A ɓangaren jin kai, sabbin manajojin fili sau da yawa ana jefa su cikin ayyuka da ke buƙatar faɗin ilimi fiye da misali. Ana tsammanin su ƙware nan take a dokokin masu ba da tallafi masu sarƙaƙiya, hanyoyin gabatar da rahoto, ƙa'idojin jin kai, da kuma manufofin cikin gida, abin da ke barin su a matsayi mai wuya ba tare da tallafi nan take ba. Wannan ƙalubalen yana nuna wani babban giɓi ga mutane masu himma da ke sahun gaba.

Don magance wannan, na gina Humanitarian Assistant, wani kayan aiki na AI mai ƙarfi da aka ƙera don zama abokin aiki na virtual. Ya fi chatbot kawai; tsarin tallafi ne na ainihin lokaci da aka gina don bayar da taimakon da ya dace da yanayin da ma'aikatan agaji ke buƙata don samun nasara—wanda ya dogara da ingantattun tushen jama'a kuma yana faɗin gaskiya game da inda amsoshinsa suka fito.

Ƙira don Samun Dama Nan Take

Muna imanin cewa a lokacin bala'i, bai kamata a sami shinge ga bayanai ba. Shi ya sa Humanitarian Assistant ke bin ƙa'idar "Buɗe Dama" (Open Access) mai tsauri. Kowane bako zai iya saukowa a shafin nan take ya fara tambayoyi—ba tare da buƙatar shiga (login) ba. Duk da haka, ga waɗanda ke buƙatar gudanar da ayyuka na dogon lokaci ko komawa ga sarkokin tunani masu sarƙaƙiya, kayan aikin yana haɗuwa cikin sauƙi da baena.ai. Ta hanyar shiga, masu amfani za su iya adana tarihin tattaunawarsu, suna gina bankin ƙwaƙwalwar aiki na dijital na aikinsu.

Maimakon neman masu amfani su zaɓi daidaitaccen "yanayi" (mode) don kowane tambaya, mataimakin yana aiki kamar memba mai sassauci a ƙungiya: yana karanta tambayarka kuma kai tsaye yana neman daidaitaccen tushen bayani—ɗakin karatu na ilimi, ciyar da bayanai kai tsaye, ko binciken yanar gizo—sannan ya haɗa su zuwa amsa ɗaya mai ma'ana.

Dogaro ne akan Ilimin Agaji na Jama'a

A fanninmu, sirrin bayanai da ƙa'idar "Kada a cutar da kowa" (Do No Harm) ba abubuwan da ake iya tattauna akai suke ba. Mun yanke shawara ta gangan a tsarin gini don gina tushen ilimi ne kawai daga jagororin jin kai na jama'a da aka tabbatar—darussan ALNAP da kimantawa, jagororin IASC, kayan aikin taimakon kuɗi da baucoci (CVA), ƙa'idojin cancanta na ECHO, da ƙa'idodin kare yara da PSEA, da sauransu. Ba ma tattara bayanan cikin gida na sirri ko fayilolin aiki masu muhimmancin tsaro ba.

Waɗannan takaddun—rahotanni ɗari da yawa, waɗanda aka taƙaita su zuwa dubban layukan da ake iya bincikawa—an saka su kuma an adana su a cikin rumbun bayanan Qdrant vector da muke hosting da kanmu, wanda muke gudanarwa da sarrafawa daga farko har ƙarshe. Idan ka yi tambaya, mataimakin yana dawo da mafi dacewar layukan kuma yana ambaton takaddun tushen da ya dogara da su, don haka zaka iya tabbatar da amsar kuma ka ci gaba da karantawa. Ta hanyar mallakar matakin dawo da bayanai maimakon dogaro da ayyukan ɓangare na uku marasa bayyananni, muna kiyaye kowace amsa a fili kuma ana iya bin ta zuwa ilimin ɓangaren jama'a.

Bayanai Kai Tsaye, Ba Takaddu Kawai Ba

Jagororin da ba su canzawa suna wakiltar rabin hoto kawai, don haka mataimakin kuma yana binciken hanyoyin bayanai na agaji kai tsaye bisa buƙata:

  • ACAPS — ƙididdigar mutanen da aka matsar da su da waɗanda ke buƙatar taimako a Ukraine (har zuwa matakin oblast), da kuma binciken rikicin duniya: INFORM Severity Index, Risk List na barazanon da ke tasowa, da ƙuntatawar Humanitarian Access ga kowace ƙasa.
  • FEWS NET — rabe-raben matakan IPC na rashin tsaron abinci mai tsanani (daga Minimal zuwa Famine) da farashin kasuwar abinci na asali tare da alkaluman alkiblar shekara-shekara, a ko'ina cikin duniya.
  • Binciken yanar gizo don abubuwan da ke faruwa a yanzu idan tushen da aka zaɓa bai rufe tambayar ba.

Wakilin yana yanke shawarar wane kayan aiki ya dace da kowane tambaya: tambaya game da haɗarin yunwa a ƙasar Horn of Africa tana jawo bayanan IPC kai tsaye kuma tana ambaton FEWS NET, yayin da tambaya game da shirin kuɗi take dogaro da tushen ilimi, kuma buƙatar ƙididdigar mutanen da aka matsar a wani oblast na Ukraine tana kai tsaye zuwa ACAPS.

Hikimar Da Aka Haɗa A Ƙarƙashin Hula

Yayin da interface ɗin yake da sauƙi, injiniyan da ke bayansa an yi shi da niyya. Mataimakin an gina shi ne akan Flowise, yana haɗa da tsarin Google Gemini tare da kayan aikin dawo da bayanai da bayanan kai tsaye da aka ambata a sama. Kwanan nan mun canza tsarin daga OpenAI Assistants API zuwa Gemini da kuma rumbun bayanan Qdrant vector namu—mataki wanda ke ba mu 'yancin kai kan samfurin, cikakken mallakar matakin dawo da bayanai, da ƙarancin kuɗin gudanarwa. Ingantattun shinge suna riƙe mataimakin a kan batutuwan jin kai kawai kuma suna jure wa ƙoƙarin prompt-injection.

Sakamakon shine abokin aiki mai tsaro, bayyananne, kuma mai arha—kyauta ga duk wanda zai yi amfani da shi, daga masu daidaita ayyuka na ƙasa da ƙasa zuwa abokan haɗin gwiwa na NGO na gida.