-layer analysis of postgresql for a community 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": "togethercomputer/CoderForge-Preview", "source_url": "https://huggingface.co/datasets/together... | === 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 'togethercomputer/CoderForge-Preview' as a source anchor and identify relevant APIs, depen... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
90bde9a5f32e65c0eead0543 | train | seo_fix | npm | https://www.npmjs.com/package/vitest | vitest | developer_tool | kotlin | kubernetes | Create an SEO improvement plan for a developer_tool about kubernetes. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
626c8387d8f3d38365adce2e | train | debugging | stackexchange | https://stackoverflow.com/questions/12787781/type-definition-in-object-literal-in-typescript | Type definition in object literal in TypeScript | analytics | dart | authorization | Create a realistic dart debugging problem involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Type definition in object literal in TypeScript", "source_url": "https://stackoverflow.com/qu... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2cbc0a86a6f58eb5bfbca79c | train | refactoring_readability | pypi | https://pypi.org/project/flask/ | flask | landing_page | swift | frontend | Refactor a swift system related to frontend. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "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 | |
d1d87067dfdf4ad3e40376f0 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/10059594/a-simple-explanation-of-naive-bayes-classification | A simple explanation of Naive Bayes Classification | social_app | dart | microservices | Design a Next.js architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "A simple explanation of Naive Bayes Classification", "source_url": "https://stackoverflow.com... | 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 |
32b0d1e36fdbfc80aefc5eec | train | dependency_impact_analysis | codeberg | https://codeberg.org/anth1y/100-exercises-to-learn-rust | anth1y/100-exercises-to-learn-rust | landing_page | c | ci_cd | Perform a deep multi-layer analysis of ci_cd for a landing_page 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": "anth1y/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/anth1y/100-exercises... | === 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 'anth1y/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
fcf12f6560103db4eb31fa01 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/1129216/sort-array-of-objects-by-string-property-value | Sort array of objects by string property value | productivity | c | developer_experience | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sort array of objects by string property value", "source_url": "https://stackoverflow.com/que... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7ae268b1d40c12bd986a5561 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
fe439b6d96477dac53edba84 | train | debugging | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | developer_tool | shell | cloud | Create a realistic shell debugging problem involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
a44a45d5d3a9dcbf2af6b844 | train | component_design | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | saas | ruby | api_design | Design reusable UI components for a saas. | {"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", ... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6af52116f0cdf92a4a889101 | train | refactoring_readability | npm | https://www.npmjs.com/package/jest | jest | marketplace | java | user_experience | Refactor a java system related to user_experience. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve 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 | |
aa160f51a145b41d148642e0 | train | source_selection | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-DPO | mxzoo/CFFI-javascript-obfuscated-DPO | portfolio | cpp | cloud | Select the most reliable sources to research cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-DPO", "source_url": "https://huggingface.co/datasets/mxzoo/C... | === 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 | |
822613983a575fa34d6981f3 | train | refactoring_observability | gitlab | https://gitlab.com/rebornos-team/fenix/fenix-installer | rebornos-team/fenix/fenix-installer | marketplace | rust | ci_cd | Refactor a rust system related to ci_cd. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rebornos-team/fenix/fenix-installer", "source_url": "https://gitlab.com/rebornos-team/fenix/f... | === 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 | |
2bd17bdcdc17d3773227db2e | train | repository_architecture | codeberg | https://codeberg.org/Azorimor/_cargo-index | Azorimor/_cargo-index | education | sql | kubernetes | Perform a deep multi-layer analysis of kubernetes for a education 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": "Azorimor/_cargo-index", "source_url": "https://codeberg.org/Azorimor/_cargo-index", "source_t... | === 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 'Azorimor/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
6dd8b9a8b781347ba292ccb6 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-ultimate | shangshang/programming-interview-zh-ultimate | marketplace | python | postgresql | Perform a deep multi-layer analysis of postgresql for a marketplace 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": "shangshang/programming-interview-zh-ultimate", "source_url": "https://huggingface.co/datasets... | === 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 'shangshang/programming-interview-zh-ultimate' as a source anchor and identify relevant AP... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
231d18a13e2d517dde37057f | train | repository_architecture | github | https://github.com/f/prompts.chat | f/prompts.chat | documentation | sql | backend | Perform a deep multi-layer analysis of backend for a documentation 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": "f/prompts.chat", "source_url": "https://github.com/f/prompts.chat", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'f/prompts.chat' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
84f04db2a2aafdeff90191be | train | api_developer_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | portfolio | typescript | documentation | Perform a deep developer-experience analysis for a typescript project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
691b4f17afc0b181663e01a1 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | html | python | Create an SEO improvement plan for a community about python. | {"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", "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
5a1ff9a17124075b9727116f | train | error_message_design | gitlab | https://gitlab.com/azae/craft/movie-rental/movie-rental-typescript | azae/craft/movie-rental/movie-rental-typescript | portfolio | swift | devops | Perform a deep developer-experience analysis for a swift project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "azae/craft/movie-rental/movie-rental-typescript", "source_url": "https://gitlab.com/azae/craf... | === 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 | |
31aee80687a0b08367de847e | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | blog | dart | algorithms | Design the information architecture for algorithms. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
c327da6e8ce4026a44e399f7 | train | refactoring_readability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | community | go | design_system | Refactor a go system related to design_system. Focus on refactoring readability. | {"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": "... | === 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 | |
4b2ebc54cd1556e9612b25c9 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | cpp | authentication | Create a responsive design strategy for a saas. | {"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 mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
edc40dd5fc8729d534af96e9 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | ruby | debugging | 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": "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 | |
276189013904b27ca0a8a820 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/38340311/what-is-the-difference-between-steps-and-epochs-in-tensorflow | What is the difference between steps and epochs in TensorFlow? | social_app | sql | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app 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 steps and epochs in TensorFlow?", "source_url": "https://stack... | === 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 'What is the difference between steps and epochs in TensorFlow?' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
330fe20245cbe96a286c1734 | train | visual_hierarchy | npm | https://www.npmjs.com/package/fastify | fastify | search_interface | dart | caching | Improve visual hierarchy in a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
234774c790ca0b4a9b0680bd | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/1260748/how-do-i-remove-a-submodule | How do I remove a submodule? | finance | c | postgresql | Perform a deep multi-layer analysis of postgresql for a finance 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": "How do I remove a submodule?", "source_url": "https://stackoverflow.com/questions/1260748/how... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'How do I remove a submodule?' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
5a9d0e73a6df9042916ba5d0 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/1832076/what-is-the-difference-between-supervised-learning-and-unsupervised-learning | What is the difference between supervised learning and unsupervised learning? | ecommerce | typescript | open_source | Refactor a typescript system related to open_source. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between supervised learning and unsupervised learning?", "source_url":... | === 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 | |
3bf460f54d651abd1a5ec4fb | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/11580961/sending-command-line-arguments-to-npm-script | Sending command line arguments to npm script | dashboard | swift | authorization | Refactor a swift system related to authorization. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sending command line arguments to npm script", "source_url": "https://stackoverflow.com/quest... | === 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 | |
7005b4c5df4ec4daa3ba7879 | train | design_accessibility | npm | https://www.npmjs.com/package/hono | hono | analytics | java | javascript | Audit accessibility for a analytics. | {"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":... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f4b3abbfcdf12ffd327cc4ec | train | developer_experience | gitlab | https://gitlab.com/comentario/comentario | comentario/comentario | landing_page | 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": "comentario/comentario", "source_url": "https://gitlab.com/comentario/comentario", "source_typ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
56ab274217bd34e4be84dca0 | train | refactoring_security | gitlab | https://gitlab.com/cznic/quickjs | cznic/quickjs | dashboard | python | javascript | Refactor a python system related to javascript. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cznic/quickjs", "source_url": "https://gitlab.com/cznic/quickjs", "source_type": "repository"... | === 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 |
2b633468405e652740058edf | train | code_review | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | admin_panel | dart | authentication | Perform a production code review of dart code related to authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
1bcc7ae7df56f1a6c7eec400 | train | research_summary | stackexchange | https://stackoverflow.com/questions/53513/how-do-i-check-if-a-list-is-empty | How do I check if a list is empty? | portfolio | sql | distributed_systems | Summarize the current state of knowledge about distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if a list is empty?", "source_url": "https://stackoverflow.com/questions/53513... | === OVERVIEW ===
distributed_systems 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 ===
How do I c... | web-research-coding-5m-1.1.0 | |
a5873d6d3230ae4c7b4e0a42 | train | design_consistency | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | documentation | go | ci_cd | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
a58c9be9e64d510909db85ca | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | portfolio | python | python | Perform a deep multi-layer analysis of python for a portfolio 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": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 'priyasarath1531/web_development' as a source anchor and identify relevant APIs, dependencies, ver... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
80680f9b3db05556f112f770 | train | testing_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | marketplace | c | open_source | Perform a deep developer-experience analysis for a c project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. 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 | |
c5e0d6ce25ab05d2db98c391 | train | technical_research | pypi | https://pypi.org/project/transformers/ | transformers | analytics | go | developer_experience | Perform a technical research task about developer_experience, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of developer_experience.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- transformers (https://pypi.org/project/transformers... | web-research-coding-5m-1.1.0 | |
de87057bdb9f635d933cd6d0 | train | javascript_generation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | saas | cpp | database | Implement JavaScript interactions for a saas. | {"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... | 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 |
1035a31c6b4c9797f8b0a198 | train | ux_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | ecommerce | swift | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
7ec2ee36b621ec4860de3468 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/51433378/what-does-model-train-do-in-pytorch | What does model.train() do in PyTorch? | developer_tool | kotlin | ci_cd | Extract verifiable evidence about ci_cd from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does model.train() do in PyTorch?", "source_url": "https://stackoverflow.com/questions/5... | === SOURCE ===
What does model.train() do in PyTorch?
https://stackoverflow.com/questions/51433378/what-does-model-train-do-in-pytorch
=== 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 CHEC... | web-research-coding-5m-1.1.0 | |
7a5bc2f05e1b96202fb4c0fc | train | responsive_design | stackexchange | https://stackoverflow.com/questions/1026069/how-do-i-make-the-first-letter-of-a-string-uppercase-in-javascript | How do I make the first letter of a string uppercase in JavaScript? | blog | cpp | ci_cd | 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": "How do I make the first letter of a string uppercase in JavaScript?", "source_url": "https://... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
d91914c5d8f9ae5fa4e92587 | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | rust | fullstack | Perform a deep multi-layer analysis of fullstack 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
59b05492dec57ca0a7c9e890 | train | root_cause_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | portfolio | css | docker | Perform a deep multi-layer analysis of docker for a portfolio 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": "UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney", "source_url": "https://codeberg.or... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
1b42af11549662b75f06a23e | train | web_search_query | huggingface | https://huggingface.co/datasets/LiquidAI/nanobeir-multilingual-extended | LiquidAI/nanobeir-multilingual-extended | productivity | shell | caching | Write an effective web search query to research the topic: caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LiquidAI/nanobeir-multilingual-extended", "source_url": "https://huggingface.co/datasets/Liqu... | === QUERY ===
caching best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- caching
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
bf05258a6211bcf4ac8c3eee | train | developer_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | documentation | c | frontend | Perform a deep developer-experience analysis for a c project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ea7eafa3e83a9d9acabe3fd8 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | javascript | fullstack | Perform a deep multi-layer analysis of fullstack for a ecommerce 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
c24830d26d9bcc950f20c1a1 | train | html_generation | huggingface | https://huggingface.co/datasets/MoritzLaurer/multilingual-NLI-26lang-2mil7 | MoritzLaurer/multilingual-NLI-26lang-2mil7 | documentation | java | data_engineering | Create semantic HTML for a documentation about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MoritzLaurer/multilingual-NLI-26lang-2mil7", "source_url": "https://huggingface.co/datasets/M... | 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 |
5dd4accdbdd3bb210a5d022a | train | security_review | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | documentation | sql | python | Perform a security review of a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b64847a817a18c88d0bbba51 | train | debugging | pypi | https://pypi.org/project/django/ | django | dashboard | kotlin | documentation | Create a realistic kotlin debugging problem involving documentation. | {"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":... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
2425df4732cfbcd970e8fdd2 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | scala | ci_cd | Design React components for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
2f38a4d220a9f9c534524c67 | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | kotlin | mongodb | Perform a deep developer-experience analysis for a kotlin project involving mongodb. | {"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 | |
d6b7ad4635098ca9569c3257 | train | dependency_impact_analysis | gitlab | https://gitlab.com/nfriend/ts-key-enum | nfriend/ts-key-enum | productivity | sql | javascript | Perform a deep multi-layer analysis of javascript 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": "nfriend/ts-key-enum", "source_url": "https://gitlab.com/nfriend/ts-key-enum", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'nfriend/ts-key-enum' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
58a563d666e245ea4bf78e49 | train | responsive_design | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | css | distributed_systems | Create a responsive design strategy for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c426e8117c859f6bec997bae | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/2765421/how-do-i-push-a-new-local-branch-to-a-remote-git-repository-and-track-it-too | How do I push a new local branch to a remote Git repository and track it too? | community | typescript | design_system | Implement JavaScript interactions for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I push a new local branch to a remote Git repository and track it too?", "source_url":... | 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 |
af05fbd87a3d8f4a289187ed | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | javascript | web_accessibility | Refactor a javascript system related to web_accessibility. Focus on refactoring scalability. | {"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",... | === 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 | |
dca01c4a6a3367a176cc74d0 | train | documentation_experience | npm | https://www.npmjs.com/package/express | express | community | python | rest_api | Perform a deep developer-experience analysis for a python project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
08f56a6ca9cfabcac3bc2213 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | ruby | testing | Translate a developer_tool design into maintainable ruby code. | {"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... | 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 | |
11ebe119a34b8141b9e0211a | train | refactoring_observability | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | search_interface | c | typescript | Refactor a c system related to typescript. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn/scikit-learn", "source_url": "https://github.com/scikit-learn/scikit-learn", "so... | === 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 | |
cc17c8500c188743a6b1496b | train | refactoring_maintainability | npm | https://www.npmjs.com/package/react | react | education | java | ci_cd | Refactor a java system related to ci_cd. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 | |
32859c4f36791ef07f3bbf82 | train | responsive_website | npm | https://www.npmjs.com/package/typescript | typescript | saas | kotlin | html | Design a complete responsive saas for html. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
82ae766db70355cfa2572642 | train | refactoring_architecture | pypi | https://pypi.org/project/django/ | django | portfolio | dart | security | Refactor a dart system related to security. Focus on refactoring architecture. | {"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":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
866b4ed5978da95c5365f474 | train | search_query_rewrite | codeberg | https://codeberg.org/test101/12 | test101/12 | saas | javascript | mongodb | Rewrite and improve a vague search query about mongodb 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": "test101/12", "source_url": "https://codeberg.org/test101/12", "source_type": "repository", "t... | === ORIGINAL (VAGUE) ===
how to do mongodb
=== REWRITTEN QUERIES ===
1. mongodb official documentation guide
2. mongodb production best practices 2025
3. mongodb common pitfalls and solutions
4. mongodb architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
c81d90f3a2359cce4742a0c2 | train | refactoring | gitlab | https://gitlab.com/ironfox-oss/IronFox | ironfox-oss/IronFox | social_app | c | javascript | Create a production coding task in c for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ironfox-oss/IronFox", "source_url": "https://gitlab.com/ironfox-oss/IronFox", "source_type": ... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b46630ce921764abdba5bab4 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | productivity | sql | frontend | Perform a technical research task about frontend, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of frontend.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Fetch API (https://developer.mozilla.org/en-US/docs/Web/API/Fet... | web-research-coding-5m-1.1.0 | |
65fd0d19ba91a2bb7ae43568 | train | form_ui | codeberg | https://codeberg.org/VE3VVS/_cargo-index | VE3VVS/_cargo-index | developer_tool | shell | postgresql | Design an accessible form for postgresql. | {"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"... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
33b10d520ec83a4e5e86da9d | train | multi_hop_research | huggingface | https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset | prsdm/Machine-Learning-QA-dataset | marketplace | typescript | nodejs | Perform multi-hop research about nodejs: 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": "prsdm/Machine-Learning-QA-dataset", "source_url": "https://huggingface.co/datasets/prsdm/Mach... | === HOP 1 ===
Start at: prsdm/Machine-Learning-QA-dataset
https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset
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 is... | web-research-coding-5m-1.1.0 | |
80235000ca50ef66a1c49964 | train | dashboard | web_docs | https://go.dev/doc/ | Go Documentation | dashboard | c | serverless | Design a production dashboard for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5282e85bbcf37a4da55cb369 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | java | caching | Perform a deep multi-layer analysis of caching for a analytics using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
ee698f08553ecb298e370833 | train | refactoring | gitlab | https://gitlab.com/cznic/quickjs | cznic/quickjs | landing_page | shell | open_source | Create a production coding task in shell for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cznic/quickjs", "source_url": "https://gitlab.com/cznic/quickjs", "source_type": "repository"... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
f4dc72a1efe49d4ae337d089 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | java | data_engineering | Select the most reliable sources to research data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
2bcc7d8a2b94bb6b899eb9d1 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | cpp | graphql | Perform multi-hop research about graphql: 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === HOP 1 ===
Start at: JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and w... | web-research-coding-5m-1.1.0 | |
6abb9ff72cecec100e28eaae | train | javascript_generation | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | social_app | cpp | devops | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | Use 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 |
92f5e56c4b739bbda7b84879 | train | technical_research | huggingface | https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1 | Aaqqid/OCR-Synthetic-Multilingual-v1 | admin_panel | rust | cloud | Perform a technical research task about cloud, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Aaqqid/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Aaqqid/... | === SCOPE ===
Technical behavior of cloud.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Aaqqid/OCR-Synthetic-Multilingual-v1 (https://huggingface.co/datas... | web-research-coding-5m-1.1.0 | |
46dc181f25ff523f09d2ab0a | train | product_analysis | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | portfolio | go | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a portfolio 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": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === 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 'dmeldrum6/dataset-JavaScript-general-coding' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
c37779715fd5eefa58f007df | train | performance_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | ecommerce | php | database | Perform a deep multi-layer analysis of database for a ecommerce using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 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 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
e18b420f12d5eb39d474e57c | train | multi_hop_research | pypi | https://pypi.org/project/flask/ | flask | dashboard | python | 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === HOP 1 ===
Start at: flask
https://pypi.org/project/flask/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ==... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e79765adc7b4d418e3345d8d | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | community | swift | html | Perform a deep multi-layer analysis of html for a community 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
d55dfc1509d1709dd2f79893 | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | rust | debugging | Audit accessibility for a landing_page. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1adf5ce6606bfa391e0c97be | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | scala | graphql | Perform a deep multi-layer analysis of graphql 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
7471481997bc4595ec6d8ff9 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | education | shell | javascript | Perform a deep multi-layer analysis of javascript for a education 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
18b844bc2693e6c09116d777 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | productivity | c | frontend | Refactor a c system related to frontend. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 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 | |
0d6f23188571517450326ceb | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | typescript | devops | Perform a deep developer-experience analysis for a typescript project involving devops. | {"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 | |
073e5e521edf1edb562a6c28 | train | css_generation | stackexchange | https://stackoverflow.com/questions/5009324/node-js-nginx-what-now | Node.js + Nginx - What now? | saas | css | microservices | Create responsive CSS for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js + Nginx - What now?", "source_url": "https://stackoverflow.com/questions/5009324/node... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
5302034e3a1bd39e0009f88c | train | algorithm_design | huggingface | https://huggingface.co/datasets/tokyotech-llm/swallow-code-v2 | tokyotech-llm/swallow-code-v2 | portfolio | go | microservices | Design a go algorithm for a microservices problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tokyotech-llm/swallow-code-v2", "source_url": "https://huggingface.co/datasets/tokyotech-llm/... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
da5bc2a63a60f8515de54e85 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | sql | css | Perform a deep multi-layer analysis of css for a education 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
77b43c950da98ca2958b6984 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/728360/how-do-i-correctly-clone-a-javascript-object | How do I correctly clone a JavaScript object? | marketplace | ruby | design_system | Perform a deep developer-experience analysis for a ruby project involving design_system. | {"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. 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 | |
27a78ae03ca2aef073143e48 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/34240703/what-are-logits-what-is-the-difference-between-softmax-and-softmax-cross-entrop | What are logits? What is the difference between softmax and softmax_cross_entropy_with_logits? | community | css | distributed_systems | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are logits? What is the difference between softmax and softmax_cross_entropy_with_logits... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
bacaefad67898f0aac57019a | train | deployment_experience | npm | https://www.npmjs.com/package/zod | zod | marketplace | typescript | api_design | Perform a deep developer-experience analysis for a typescript project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. 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 | |
eb7dd82f260bb594b0e4ab67 | train | accessibility_fix | pypi | https://pypi.org/project/pydantic/ | pydantic | marketplace | dart | debugging | Create an accessibility remediation plan for a marketplace. | {"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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 |
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