{"id":2872,"date":"2026-05-03T20:51:03","date_gmt":"2026-05-03T17:51:03","guid":{"rendered":"https:\/\/shareai.now\/?p=2872"},"modified":"2026-05-03T20:51:05","modified_gmt":"2026-05-03T17:51:05","slug":"ha%c9%97a-api-na-ai-da-yawa-kurakurai","status":"publish","type":"post","link":"https:\/\/shareai.now\/ha\/blog\/masu-ha%c9%93akawa\/ha%c9%97a-api-na-ai-da-yawa-kurakurai\/","title":{"rendered":"Ha\u0257a API na AI da yawa: Kurakurai 6 da ke kashe wa \u0199ungiyoyi lokaci da kasafin ku\u0257i"},"content":{"rendered":"<p>Ha\u0257a APIs na AI da yawa yana da sau\u0199i a farko. \u0198ara masu samarwa biyu ko uku, kwatanta sakamako, kuma jagoranci zirga-zirgar inda ya dace.<\/p>\n\n\n\n<p>A aikace, mafi yawan \u0199ungiyoyi suna gano cewa wahalar ba ta farko ha\u0257in ba. Amma wata na biyu na kulawa, farkon matsalar mai samarwa, farkon mamakin kasafin ku\u0257i, da lokacin da \u0199ungiyoyin samfur ke son sarrafa latency, inganci, da kashewa da kyau.<\/p>\n\n\n\n<p>Idan \u0199ungiyar ku tana ha\u0257a APIs na AI da yawa cikin samfur guda, akwai kuskure guda shida da yawanci ke haifar da mafi yawan wahala. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Me yasa ha\u0257a APIs na AI da yawa ke zama rikici cikin sauri<\/h2>\n\n\n\n<p>Kowanne mai samarwa yana bayyana nau'ikan bu\u0199atun daban-daban, sunayen samfur, tsarin tantancewa, iyakoki, da halayen kuskure. Wannan yana iya sarrafawa lokacin da injiniya \u0257aya ke gwada samfur guda a cikin sandbox. Yana zama da wahala sosai lokacin da wannan aikace-aikacen \u0257aya ke bu\u0199atar tsarin jagoranci, sake gwadawa, sa ido, sarrafa kasafin ku\u0257i, da ke\u0253a\u0253\u0253en fuska mai tsauri ga sauran \u0199ungiyar samfur.<\/p>\n\n\n\n<p>Wannan shine dalilin da yasa ha\u0257a APIs na AI da yawa ba kawai game da \u0199ara masu samarwa ba ne amma game da gina tsari mai dogaro a kusa da su.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskure na 1: Hard-coding kowane mai samarwa daban-daban<\/h2>\n\n\n\n<p>Kuskuren farko shine ha\u0257a kowane mai samarwa kai tsaye cikin tsarin samfurin ku.<\/p>\n\n\n\n<p>Yana jin sauri a farko. SDK \u0257aya don mai samarwa A. Wani abokin ciniki na musamman don mai samarwa B. Nau'in bu\u0199atun na uku don embeddings ko moderation. Sannan duk wani canji na gaba yana zama mai tsada saboda sauya samfur yana nufin ta\u0253a lambar samarwa maimakon canza dokokin jagoranci.<\/p>\n\n\n\n<p>Tsarin lafiya shine daidaita bu\u0199atun da amsoshi a bayan yarjejeniya \u0257aya ta cikin gida. Wannan yana ba aikace-aikacen ku damar neman damar kamar kammala hira, rarrabuwa, ko ta\u0199aitawa ba tare da damuwa wanda mai samarwa ke ba da bu\u0199atun a \u0199asa ba.<\/p>\n\n\n\n<p>Wannan shine inda layin API guda \u0257aya ke zama mai amfani. Maimakon sake rubuta aikace-aikacen ku duk lokacin da kuka gwada sabon hanya, zaku iya kiyaye za\u0253in mai samarwa daban da lambar aikace-aikacen. ShareAI an gina shi a kusa da wannan tsarin aiki: API guda \u0257aya don samfura 150+, sarrafa jagoranci, da ganin mai samarwa ta hanyar ha\u0257in guda \u0257aya. \u0198ungiyoyin da ke son farawa mai tsabta zasu iya farawa da <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=integrating-multiple-ai-apis-mistakes\">Bayanin API<\/a> da babban <a href=\"https:\/\/shareai.now\/documentation\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=integrating-multiple-ai-apis-mistakes\">Takardu<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskure na 2: Tsallake gwajin samfur kafin fitowa<\/h2>\n\n\n\n<p>\u0198ungiyoyi da yawa suna za\u0253ar samfurin da suka saba da shi a farko kuma suna kwatanta madadin ne kawai bayan farashin ya tashi ko korafe-korafen inganci sun bayyana.<\/p>\n\n\n\n<p>Wannan yawanci yana haifar da oda mara kyau na ingantawa. Samfura daban-daban na iya yin nasara akan nau'ikan aiki daban-daban. \u018aaya na iya zama mafi kyau don cirewa. Wani na iya zama mafi kyau don samar da dogon tsari. Na uku na iya zama mai rahusa kuma mai sauri don sarrafa kansa na cikin gida.<\/p>\n\n\n\n<p>Kafin ka fara kara zirga-zirga, ka gwada samfuran da kake la'akari da su da gaske tare da tambayoyinka na gaske, siffofin bayanai, kasafin jinkiri, da kuma kasafin kudin da ake tsammani. Kada ka gwada kawai akan demos na gama gari.<\/p>\n\n\n\n<p>Wannan shi ma dalilin da ya sa hangen samfurin irin kasuwa yake da mahimmanci. Idan zaka iya kwatanta za\u0253u\u0253\u0253uka daga wuri guda, yana da sau\u0199i a gwada hanyoyi kafin su zama tsoffin hanyoyin samarwa. ShareAI\u2019s <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=integrating-multiple-ai-apis-mistakes\">Samfura<\/a> hangen yana da amfani musamman don irin wannan kwatancen masu samarwa da samfura.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskure na 3: Daukar dawowa a matsayin matsala ta gaba<\/h2>\n\n\n\n<p>Ana yawan jinkirta tsarin dawowa saboda babban mai samarwa har yanzu yana aiki yayin ci gaba.<\/p>\n\n\n\n<p>Sannan iyakokin \u0199ima suna faruwa, jinkiri yana \u0199aruwa, ko kuma mai samarwa na sama yana lalacewa, kuma aikace-aikacen ba shi da wata hanya mai kyau gaba. Samfurin ba kawai yana raguwa ba. Yana lalacewa a daidai lokacin da masu amfani suke tsammanin zai ci gaba da aiki.<\/p>\n\n\n\n<p>Idan masu samarwa da yawa suna cikin tsarin gine-ginenka, ya kamata a tsara dawowa tun daga farko. Yanke shawara wacce hanya za ta iya canzawa ta atomatik, wanne nauyin aiki zai iya jurewa madadin mai jinkiri, da kuma wanne bu\u0199atun ya kamata ya tsaya maimakon rage inganci a hankali.<\/p>\n\n\n\n<p>Manufar ba ita ce a rarraba zuwa ko'ina a kowane lokaci ba. Manufar ita ce sanin abin da zai faru idan hanyar da ka fi so ta zama ba ta samuwa.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskure na 4: Dogaro da bayanan log maimakon ainihin sa ido<\/h2>\n\n\n\n<p>Bayanai na log na aikace-aikace suna da amfani, amma ba su isa ba don tsarin AI mai masu samarwa da yawa.<\/p>\n\n\n\n<p>Kana bu\u0199atar ganin jinkiri, kurakurai, yawan amfani, da halayen matakin samfurin ta wata hanya da ke tallafawa yanke shawarar aiki. In ba haka ba, ba za ka iya gane ko \u0199arin farashi ya fito daga mai samarwa \u0257aya, dangin samfurin \u0257aya, fasali \u0257aya, ko rukunin abokin ciniki \u0257aya ba.<\/p>\n\n\n\n<p>Sa ido shine abin da ke juya tsarin masu samarwa da yawa daga \u201cha\u0257e fasaha\u201d zuwa \u201csarrafawa ta aiki.\u201d Shi ne yadda kake gano koma baya da wuri, tabbatar da canje-canje na hanya, da kuma bayyana kashe ku\u0257i ga sauran kasuwancin.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskure na 5: Barin yawaitar ma\u0253allan API ya \u0199aru ba tare da kulawa ba<\/h2>\n\n\n\n<p>Da zarar wata \u0199ungiya ta fara ha\u0257a APIs na AI da yawa, asirai suna yawan yaduwa ko'ina: injunan gida, canje-canje na CI, yanayin gwaji, rubutun \u0257aya-\u0257aya, da kuma hanyoyin gaggawa.<\/p>\n\n\n\n<p>Wannan yana sa tsarin ya zama mai wahalar dubawa kuma mai sau\u0199in lalacewa. Hakanan yana haifar da ha\u0257ari mara amfani. The OWASP <a href=\"https:\/\/owasp.org\/API-Security\/\" rel=\"nofollow noopener\" target=\"_blank\">Manyan Abubuwa 10 na Tsaro na API<\/a> yana zama tunatarwa mai amfani cewa tsaron API yawanci ba ya shafi wani babban tsangwama guda \u0257aya ba, amma yana fi yawa game da raunin aiki na yau da kullum game da samun dama, daidaitawa, da kuma al'adu marasa lafiya na amfani.<\/p>\n\n\n\n<p>Tattara samun dama yana rage wannan fadin wurin. Ko da har yanzu kuna amfani da masu samarwa da yawa a \u0199asa, \u0199ungiyar aikace-aikacenku bai kamata su sarrafa wani sirrin sirri daban-daban don kowane gwajin samfurin ba.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kuskurensu na 6: Jira tsawon lokaci kafin sarrafa farashi<\/h2>\n\n\n\n<p>Matsalolin farashi a cikin tsarin AI ba sa zuwa a matsayin babban girgizar lissafin ku\u0257i guda \u0257aya. Sau da yawa, suna shiga ta hanyar \u0199ananan yanke shawara wa\u0257anda ke taruwa: amfani da samfurin tsoho mai tsada don ayyuka masu \u0199arancin daraja, sake gwada kira da suka kasa, maimaita bu\u0199atu, ko aika zirga-zirga zuwa mai samarwa wanda yake da sauri amma ba mai tsada ba ne don wannan nauyin aiki.<\/p>\n\n\n\n<p>Idan ba ku bibiyar amfani ta hanyar mai samarwa, samfurin, da yankin fasali ba, za ku \u0199are da yin martani a makare. Lokacin da ku\u0257i suka lura da lissafin, injiniyoyi har yanzu ba su da cikakken bayani da ake bu\u0199ata don gyara matsalar cikin sauri.<\/p>\n\n\n\n<p>Wannan wani dalili ne da ya sa tsarin sarrafawa guda \u0257aya yake da mahimmanci. Yana zama da sau\u0199i sosai don saita manufofi, kwatanta hanyoyi, da rage \u0253arna lokacin da amfani yake bayyane daga wuri guda maimakon ya watse a cikin allunan masu samarwa daban-daban.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yadda tsarin AI mai lafiya tare da masu samarwa da yawa yake kama<\/h2>\n\n\n\n<p>Tsari mai \u0199arfi yawanci yana da halaye guda biyar:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Yarjejeniyar API \u0257aya mai tsayayye da ke fuskantar aikace-aikace.<\/li>\n\n\n\n<li>Gwaji kafin yanke shawarar hanyoyin manyan sikelin.<\/li>\n\n\n\n<li>Dokokin madadin don nauyin aiki mai mahimmanci.<\/li>\n\n\n\n<li>Kulawa a fadin jinkiri, kurakurai, da amfani.<\/li>\n\n\n\n<li>Bayyanar farashi ta hanyar mai samarwa, samfurin, da fasali.<\/li>\n<\/ol>\n\n\n\n<p>Wannan ba yana nufin kowace \u0199ungiya tana bu\u0199atar \u0199o\u0199arin dandamali mai girma ba. Yana nufin cewa tsarin gine-gine ya kamata ya raba dabarun aikace-aikace daga rashin tabbas na masu samarwa da wuri-wuri.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Inda ShareAI ya dace.<\/h2>\n\n\n\n<p>ShareAI ya dace sosai ga \u0199ungiyoyi da ke son sassaucin masu samarwa ba tare da gina tsarin juyawa, kwatance, da ha\u0257in kai daga tushe ba.<\/p>\n\n\n\n<p>Maimakon ha\u0257a halayen masu samarwa kai tsaye cikin samfurin, \u0199ungiyoyi za su iya ha\u0257a API \u0257aya, bincika za\u0253u\u0253\u0253ukan samfur, da gwada hanyoyi cikin hanya mafi sarrafawa. Don gwaji kai tsaye, <a href=\"https:\/\/console.shareai.now\/chat\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=integrating-multiple-ai-apis-mistakes\">Filin wasa<\/a> ita ce hanya mafi sauri don bincika halayen samfur kafin shiga cikin lambar.<\/p>\n\n\n\n<p>Idan \u0199ungiyarku ta riga ta kai matakin da ha\u0257a APIs na AI da yawa ke haifar da wahalar kulawa, wannan yawanci alama ce don sau\u0199a\u0199a tsarin aiki maimakon ci gaba da tara masu ha\u0257in kai na musamman.<\/p>","protected":false},"excerpt":{"rendered":"<p>Jagorar aiki ga kurakurai guda shida da ke sa ha\u0257a AI tare da masu samarwa da yawa ya zama mai rauni, mai tsada, kuma mai wahalar kulawa.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cta-title":"","cta-description":"","cta-button-text":"","cta-button-link":"","rank_math_title":"Integrating Multiple AI APIs: 6 Mistakes to Avoid","rank_math_description":"Integrating multiple AI APIs? Avoid 6 common mistakes around routing, monitoring, security, and cost before they slow your team down.","rank_math_focus_keyword":"integrating multiple AI APIs","footnotes":""},"categories":[4,9],"tags":[42,44,51,41],"class_list":["post-2872","post","type-post","status-publish","format-standard","hentry","category-developers","category-product","tag-ai-api-routing","tag-model-failover","tag-model-routing","tag-multi-provider-ai-api"],"_links":{"self":[{"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/posts\/2872","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/comments?post=2872"}],"version-history":[{"count":1,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/posts\/2872\/revisions"}],"predecessor-version":[{"id":2873,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/posts\/2872\/revisions\/2873"}],"wp:attachment":[{"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/media?parent=2872"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/categories?post=2872"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shareai.now\/ha\/api\/wp\/v2\/tags?post=2872"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}