id large_stringlengths 24 24 | split large_stringclasses 1
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values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
378d1661588b3c12874383f5 | train | refactoring_dependency | npm | https://www.npmjs.com/package/next | next | landing_page | c | deep_learning | Refactor a c system related to deep_learning. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 | |
291c75a9dd9140d76ff39d22 | train | refactoring_performance | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | ecommerce | html | data_engineering | Refactor a html system related to data_engineering. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | === 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 | |
7742405dd7d0498e8f119a21 | train | interaction_design | stackexchange | https://stackoverflow.com/questions/20035101/why-does-my-javascript-code-receive-a-no-access-control-allow-origin-header-i | Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header is present on the requested resource" error, while Postman does not? | marketplace | typescript | computer_vision | Design interaction states for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header i... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
6773cb58c36690c23d81b3bf | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | javascript | ci_cd | Create a scalable design system for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
0390002c08bfaafa41d2443c | train | evidence_extraction | pypi | https://pypi.org/project/requests/ | requests | community | scala | python | Extract verifiable evidence about python from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === SOURCE ===
requests
https://pypi.org/project/requests/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment... | web-research-coding-5m-1.1.0 | |
be7f39b620ffa698a337f96b | train | javascript_generation | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | documentation | php | documentation | Implement JavaScript interactions for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | 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 |
b6eac560f92421c890bb53c8 | train | debugging | huggingface | https://huggingface.co/datasets/codeparrot/github-code-clean | codeparrot/github-code-clean | analytics | java | authorization | Create a realistic java debugging problem involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/github-code-clean", "source_url": "https://huggingface.co/datasets/codeparrot/gith... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
56ce261c519f3f343223ae9d | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | finance | kotlin | serverless | Rewrite and improve a vague search query about serverless 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": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | === ORIGINAL (VAGUE) ===
how to do serverless
=== REWRITTEN QUERIES ===
1. serverless official documentation guide
2. serverless production best practices 2025
3. serverless common pitfalls and solutions
4. serverless architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
7fef9e3c4398dc4aad64ddd7 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/6912584/how-to-get-get-query-string-variables-in-express-js-on-node-js | How to get GET (query string) variables in Express.js on Node.js? | admin_panel | javascript | design_system | Perform a deep multi-layer analysis of design_system for a admin_panel using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get GET (query string) variables in Express.js on Node.js?", "source_url": "https://st... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'How to get GET (query string) variables in Express.js on Node.js?' as a source anch... | web-research-coding-5m-1.1.0 | |
8d0cffa8ca78d6d55393410a | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/react | react | ecommerce | shell | machine_learning | Refactor a shell system related to machine_learning. Focus on refactoring legacy code. | {"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 ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
1fc1767a28d8e9f7fb13e955 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | java | computer_vision | Refactor a java system related to computer_vision. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
816d532c498aabadee3bfa70 | train | research_plan | stackexchange | https://stackoverflow.com/questions/5654447/whats-the-difference-between-scss-and-sass | What's the difference between SCSS and Sass? | social_app | php | linux | Build a structured research plan to deeply understand linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between SCSS and Sass?", "source_url": "https://stackoverflow.com/q... | === GOAL ===
Produce a reliable, current, and actionable understanding of linux.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with... | web-research-coding-5m-1.1.0 | |
fbc830968a6268cb583303ea | train | design_to_code | github | https://github.com/unionlabs/union | unionlabs/union | productivity | c | nextjs | Translate a productivity design into maintainable c code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unionlabs/union", "source_url": "https://github.com/unionlabs/union", "source_type": "reposit... | 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 | |
c8b41c662633d92430a13c41 | train | design_tokens | npm | https://www.npmjs.com/package/rollup | rollup | dashboard | css | ci_cd | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
58482a2a9fa6db3ab7ac2a3a | train | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | ruby | documentation | Verify a technical claim about documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === CLAIM ===
A common claim about documentation.
=== 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... | web-research-coding-5m-1.1.0 | |
3a0ce1fe54e4dce325b83085 | train | visual_hierarchy | web_docs | https://react.dev/ | React Documentation | documentation | c | developer_experience | Improve visual hierarchy in a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
308e45c4958f9269e2770e29 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | c | observability | Perform a deep multi-layer analysis of observability for a search_interface using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
904f9119a1e229c62245a21d | train | design_review | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | saas | scala | frontend | Perform a professional design review of a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f35e28015e73c3a6b857adcf | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/1519006/how-do-i-create-a-remote-git-branch | How do I create a remote Git branch? | social_app | java | security | Perform a deep multi-layer analysis of security for a social_app using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a remote Git branch?", "source_url": "https://stackoverflow.com/questions/151... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'How do I create a remote Git branch?' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
4f6e23436fcb2715fd1bf9df | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | marketplace | go | backend | Refactor a go system related to backend. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 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 | |
bde42152fc5530ee7bdaab26 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | cpp | software_architecture | Perform a security review of a education application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
85bfb399c810e43705699ccf | train | refactoring_api | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | analytics | ruby | data_structures | Refactor a ruby system related to data_structures. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CLIUtils/modern-cmake", "source_url": "https://gitlab.com/CLIUtils/modern-cmake", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
b68131be428cfa982a922af5 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | go | ci_cd | Perform a deep multi-layer analysis of ci_cd for a marketplace 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
fb75a10a7d3531426497b2af | train | refactoring_readability | npm | https://www.npmjs.com/package/next | next | dashboard | scala | open_source | Refactor a scala system related to open_source. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 | |
910c6f69eb0e72ebad957682 | train | debugging | pypi | https://pypi.org/project/django/ | django | portfolio | ruby | nodejs | Create a realistic ruby debugging problem involving nodejs. | {"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 | |
3fd357cedbfd663497e6a7f8 | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | java | linux | Perform a deep developer-experience analysis for a java project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e459526fb8146a5f069534f7 | train | javascript_generation | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | search_interface | kotlin | postgresql | Implement JavaScript interactions for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | 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 |
0c1318a7faafc7562ba739d9 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/4089430/how-to-determine-the-url-that-a-local-git-repository-was-originally-cloned-from | How to determine the URL that a local Git repository was originally cloned from | portfolio | css | sql | Perform a deep multi-layer analysis of sql 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": "How to determine the URL that a local Git repository was originally cloned from", "source_url... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'How to determine the URL that a local Git repository was originally cloned from' as a source anchor and... | web-research-coding-5m-1.1.0 | |
5a65136d2669591bf638d162 | train | build_experience | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | ecommerce | rust | computer_vision | Perform a deep developer-experience analysis for a rust project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | === 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 | |
7b0af6d969dba80309bb6109 | train | design_to_code | npm | https://www.npmjs.com/package/svelte | svelte | portfolio | html | security | Translate a portfolio design into maintainable html code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | 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 | |
b081e189b3eb7cd29fcba1fe | train | multi_hop_research | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | search_interface | java | web_performance | Perform multi-hop research about web_performance: 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === HOP 1 ===
Start at: sqlalchemy
https://pypi.org/project/sqlalchemy/
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.
=== SY... | web-research-coding-5m-1.1.0 | |
22391ed742487bf2b08ff6e9 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | rust | api_design | Classify the search intent for a query about api_design. | {"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... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"api_design vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
1251d8d15dcd8f26deb4578e | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | ruby | user_experience | Perform a deep developer-experience analysis for a ruby project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e1dca1e08b8ffbdcd991dc22 | train | security_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | swift | security | Perform a security review of a ecommerce application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
247ed184da241978cced1069 | train | performance_analysis | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | finance | kotlin | authorization | Perform a deep multi-layer analysis of authorization for a finance using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'nucleoid/nucleoid' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
e677dfc6e6f1d0ee0e513c51 | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | php | data_engineering | Perform a deep developer-experience analysis for a php project involving data_engineering. | {"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. 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 | |
549868ccb4ecd960cacd9110 | train | multi_hop_research | npm | https://www.npmjs.com/package/playwright | playwright | dashboard | cpp | 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === HOP 1 ===
Start at: playwright
https://www.npmjs.com/package/playwright
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.
==... | web-research-coding-5m-1.1.0 | |
fc18028618f38bf9a3649418 | train | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | swift | react | Select the most reliable sources to research react. | {"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... | === 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 | |
c8502af6c4ef7e263b3fa137 | train | scalability_analysis | npm | https://www.npmjs.com/package/eslint | eslint | saas | swift | kubernetes | Perform a deep multi-layer analysis of kubernetes for a saas 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
294e3bb889b1becadf9909eb | train | documentation_experience | huggingface | https://huggingface.co/datasets/HighFive-OPJ/Implementation_1-Machine_learning | HighFive-OPJ/Implementation_1-Machine_learning | community | java | developer_experience | Perform a deep developer-experience analysis for a java project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HighFive-OPJ/Implementation_1-Machine_learning", "source_url": "https://huggingface.co/datase... | === 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 | |
2d74e2dbca2c332e74f6efbe | train | responsive_design | npm | https://www.npmjs.com/package/fastify | fastify | blog | javascript | kubernetes | 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
08768ad3cd58d055e3dcc545 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | cpp | 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
f88ddede6042d95e62fbc721 | train | cli_experience | npm | https://www.npmjs.com/package/fastify | fastify | analytics | dart | testing | Perform a deep developer-experience analysis for a dart project involving testing. | {"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... | === 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 | |
efdd79118dfac0e56ee608d8 | train | refactoring_performance | codeberg | https://codeberg.org/vvlad/_cargo-index | vvlad/_cargo-index | marketplace | javascript | data_engineering | Refactor a javascript system related to data_engineering. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vvlad/_cargo-index", "source_url": "https://codeberg.org/vvlad/_cargo-index", "source_type": ... | === 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 | |
85e0b4e0ead4050fb84c2306 | train | design_components | github | https://github.com/n8n-io/n8n | n8n-io/n8n | marketplace | sql | data_structures | Create a component architecture for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "n8n-io/n8n", "source_url": "https://github.com/n8n-io/n8n", "source_type": "repository", "top... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
b0b639583f4c43152d8a6276 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | blog | ruby | ci_cd | Perform a deep multi-layer analysis of ci_cd for a blog using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
ed09d666e5d5ca56f14eea9e | train | refactoring | pypi | https://pypi.org/project/flask/ | flask | portfolio | rust | fullstack | Create a production coding task in rust for fullstack. | {"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": "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
85b34178e8ac935c5092e6b9 | train | code_explanation | github | https://github.com/TheAlgorithms/C | TheAlgorithms/C | landing_page | python | authorization | Explain a python implementation related to authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C", "source_url": "https://github.com/TheAlgorithms/C", "source_type": "reposit... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9cb6a767a6e01ce94a6d6346 | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/4674623/why-do-we-have-to-normalize-the-input-for-an-artificial-neural-network | Why do we have to normalize the input for an artificial neural network? | search_interface | python | computer_vision | Find and summarize the relevant documentation for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why do we have to normalize the input for an artificial neural network?", "source_url": "http... | === RELEVANT DOCS ===
- Why do we have to normalize the input for an artificial neural network?
https://stackoverflow.com/questions/4674623/why-do-we-have-to-normalize-the-input-for-an-artificial-neural-network
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
85e17f034c2d43f4975fe3e5 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | dart | documentation | Perform a deep multi-layer analysis of documentation for a saas using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
c58e86a35635f2aebb5bfe8e | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | scala | python | Improve visual hierarchy in a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
77c373b332b78a5ab130e201 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/ASSERT-KTH/latent-programming-horizons-trajs | ASSERT-KTH/latent-programming-horizons-trajs | education | php | documentation | Refactor a php system related to documentation. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ASSERT-KTH/latent-programming-horizons-trajs", "source_url": "https://huggingface.co/datasets... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
b776cbecaa47aceadde22fe8 | train | code_explanation | github | https://github.com/microsoft/playwright | microsoft/playwright | productivity | javascript | testing | Explain a javascript implementation related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/playwright", "source_url": "https://github.com/microsoft/playwright", "source_type"... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
aad8b4773298a5f478df671d | train | product_analysis | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | dashboard | scala | user_experience | Perform a deep multi-layer analysis of user_experience for a dashboard using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'bytedance/deer-flow' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
5d707a4c1f19515af9e15d2a | train | search_query_rewrite | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | dashboard | rust | devops | Rewrite and improve a vague search query about devops 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": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | === ORIGINAL (VAGUE) ===
how to do devops
=== REWRITTEN QUERIES ===
1. devops official documentation guide
2. devops production best practices 2025
3. devops common pitfalls and solutions
4. devops architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
79f72ce2c5575aa0e633e67d | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | ruby | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a analytics using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
7a52de9f8c67cfa0cfde118d | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | c | distributed_systems | Explain a c implementation related to distributed_systems. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
182e858311d34ef8889714f1 | train | landing_page | pypi | https://pypi.org/project/rich/ | rich | education | ruby | react | Design a landing page for a react product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "re... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
c6747d32d964d28a5abb75da | train | api_design | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | community | javascript | html | Design a production API for a html application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
261761f4322b5615b4d2b915 | train | documentation_page | pypi | https://pypi.org/project/pytest/ | pytest | saas | css | authentication | Design a developer documentation page for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
b667388ee561effa329f120f | train | documentation_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | cpp | nlp | Perform a deep developer-experience analysis for a cpp project involving nlp. | {"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 | |
e34d124ff2da91e1dba242cf | train | refactoring_observability | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | saas | java | documentation | Refactor a java system related to documentation. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === 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 | |
b32814ea0e5a4fbf6f455e9a | train | unit_testing | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | portfolio | php | css | Create a unit-testing strategy for php code involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
029f25922d7a8ecaadfc73ec | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | swift | serverless | Perform a deep multi-layer analysis of serverless for a social_app using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
ecf3493d9a8ab29a4eefdbbd | train | debugging_experience | npm | https://www.npmjs.com/package/axios | axios | community | go | sql | Perform a deep developer-experience analysis for a go project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
daa37f827e5fd21440f5030a | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/5751114/nearest-neighbors-in-high-dimensional-data | Nearest neighbors in high-dimensional data? | finance | shell | authorization | Refactor a shell system related to authorization. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nearest neighbors in high-dimensional data?", "source_url": "https://stackoverflow.com/questi... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
37c139aa830ce5f3afaf93a8 | train | debugging_experience | github | https://github.com/react/react-native | react/react-native | blog | python | html | Perform a deep developer-experience analysis for a python project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/react-native", "source_url": "https://github.com/react/react-native", "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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9242d78ffa4770b7b5faafe2 | train | form_ui | huggingface | https://huggingface.co/datasets/mlabonne/Evol-Instruct-Python-26k | mlabonne/Evol-Instruct-Python-26k | ecommerce | rust | nodejs | Design an accessible form for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlabonne/Evol-Instruct-Python-26k", "source_url": "https://huggingface.co/datasets/mlabonne/E... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
a788f174607d99c872cf5d05 | train | repository_architecture | npm | https://www.npmjs.com/package/eslint | eslint | landing_page | css | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a landing_page 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 'eslint' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
4843c075a4e778a0cd2e6f5f | train | javascript_generation | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | python | user_experience | Implement JavaScript interactions for a landing_page. | {"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... | 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 |
a8e671396c1d9ffb9a2fddd4 | train | documentation_lookup | web_docs | https://go.dev/doc/ | Go Documentation | admin_panel | php | javascript | Find and summarize the relevant documentation for javascript. | {"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... | === RELEVANT DOCS ===
- Go Documentation
https://go.dev/doc/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
c83f7437181f7cbbdaf301a8 | train | unit_testing | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | python | frontend | Create a unit-testing strategy for python code involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2b7e96a775ac20d9c85a4a09 | train | integration_testing | pypi | https://pypi.org/project/pydantic/ | pydantic | social_app | dart | cloud | Design integration tests for a dart system involving cloud. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
88178c1cddb79c28213a57e0 | train | typescript_generation | codeberg | https://codeberg.org/ikhsan3adi/absensi-karyawan-gps-barcode | ikhsan3adi/absensi-karyawan-gps-barcode | dashboard | javascript | nextjs | Implement TypeScript logic for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ikhsan3adi/absensi-karyawan-gps-barcode", "source_url": "https://codeberg.org/ikhsan3adi/abse... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
b58d660a913c18dba7f2367b | train | refactoring_modularization | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | saas | typescript | frontend | Refactor a typescript system related to frontend. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 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 | |
f2f7e87bbce48f1c8a7cf0d9 | train | system_analysis | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | finance | ruby | serverless | Perform a deep multi-layer analysis of serverless for a finance using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'livecodebench/code_generation' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
d2e4ee4da7192abb4795c9d7 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | productivity | php | sql | Extract verifiable evidence about sql from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | === SOURCE ===
CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels
https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== ... | web-research-coding-5m-1.1.0 | |
48c0f26acbc9d6707cda382a | train | repository_documentation | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | productivity | ruby | data_engineering | Perform a deep multi-layer analysis of data_engineering for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-6144", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'AkshithAI/starcoderdata-javascript-ctx-6144' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
fae6f9a7d43df19a8699479f | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | php | software_architecture | Perform a deep multi-layer analysis of software_architecture for a social_app using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Performance' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
4782afa91891fcfd3500a532 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | java | caching | Create design tokens for a developer_tool. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c8f6659b73424b45ef2440fc | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/41385059/possible-to-extend-types-in-typescript | Possible to extend types in Typescript? | blog | sql | nextjs | Refactor a sql system related to nextjs. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Possible to extend types in Typescript?", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
596565f7fa13462b8eb442b7 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/5195859/how-do-you-push-a-tag-to-a-remote-repository-using-git | How do you push a tag to a remote repository using Git? | productivity | cpp | authentication | Refactor a cpp system related to authentication. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you push a tag to a remote repository using Git?", "source_url": "https://stackoverflo... | === 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 | |
d2d7eecb349e1a386093994d | train | unit_testing | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | documentation | sql | graphql | Create a unit-testing strategy for sql code involving graphql. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
09d8db93538aa47b52f5cf5c | train | product_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | ecommerce | typescript | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
253fbd5122e215c35bf8c6e5 | train | information_architecture | web_docs | https://react.dev/ | React Documentation | documentation | scala | developer_experience | Design the information architecture for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
f624083c0f085cfc7cc667d2 | train | accessibility_analysis | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | developer_tool | go | kubernetes | Perform a deep multi-layer analysis of kubernetes for a developer_tool 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": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === 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 'ionic-team/ionic-framework' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
79f695035695e9df6b2402ae | train | algorithm_design | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | ecommerce | kotlin | security | Design a kotlin algorithm for a security problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML: Valid id attribute values?", "source_url": "https://stackoverflow.com/questions/70579/h... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
33800f93265c339917e1b812 | train | source_comparison | codeberg | https://codeberg.org/aass/0 | aass/0 | search_interface | cpp | graphql | Compare multiple sources about graphql and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aass/0", "source_url": "https://codeberg.org/aass/0", "source_type": "repository", "topic": "... | === SOURCES ===
- aass/0 (https://codeberg.org/aass/0)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAPS =... | web-research-coding-5m-1.1.0 | |
4bc3172e22106f523f2561c2 | train | refactoring_maintainability | web_docs | https://docs.python.org/3/ | Python Documentation | dashboard | dart | fullstack | Refactor a dart system related to fullstack. Focus on refactoring maintainability. | {"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... | === 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 | |
515a8addbe05d8cd78f53f32 | train | design_tokens | github | https://github.com/immich-app/immich | immich-app/immich | analytics | css | ci_cd | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1e10f72879cbcacee499a685 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | documentation | swift | ci_cd | Perform a deep multi-layer analysis of ci_cd for a documentation 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": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | === 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 'whitecircle/swe-rebench-v2-clean-python-tasks' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
51f8476b6bd0ae01d1c3d993 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | scala | machine_learning | Design a landing page for a machine_learning product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
b423fc1988d2de28b27183fe | train | architecture_analysis | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | documentation | shell | nlp | Perform a deep multi-layer analysis of nlp for a documentation 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": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'microsoft/rStar-Coder' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
f1e016af39489394a39ae8e1 | train | responsive_website | web_docs | https://doc.rust-lang.org/ | Rust Documentation | education | sql | python | Design a complete responsive education for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
41db7a3403bfa7f477465600 | train | information_architecture | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | sql | devops | Design the information architecture for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
519c6499ca2502c578c128b6 | train | refactoring | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | analytics | cpp | data_structures | Create a production coding task in cpp for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
c3a6857f049143b6384b0b0e | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | swift | deep_learning | Design a complete responsive saas for deep_learning. | {"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",... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
2ce8848358cff3d2ddf22fa7 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | saas | javascript | docker | Perform multi-hop research about docker: 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": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | === HOP 1 ===
Start at: Is it possible to apply CSS to half of a character?
https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 =... | web-research-coding-5m-1.1.0 | |
3a2ad67df8ca2cb76de92c53 | train | react_generation | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-vie-bitextmining | puttatidam/software-documentation-vie-bitextmining | education | c | linux | Design React components for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-vie-bitextmining", "source_url": "https://huggingface.co/da... | 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 |
fd31b5527ebd3b5364d76567 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | html | computer_vision | Perform a deep developer-experience analysis for a html project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 |
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