{"id":41,"date":"2026-10-13T17:57:20","date_gmt":"2026-10-13T09:57:20","guid":{"rendered":"https:\/\/z.woshops.com\/knowledge\/"},"modified":"2026-10-13T18:11:40","modified_gmt":"2026-10-13T10:11:40","slug":"knowledge","status":"publish","type":"page","link":"https:\/\/z.woshops.com\/en\/knowledge\/","title":{"rendered":"RAG Knowledge"},"content":{"rendered":"<main id='oxy-main'><header class=\"oxy-container-41-358 oxy-container zw-header\"><div class=\"oxy-container-41-357 oxy-container zw-container zw-header-inner\"><a class=\"oxy-container-link-41-316 oxy-container-link zw-logo\" href=\"\/en\/\" target=\"_self\"><span class=\"oxy-text-41-314 oxy-text zw-logo-mark\">\nW\n<\/span><span class=\"oxy-text-41-315 oxy-text zw-logo-name\">\nWuZhiZuo\n<\/span><\/a><nav class=\"oxy-container-41-356 oxy-container zw-nav\"><div class=\"oxy-container-41-340 oxy-container zw-drop\"><span class=\"oxy-text-41-317 oxy-text zw-nav-link\">\nProducts\n<\/span><div class=\"oxy-container-41-339 oxy-container zw-drop-panel\"><a class=\"oxy-container-link-41-320 oxy-container-link zw-drop-item\" href=\"\/en\/audio\/\" target=\"_self\"><span class=\"oxy-text-41-318 oxy-text zw-drop-name\">\nAudio Transcription\n<\/span><span class=\"oxy-text-41-319 oxy-text zw-drop-desc\">\nHigh-accuracy AI speech-to-text service\n<\/span><\/a><a class=\"oxy-container-link-41-323 oxy-container-link zw-drop-item\" href=\"\/en\/video\/\" target=\"_self\"><span class=\"oxy-text-41-321 oxy-text zw-drop-name\">\nVideo Processing\n<\/span><span class=\"oxy-text-41-322 oxy-text zw-drop-desc\">\nIntelligent video subtitles, clips, and analysis\n<\/span><\/a><a class=\"oxy-container-link-41-326 oxy-container-link zw-drop-item\" href=\"\/en\/pdf\/\" target=\"_self\"><span class=\"oxy-text-41-324 oxy-text zw-drop-name\">\nPDF Processing\n<\/span><span class=\"oxy-text-41-325 oxy-text zw-drop-desc\">\nPDF document parsing and intelligent processing\n<\/span><\/a><a class=\"oxy-container-link-41-329 oxy-container-link zw-drop-item\" href=\"\/en\/writing\/\" target=\"_self\"><span class=\"oxy-text-41-327 oxy-text zw-drop-name\">\nWriting\n<\/span><span class=\"oxy-text-41-328 oxy-text zw-drop-desc\">\nAI writing and multi-site publishing platform\n<\/span><\/a><a class=\"oxy-container-link-41-332 oxy-container-link zw-drop-item\" href=\"\/en\/image\/\" target=\"_self\"><span class=\"oxy-text-41-330 oxy-text zw-drop-name\">\nImage\n<\/span><span class=\"oxy-text-41-331 oxy-text zw-drop-desc\">\nAI image OCR, text-to-image, and image understanding\n<\/span><\/a><a class=\"oxy-container-link-41-335 oxy-container-link zw-drop-item\" href=\"\/en\/whiteboard\/\" target=\"_self\"><span class=\"oxy-text-41-333 oxy-text zw-drop-name\">\nWhiteboard\n<\/span><span class=\"oxy-text-41-334 oxy-text zw-drop-desc\">\nInfinite canvas and visual thinking tool\n<\/span><\/a><a class=\"oxy-container-link-41-338 oxy-container-link zw-drop-item\" href=\"\/en\/knowledge\/\" target=\"_self\"><span class=\"oxy-text-41-336 oxy-text zw-drop-name\">\nRAG Knowledge\n<\/span><span class=\"oxy-text-41-337 oxy-text zw-drop-desc\">\nIntelligent Q&amp;A and knowledge management system\n<\/span><\/a><\/div><\/div><a class=\"oxy-text-link-41-341 oxy-text-link zw-nav-link\" href=\"\/en\/use-cases\/\" target=\"_self\">\nUse Cases\n<\/a><a class=\"oxy-text-link-41-342 oxy-text-link zw-nav-link\" href=\"\/en\/download\/\" target=\"_self\">\nDownload\n<\/a><a class=\"oxy-text-link-41-343 oxy-text-link zw-nav-link\" href=\"\/en\/blog\/\" target=\"_self\">\nBlog\n<\/a><a class=\"oxy-text-link-41-344 oxy-text-link zw-nav-link\" href=\"\/en\/about\/\" target=\"_self\">\nAbout\n<\/a><div class=\"oxy-container-41-355 oxy-container zw-drop\"><span class=\"oxy-text-41-345 oxy-text zw-nav-link zw-lang\">\n\u7b80\u4f53\u4e2d\u6587\n<\/span><div class=\"oxy-container-41-354 oxy-container zw-drop-panel zw-lang-panel\"><a class=\"oxy-container-link-41-347 oxy-container-link zw-drop-item\" href=\"\/en\/\" target=\"_self\"><span class=\"oxy-text-41-346 oxy-text zw-drop-name\">\n\u7b80\u4f53\u4e2d\u6587\n<\/span><\/a><a class=\"oxy-container-link-41-349 oxy-container-link zw-drop-item\" href=\"\/en\/\" target=\"_self\"><span class=\"oxy-text-41-348 oxy-text zw-drop-name\">\nEnglish\n<\/span><\/a><a class=\"oxy-container-link-41-351 oxy-container-link zw-drop-item\" href=\"\/ja\/\" target=\"_self\"><span class=\"oxy-text-41-350 oxy-text zw-drop-name\">\n\u65e5\u672c\u8a9e\n<\/span><\/a><a class=\"oxy-container-link-41-353 oxy-container-link zw-drop-item\" href=\"\/zh-TW\/\" target=\"_self\"><span class=\"oxy-text-41-352 oxy-text zw-drop-name\">\n\u7e41\u9ad4\u4e2d\u6587\n<\/span><\/a><\/div><\/div><\/nav><\/div><\/header><section class=\"oxy-container-41-367 oxy-container zw-hero\"><div class=\"oxy-container-41-359 oxy-container zw-hero-overlay\" aria-hidden=\"true\"><\/div><div class=\"oxy-container-41-360 oxy-container zw-hero-glow\" aria-hidden=\"true\"><\/div><div class=\"oxy-container-41-366 oxy-container zw-hero-inner zw-container-sm\"><span class=\"oxy-text-41-361 oxy-text zw-badge\">\nRAG Knowledge\n<\/span><h1 class=\"oxy-text-41-362 oxy-text zw-h1\">\nRAG Knowledge Base \u2014 Intelligent Q&amp;A and Knowledge Management\n<\/h1><p class=\"oxy-text-41-363 oxy-text zw-lead\">\nMulti-source knowledge management, smart document chunking, vector semantic search, and retrieval-augmented generation \u2014 let AI answer based on your knowledge.\n<\/p><div class=\"oxy-container-41-365 oxy-container zw-cta-row\"><a class=\"oxy-text-link-41-364 oxy-text-link zw-btn zw-btn--outline\" href=\"\/en\/download\/\" target=\"_self\">\nGet the Desktop App\n<\/a><\/div><\/div><\/section><section class=\"oxy-container-41-415 oxy-container zw-section\"><div class=\"oxy-container-41-414 oxy-container zw-container\"><div class=\"oxy-container-41-370 oxy-container zw-head-block\"><h2 class=\"oxy-text-41-368 oxy-text zw-h2\">\nPowerful knowledge management\n<\/h2><p class=\"oxy-text-41-369 oxy-text zw-h2-sub\">\nMulti-source ingestion + smart chunking + semantic search, building an enterprise-grade knowledge hub\n<\/p><\/div><div class=\"oxy-container-41-413 oxy-container zw-grid zw-grid--3\"><article class=\"oxy-container-41-377 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-376 oxy-container zw-card-pad\"><div class=\"oxy-container-41-372 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-371 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><ellipse cx=\"12\" cy=\"5\" rx=\"9\" ry=\"3\"><\/ellipse><path d=\"M3 5V19A9 3 0 0 0 21 19V5\"><\/path><path d=\"M3 12A9 3 0 0 0 21 12\"><\/path><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-374 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-373 oxy-text zw-h3\">\nMulti-source knowledge management\n<\/h3><\/div><p class=\"oxy-text-41-375 oxy-text zw-muted zw-text-sm\">\nSupports WordPress, file upload, web crawling, API integration, and more data sources.\n<\/p><\/div><\/article><article class=\"oxy-container-41-384 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-383 oxy-container zw-card-pad\"><div class=\"oxy-container-41-379 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-378 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"6\" cy=\"6\" r=\"3\"><\/circle><path d=\"M8.12 8.12 12 12\"><\/path><path d=\"M20 4 8.12 15.88\"><\/path><circle cx=\"6\" cy=\"18\" r=\"3\"><\/circle><path d=\"M14.8 14.8 20 20\"><\/path><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-381 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-380 oxy-text zw-h3\">\nSmart Document Chunking\n<\/h3><\/div><p class=\"oxy-text-41-382 oxy-text zw-muted zw-text-sm\">\nAuto-split PDF\/Word\/Markdown\/TXT into semantic chunks with customizable chunking strategies.\n<\/p><\/div><\/article><article class=\"oxy-container-41-391 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-390 oxy-container zw-card-pad\"><div class=\"oxy-container-41-386 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-385 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m21 21-4.34-4.34\"><\/path><circle cx=\"11\" cy=\"11\" r=\"8\"><\/circle><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-388 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-387 oxy-text zw-h3\">\nVector semantic search\n<\/h3><\/div><p class=\"oxy-text-41-389 oxy-text zw-muted zw-text-sm\">\nVector similarity + context expansion + re-ranking optimization for precise knowledge retrieval.\n<\/p><\/div><\/article><article class=\"oxy-container-41-398 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-397 oxy-container zw-card-pad\"><div class=\"oxy-container-41-393 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-392 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M12 8V4H8\"><\/path><rect width=\"16\" height=\"12\" x=\"4\" y=\"8\" rx=\"2\"><\/rect><path d=\"M2 14h2\"><\/path><path d=\"M20 14h2\"><\/path><path d=\"M15 13v2\"><\/path><path d=\"M9 13v2\"><\/path><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-395 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-394 oxy-text zw-h3\">\nRetrieval-Augmented Generation\n<\/h3><\/div><p class=\"oxy-text-41-396 oxy-text zw-muted zw-text-sm\">\nRAG Q&amp;A \u2014 AI answers based on knowledge base content with citation tracing, refusing hallucination.\n<\/p><\/div><\/article><article class=\"oxy-container-41-405 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-404 oxy-container zw-card-pad\"><div class=\"oxy-container-41-400 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-399 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect width=\"8\" height=\"4\" x=\"8\" y=\"2\" rx=\"1\" ry=\"1\"><\/rect><path d=\"M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2\"><\/path><path d=\"m9 14 2 2 4-4\"><\/path><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-402 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-401 oxy-text zw-h3\">\nKnowledge Base Audit\n<\/h3><\/div><p class=\"oxy-text-41-403 oxy-text zw-muted zw-text-sm\">\nLogs all retrieval and Q&amp;A history, supporting retrieval quality evaluation and optimization.\n<\/p><\/div><\/article><article class=\"oxy-container-41-412 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-411 oxy-container zw-card-pad\"><div class=\"oxy-container-41-407 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-406 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M3 12a9 9 0 0 1 9-9 9.75 9.75 0 0 1 6.74 2.74L21 8\"><\/path><path d=\"M21 3v5h-5\"><\/path><path d=\"M21 12a9 9 0 0 1-9 9 9.75 9.75 0 0 1-6.74-2.74L3 16\"><\/path><path d=\"M8 16H3v5\"><\/path><\/svg>\n<\/div><\/div><div class=\"oxy-container-41-409 oxy-container zw-feat-title\"><h3 class=\"oxy-text-41-408 oxy-text zw-h3\">\nAuto Ingestion\n<\/h3><\/div><p class=\"oxy-text-41-410 oxy-text zw-muted zw-text-sm\">\nUnified content library documents auto-ingest \u2014 no manual operation, knowledge base updates in real time.\n<\/p><\/div><\/article><\/div><\/div><\/section><section class=\"oxy-container-41-445 oxy-container zw-section zw-section--soft\"><div class=\"oxy-container-41-444 oxy-container zw-container\"><div class=\"oxy-container-41-418 oxy-container zw-head-block\"><h2 class=\"oxy-text-41-416 oxy-text zw-h2\">\nBuild a knowledge base in 3 steps\n<\/h2><p class=\"oxy-text-41-417 oxy-text zw-h2-sub\">\nFrom ingestion to Q&amp;A, fully automated\n<\/p><\/div><div class=\"oxy-container-41-443 oxy-container zw-grid zw-grid--3\"><article class=\"oxy-container-41-426 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-425 oxy-container zw-card-pad\"><div class=\"oxy-container-41-422 oxy-container zw-step-head\"><span class=\"oxy-text-41-419 oxy-text zw-step-num\">\n1\n<\/span><span class=\"oxy-container-41-421 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-420 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><ellipse cx=\"12\" cy=\"5\" rx=\"9\" ry=\"3\"><\/ellipse><path d=\"M3 5V19A9 3 0 0 0 21 19V5\"><\/path><path d=\"M3 12A9 3 0 0 0 21 12\"><\/path><\/svg>\n<\/div><\/span><\/div><h3 class=\"oxy-text-41-423 oxy-text zw-h3\">\nConnect data sources\n<\/h3><p class=\"oxy-text-41-424 oxy-text zw-muted zw-text-sm\">\nChoose WordPress, file upload, or web crawling data sources and configure ingestion.\n<\/p><\/div><\/article><article class=\"oxy-container-41-434 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-433 oxy-container zw-card-pad\"><div class=\"oxy-container-41-430 oxy-container zw-step-head\"><span class=\"oxy-text-41-427 oxy-text zw-step-num\">\n2\n<\/span><span class=\"oxy-container-41-429 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-428 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m21 21-4.34-4.34\"><\/path><circle cx=\"11\" cy=\"11\" r=\"8\"><\/circle><\/svg>\n<\/div><\/span><\/div><h3 class=\"oxy-text-41-431 oxy-text zw-h3\">\nSmart chunking &amp; indexing\n<\/h3><p class=\"oxy-text-41-432 oxy-text zw-muted zw-text-sm\">\nThe system auto-chunks and generates vector indexes, with customizable chunking strategies and re-ranking.\n<\/p><\/div><\/article><article class=\"oxy-container-41-442 oxy-container zw-card zw-card-hover\"><div class=\"oxy-container-41-441 oxy-container zw-card-pad\"><div class=\"oxy-container-41-438 oxy-container zw-step-head\"><span class=\"oxy-text-41-435 oxy-text zw-step-num\">\n3\n<\/span><span class=\"oxy-container-41-437 oxy-container zw-ico-box zw-ico-box--sm\"><div class=\"oxy-svg-icon2-41-436 oxy-svg-icon2 zw-ico s6\">\n<svg viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M12 8V4H8\"><\/path><rect width=\"16\" height=\"12\" x=\"4\" y=\"8\" rx=\"2\"><\/rect><path d=\"M2 14h2\"><\/path><path d=\"M20 14h2\"><\/path><path d=\"M15 13v2\"><\/path><path d=\"M9 13v2\"><\/path><\/svg>\n<\/div><\/span><\/div><h3 class=\"oxy-text-41-439 oxy-text zw-h3\">\nRAG intelligent Q\\u0026A\n<\/h3><p class=\"oxy-text-41-440 oxy-text zw-muted zw-text-sm\">\nAsk questions based on the knowledge base \u2014 AI returns precise answers with citation tracing, refusing hallucination.\n<\/p><\/div><\/article><\/div><\/div><\/section><section class=\"oxy-container-41-465 oxy-container zw-section\"><div class=\"oxy-container-41-464 oxy-container zw-container-xs\"><div class=\"oxy-container-41-447 oxy-container zw-head-block\"><h2 class=\"oxy-text-41-446 oxy-text zw-h2\">\nRAG knowledge base FAQ\n<\/h2><\/div><div class=\"oxy-container-41-463 oxy-container zw-faq\"><details class=\"oxy-container-41-450 oxy-container\"><summary class=\"oxy-text-41-448 oxy-text\">\nWhich document formats are supported?\n<\/summary><p class=\"oxy-text-41-449 oxy-text\">\nSupports PDF, Word (doc\/docx), Markdown, TXT, HTML, and other mainstream formats, plus WordPress posts and crawled web content \u2014 all auto-chunked and ingested.\n<\/p><\/details><details class=\"oxy-container-41-453 oxy-container\"><summary class=\"oxy-text-41-451 oxy-text\">\nCan chunking strategies be customized?\n<\/summary><p class=\"oxy-text-41-452 oxy-text\">\nYes. Beyond default semantic splitting, supports custom strategies by paragraph, fixed length, or delimiter. Adjustable chunk size and overlap window to balance retrieval precision and context.\n<\/p><\/details><details class=\"oxy-container-41-456 oxy-container\"><summary class=\"oxy-text-41-454 oxy-text\">\nHow does RAG Q\\u0026A avoid hallucination?\n<\/summary><p class=\"oxy-text-41-455 oxy-text\">\nAI answers only from retrieved knowledge base fragments, with each answer including citation tracing (document name + paragraph). When no relevant knowledge is found, it clearly states 'no relevant content found in the knowledge base' \u2014 refusing to fabricate.\n<\/p><\/details><details class=\"oxy-container-41-459 oxy-container\"><summary class=\"oxy-text-41-457 oxy-text\">\nIs knowledge base updating real-time?\n<\/summary><p class=\"oxy-text-41-458 oxy-text\">\nWordPress and API incremental updates are near real-time (within 5 minutes). File uploads require manual re-indexing. Unified content library documents support auto-ingestion \u2014 no manual operation needed.\n<\/p><\/details><details class=\"oxy-container-41-462 oxy-container\"><summary class=\"oxy-text-41-460 oxy-text\">\nHow is retrieval quality evaluated?\n<\/summary><p class=\"oxy-text-41-461 oxy-text\">\nThe audit dashboard logs all retrieval and Q\\u0026A history, with metrics like hit rate, citation coverage, and answer relevance. Retrieval results can be manually labeled to optimize the ranking model.\n<\/p><\/details><\/div><\/div><\/section><section class=\"oxy-container-41-471 oxy-container zw-cta\"><div class=\"oxy-container-41-470 oxy-container zw-container-sm\"><h2 class=\"oxy-text-41-466 oxy-text zw-h2\">\nBuild a knowledge base free\n<\/h2><p class=\"oxy-text-41-467 oxy-text zw-cta-sub\">\nMulti-source knowledge management, smart document chunking, vector semantic search, and retrieval-augmented generation \u2014 let AI answer based on your knowledge.\n<\/p><div class=\"oxy-container-41-469 oxy-container zw-cta-row\"><a class=\"oxy-text-link-41-468 oxy-text-link zw-btn zw-btn--ghost-w\" href=\"\/en\/download\/\" target=\"_self\">\nGet the Desktop App\n<\/a><\/div><\/div><\/section><footer class=\"oxy-container-41-537 oxy-container zw-footer\"><div class=\"oxy-container-41-536 oxy-container zw-container\"><div class=\"oxy-container-41-534 oxy-container zw-footer-grid\"><div class=\"oxy-container-41-485 oxy-container zw-footer-brand\"><a class=\"oxy-container-link-41-474 oxy-container-link zw-logo\" href=\"\/en\/\" target=\"_self\"><span class=\"oxy-text-41-472 oxy-text zw-logo-mark\">\nW\n<\/span><span class=\"oxy-text-41-473 oxy-text zw-logo-name\">\nWuZhiZuo\n<\/span><\/a><p class=\"oxy-text-41-475 oxy-text zw-footer-tagline\">\nCreator Intelligent Workspace\n<\/p><div class=\"oxy-container-41-484 oxy-container zw-socials\"><a class=\"oxy-container-link-41-477 oxy-container-link\" href=\"https:\/\/github.com\" target=\"_blank\" aria-label=\"GitHub\" rel=\"noopener noreferrer nofollow\"><div class=\"oxy-svg-icon2-41-476 oxy-svg-icon2 zw-ico s5\">\n<svg viewbox=\"0 0 24 24\" fill=\"currentColor\" aria-hidden=\"true\"><path d=\"M12 .5C5.65.5.5 5.65.5 12c0 5.08 3.29 9.39 7.86 10.91.58.11.79-.25.79-.56v-2c-3.2.7-3.87-1.54-3.87-1.54-.53-1.34-1.3-1.7-1.3-1.7-1.06-.72.08-.71.08-.71 1.17.08 1.79 1.2 1.79 1.2 1.04 1.79 2.73 1.27 3.4.97.11-.75.41-1.27.74-1.56-2.55-.29-5.23-1.28-5.23-5.7 0-1.26.45-2.29 1.19-3.1-.12-.29-.52-1.46.11-3.05 0 0 .97-.31 3.18 1.18a11.1 11.1 0 0 1 5.79 0c2.21-1.49 3.18-1.18 3.18-1.18.63 1.59.23 2.76.11 3.05.74.81 1.19 1.84 1.19 3.1 0 4.43-2.69 5.41-5.25 5.69.41.36.78 1.07.78 2.16v3.2c0 .31.21.68.8.56C20.21 21.39 23.5 17.08 23.5 12 23.5 5.65 18.35.5 12 .5z\"><\/path><\/svg>\n<\/div><\/a><a class=\"oxy-container-link-41-479 oxy-container-link\" href=\"https:\/\/twitter.com\" target=\"_blank\" aria-label=\"Twitter\" rel=\"noopener noreferrer nofollow\"><div class=\"oxy-svg-icon2-41-478 oxy-svg-icon2 zw-ico s5\">\n<svg viewbox=\"0 0 24 24\" fill=\"currentColor\" aria-hidden=\"true\"><path d=\"M18.244 2.25h3.308l-7.227 8.26 8.502 11.24H16.17l-5.214-6.817L4.99 21.75H1.68l7.73-8.835L1.254 2.25H8.08l4.713 6.231zm-1.161 17.52h1.833L7.084 4.126H5.117z\"><\/path><\/svg>\n<\/div><\/a><a class=\"oxy-container-link-41-481 oxy-container-link\" href=\"https:\/\/youtube.com\" target=\"_blank\" aria-label=\"YouTube\" rel=\"noopener noreferrer nofollow\"><div 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