{"id":121001,"date":"2026-10-23T14:00:14","date_gmt":"2026-10-23T12:00:14","guid":{"rendered":"https:\/\/botland.com.pl\/blog\/?p=121001"},"modified":"2026-10-21T11:45:05","modified_gmt":"2026-10-21T09:45:05","slug":"arduino-uno-q-w-erze-edge-ai","status":"publish","type":"post","link":"https:\/\/botland.com.pl\/blog\/arduino-uno-q-w-erze-edge-ai\/","title":{"rendered":"Arduino UNO Q w erze Edge AI"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Czas czytania:<\/span> <span class=\"rt-time\"> 2<\/span> <span class=\"rt-label rt-postfix\">min.<\/span><\/span>\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"121001\" class=\"elementor elementor-121001\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca4dd58 e-flex e-con-boxed e-con e-parent\" data-id=\"ca4dd58\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ec03a15 elementor-widget elementor-widget-text-editor\" data-id=\"ec03a15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Rynek <strong>komputer\u00f3w SBC<\/strong> dynamicznie ewoluuje. Wkraczamy w er\u0119 niespotykanych dot\u0105d mo\u017cliwo\u015bci, w kt\u00f3rej <strong>Edge AI<\/strong>, systemy rozpoznawania obrazu, sterowanie w czasie rzeczywistym oraz g\u0119ste strumienie danych z czujnik\u00f3w \u0142\u0105cz\u0105 si\u0119 bezpo\u015brednio na poziomie urz\u0105dzenia. Brzmi ekscytuj\u0105co? Zdecydowanie! Jednak nawet w obliczu tego sprz\u0119towego \u201ewybuchu\u201d niezmienna pozostaje jedna, stara jak \u015bwiat zasada: <strong>zanim wybierzesz narz\u0119dzie, dok\u0142adnie okre\u015bl, co chcesz zbudowa\u0107.<\/strong><\/p><p>\u017badna p\u0142ytka nie jest (i nie powinna by\u0107!) idealna do wszystkiego. Niskopr\u0105dowy czujnik embedded, autonomiczny robot czy wydajny serwer wideo wymagaj\u0105 <strong>zupe\u0142nie innej architektury<\/strong>. Je\u015bli stoisz przed wyborem sprz\u0119tu i wahasz si\u0119 mi\u0119dzy uniwersaln\u0105 p\u0142ytk\u0105 z Linuksem a hybrydowym mikrokontrolerem, warto dok\u0142adnie przemy\u015ble\u0107 temat.<\/p><p>A co sprawdza si\u0119 najlepiej, gdy chcemy pozna\u0107 mo\u017cliwo\u015bci danego sprz\u0119tu? Zobaczenie konkretnych, dopracowanych projekt\u00f3w w akcji! Przyjrzyjmy si\u0119 zatem najciekawszym pomys\u0142om tworzonym przez deweloper\u00f3w na bazie p\u0142ytki <a href=\"https:\/\/botland.com.pl\/arduino-seria-podstawowa-oryginalne-plytki\/27371-arduino-uno-q-4gb-abx00173-7630049205727.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>Arduino UNO Q<\/strong><\/a>. Wykorzystuj\u0105 one jej hybrydow\u0105 architektur\u0119 (tzw. dual-brain), aby sprawnie \u0142\u0105czy\u0107 <strong>zaawansowane zadania AI z precyzyjnym sterowaniem wykonawczym.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c758e elementor-widget elementor-widget-heading\" data-id=\"d5c758e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zanurz si\u0119 w robotyce nap\u0119dzanej percepcj\u0105<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56b2417 elementor-widget elementor-widget-text-editor\" data-id=\"56b2417\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Robotyka rozwija skrzyd\u0142a na platformach hybrydowych, poniewa\u017c fizyczny ruch wymaga rygorystycznego sterowania czasowego w czasie rzeczywistym, podczas gdy rozpoznawanie obrazu potrzebuje sporej mocy obliczeniowej pod algorytmy AI.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7327f97 elementor-widget elementor-widget-video\" data-id=\"7327f97\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=Ro49ItYjisA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1539511 elementor-widget elementor-widget-text-editor\" data-id=\"1539511\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Rami\u0119 robotyczne, kt\u00f3re Ci\u0119 widzi:<\/strong> Wykorzystuje kamer\u0119 do rozpoznawania ludzi oraz rami\u0119 stworzone do podawania przedmiot\u00f3w. Wizualn\u0105 informacj\u0119 zwrotn\u0105 zapewnia wbudowana <a href=\"https:\/\/botland.com.pl\/arduino-modulino\/28939-arduino-modulino-led-matrix-programowalna-matryca-led-8x12-qwiic-abx00152-7630049205864.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>matryca LED Modulino<\/strong><\/a>.<\/li><li><strong>UNO Q Braccio:<\/strong> Projekt \u0142\u0105cz\u0105cy Edge Impulse AI oraz ROS 2 na platformie stworzonej do sterowania ramieniem robotycznym, \u0142\u0105cznie ze wsparciem dla symulacji w \u015brodowisku Gazebo.<\/li><li><strong>Robot \u015bledz\u0105cy twarz:<\/strong> Wykorzystuje widzenie komputerowe oparte na Edge Impulse do wykrywania twarzy i konwertowania danych w ruch serwomechanizm\u00f3w.<\/li><li><strong>Robot z agentem AI:<\/strong> U\u017cywa lokalnego agenta sztucznej inteligencji wspomagaj\u0105cego nawigacj\u0119 fizyczn\u0105 i podejmowanie decyzji bezpo\u015brednio w otoczeniu.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c60d94 elementor-widget elementor-widget-image\" data-id=\"4c60d94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2026\/10\/2a977a45-2f45-4de2-a806-26223c432a3d.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"2a977a45-2f45-4de2-a806-26223c432a3d\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTIxMDA4LCJ1cmwiOiJodHRwczpcL1wvYm90bGFuZC5kZVwvYmxvZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMTBcLzJhOTc3YTQ1LTJmNDUtNGRlMi1hODA2LTI2MjIzYzQzMmEzZC53ZWJwIn0%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"576\" src=\"https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/2a977a45-2f45-4de2-a806-26223c432a3d.webp\" class=\"attachment-large size-large wp-image-121008\" alt=\"\" srcset=\"https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/2a977a45-2f45-4de2-a806-26223c432a3d.webp 768w, https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/2a977a45-2f45-4de2-a806-26223c432a3d-300x225.webp 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-157215e elementor-widget elementor-widget-spacer\" data-id=\"157215e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6577c30 elementor-widget elementor-widget-heading\" data-id=\"6577c30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Odkrywaj \u015bwiat dzi\u0119ki widzeniu komputerowemu i czujnikom przestrzennym<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae38781 elementor-widget elementor-widget-text-editor\" data-id=\"ae38781\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Zamiast po prostu przesy\u0142a\u0107 strumieniowo obraz wideo, lokalne uczenie maszynowe zamienia kamery i czujniki w zaawansowane systemy percepcji otoczenia.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77814aa elementor-widget elementor-widget-text-editor\" data-id=\"77814aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>System sterowania gestami:<\/strong> Wykorzystuje zwyk\u0142\u0105 kamerk\u0119 internetow\u0105 oraz Edge Impulse do przekszta\u0142cania gest\u00f3w d\u0142oni na komendy steruj\u0105ce aplikacjami cyfrowymi.<\/li><li><strong>Mapowanie pomieszcze\u0144 LiDAR w czasie rzeczywistym:<\/strong> \u0141\u0105czy czujniki LiDAR z modelami ML w Edge Impulse, tworz\u0105c system przeznaczony do lokalnej interpretacji danych przestrzennych i planu pomieszczenia.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3e5b84 elementor-widget elementor-widget-image\" data-id=\"d3e5b84\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2026\/10\/image-1024x669-1.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"image-1024x669\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTIxMDEyLCJ1cmwiOiJodHRwczpcL1wvYm90bGFuZC5kZVwvYmxvZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMTBcL2ltYWdlLTEwMjR4NjY5LTEud2VicCJ9\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"523\" src=\"https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/image-1024x669-1.webp\" class=\"attachment-large size-large wp-image-121012\" alt=\"\" srcset=\"https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/image-1024x669-1.webp 1024w, https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/image-1024x669-1-300x196.webp 300w, https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/image-1024x669-1-768x502.webp 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a4fc13 elementor-widget elementor-widget-heading\" data-id=\"9a4fc13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tw\u00f3rz inteligentne otoczenie z interaktywnym AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-038ac9b elementor-widget elementor-widget-text-editor\" data-id=\"038ac9b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Lokalne AI<\/strong> pozwala urz\u0105dzeniom realizowa\u0107 pe\u0142en cykl: <strong>\u201ewykryj &#8211; zinterpretuj &#8211; zdecyduj &#8211; wykonaj\u201d<\/strong> bez op\u00f3\u017anie\u0144 wynikaj\u0105cych z komunikacji z chmur\u0105 czy zewn\u0119trznymi serwerami.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff9b05c elementor-widget elementor-widget-text-editor\" data-id=\"ff9b05c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Rozmawiaj ze swoim domem:<\/strong> Wszystko-maj\u0105cy hub dla inteligentnego domu, stworzony do wykrywania s\u0142\u00f3w kluczowych, obs\u0142ugi komend g\u0142osowych, zarz\u0105dzania czujnikami oraz udost\u0119pniania interfejsu webowego.<\/li><li><strong>Clawrophyll:<\/strong> System inteligentnej ro\u015bliny doniczkowej zaprojektowany tak, aby uruchamia\u0107 lokalnego agenta AI bezpo\u015brednio na p\u0142ytce.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf68618 elementor-widget elementor-widget-image\" data-id=\"cf68618\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/botland.com.pl\/blog\/wp-content\/uploads\/2026\/10\/446d3638-3cd2-42b6-86d1-01e22a8ba48f.gif\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"446d3638-3cd2-42b6-86d1-01e22a8ba48f\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTIxMDE2LCJ1cmwiOiJodHRwczpcL1wvYm90bGFuZC5kZVwvYmxvZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNlwvMTBcLzQ0NmQzNjM4LTNjZDItNDJiNi04NmQxLTAxZTIyYThiYTQ4Zi5naWYifQ%3D%3D\" data-wpel-link=\"internal\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"599\" src=\"https:\/\/botland.de\/blog\/wp-content\/uploads\/2026\/10\/446d3638-3cd2-42b6-86d1-01e22a8ba48f.gif\" class=\"attachment-large size-large wp-image-121016\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8b5a8f elementor-widget elementor-widget-spacer\" data-id=\"b8b5a8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-247d828 elementor-widget elementor-widget-heading\" data-id=\"247d828\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Nie ka\u017cda platforma musi robi\u0107 to samo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7ee780 elementor-widget elementor-widget-text-editor\" data-id=\"f7ee780\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Technologia b\u0142yskawicznie si\u0119 rozwija, daj\u0105c nam coraz wi\u0119cej narz\u0119dzi. Celem nigdy nie by\u0142o stworzenie jednej, uniwersalnej p\u0142ytki, kt\u00f3ra \u201erz\u0105dzi\u0142aby wszystkimi\u201d \u2013 chodzi o dopasowanie unikalnych wymaga\u0144 Twojego projektu do odpowiedniej architektury. Niezale\u017cnie od tego, czy potrzebujesz czystej mocy obliczeniowej pod Linuksem, czy architektury dual-brain, takiej jak w <a href=\"https:\/\/botland.com.pl\/arduino-seria-podstawowa-oryginalne-plytki\/27371-arduino-uno-q-4gb-abx00173-7630049205727.html\" target=\"_blank\" rel=\"noopener\" data-wpel-link=\"internal\"><strong>UNO Q<\/strong><\/a> &#8211; rozpocz\u0119cie pracy od jasnego celu pomo\u017ce Ci budowa\u0107 m\u0105drzej, szybciej i skuteczniej. Dzi\u015b mamy wi\u0119cej opcji i mo\u017cliwo\u015bci ni\u017c kiedykolwiek!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a88dcf7 elementor-widget elementor-widget-text-editor\" data-id=\"a88dcf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>\u0179r\u00f3d\u0142o:<\/strong> <a href=\"https:\/\/blog.arduino.cc\/2026\/10\/06\/what-can-you-build-when-ai-can-interact-with-the-real-world\/\" target=\"_blank\" rel=\"noopener nofollow external noreferrer\" data-wpel-link=\"external\">blog.arduino.cc<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Co si\u0119 stanie, gdy po\u0142\u0105czysz moc sztucznej inteligencji z precyzyjnym sterowaniem w czasie rzeczywistym? Poznaj mo\u017cliwo\u015bci Arduino UNO Q i zobacz, jak architektura dual-brain rewolucjonizuje nowoczesn\u0105 robotyk\u0119 oraz systemy smart home!<\/p>\n","protected":false},"author":27,"featured_media":121024,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[133,305],"tags":[],"class_list":["post-121001","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-arduino","category-diy"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Arduino UNO Q w erze Edge AI - Botland<\/title>\n<meta name=\"description\" content=\"Odkryj hybrydow\u0105 p\u0142ytk\u0119 Arduino UNO Q z podw\u00f3jnym procesorem. 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