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Modern React UI patterns for loading states, error handling, and data fetching. Use when building UI components, handling async data, or managing UI states.

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Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.

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Export PostHog events, persons, or sessions on demand and download the resulting files. Use when the user asks to download/export raw PostHog data, create a one-off file export, fetch a Parquet or JSONLines export, or use the file_download_batch_exports API. Covers starting the export with MCP, polling completion, and downloading via the existing REST redirect endpoint.

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End-to-end multiome workflow for joint scRNA-seq + scATAC-seq analysis. Covers data loading, separate modality processing, and WNN integration with Seurat/Signac. Use when analyzing joint scRNA+scATAC data.

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Next.js App Router 専用 API リファレンス（Pages Router / getStaticProps 等は非対応）。 Server Components, Server Actions, layout/page/loading/error ファイル規約, dynamic / parallel / intercepting routes, Metadata API (generateMetadata), Cache Components, use cache, Partial Prefetching, revalidatePath/revalidateTag/updateTag, catchError, next/root-params, ensureStatic, next/image・next/font・next/link, cookies/headers, useRouter, next.config.js, proxy（旧 middleware）。 プラットフォーム実行基盤・CDN・ISR インフラは vercel スキル参照。

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Query and download from NCBI Gene Expression Omnibus (GEO) and EMBL-EBI's BioStudies/ArrayExpress mirror. Use when finding expression datasets, navigating SuperSeries vs SubSeries, choosing between series-matrix (submitter-normalized) and raw supplementary files, downloading via GEOparse (Python) or GEOquery (R/Bioconductor), linking GEO to SRA for raw reads, or distinguishing GSE/GSM/GPL/GDS record types. Encodes the SuperSeries trap, the series-matrix normalization-trust caveat, GEOmetadb deprecation, ArrayExpress migration to BioStudies, and processed-vs-raw decision matrix.

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Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.

中文简介正在准备中。当前显示原文说明。

Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.

中文简介正在准备中。当前显示原文说明。

Query and download from NCBI Gene Expression Omnibus (GEO) and EMBL-EBI's BioStudies/ArrayExpress mirror. Use when finding expression datasets, navigating SuperSeries vs SubSeries, choosing between series-matrix (submitter-normalized) and raw supplementary files, downloading via GEOparse (Python) or GEOquery (R/Bioconductor), linking GEO to SRA for raw reads, or distinguishing GSE/GSM/GPL/GDS record types. Encodes the SuperSeries trap, the series-matrix normalization-trust caveat, GEOmetadb deprecation, ArrayExpress migration to BioStudies, and processed-vs-raw decision matrix.

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Turn a large dataset (an existing oversized Coval test set, an export of past conversations, or a CSV/JSON of cases) into a small, high-signal Coval test set by removing duplicates, identifying unique scenarios, and selecting a representative, failure-weighted subset — then bulk-loading it with no row cap. Use when the user says "I have thousands of cases", "dedupe my test set", "my test set is too big", "turn this dataset into a test set", "pick representative scenarios", or "my CSV import only kept 10 / uploaded everything".

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3D web graphics with Three.js (WebGL/WebGPU). Capabilities: scenes, cameras, geometries, materials, lights, animations, model loading (GLTF/FBX), PBR materials, shadows, post-processing (bloom, SSAO, SSR), custom shaders, instancing, LOD, physics, VR/XR. Actions: create, build, animate, render 3D scenes/models. Keywords: Three.js, WebGL, WebGPU, 3D graphics, scene, camera, geometry, material, light, animation, GLTF, FBX, OrbitControls, PBR, shadow mapping, post-processing, bloom, SSAO, shader, instancing, LOD, WebXR, VR, AR, product configurator, data visualization, architectural walkthrough, interactive 3D, canvas. Use when: creating 3D visualizations, building WebGL/WebGPU apps, loading 3D models, adding animations, implementing VR/XR, creating interactive graphics, building product configurators.

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Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states.

中文简介正在准备中。当前显示原文说明。

提供检查和改善React与Next.js加载速度及交互响应的指引，按优先级梳理数据获取等待、首次加载的代码量和重复渲染等问题。

• 排查页面加载缓慢
• 检查发送到浏览器的JavaScript量
• 减少重复渲染与交互延迟

在真实浏览器中验证页面显示与操作，检查错误、网络通信和加载速度，并比较修复前后的截图、确认无障碍支持。

• 排查布局与样式问题
• 检查浏览器错误与API通信
• 比较修复前后的页面

在Flow Nexus云端组织多个AI智能体，分工开展研究和开发，按事件或计划自动执行流程，并查看进度、待处理队列及调整智能体数量。

• 让多个智能体分担研究与分析
• 协调多个代码仓库的开发
• 自动执行测试到部署的流程

按指定画质和文件格式下载YouTube视频，也可仅将音频保存为MP3。支持选择保存文件夹，便于按用途整理下载的文件。

• 按指定分辨率保存视频
• 仅将音频保存为MP3
• 选择视频格式和保存文件夹

Measure the total size of a web page and its resources, identify what slows loading, and reduce unnecessary weight. Use a 1500KB limit to guide image optimization, code compression, and removal of unused resources.

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• Investigating slow page loads on mobile networks
• Checking total page size against a size budget
• Reducing heavy images and JavaScript files

Review early connections to third-party services such as fonts and APIs. Use loading measurements to identify essential domains, recommend preconnect hints that prepare connections in advance, and remove unnecessary hints that add overhead.

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• Investigating connection delays for external fonts and APIs
• Reviewing preconnect hints in the page head
• Removing unnecessary early connections

Audit slow page loads by measuring LCP, the time until the largest visible content appears. Identify bottlenecks in images, server responses, and rendering, then recommend changes supported by measurements.

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• Find why a page's main content appears slowly
• Review hero image loading
• Prioritize fixes using Lighthouse measurements

Inspect compressed JavaScript bundles, the files that package application code, to find excessive size and loading costs. Recommend splitting code, removing unused portions, and reviewing dependencies based on measured effects on page responsiveness.

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• Finding JavaScript files over 200KB after compression
• Investigating delays before a page becomes interactive
• Reducing bundle size through code splitting

Investigate slow page loads and check whether resources use HTTP/2 or HTTP/3. Measure the actual bottleneck, then recommend server or CDN changes where appropriate, explaining how shared connections and compressed headers affect loading.

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• Investigating slow page loads
• Checking the HTTP protocol used for resources
• Reviewing web server or CDN settings

Audit how quickly a page shows its first text or image. Use performance measurements to identify blocking resources, slow server responses, and rendering delays, then recommend changes tied to the confirmed bottlenecks.

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• Investigating slow initial page display
• Finding CSS and JavaScript that delay rendering
• Reviewing loading performance with measurements

Audit slow page loads by measuring how static files, such as images and scripts, are delivered. Check CDN usage, a network of distributed servers, and identify caching or delivery settings that need improvement.

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• Investigating slow page loads
• Checking CDN delivery of images and scripts
• Reviewing caching settings for global audiences

Audit CSS file sizes and loading behavior to find stylesheets that delay page rendering. Confirm the problem with performance measurements, then reduce unnecessary CSS through minification, unused-style removal, or splitting files by page.

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• Investigating slow initial page rendering
• Finding oversized CSS files
• Removing unused styles and minifying CSS