Incamake
Reflexion nubuhanga aho umukozi wa AI agaragaza mukwandika kunanirwa kwayo kandi akagaburira ayo masomo mugerageza gukurikira. Nibyingenzi kuko ireka abakozi bakitezimbere kumurimo batongeye kwitoza icyitegererezo.
Guhindura no kwikosora byibanze kubikorwa bifatika: guhindura ubushobozi bwicyitegererezo mubikorwa byizewe bya buri munsi bitanga agaciro kagereranijwe.
Kwibira cyane
Reflexion, yatangijwe mu mpapuro 2023 na Shinn na bagenzi be, iha umukozi umuzingo: igerageza umurimo, yakira ikimenyetso cyukuntu yakoze (ibisubizo byikizamini, ibihembo, cyangwa kunegura), hanyuma yandika imvugo ngufi 'imvugo' yerekana ururimi rusanzwe rusobanura ibitaragenze neza nibigomba gukurikiraho. Ibyo bitekerezo bibikwa murwibutso kandi byateganijwe kubutaha bwo kugerageza. Icy'ingenzi, uburemere bw'icyitegererezo ntibwigera buhinduka; kwiga bibaho rwose mumadirishya yimiterere nkinyandiko. Uku 'kwiga gushimangira amagambo' kureka abakozi bagasubiramo ibibazo bya code, kugendagenda kurubuga, hamwe nimirimo yo gutekereza. Ku gipimo ngenderwaho cya code ya HumanEval, uburyo bwo kwikosora bwifashishije uburyo bwo kwikosora bwasunikishije igipimo cyatsinzwe cyane kuruta kugerageza inshuro imwe, gusa kureka umukozi agakosora amakosa yacyo mugihe gito.
Ubushishozi
Reflexion itandukanya inshingano eshatu: Umukinnyi utanga ibikorwa, Isuzuma ryerekana amanota (ibizamini byibice, igenzura rihuye neza, cyangwa umucamanza wa LLM), hamwe na Moderi yo Kwiyerekana ihindura ayo manota isomo ryamasomo. Isomo ryaguye muri episodic yibuka buffer yongeye kugeragezwa ubutaha. Kuberako ibitekerezo ari ururimi aho kuba gradients, ntamahugurwa ya GPU arakenewe, ariko biterwa cyane nikimenyetso cyizewe cyo kwirinda kugirango ushimangire ibitekerezo byizewe ariko bitari byo.
Kumenya Kwiyubaka no Kwikosora
Reflexion nubuhanga aho umukozi wa AI agaragaza mukwandika kunanirwa kwayo kandi akagaburira ayo masomo mugerageza gukurikira. Nibyingenzi kuko ireka abakozi bakitezimbere kumurimo batongeye kwitoza icyitegererezo. Guhindura no kwikosora byibanze kubikorwa bifatika: guhindura ubushobozi bwicyitegererezo mubikorwa byizewe bya buri munsi bitanga agaciro kagereranijwe. Kugirango wubake byimbitse, fata abakozi ba Reflexion hamwe no kwikosora nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Reflexion hamwe no kwikosora yibanda kubikorwa byakazi, ntabwo ari demo yicyitegererezo, kandi asobanura aho abantu bagenzura hakiri kare. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo. Mugihe kimwe, Gutangiza inzira yamenetse birashobora kongera ibibazo bihari. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo.
Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera.
Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa.
Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Umukozi wa coding ukora ibizamini, asoma ibyananiranye, yandika inyandiko kuri bug, kandi ahindura code yayo mbere yo kongera gukora suite.
Umufasha wubushakashatsi ufata ibyemezo bya salusiyo mugihe igenzura ryananiwe, hanyuma rivugurura igisubizo cyo gukoresha amasoko yemewe gusa.
Urubuga-rwogukoresha (urugero, kurwego rwa AlfWorld cyangwa Urubuga rwa WebShop) rwandika 'Nakanze muyunguruzi rutari rwo' kandi rukirinda iryo kosa ryo gusubiramo.
Imibare-ikemura ibibazo igenzura igisubizo cyayo cyanyuma ikabuza imbogamizi, ikabona ikosa ryikimenyetso, kandi igakora intambwe ijyanye.
Uburyo bwo Gushyira mu bikorwa
Guhindura no kwikosora mubikorwa
Umukozi wa coding ukora ibizamini, asoma ibyananiranye, yandika inyandiko kuri bug, kandi ahindura code yayo mbere yo kongera gukora suite.
Umukozi wa coding ukora ibizamini byibice, asoma ibyatsinzwe, yandika inyandiko kuri bug, kandi ahindura code yayo mbere yo kongera gukora suite Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhindura no kwikosora mubikorwa
Umufasha wubushakashatsi ufata ibyemezo bya salusiyo mugihe igenzura ryananiwe, hanyuma rivugurura igisubizo cyo gukoresha amasoko yemewe gusa.
Umufasha wubushakashatsi ufata ibyemezo bisobanutse mugihe igenzura ryagarutse ryananiwe, hanyuma agasubiramo igisubizo cyo gukoresha amasoko yagenzuwe gusa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhindura no kwikosora mubikorwa
Urubuga-rwogukoresha (urugero, kurwego rwa AlfWorld cyangwa Urubuga rwa WebShop) rwandika 'Nakanze muyunguruzi rutari rwo' kandi rukirinda iryo kosa ryo gusubiramo.
Urubuga-rwogukoresha (urugero, kurugero rwa AlfWorld cyangwa WebShop) rwandika ngo 'Nakanze akayunguruzo kitari ko' kandi nkirinda ko ikosa ryakorewe Amakipe asanzwe abona ibisubizo byiza iyo basobanuye ibipimo byujuje ubuziranenge imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhindura no kwikosora mubikorwa
Imibare-ikemura ibibazo igenzura igisubizo cyayo cyanyuma ikabuza imbogamizi, ikabona ikosa ryikimenyetso, kandi igakora intambwe ijyanye.
Imibare-ikemura ibibazo igenzura igisubizo cyayo cyanyuma ikabuza imbogamizi, ikabona ikosa ryikimenyetso, kandi igakora intambwe ijyanye namakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutangiza inzira yamenetse birashobora kongera ibibazo bihari.
Amakipe arashobora gukora cyane kandi agakuraho ibitekerezo byabantu bikenewe.
Ubwiza burashobora gutemba niba ibisubizo bidahwema gusuzumwa.
Igishushanyo mbonera
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru.
Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye.
Sobanura aho abantu bagenzura mbere yo kwikora byuzuye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Hugura abakoresha ibisobanuro, inzira zo kuzamuka, hamwe nubuziranenge.
Hugura abakoresha ibisobanuro, inzira zo kuzamuka, hamwe nubuziranenge. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye.
Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.