Dubawa
Hankali na jiki (sau da yawa ana yin salo tare da alamar pi) farkon ginin San Francisco na gabaɗaya AI don mutummutumi, kuma pi-zero shine samfurin aikin hangen nesa na harshe. Yana da mahimmanci saboda pi-zero yana nuna ƙira ɗaya na iya ninka wanki, teburan bas, da kuma haɗa kwalaye a cikin robobi daban-daban, suna motsawa zuwa manufar sarrafa mutum-mutumi ta duniya.
Hankali na jiki da pi-zero an fi fahimta sosai a cikin mahallin dabarun, samun damar samfuri, yanke shawara na dandamali, da haɗin gwiwar yanayin muhalli.
Zurfafa nutsewa
An kafa shi a cikin 2024 ta masu bincike ciki har da Karol Hausman, Sergey Levine, Brian Ichter, da Chelsea Finn, Ilimin Jiki (wanda aka saba rubutawa a matsayin harafin Girkanci pi) ya tattara kusan dala miliyan 400 akan ƙimar dala biliyan 2 daga masu goyan baya kamar Jeff Bezos, OpenAI, Thri. Samfurin sa na farko, pi-zero, shine samfurin hangen nesa-aiki (VLA) wanda ke ɗaukar hotunan kamara da koyarwar harshe na halitta da fitar da ci gaba da umarnin motar robot. An horar da bayanai daga dandamali da ayyuka da yawa na mutum-mutumi, pi-zero ya nuna ƙwazo, ayyuka na gaske na duniya, sanannen naɗe-kaɗen wanki daga na'urar bushewa, da teburi masu share fage, kwalaye masu lanƙwasa, da abubuwan jaka. Manufar kamfanin ita ce software-farko: samfurin tushe wanda ke kawo sassauƙa, hankali na zahiri na gabaɗaya ga nau'ikan mutum-mutumi maimakon fasaha ɗaya ta kowace na'ura.
Fahimtar Fasaha
pi-zero yana ginawa akan ƙirar harshen hangen nesa da aka riga aka horar kuma yana ƙara ƙwararrun 'ƙwararrun' aiki wanda ke fitar da ci gaba da sarrafawa ta hanyar daidaita kwarara, dabara mai-kamar watsawa wacce ke haifar da santsi, manyan hanyoyin mota (kusan 50 Hz). Wannan yana ƙyale samfurin ya kula da kyawawan ayyuka masu saurin daidaitawa kamar nadawa wanki yana buƙata. Ta hanyar gadar fahimtar ma'anar ma'ana daga kashin baya na VLM da kuma daidaitawa akan bayanan mutum-mutumi na mutum-mutumi, pi-zero yana bin umarnin harshe yayin da yake haɓaka ƙwarewa a cikin makamai da ayyuka daban-daban.
Kwarewar Ilimin Jiki da pi-zero
Hankali na jiki (sau da yawa ana yin salo tare da alamar pi) farkon ginin San Francisco na gabaɗaya AI don mutummutumi, kuma pi-zero shine samfurin aikin hangen nesa na harshe. Yana da mahimmanci saboda pi-zero yana nuna ƙira ɗaya na iya ninka wanki, teburan bas, da kuma haɗa kwalaye a cikin robobi daban-daban, suna motsawa zuwa manufar sarrafa mutum-mutumi ta duniya. Hankali na jiki da pi-zero an fi fahimta sosai a cikin mahallin dabarun, samun damar samfuri, yanke shawara na dandamali, da haɗin gwiwar yanayin muhalli. Don gina zurfin fahimta, bi da Hankalin Jiki da pi-zero a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Hankalin Jiki da pi-zero suna kimanta dabarun mai siyarwa, amincin taswirar hanya, da haɗarin kulle-kulle kafin aikatawa. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba. A lokaci guda, sanarwar ƙaddamarwa na iya wuce kwanciyar hankali a cikin ayyukan samarwa na gaske. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba.
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi da haɗari na dogon lokaci.
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi da haɗari na dogon lokaci. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa.
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Mutum-mutumi mai makamai biyu yana amfani da pi-zero don ɗaukar tarkacen tufafi daga na'urar bushewa ya ninke su da kyau akan tebur.
Mutum-mutumin gidan abinci yana tuka teburi, share jita-jita da shara, ta bin umarnin yaren yanayi.
Wani mutum-mutumi na sito yana baje akwatunan kwali da jakunkuna kayan miya ta hanyar amfani da tsarin gaba ɗaya.
Robotics labs mai kyau-tune pi-zero a kan nasu hannu don ɗora sabbin dabarun magudi ba tare da horar da samfuri ba.
Hanyoyin Aiwatarwa
Hankalin Jiki da pi-zero a aikace
Mutum-mutumi mai makamai biyu yana amfani da pi-zero don ɗaukar tarkacen tufafi daga na'urar bushewa ya ninke su da kyau akan tebur.
Robot mai makamai biyu yana amfani da pi-zero don ɗaukar tarkace tufafi daga na'urar bushewa tare da ninka su da kyau a kan tebur Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hankalin Jiki da pi-zero a aikace
Mutum-mutumin gidan abinci yana tuka teburi, share jita-jita da shara, ta bin umarnin yaren yanayi.
Injin robobin gidan abinci yana hawa tebur bas, share jita-jita da sharar gida, ta bin umarnin yaren yanayi Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓaka ɗan adam don shari'o'i, da bin duk nasarorin samarwa da tsadar kurakurai a kan lokaci.
Hankalin Jiki da pi-zero a aikace
Wani mutum-mutumi na sito yana baje akwatunan kwali da jakunkuna kayan miya ta hanyar amfani da tsarin gaba ɗaya.
Robot na kantin sayar da kaya yana baje akwatunan kwali da jakunkuna kayan miya ta amfani da manufofin gaba ɗaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hankalin Jiki da pi-zero a aikace
Robotics labs mai kyau-tune pi-zero a kan nasu hannu don ɗora sabbin dabarun magudi ba tare da horar da samfuri ba.
Robotics labs fine-tune pi-zero a nasu hannu don tayar da sabbin dabarun magudi ba tare da horar da samfuri daga ƙwanƙwasawa yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Sanarwar ƙaddamarwa na iya ƙetare kwanciyar hankali a cikin ayyukan samarwa na gaske.
Farashin API ko sauye-sauyen manufofi na iya karya zato cikin dare.
Dogaro mai siyarwa guda ɗaya yana ƙara kulle-kulle da farashin ƙaura.
Taswirar Hanya
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai.
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.