{"id":13995,"date":"2025-03-06T14:20:51","date_gmt":"2025-03-06T12:20:51","guid":{"rendered":"https:\/\/artofinfo.eu\/?p=13995"},"modified":"2025-03-07T11:00:25","modified_gmt":"2025-03-07T09:00:25","slug":"ket-het-alatt-a-rajtvonalhoz","status":"publish","type":"post","link":"https:\/\/artofinfo.eu\/hu\/2025\/03\/06\/ket-het-alatt-a-rajtvonalhoz\/","title":{"rendered":"K\u00e9t h\u00e9t alatt a rajtvonalhoz"},"content":{"rendered":"
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K\u00e9t h\u00e9t alatt a rajtvonalhoz<\/h1>[vc_custom_heading text=”Az Universal Robots-al val\u00f3 sikeres egy\u00fcttm\u0171k\u00f6d\u00e9s\u00fcnk kulcsfontoss\u00e1g\u00fa t\u00e9nyez\u0151i” font_container=”tag:h2|text_align:center” css=”%7B%22default%22%3A%7B%22font-size%22%3A%222rem%22%2C%22font-family%22%3A%22body%22%7D%7D”]

Gyors seg\u00edts\u00e9gre volt sz\u00fcks\u00e9g, egy olyan csapatra, amelyik azonnal tud kezdeni, mivel a projekt hat\u00e1rideje rendk\u00edv\u00fcl sz\u0171k\u00f6s volt. <\/span>A munk\u00e1t mind\u00f6ssze hat h\u00f3nappal a term\u00e9k piacra dob\u00e1sa el\u0151tt kezdt\u00fck el. <\/span><\/b>Az<\/span> IT Staff Augmentation szolg\u00e1ltat\u00e1sunk<\/span><\/b><\/a> keret\u00e9ben deleg\u00e1ltunk koll\u00e9g\u00e1kat, hogy biztos\u00edtsuk a sz\u00fcks\u00e9ges er\u0151forr\u00e1sokat \u00e9s szak\u00e9rtelmet a projekt sikeres megval\u00f3s\u00edt\u00e1s\u00e1hoz.<\/span>\u00a0<\/span><\/p>\n

\u00daj ter\u00fcletre mer\u00e9szkedt\u00fcnk, gyorsan tudtunk kezdeni, gyorsan tanultunk, rugalmasan tudtuk kezelni a projekt sor\u00e1n felmer\u00fclt extra ig\u00e9nyeket.\u00a0<\/span><\/b>\u00a0<\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”A projekt elind\u00edt\u00e1s\u00e1nak k\u00f6r\u00fclm\u00e9nyei” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]<\/div><\/div><\/div><\/div><\/div><\/section>

Az <\/span>Universal Robots<\/span><\/b>-al val\u00f3 <\/span>egy\u00fcttm\u0171k\u00f6d\u00e9s\u00fcnkh\u00f6z<\/span><\/b> kapcsol\u00f3dik a tavalyi \u00e9v\u00fcnk egyik sikeresen z\u00e1rt projektje. Az elindul\u00e1s\u00e1n\u00e1l fontos volt, hogy <\/span>gyorsan \u00e9s hat\u00e9konyan biztos\u00edtsunk er\u0151forr\u00e1sokat<\/span><\/b> t\u00e1voli helysz\u00ednr\u0151l <\/span><\/b>is, mivel sz\u0171k\u00f6s volt a kapacit\u00e1s a megrendel\u0151i oldalon.<\/span>\u00a0<\/span><\/p>\n

A megfelel\u0151 felt\u00e9telek biztos\u00edt\u00e1sa lehet\u0151v\u00e9 tette, hogy gyorsabban kezdj\u00fck el a munk\u00e1t, mintha b\u00e9rbead\u00e1sra vagy bels\u0151 er\u0151forr\u00e1sokra v\u00e1rt volna a megrendel\u0151. Ennek k\u00f6sz\u00f6nhet\u0151en a projekt k\u00e9t h\u00e9ten bel\u00fcl elindult, ami jelent\u0151s <\/span>id\u0151megtakar\u00edt\u00e1st eredm\u00e9nyezett<\/span><\/b>.<\/span>\u00a0<\/span><\/p>\n

Fontos volt tov\u00e1bb\u00e1, hogy a megb\u00edz\u00e1s sor\u00e1n <\/span>az er\u0151forr\u00e1sok eloszt\u00e1s\u00e1ban is rugalmasak legy\u00fcnk<\/span><\/b>, mivel <\/span>folyamatosan v\u00e1ltoztak az ig\u00e9nyek \u00e9s a priorit\u00e1sok<\/span><\/b>. Egy glob\u00e1lis v\u00e1llalat helyi partnerek\u00e9nt <\/span>megold\u00e1sszolg\u00e1ltat\u00f3k\u00e9nt m\u0171k\u00f6dt\u00fcnk<\/span><\/b>, ami tov\u00e1bb n\u00f6velte a projekt sikeress\u00e9g\u00e9t.<\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

<\/div>[vc_custom_heading text=”A projekt f\u0151 c\u00e9lja” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

Az <\/span>Universal Robots robotkarjainak kiterjeszt\u00e9se AI eszk\u00f6z\u00f6kkel<\/span><\/b> volt az els\u0151dleges c\u00e9l, hogy min\u00e9l felhaszn\u00e1l\u00f3bar\u00e1tabb\u00e1 v\u00e1ljanak. Fontos volt, hogy a v\u00e9gfelhaszn\u00e1l\u00f3k k\u00f6nnyed\u00e9n tudj\u00e1k haszn\u00e1lni a robot kezel\u0151fel\u00fclet\u00e9t, \u00e9s a fejleszt\u0151k is \u00fajabb programokat tudjanak fejleszteni a robotokra az AI technol\u00f3gi\u00e1k kihaszn\u00e1l\u00e1s\u00e1val.<\/span>\u00a0<\/span><\/p>\n

A k\u00f6z\u00f6s munka sor\u00e1n a mesters\u00e9ges intelligencia seg\u00edts\u00e9g\u00e9vel t\u00f6rt\u00e9nt a kamer\u00e1val t\u00f6rt\u00e9n\u0151 automatikus kalibr\u00e1ci\u00f3, a k\u00fcl\u00f6nb\u00f6z\u0151 t\u00e1rgyak, azok poz\u00edci\u00f3j\u00e1nak \u00e9s orient\u00e1ci\u00f3j\u00e1nak felismer\u00e9se. A tanul\u00e1si folyamat r\u00e9sze volt, hogy a robot felismerje, hogy milyen t\u00e1rgy van el\u0151tte, \u00e9s ha felismeri, akkor az adott t\u00e1rgynak megfelel\u0151 v\u00e1laszmozg\u00e1st kivitelezze.<\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”AI technol\u00f3gi\u00e1k bevezet\u00e9se” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

Az <\/span>ARTofINFO<\/span> csapat\u00e1nak egy r\u00e9sze a rendszer<\/span> egy m\u00e1r megl\u00e9v\u0151 r\u00e9sz\u00e9t fejlesztette tov\u00e1bb<\/span>, illetve \u00faj szoftvert \u00edrt a robotra, valamint egy komplex diagnosztikai fel\u00fcletet hoztak l\u00e9tre, hogy meg lehessen n\u00e9zni, hogy a kamera \u00e9ppen mit l\u00e1t, a k\u00fcl\u00f6nb\u00f6z\u0151 objektumok felismer\u00e9s\u00e9nek a visszajelz\u00e9s\u00e9t is itt lehetett \u00e1ll\u00edtani. A csapat tov\u00e1bbi r\u00e9sze teljesk\u00f6r\u0171 tesztel\u00e9si folyamatok<\/span>at v\u00e9gzett.<\/span><\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”A backend oldal technol\u00f3gi\u00e1i” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

A <\/span>Robotic Operating System <\/span><\/b>(ROS2)<\/span> \u00e9s az <\/span>AI Accelerator <\/span><\/b>fejleszt\u00e9se mellett integr\u00e1ltuk az <\/span>NVIDIA ISAAC-ROS<\/span><\/b>-t is. Az AI modellek kihaszn\u00e1l\u00e1sa a ROS-on kereszt\u00fcl lehet\u0151v\u00e9 tette az <\/span>objektumfelismer\u00e9st (RT-DETR) \u00e9s a val\u00f3s idej\u0171 szegment\u00e1l\u00e1st (SAM2).<\/span>\u00a0<\/span><\/p>\n

Az adatok hat\u00e9kony \u00e9s felhaszn\u00e1l\u00f3bar\u00e1t t\u00e1rol\u00e1sa \u00e9rdek\u00e9ben <\/span>megtervezt\u00fck az adatb\u00e1zis s\u00e9m\u00e1t (SQLite)<\/span><\/b>, amely a kor\u00e1bbi f\u00e1jlalap\u00fa t\u00e1rol\u00e1s tov\u00e1bbfejleszt\u00e9se. Emellett megval\u00f3s\u00edtottuk a <\/span>ROS-csom\u00f3pontokat \u00e9s -szolg\u00e1ltat\u00e1sokat az URcapokkal val\u00f3 kommunik\u00e1ci\u00f3hoz.<\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”AI gyors\u00edt\u00f3 fejleszt\u00e9s – frontend technol\u00f3gi\u00e1k” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]<\/div><\/div><\/div><\/div><\/div><\/section>
\"ARTofINFO_Universal_Robots_Project_1\"<\/div><\/div><\/div><\/div><\/div>

A <\/span>ROS diagnosztika<\/span><\/b> keret\u00e9ben refaktor\u00e1ltuk a <\/span>Dashboard URCap<\/span><\/b>-ot, \u00faj megjelen\u00e9st \u00e9s felhaszn\u00e1l\u00f3i \u00e9lm\u00e9nyt biztos\u00edtva. A <\/span>Calibration Studio<\/span><\/b>-ban lehet\u0151v\u00e9 tett\u00fck a robotmozg\u00e1s visszaj\u00e1tsz\u00e1s\u00e1t, valamint \u00fajabb funkci\u00f3kat is megval\u00f3s\u00edtottunk.<\/span>\u00a0<\/span><\/p>\n

A <\/span>Part Pose Detection <\/span><\/b>URCap fejleszt\u00e9se sor\u00e1n a felhaszn\u00e1l\u00f3k sz\u00e1m\u00e1ra lehet\u0151v\u00e9 tett\u00fck, hogy k\u00e9peket \u00e9s vide\u00f3kat hozzanak l\u00e9tre, megjegyz\u00e9seket f\u0171zzenek hozz\u00e1juk, elind\u00edts\u00e1k a tan\u00edt\u00e1st a gener\u00e1lt <\/span>Coco<\/span><\/b> f\u00e1jl <\/span><\/b>alapj\u00e1n, \u00e9s tesztelj\u00e9k a betan\u00edtott modellt. A <\/span>Dashboard URCap seg\u00edts\u00e9g\u00e9vel a felhaszn\u00e1l\u00f3k l\u00e1thatj\u00e1k az aktu\u00e1lis t\u00e9m\u00e1kat, csom\u00f3pontokat \u00e9s szolg\u00e1ltat\u00e1sokat.<\/span>\u00a0<\/span><\/p>\n

Ezek az \u00faj\u00edt\u00e1sok jelent\u0151sen hozz\u00e1j\u00e1rultak a projekt siker\u00e9hez, jav\u00edtva a felhaszn\u00e1l\u00f3i \u00e9lm\u00e9nyt \u00e9s kihaszn\u00e1lva az AI biztos\u00edtotta lehet\u0151s\u00e9geket.<\/span><\/b>\u00a0<\/span><\/p>\n<\/div><\/div>

<\/div>[vc_custom_heading text=”Tesztel\u00e9sek” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

L\u00e9trehoztunk egy \u00faj v\u00e9gpontt\u00f3l v\u00e9gpontig tart\u00f3 tesztel\u00e9si folyamatot, amelyhez sablondokumentumot k\u00e9sz\u00edtett\u00fcnk a <\/span>Jira<\/span><\/b>-ban, hogy a j\u00f6v\u0151ben is haszn\u00e1lhat\u00f3 legyen. Seg\u00edtett\u00fcnk egy robusztusabb \u00e9s egy\u00e9rtelm\u0171bb be\u00e1ll\u00edt\u00e1si folyamat meghat\u00e1roz\u00e1s\u00e1ban, valamint a be\u00e1ll\u00edt\u00e1si dokument\u00e1ci\u00f3 felhaszn\u00e1l\u00f3bar\u00e1tabb\u00e1 t\u00e9tel\u00e9ben, hogy az \u00e9rthet\u0151bb legyen a v\u00e9gfelhaszn\u00e1l\u00f3k sz\u00e1m\u00e1ra.<\/span>\u00a0<\/span><\/p>\n

Fontos volt tiszt\u00e1zni, hogy milyen hardverre van sz\u00fcks\u00e9g az AI Kithez, \u00e9s seg\u00edtett\u00fcnk az <\/span>\u00faj PolyScope verzi\u00f3k AI Kit-tel val\u00f3 tesztel\u00e9s\u00e9ben<\/span><\/b>. A tesztel\u00e9s sor\u00e1n felfedt\u00fck a lehets\u00e9ges hib\u00e1kat a rendszer, a haszn\u00e1lat \u00e9s a hardver szintj\u00e9n, valamint azonos\u00edtottuk a kritikus h\u00e1l\u00f3zati probl\u00e9m\u00e1kat.<\/span>\u00a0<\/span><\/p>\n

V\u00e9g\u00fcl, t\u00e1mogattuk \u00e9s seg\u00edtett\u00fck a b\u00e9ta partner\u00fcnket, a SZTAKI-t, az AI Kit be\u00e1ll\u00edt\u00e1s\u00e1ban, biztos\u00edtva ezzel a sikeres tesztel\u00e9st \u00e9s fejleszt\u00e9st.<\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”Tov\u00e1bbi feladatok” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

A s<\/span>z\u00e1mos egy\u00e9b feladat k\u00f6z\u00fcl kiemeln\u00e9nk<\/span> az <\/span><\/span>id\u0151szinkroniz\u00e1ci\u00f3 megval\u00f3s\u00edt\u00e1s<\/span>\u00e1t<\/span><\/span> a robot \u00e9s a<\/span>z<\/span> NVIDIA <\/span>Jetson<\/span> Orin<\/span> k\u00f6z\u00f6tt<\/span><\/span>, amelyhez az <\/span><\/span>NTP (<\/span>chrony<\/span>) eszk\u00f6zt haszn\u00e1ltuk<\/span><\/span>. Emellett fejlesztett\u00fck a <\/span><\/span>ROS diagnosztikai rendszer<\/span><\/span>t, hogy val\u00f3s idej\u0171 diagnosztikai int\u00e9zked\u00e9seket biztos\u00edtsunk a robot \u00e9s az <\/span>Orin<\/span> k\u00f6z\u00f6tti h\u00e1l\u00f3zati \u00e9s alkalmaz\u00e1si probl\u00e9m\u00e1k elh\u00e1r\u00edt\u00e1s\u00e1hoz.<\/span>\u00a0<\/span><\/span><\/p>\n<\/div><\/div>

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[vc_custom_heading text=”Az akad\u00e1lyok lek\u00fczd\u00e9se a j\u00f6v\u0151 technol\u00f3gi\u00e1j\u00e1\u00e9rt” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]<\/div><\/div><\/div><\/div><\/div><\/section>

A projekt sor\u00e1n sz\u00e1mos kih\u00edv\u00e1ssal szembes\u00fclt\u00fcnk. A domain tud\u00e1s megszerz\u00e9se, a m\u0171k\u00f6d\u0151 k\u00f6rnyezet hi\u00e1nya, hogy a null\u00e1r\u00f3l kellett fel\u00e9p\u00edteni mindent, ami jelent\u0151s id\u0151- \u00e9s er\u0151forr\u00e1s-befektet\u00e9st ig\u00e9nyelt, valamint az id\u0151eltol\u00f3d\u00e1s tov\u00e1bbi koordin\u00e1ci\u00f3s neh\u00e9zs\u00e9geket okozott a csapatok k\u00f6z\u00f6tt (USA, D\u00e1nia, Magyarorsz\u00e1g).<\/span>\u00a0<\/span><\/p>\n

Mivel ez egy <\/span>K+F projekt<\/span><\/b> volt, \u00edgy folyamatosan \u00faj \u00f6tletek mer\u00fcltek fel, ami term\u00e9szetes egy innov\u00e1ci\u00f3s projekt eset\u00e9n. Tesztel\u00e9s csak a helysz\u00ednen volt lehets\u00e9ges, hiszen home office-ban nem \u00e1llt rendelkez\u00e9sre robot, ami tov\u00e1bbi korl\u00e1tokat jelentett.\u00a0<\/span>\u00a0<\/span><\/p>\n<\/div><\/div>

<\/div>[vc_custom_heading text=”Fejl\u0151d\u00e9s n\u00e9lk\u00fcl nincs siker” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

Csapatk\u00e9nt \u00e9rezt\u00fck, hogy egy\u00e9nileg is sokat fejl\u0151d\u00fcnk fejleszt\u0151i attit\u0171d\u00fcnkben. Ez egy nemzetk\u00f6zi projekt volt, nagy id\u0151eltol\u00f3d\u00e1ssal kellett sz\u00e1molni a t\u00f6bbiekkel val\u00f3 k\u00f6z\u00f6s munka sor\u00e1n, \u00e9s ez egy m\u00e1s hozz\u00e1\u00e1ll\u00e1st k\u00f6vetelt meg egy\u00e9ni szinten is t\u0151l\u00fcnk.<\/span>\u00a0<\/span><\/p>\n

Hat\u00e9konyan tudtunk dolgozni egy elosztott csapatban, amely mag\u00e1ban foglalta a t\u00e1voli hozz\u00e1f\u00e9r\u00e9s, jogosults\u00e1gok \u00e9s a projektinfrastrukt\u00fara be\u00e1ll\u00edt\u00e1s\u00e1nak kezel\u00e9s\u00e9t. Emellett megtapasztaltuk, hogyan lehet effekt\u00edven dolgozni hatalmas nyom\u00e1s alatt.<\/span>\u00a0<\/span><\/p>\n

Az id\u0151eltol\u00f3d\u00e1s ellen\u00e9re is nagyon j\u00f3l siker\u00fclt egy\u00fcttm\u0171k\u00f6dni a csapatokkal, kiv\u00e1lasztani azokat az id\u0151s\u00e1vokat, amikor k\u00f6lcs\u00f6n\u00f6sen a leghat\u00e9konyabban tudtunk egym\u00e1sra figyelni, \u00e9s megold\u00e1st tal\u00e1lni a felv\u00e1zolt probl\u00e9m\u00e1kra. <\/span>A rugalmas hozz\u00e1\u00e1ll\u00e1s minden csapattag r\u00e9sz\u00e9r\u0151l kiemelked\u0151 volt.<\/span><\/b>\u00a0<\/span><\/p>\n

A projekt sor\u00e1n minden r\u00e9sztvev\u0151 folyamatosan kommunik\u00e1lt, \u00e9s val\u00f3s visszajelz\u00e9seket adtunk egym\u00e1snak, ami nemcsak a tanul\u00e1si folyamatot seg\u00edtette, hanem az el\u00e9rt eredm\u00e9nyeket is jav\u00edtotta. <\/span>Ez a k\u00f6lcs\u00f6n\u00f6s t\u00e1mogat\u00e1s \u00e9s egy\u00fcttm\u0171k\u00f6d\u00e9s pozit\u00edv hangulatot teremtett, \u00e9s hozz\u00e1j\u00e1rult a projekt sikeres lez\u00e1r\u00e1s\u00e1hoz.<\/span><\/b>\u00a0<\/span><\/p>\n<\/div><\/div>

<\/div><\/div><\/div><\/div>
\"\"<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>
[vc_custom_heading text=”Hogyan tov\u00e1bb?” font_container=”tag:h3|text_align:left” css=”%7B%22default%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22laptops%22%3A%7B%22font-family%22%3A%22body%22%7D%2C%22tablets%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%2C%22mobiles%22%3A%7B%22text-align%22%3A%22center%22%2C%22font-family%22%3A%22body%22%7D%7D”]

Kitekintett\u00fcnk a j\u00f6v\u0151beli k\u00f6z\u00f6s projektek lehet\u0151s\u00e9geire is, c\u00e9lul t\u0171zt\u00fck ki a j\u00f6v\u0151re n\u00e9zve az alacsony k\u00f3dol\u00e1s, azaz a <\/span>low-code<\/span> no-<\/span>code<\/span> haszn\u00e1lati esetek felm\u00e9r\u00e9s\u00e9t \u00e9s kiv<\/span>i<\/span>telez\u00e9s\u00e9t az <\/span>Universal<\/span> Robots-al<\/span>.<\/span><\/span>\u00a0<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"

Gyors seg\u00edts\u00e9gre volt sz\u00fcks\u00e9g, egy olyan csapatra, amely azonnal tud kezdeni, mivel a projekt hat\u00e1rideje rendk\u00edv\u00fcl sz\u0171k\u00f6s volt. A munk\u00e1t mind\u00f6ssze hat h\u00f3nappal a term\u00e9k piacra dob\u00e1sa el\u0151tt kezdt\u00fck el.<\/p>\n","protected":false},"author":123462,"featured_media":14020,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[20],"tags":[],"class_list":["post-13995","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-art-of-info"],"acf":[],"yoast_head":"\nK\u00e9t h\u00e9t alatt a rajtvonalhoz I ARTofINFO<\/title>\n<meta name=\"description\" content=\"Gyors seg\u00edts\u00e9gre volt sz\u00fcks\u00e9g, egy olyan csapatra, amely azonnal tud kezdeni, mivel a projekt hat\u00e1rideje rendk\u00edv\u00fcl sz\u0171k\u00f6s volt. A munk\u00e1t mind\u00f6ssze hat h\u00f3nappal a term\u00e9k piacra dob\u00e1sa el\u0151tt kezdt\u00fck el.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/artofinfo.eu\/hu\/2025\/03\/06\/ket-het-alatt-a-rajtvonalhoz\/\" \/>\n<meta property=\"og:locale\" content=\"hu_HU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"K\u00e9t h\u00e9t alatt a rajtvonalhoz\" \/>\n<meta property=\"og:description\" content=\"Gyors seg\u00edts\u00e9gre volt sz\u00fcks\u00e9g, egy olyan csapatra, amely azonnal tud kezdeni, mivel a projekt hat\u00e1rideje rendk\u00edv\u00fcl sz\u0171k\u00f6s volt. 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