Agent Memory Systems
Tsarin ƙwaƙwalwar ajiya na wakili yana ba wakilan AI hanya don tunawa da bayanai fiye da taga mahallin guda ɗaya, a cikin juyi, zaman, da ayyuka.
Dubawa
They matter because durable memory is what turns a stateless chatbot into an assistant that learns your preferences and builds on past work.
Zurfafa nutsewa
Manyan nau'ikan harshe a zahiri ba su da ƙasa: da zarar tattaunawa ta wuce taga mahallin, bayanan da suka gabata sun ɓace. Tsarin ƙwaƙwalwar ajiya yana gyara wannan ta hanyar adana bayanai a waje da kuma dawo da abubuwan da suka dace lokacin da ake buƙata. Ma'aikata yawanci suna bambanta ƙwaƙwalwar ɗan gajeren lokaci (aiki), taga mahallin halin yanzu, daga ƙwaƙwalwar ajiyar lokaci mai tsawo, wanda sau da yawa yakan raba zuwa ƙwaƙwalwar episodic (rubutun hulɗar da suka gabata da abubuwan da suka faru), ƙwaƙwalwar ma'ana (gaskiya da abubuwan da aka koya game da mai amfani ko duniya), da ƙwaƙwalwar tsari (ƙwarewar koyo ko abubuwan yau da kullun). Aiwatar da aiwatarwa yawanci suna amfani da bayanan bayanan vector wanda ke haɗa rubutu kuma yana dawo da shi ta kamanni, wani lokaci ana haɗa shi tare da jadawali na ilimi don ƙayyadaddun alaƙa. Ƙaƙƙarfan sassa ba ajiya ba ne amma curation: yanke shawarar abin da ya cancanci tunawa, taƙaitawa ko ƙarfafawa akan lokaci, maido da madaidaicin ƙwaƙwalwar ajiya a daidai lokacin, da manta da tsayayyen bayanai ko sabani.
Fahimtar Fasaha
Bututun da aka saba yana shigar da guntun rubutu a cikin vector, yana adana shi da metadata (tambarin lokaci, tushe, nau'in), kuma a lokacin tambaya yana shigar da buƙatun don samo mafi yawan abubuwan tunawa ta hanyar binciken maƙwabta kusa. Waɗannan snippets ɗin da aka dawo ana allura su cikin gaggawar. Don sarrafa girma, tsarin yana taƙaita tsofaffin shigarwar, ƙirƙira, da matsayi ta maimaitawa tare da dacewa. Wasu ƙira suna ƙara matakin tunani wanda lokaci-lokaci yana distills da ɗanyen rajistan ayyukan zuwa cikin mafi girman matakin tatsuniyoyi.
Dabarun Tasiri
Gina zaɓuɓɓuka
Tsarin matakin aikace-aikacen yana ƙayyade ko AI yana inganta sakamako na gaske.
Ƙungiya da aikin aiki
Kyakkyawan haɗin gwiwar aiki yana haifar da ribar yawan aiki masu amfani za su iya amincewa.
Haɗari da aminci
Abubuwan da aka yi amfani da su da kyau suna rage gajiyar canji da haɗarin aiwatarwa.
Future of Agent Memory Systems
Ƙwaƙwalwar ajiya tana jujjuya daga dabarar dawo da kulle-kulle zuwa aji na farko, tsararren ɓangaren ƙirar wakili, tare da rarrabuwar nau'ikan ƙwaƙwalwar ajiya da manufofin rayuwa don sabuntawa da ƙarewar gaskiya. Yi tsammanin daidaitattun APIs na ƙwaƙwalwar ajiya, mafi kyawun sarrafa bayanai masu cin karo da juna ko haɓakawa, da kuma sarrafa keɓantawa waɗanda ke barin masu amfani su bincika da share abin da wakili ya sani game da su. Mahimmin zaren bincike yana bincika ko ƙila za su iya ƙarfafa gwaninta a cikin nauyinsu na tsawon lokaci, yana ɓata layin tsakanin ƙwaƙwalwar waje da koyo.
Aiwatar da Gaskiyar Duniya
Mataimaki na sirri wanda ke tuna ƙuntatawar abincin ku da yanki na lokaci a duk zaman don kada ku sake bayyana su.
Wakilin codeing wanda ke tuno shawarwarin gine-ginen aikin da ƙa'idodin ƙididdigewa daga farkon makon.
Bot mai goyan bayan abokin ciniki wanda ke dawo da tikiti na farko na mai amfani da ƙuduri don guje wa maimaita matakan gyara matsala.
Wakilin bincike (a cikin salon kwaikwaiyo-wakili) wanda ke nuna dare a kan log ɗin ayyukan sa, yana karkatar da abubuwan da suka faru a cikin taƙaitaccen matakin da yake sake amfani da shi daga baya.
Hatsari & Tsare-tsare
Yin aiki da ɓaryayyen tsari na iya haɓaka matsalolin da ke akwai.
Ƙungiyoyi na iya wuce gona da iri kuma su cire hukuncin ɗan adam da ake buƙata.
Ingancin na iya motsawa idan ba a ci gaba da kimanta abubuwan da aka fitar ba.
Taswirar Hanya
Taswirar tsarin aiki na yanzu kuma gano matakin mafi girman juzu'i.
Ƙayyade wuraren bincike na ɗan adam kafin cikakken aiki da kai.
Horar da masu amfani akan faɗakarwa, hanyoyin haɓakawa, da ƙa'idodi masu inganci.
Bibiyar sakamakon matakin ɗawainiya don tabbatar da ƙima mai dorewa.
Ci gaba da Bincike
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Jagora na gaba
Episodic da Semantic Agent Memory
Tambayoyin da ake yawan yi
What is Agent Memory Systems?
Tsarin ƙwaƙwalwar ajiya na wakili yana ba wakilan AI hanya don tunawa da bayanai fiye da taga mahallin guda ɗaya, a cikin juyi, zaman, da ayyuka. Suna da mahimmanci saboda ƙwaƙwalwar ajiya mai ɗorewa shine abin da ke juya chatbot mara ƙasa zuwa mataimaki wanda ke koyon abubuwan da kake so kuma ya gina kan aikin da ya gabata.
Me yasa ƙirar harshe ke buƙatar tsarin ƙwaƙwalwar ajiya na waje kwata-kwata?
LLMs ba su da ƙasa; da zarar tattaunawa ta wuce taga mahallin, bayanan da suka gabata suna ɓacewa sai dai idan an adana su a waje.
Wane nau'in ƙwaƙwalwar ajiya ne ke adana bayanai da abubuwan da aka koya game da mai amfani ko duniya?
Ƙwaƙwalwar ƙira tana riƙe da bayanai na gaba ɗaya da abubuwan da ake so, yayin da ƙwaƙwalwar episodic ke riƙe da bayanan takamaiman abubuwan da suka faru a baya.
Menene fasahar gama gari da ake amfani da ita don dawo da abubuwan da suka dace na dogon lokaci?
Ana shigar da rubutu cikin ɓarna kuma ana dawo da shi ta hanyar binciken kamanni kusa-kusa, galibi ta hanyar bayanan vector.
Dangane da batun, menene ainihin ɓangaren tsarin ƙwaƙwalwar ajiya?
Adana yana da arha; ƙalubalen shine zaɓi, taƙaitawa, dawo da madaidaicin ƙwaƙwalwar ajiya, da manta datti ko bayanai masu karo da juna.
Menene matakin 'wani' yakan yi a tsarin ƙwaƙwalwar ajiya?
Tunani yana ƙarfafa rakodin hulɗar ma'amala cikin babban matakin fahimtar ma'anar ma'anar da wakili zai iya sake amfani da shi, kamar yadda aka gani a ƙira-ƙirar-wakili.