Kwenzekeni
Iphrinta entsha ethunyelwe ngo-August 11 ibiza imodi yokwehluleka ephawuliwe kumakhosholo e-ejenti "inkumbulo eyinhlekelele": amafayela eziyalezo zephrojekthi agcina imithetho enqwabelanisayo ngoba ukwengeza ukuqapha kushibhile, kuyilapho ukususa ngokuphepha umthetho omdala kuba nzima ngemva kokunyamalala kwesizathu sawo sokuqala.
Abacwaningi bahlanganise ukuphila kweziyalezo ezingu-247,694 kanye nezinguquko ezingu-299,440 zokuzibophezela kusukela kumakhosombe omphakathi angu-1,867 aqukethe amafayela afana ne-CLAUDE.md. Balandele iziqondiso zomuntu ngamunye ngokuhlela futhi babika ukuthi amafayela akhule ngo-226% phakathi nesikhathi sabo sokuphila esibukiwe, bengeza isilinganiso sengqikithi yemiyalo engu-4.9 ngesivumelwano ngasinye sokushintsha. Ucwaningo luphatha lezo zibalo njengobufakazi bokunqwabelana okuqhubekayo kusampula yalo, akubona ubufakazi bokuthi yonke imiyalelo beyingenasidingo noma ukuthi wonke amaphrojekthi e-ejenti amakhodi aziphatha ngendlela efanayo.
Indlela emaphakathi yephepha iwubufakazi obungalingani. Umnakekeli noma umenzeli wokufaka amakhodi anganezela umyalo omusha ngemva kwephutha ngaphandle kokwakha kabusha konke ukusebenzisana phakathi kwemithetho esivele ikhona. Ukususa kamuva kuyingozi kakhulu: uma ukwehluleka okugqugquzelayo kanye nomxholo ozungezile sekunyamalele, ukususa isiyalelo esisodwa kungase kudinge ukuthi kubhekwe ukuthi sisavimbela yini ukuhlehla ngaphansi kwezinhlanganisela eziningi zeziqondiso ezisele. Kudatha yenqolobane, ingozi yokucishwa elinganiselwe yehle njengomyalelo wakudala, okubikwe ngomthambeka wengozi yelogi engu--0.032 ngesibopho ngasinye.
Ukuhlola ikhambi elingase libe khona, ababhali badale imisebenzi elandela imiyalelo ngokuguqula izithiyo ze-IFEval, base beqhathanisa ukwaziswa okuqukethe imithetho engenalutho nemiyalo ephinde igcine amazwana amafushane achaza ukuthi kungani umthetho ngamunye ubukhona. Ekusetheni kwabo okulawulwayo, ukwaziswa okungaphawuliwe kunqwabelene imiyalelo eyeqile engu-211.3%, kuyilapho ukwaziswa okuphawuliwe kugcine ngokweqile ngo-1.4%. Amazwana kwakungeyona imiyalo eyengeziwe yemodeli; zaziyizinto ezihlangene okuhloswe ngazo ukwenza izinqumo zokususa kamuva zihloleke.
Ithimba liphinde lahlola ukuthi ingabe imininingwane emincane, ebhalwe kangcono yabasiza abenzeli ukuthi balandele imiyalelo. Kumabhentshimakhi alo asuselwa ku-WildIFEval, iphepha libika izinzuzo ezingafinyelela kumaphesenti angama-23.1 lapho izilinganiso zigcinwa futhi imithetho engasasebenzi ingasuswa. Leyo miphumela izimangalo ezivela ephrintiwe esanda kuthunyelwa, engabuyekezwa ngontanga. Umsebenzi awuqinisekisi ukuthi amazwana ewodwa azothuthukisa yonke i-ejenti yekhodi, inqolobane, ulimi, noma ukukhiqizwa komsebenzi.
Imininingwane yomthombo: Catastrophic remembering research paper on arXiv ↗
Kungani kubalulekile
Amafayela eziqondiso ezileveli yenqolobane aba inkumbulo esebenza isikhathi eside yama-ejenti okubhala amakhodi, ngakho ukukhula okungalawuleki kungakhuphula izindleko zamathokheni, kugcine izithiyo ezingasasebenzi, futhi kwenze imithetho elawula izinguquko zekhodi ezenzakalelayo ibe nzima ukuze abantu bayiqonde.
Ingozi engokoqobo ayilona nje ifayela elide. Yonke imiyalelo iqhudelana ngokunaka kwemodeli futhi ingasebenzisana nemithetho emisha, izincazelo zamathuluzi, umongo wekhodi, kanye nesicelo somsebenzisi. Umyalelo obhalelwe ukuvimbela ukwehluleka okukodwa komlando ungase ungasebenzi ngemva kwezinguquko ze-codebase, ukungqubuzana nenqubomgomo entsha, noma ukucindezela ngokweqile umsebenzi ongahlobene. Uma kungekho muntu ongakha kabusha ukuthi kungani ikhona, ukukhetha kwendawo ephephe kunazo zonke kuvame ukuyigcina, okuhambisa izindleko zokuhlanza zibe imisebenzi ezayo.
Leyo phethini ibalulekile ngale kwe-CLAUDE.md. Amaqembu aya ngokuya egcina izivumelwano, imingcele yokuphepha, imiyalo yokuhlola, izinqumo zezakhiwo, nezixwayiso zokuthunyelwa kumhlahlandlela wephrojekthi ofundeka ngomshini. Lawa mafayela angakwazi ukuthuthukisa ukungaguquguquki futhi anciphise amaphutha aphindaphindiwe, kodwa aphinde abe indawo yokuphatha: abantu kufanele bakwazi ukuhlonza ukuthi ubani owethule umthetho olandelanayo, yibuphi ubufakazi obuyilungisile, nokuthi yisiphi isimo esingawuvumela ukuthi ususwe. Amazwana anengqondo ayinguqulo engasindi yalowo mkhondo wokuhlola.
Umphumela uphakamisa isimiso somklamo esiwusizo senkumbulo ye-ejenti: ukukhumbula kufanele kufake izimo zokukhohlwa. Esikhundleni sokurekhoda kuphela "ukwenza njalo u-X," isistimu ingagcina ukwehluleka okuphawuliwe, ububanzi bomthetho, ingxenye efanelekile noma ukuhlolwa, kanye nesibangeli sokubuyekeza. Lokho akukwenzi ukususwa ngokuzenzakalelayo, kodwa kunikeza ubufakazi bomnakekeli bakamuva bokunquma ukuthi umkhawulo usavikela ukulunga noma ubonisa nje indawo endala.
Kukhona futhi i-engeli yenzuzo yomphakathi njengoba ama-ejenti okubhala amakhodi athinta isofthiwe ebaluleke kakhulu. Iziqondiso eziyimfihlo eziqoqiwe zingalolonga buthule izinqumo zokuphepha, ukuziphatha kokufinyeleleka, ukuphathwa kwedatha, noma indlela umenzeli asabela ngayo ekuhlulekeni. Amafayela amancane awaphephile ngokuzenzakalelayo, futhi ukuhlanzwa okunamandla kungase kususe isivikelo esibalulekile. Umphumela owusizo uwukulandeleka: imithetho embalwa engachazwanga, ubunikazi obusobala, nezinqubo zokubuyekeza ezivumela abantu ukuthi baphonsele inselelo kokubili okungeziwe nokususwa.
I-Interactive Mechanism: Indlela Esebenza Ngayo Ngempela
Hlola ubuchwepheshe obuyisisekelo ngemuva kwalokhu kuthuthukiswa ngokuhlanganyela.
crm_get_transaction(id='4092').What most distinguishes an AI agent from a basic chatbot?
Ongakubuka ngokulandelayo
Ukuhlola okulandelayo ukuphindaphinda okuzimele kuzo zonke izilimi, izinhlangano, imikhiqizo ye-ejenti, namakhosombe aphila isikhathi eside, okulandelwa izivivinyo ezingaba khona ezikala ukuthi ukuhlanza okubhaliwe kuthuthukisa ikhwalithi yekhodi ngaphandle kokususa izivikelo ezibalulekile.
Isampula lokubuka linemikhawulo yokukhetha. Amakhosombe omphakathi afaka amafayela eziyalezo ze-ejenti angase ahluke kuzisekelo zekhodi zebhizinisi elizimele, futhi umlando wenqolobane awukwazi ukuveza yonke ingxoxo engekho-platform noma isigameko esigqugquzele umthetho. Ukukhula kungase futhi kube okunengqondo lapho iphrojekthi ikhula. Ukuhlaziya okuzayo kufanele kuhlukanise ukufakwa okuwusizo kwezingxenye ezintsha kusukela kumiyalelo eyimpinda, ephikisanayo, noma ephelelwe yisikhathi futhi kubike ukuthi imiphumela ihluka kanjani ngobudala bekhosombe, usayizi, ulimi, inani labanikeli, nenkundla yomenzeli.
Ukuhlolwa okulawulwayo kudinga ukuqinisekiswa okubanzi. Imisebenzi ithathwe kumabhentshimakhi alandela imiyalelo esikhundleni sezinyanga zokulungiswa kwesofthiwe ebukhoma, futhi ipayipi elifanayo lephepha lahlolwa kusampula yezinguquko ezingu-50. Omunye umbhali ukhiqize isichasiselo sesandla esisetshenziswe engxenyeni yokuqinisekisa. Ucwaningo aluzange luwafake amafayela eziyalezo okungezona ezesiNgisi, futhi aluzange lushanele wonke umkhawulo osetshenziselwa ukunquma lapho ushintsho lubalwa njengokulotshwa kabusha kunokuqhubeka nomyalelo.
Amazwana angagcina izilinganiso ezingalungile kalula njengezilungile. Ngakho-ke amathimba kufanele ahlole ukuvela kwegama okuhlelekile ngokuphikisana nezinye izinto ezifana nezinkinga ezixhunyiwe, ukuhlola okuhlulekayo kokuhlehla, izinsuku zokuphelelwa yisikhathi, izinkundla zobunikazi, noma ukuhlola okuzenzakalelayo okuhlaba umkhosi impinda neziqondiso ezingqubuzanayo. Ukugeleza komsebenzi okuphephe kakhulu kungaphakamisa ukususwa, kubonise ubufakazi nokuhlolwa okuthintekile, futhi kudinga ukubuyekezwa kwemithetho enomthelela omkhulu kunokuvumela i-ejenti ukuthi ithene imiyalelo ukuze igcine amathokheni kuphela.
Ubufakazi obuwusizo bokulandelela bungalinganisa imiphumela esukela ekupheleni: usayizi osheshayo, ukuthobela imiyalelo, impumelelo yomsebenzi, ukuhlehla, isikhathi sokubuyekeza, kanye nenani lemithetho ebuyiselwe ngemva kokususwa. Abacwaningi kufanele futhi bahlole ukuthi amamodeli asebenzisa ngempela ukuphawula okunengqondo njengoba kuhlosiwe noma ngezinye izikhathi benza iphutha ngezidingo ezengeziwe. Kuze kube yilapho leyo miphumela ifika, ukukhumbula okuyinhlekelele kuyincazelo esekelwa kahle yedathasethi yababhali nokuhlola, hhayi umthetho wendawo yonke noma isizathu sokusula iwholesale yokuqondisa kwephrojekthi ekhulile.