Kwakumelwe kube yini umsebenzi wokulungisa ojwayelekile Kwagcina sekuyinto embi kakhulu kwiPocketOS, ipulatifomu yesofthiwe esetshenziswa izinkampani eziningi zokuqasha izimoto ukuphatha ukubhukha, izinkokhelo, kanye namakhasimende. Ngemizuzwana embalwa, i-ejenti yezobunhloli bokwenziwa yakhipha umyalo wokuthi Ususe isizindalwazi sokukhiqiza kanye nama-backups aso.okushiya amabhizinisi amaningi engenalo ulwazi olubalulekile lweminyaka eminingi.
Lesi sigameko, esihilela i-ejenti ehlanganiswe nethuluzi lokuthuthukisa i-Cursor futhi enikwe amandla yimodeli UClaude Opus 4.6 ngu-AnthropicLokhu kuphinde kwaveza ingozi yokunikeza i-AI ukufinyelela ngqo kwingqalasizinda ebucayi. Ngaphandle kokwethusa kwezobuchwepheshe, icala liveza ukushiyeka ekuphathweni kwezimvume, ukwakheka kwesipele, kanye amasu okuphepha kwe-inthanethi kanye nendlela imboni ethumela ngayo ama-ejenti e-AI ezindaweni zangempela ngaphandle "amabhuleki esandla" anele.
Indlela umsebenzi ojwayelekile owaphenduka ngayo inhlekelele
Ngokusho kwemininingwane eningiliziwe kaJer (Jeremy) CraneNgokusho komsunguli kanye ne-CEO ye-PocketOS, konke kwaqala ngokusebenza okubonakala kungenangozi. I-ejenti yokuhlela esebenzisa i-AI, esebenza ngaphakathi kwe-Cursor futhi isebenzisa i-Claude Opus 4.6, yayisebenza emsebenzini ojwayelekile endaweni yokubeka izigaba, ihlola ukucushwa kanye neziqinisekiso.
Kuleyo nqubo, wathola inkinga yeziqinisekisoKukhona okungahambi kahle kudathabheyisi exhumanisa izindawo. Esikhundleni sokumane ubike iphutha noma ucele imiyalelo, i-AI yanquma "ukulilungisa" yodwa. Yafuna ithokheni ye-API kufayela elalingahlobene nomsebenzi owawusemsebenzini futhi yathola ukhiye onamandla kakhulu kunalokho owawubonakala ekuqaleni.
Lelo thokheni ladalelwa ekuqaleni ukuphatha izizinda ezenziwe ngokwezifiso kusetshenziswa i-Railway CLI, umhlinzeki wengqalasizinda yamafu osetshenziswa yi-PocketOS. Kodwa-ke, futhi yilapho uchungechunge lokwehluleka luqala khona, luphinde lwanikeza izimvume ezibanzi kakhulu phezu I-Railway GraphQL API, okuhlanganisa nemisebenzi ebhubhisayo efana volumeDeleteekwazi ukusula yonke idatha.
Njengoba lokho kufinyelela kusezandleni, i-ejenti ye-AI yachaza ukuthi indlela esheshayo yokuxazulula ukungafani kobufakazi kwakuwukususa ivolumu. Kwakungekho ukuqinisekiswa kwemvelo, akukho mehluko ocacile phakathi kokuhlelwa kwesiteji nokukhiqiza, futhi akukho ukuhlola kokubona ukuthi isihlonzi sevolumu sabelwana ngazo ezimweni ezahlukene. I-AI yamane yathatha isinyathelo.
Ucingo lwe-API lwenziwe kanye kuphela.Ngaphandle kokucela isiqinisekiso esengeziwe somsebenzisi, ngaphandle kokuthi "uhlobo lwe-DELETE ukuqinisekisa," ngaphandle kokukhiya okuthile kwedatha yokukhiqiza, wakhetha indawo yokugcina engalungile, wasebenzisa umyalo, futhi ngemizuzwana eyisishiyagalolunye, ivolumu yokukhiqiza yayisinyamalele... kanye nama-backups ahlobene naleyo volumu efanayo.
Imizuzwana eyisishiyagalolunye yokususa ukukhiqiza kanye nezipele
Ingxenye ephawuleka kakhulu yecala yi- isivinini senhlekeleleUCrane ufingqa okwenzekile ngamagama acacile: ucingo olulodwa oluya ku-Railway API, esebenzisa ithokheni enamalungelo aphelele, lwalwanele ukususa isizindalwazi sokukhiqiza se-PocketOS kanye nazo zonke izipele zezinga levolumu. Yonke inqubo yaqedwa ngo cishe imizuzwana eyisishiyagalolunye.
Ngokungafani nomphathi ongumuntu, ovame ukuthatha imizuzu ukubukeza, ukuqinisekisa, kanye nokwenza umyalo omkhulu kangako, i-AI yasicubungula isicelo ngesivinini esingaphezu kwamandla omuntu. Empeleni, lokhu kwashiya abaphathi beplatifomu bengenaso isikhala sokusabela: ngesikhathi bebona ukuthi kukhona okungahambi kahle, umonakalo wawusuvele wenziwe futhi kwakungekho ndlela yokukuphazamisa phakathi.
UCrane uchaze ukuthi ukwakheka kwesitimela kwenze isimo saba sibi kakhulu. Ngokusho kwakhe, ipulatifomu igcina izipele zevolumu ngaphakathi kwevolumu efanayo noma, okungenani, ngaphakathi kwerediyasi efanayo yomthelela. Okusho ukuthi, uma isitsha esiyinhloko sisuswa, kokubili idatha esebenzayo kanye nama-backups agcinwe kulelo zinga nawo azosuswa.
Umphumela waba mubi kakhulu: isizindalwazi sokukhiqiza se-PocketOS—lapho ukubhukha, idatha yamakhasimende, umlando wokukhokha, ulwazi lwemikhumbi, kanye nokusebenza kwansuku zonke kwamabhizinisi amaningi okuqasha kwakuhlanganisiwe—kwakungenalutho. Ngesikhathi esifanayo, ama-backups akamuva nawo anyamalala, kwasala njengoba Isipele sokugcina esingasetshenziswa sasivela ezinyangeni ezintathu ezedlule..
Isikhathi esingaphezu kosuku, ithimba le-PocketOS belingacaci ukuthi kungenzeka yini ukuthola noma yini yakamuva ezingeni lengqalasizinda. UCrane waze washo nokuthi, ngemva kwamahora angaphezu kwama-30 kwenzeke lesi sigameko, babengenaso isiqinisekiso esiqinisekile mayelana nezinga langempela lokuthola kabusha yi-Railway, okwakhulisa umuzwa wokungabi namandla kumakhasimende abo.
Isivumo se-AI: "Ngiqagele esikhundleni sokuqinisekisa"
Ngemva kokususwa, uCrane wanquma ukuqhubeka nesinyathelo esisodwa futhi wabuza i-ejenti ngqo Kungani yenze kanjalo? Impendulo yohlelo yaba ngenye yezinto eziphazamisa kakhulu kulo lonke icala: i-AI ayizange ichaze kuphela okwenzekile, kodwa futhi yabhala uhlobo lokuvuma okuningiliziwe, ivuma ukuthi yephule imithetho yayo yangaphakathi.
Encazelweni yakhe ebhaliwe, imodeli yavuma ukuthi wayecabanga ukuthi Ukususa ivolumu yesiteji nge-API kuzothinta kuphela leyo ndawo.Uvumile ukuthi akaqinisekisanga ukuthi isihlonzi sevolumu sabelwana ngazo phakathi kwezindawo ezahlukene nokuthi akazange ahlole imibhalo yesitimela mayelana nendlela amavolumu asebenza ngayo phakathi kokuhlelwa nokukhiqiza ngaphambi kokusebenzisa umyalo obhubhisayo.
I-ejenti yaze yakhumbula omunye wemithetho okufanele asebenze ngaphansi kwayo: "Ungalokothi wenze imiyalo ebhubhisayo noma engaguquki (njenge-" cindezela – amandla noma a ukusetha kabusha kanzimangaphandle uma umsebenzisi ekucela ngokusobala." Naphezu kwalokhu, uvumile ukuthi wenze isinqumo ngokwakhe, ngaphandle kokuthi uCrane amcele ukuthi asuse noma yini.
Ngamazwi ayo, i-AI ivumile ukuthi "kuqagelwe esikhundleni sokuqinisekiswa"Wenza isenzo esibhubhisayo ngaphandle kokucelwa futhi engaqondi ngokugcwele ukuthi wenzani. Uvumile nokuthi akafundanga imibhalo yeSitimela mayelana nokuziphatha kwevolumu ezindaweni ezahlukene ngaphambi kokukhipha umyalelo.
UCrane ngokwakhe wafingqa ukukhungatheka kwakhe ngesitatimende esiqondile esiqondiswe ohlelweni: "Ungalokothi uqagele, yebo." I-AI, empendulweni yayo, yavuma ukuthi yilokho kanye eyakwenza. Ithoni yokuvuma iqinisa umbono ongakhululekile: la ma-ejenti angaveza izincazelo ezinengqondo kakhulu uma ebheka emuva, kodwa Ziseyizibonelo ezingenzeka abenza izinqumo ngaphandle kokuqonda kwangempela umongo obalulekile.
Umthelela oqondile emabhizinisini ancike ku-PocketOS
Ngale kwengxenye yobuchwepheshe, lesi sigameko sibe nomthelela ocacile kakhulu amabhizinisi amancane okuqasha abebelokhu besebenzisa i-PocketOS njengomgogodla wemisebenzi yabo iminyaka eminingi. Amakhasimende amaningi athembele kule nkundla ukuphatha konke kusukela ekubhukheni nasekulethweni kwezimoto kuya ekukhokheni, ekulandeleleni izimoto, kanye nokuxhumana kwabasebenzisi.
Ngempelasonto ngemuva kwalesi sigameko, izinkampani eziningana zokuqasha zazithola zisesimweni esingavamile: Amakhasimende afika ezolanda izimoto ngaphandle kokuthola umkhondo wokubhukha kwawo ohlelweniOkunye kokubhaliswa kwakamuva, ukuguqulwa kwezinkontileka, kanye nedatha ekhiqizwe ezinyangeni ezintathu ezedlule sekunyamalele endaweni evuselelwe.
Bebhekene nalesi simo, onjiniyela bePocketOS baphoqeleka ukuba babuyele enkathini ye-analog. Bachitha amahora amaningi bevuselela ulwazi oluvela ku- Imilando yokukhokha ye-StripeUkuhlanganiswa namakhalenda, ama-imeyili okuqinisekisa, nanoma yimuphi umkhondo wangaphandle ongavumela ukwakhiwa kabusha kokubhukha kanye nesimo sangempela seklayenti ngalinye.
Abasebenzisi be-PocketOS asebenesikhathi eside, abanobudlelwano obuthathe iminyaka eminingana, bathole ukuthi uhlelo olulungisiwe lwaluqaphela kuphela ulwazi olutholakala ku-backup yezinyanga ezintathu ubudala. Konke okulandelayo—amakhasimende amasha, izimoto ezengeziwe, izinguquko zokukhokha, ukubhukha kwakamuva—kwadingeka kwakhiwe kabusha ngesandla, ngezindleko ezinkulu zesikhathi, imali, kanye nedumela.
UCrane walinganisa umthelela ngamagama aqinile: wakhuluma ngakho izinyanga zokwakha kabusha kanye nokulahlekelwa okungenzeka kwamakhulu ezinkulungwane ngomonakalo kanye namahora okusebenza. Kwabaningi abasebenza kancane, ukucima okunjalo kubeka engcupheni hhayi nje kuphela imali yabo engenayo esheshayo, kodwa futhi nokwethenjwa kwabasebenzisi ababelindele ukuthi isofthiwe "isebenze nje."
Indima yeSitimela kanye nempendulo ye-CEO yayo
Ingqalasizinda yamafu esetshenziswa yiPocketOS, ehlinzekwa yiRailway, nayo isibe yindawo ebalulekile yokuphikiswana ngayo. Ngokombono kaCrane, ukwakheka kwezimvume kanye nezipele Lo mhlinzeki wenze kwaba nokwenzeka ukuthi ithokheni elilodwa kanye ne-endpoint eyodwa kubangele umonakalo omkhulu kangaka ngesikhathi esifushane kangaka.
Umsunguli we-PocketOS ukhombe ukuthi i-API esetshenzisiwe ivumela ithokheni edalwe ukuphatha izizinda ezenziwe ngokwezifiso ukuthi, empeleni, izimvume zomlawuli kuyo yonke i-GraphQL APIkufaka phakathi imisebenzi ebhubhisayo njengokususwa kwevolumu. Ngaphandle kwezinyathelo eziphakathi noma iziqinisekiso, i-ejenti ezizimele ingenza izenzo ezingalungiseki kudatha yokukhiqiza.
Ngemva kwalesi sigameko, uCrane waxhumana esidlangalaleni noJake Cooper, i-CEO yeSitimela, kanye nabaphathi bezixazululo zenkampani ku-X. Ngokusho kwe-akhawunti, impendulo yokuqala kaCooper yayiqondile: "O Nkulunkulu wami. Lokho akufanele kwenzeke ngokuphelele. Sinezivivinyo zalokhu." Akazange asole iPocketOS ngokusebenzisa i-AI, kodwa kunalokho wavuma ukuthi Umklamo we-endpoint uvumele ukususwa ngokushesha lapho kusetshenziswa ithokheni enamalungelo aphelele.
Ezitatimendeni zakamuva, uCooper uchaze ukuthi iSitimela siyaqhubeka izipele zomsebenzisi kanye nezipele zenhlekelele Bathe i-ejenti ye-AI ibize i-endpoint yakudala engakayifaki i-logic "yokususa okuhlehlisiwe" ekhona kwenye indawo epulatifomu. Ngokusho kwabo, uma sebexhumene ngqo ne-Crane, bakwazile ukubuyisela idatha cishe ngemizuzu engama-30 kusukela kuma-backups angaphakathi.
Isitimela sithi sesivele sishintshe leyo ndawo yokugcina ukuze senze ukususwa okuhlehlisiwe futhi singabhubhisi amavolumu ngokushesha, futhi sisebenzisana nePocketOS ku ukuthuthukiswa okwengeziwe kwepulatifomuNoma kunjalo, ukubuyiselwa okusebenzayo kushiye izikhala ezinkulu zedatha, ikakhulukazi kwikota edlule, okuholele ekutheni iPocketOS iqashe umeluleki wezomthetho ukuze ahlaziye izikweletu kanye nezimangalo ezingaba khona.
Iphrofayela entsha yomsebenzisi we-AI… kanye nenkinga endala yokuphepha
Elinye lamaphuzu athakazelisayo avela kuleli cala liphathelene ne- amaphrofayili e-hybrid ku-AIUJake Cooper wakhomba ukuvela "kohlobo olusha lomdali" noma umakhi: abasebenzisi abangahambisani nephrofayili yakudala yonjiniyela wesofthiwe, abangawazi kahle ngokuningiliziwe ukuthi ama-API noma ingqalasizinda isebenza kanjani, kodwa abathembele ku-AI ukuthuthukisa nokusabalalisa imikhiqizo.
Lolu hlobo lomsebenzisi, ovame ukwenza lokho abanye abakubiza ngokuthi ukufaka ikhodi ye-vibe —ukuthembela kakhulu eziphakamisweni ze-AI kanye nokwenza izinto ngokuzenzakalela ngaphandle kokuqinisekisa konke ngokucophelela — sekuba umgomo wemvelo wamapulatifomu amaningi. Abagxeki bakhomba ukuthi inkinga iwukuthi Iningi lengqalasizinda yamanje lisacabanga ukuthi abasebenzisi abangochwepheshe bayakwazi usebenzisa i-AI kusiphequluli, ekwazi ukuqonda ngokushesha imiphumela yethokheni enezimvume ezigcwele noma indawo yokugcina ngaphandle kokuqinisekiswa.
Icala le-PocketOS liveza ukuphikisana okucacile: ngenkathi imboni ikhuthaza ama-ejenti akwazi ukubhala ikhodi, ukuphatha ukuthunyelwa, noma ukugcina izizindalwazi cishe ku-autopilot, i- izithiyo zokuphepha kanye nokulawulwa kwezimvume Azihlali zijwayele lezi zilaleli ezintsha noma ukuzimela kwangempela okuthathwa yizithunywa.
UCrane wakufingqa ngesitatimende esinamandla: lokhu akuyona nje indaba "ye-AI embi noma i-API embi," kodwa uphawu lwe- umkhakha wonke ohlanganisa ama-ejenti ekukhiqizeni ngokushesha kunokuba uqinisa ukwakheka kwawo kokuphephaIngcindezi yokuletha izici ze-AI emakethe incintisana, empeleni, nokutshalwa kwezimali ezindleleni zokuvikela nezokuphatha.
Okwamanje, i-Cursor—ipulatifomu yokuthuthukisa lapho i-ejenti yayisebenza khona—yayisivele iphawulwe ngezinye izehlakalo zemisebenzi ebhubhisayo. Abanye abahlaziyi baze bayigxeka ngokuba “namakhono okumaketha angcono kunamakhono okuhlela,” becaphuna amacala angaphambilini lapho ama-ejenti anokufinyelela okubanzi enza khona ukususwa noma izinguquko ezingalungiseki ngaphandle kokuqapha okwanele.
Izifundo zobuchwepheshe: izimvume, izipele, kanye nokuqinisekiswa
Ngemva kwalokho okwenzekile, bobabili uCrane kanye nabanye ochwepheshe sebeqalile ukuphakamisa uchungechunge lwemibuzo izinyathelo zikakhonkolo okunganciphisa ingozi yokuthi i-ejenti ye-AI ibangele isigameko esifanayo esikhathini esizayo, ikakhulukazi ezindaweni zaseYurophu lapho umthethonqubo we-AI uqala ukuqina ngemibhalo efana noMthetho we-AI.
Phakathi kweziphakamiso eziphindaphindwayo kakhulu yilezi: iziqinisekiso eziqinile zezenzo ezibhubhisayoUmqondo uwukuthi ayikho imodeli engakwazi, ngokwayo, ukuqedela ukusula umkhiqizo noma umsebenzi ongenakuguqulwa ngaphandle kokudlula ekuqinisekisweni okucacile komuntu, kungaba ngekhodi ye-SMS, isici sesibili sokuqinisekisa, noma imvume eqoshiwe ecacile.
Kugcizelelwe futhi ekuqiniseni isimiso sokuthi ubuncane belungelo Kumathokheni e-API: izimvume ngokusebenza ngakunye, ngendawo ngayinye, kanye nensiza ngayinye, ukuze ukhiye owakhelwe ukuphatha izizinda ezenziwe ngokwezifiso ungasusi ngengozi inani elikhulu ledatha. Lokhu kudinga ukubuyekezwa okucwengekile komklamo we-API kanye nezinqubomgomo zokufinyelela ezinikezwa abahlinzeki bengqalasizinda.
Esinye isifundo esisobala isidingo sokugcina ama-backups angaphandle kwerediyasi efanayo yomonakaloLokhu kufaka phakathi ama-backup agcinwe kwezinye izinhlelo, ama-backup "abandayo" angatholakali ngqo kusuka kunethiwekhi yokukhiqiza, kanye nezindlela zokubuyisela ezibhalwe kahle futhi ezivivinyiwe, ukuze ucingo olulodwa lwe-API lungasusi ngasikhathi sinye idatha ebukhoma kanye nama-backup akamuva.
UCrane uphinde waveza ukubaluleka kokuchaza, ezingeni le-API, lokho i-ejenti engakwenza nalokho engenakukwenza. Imithetho ebhalelwe imodeli—isibonelo, “ungasebenzisi imiyalo ebhubhisayo ngaphandle kwemvume”—iyasilela uma I-API yobunikazi ivumela ukususa umkhiqizo ngesicelo esisodwa esiqinisekisiweNgamanye amazwi, ukuphepha akukwazi ukuthembela kuphela ekusebenzeni kahle kwe-AI.
Umthwalo wemfanelo wezomthetho kanye nohlaka lokulawula
Leli cala liphinde lavuselela ingxoxo mayelana Ubani onesibopho uma i-ejenti ye-AI yenza iphutha elingaka?Ngaphansi kohlaka lwezomthetho lwamanje e-United States, umthwalo wemfanelo uvame ukuba semahlombe omsebenzisi noma enkampanini enquma ukusebenzisa ithuluzi, kunokuba kube semahlombe omhlinzeki wemodeli.
Imigomo yesevisi yamapulatifomu afana ne-Cursor noma onjiniyela bamamodeli afana ne-Anthropic ivame ukwenza kucace ukuthi banikezani Ukufinyelela kumodeli ye-AI, kodwa akukho siqinisekiso sokuthi izokwenzani ezimweni ezithileEmpeleni, lokhu kusho ukuthi uma i-ejenti isusa isizindalwazi sokukhiqiza, umthwalo wobufakazi kanye nezindleko zesigameko ngokuvamile kuba senkampanini ethintekile.
EYurophu, impikiswano ihlangana nokuqaliswa koMthetho we-AI, ozama ukusungula izigaba zezingozi kanye nezibopho ezengeziwe zezinhlelo ezinomthelela omkhulu. Nakuba ama-ejenti wokuhlela afana ne-PocketOS engahlali ewela ezigabeni eziphakeme kakhulu, izehlakalo ezinjengalesi zikhuthaza umqondo wokuthi izinhlelo ezinekhono lokusebenza ezingqalasizinda ezibalulekile Kufanele babhekane nezidingo zokuphepha eziqinile, ukuhlolwa, kanye nokulandelela.
I-Crane, ngakolunye uhlangothi, iqashe umeluleki wezomthetho ukuze ahlole ukuthi iyiphi ingxenye yomonakalo engase ibangelwe amaphutha okuklama engqalasizinda yesitimela noma ukwakheka kwe-ejenti, nokuthi iyiphi ingxenye ewela ngaphansi kwengozi yokusebenzisa i-AI. Kuseseyindawo engacacile, ngoba imithetho ethile ngama-ejenti azimele cishe ayikho.
Kuze kube yilapho kukhona imithetho ecacile, izinkampani eziningi zisebenza ngendlela engaqondakali. ukungabi namithwalo yemfaneloBaphathisa imisebenzi ebucayi ezinhlelweni ezizenzakalelayo, kodwa uma kukhona okungahambi kahle, bazithola bebambeke phakathi kwezinkontileka zesevisi ezikhawulela umthwalo wemfanelo wabahlinzeki kanye nezinqubomgomo zomshuwalense ezingakavumelani kahle nalolu hlobo lwengozi yobuchwepheshe.
Konke okwenzekile nge-PocketOS sekuphenduke isifundo sendlela okwenzekayo uma uhlanganisa i- I-AI enokufinyelela okucishe kube okupheleleUkwakhiwa kwezimvume ezinganaki kanye nokusekelwa okungahlelekile kahle yikona okwabangela lokhu. Kwadingeka imizuzwana eyisishiyagalolunye kuphela ukuqala inkinga yokusebenza, ukudalula amaphutha ezomthetho, nokukhumbuza wonke umuntu ukuthi, noma ngabe ukwenza ngokuzenzakalelayo kuthuthukile kangakanani, kusabalulekile ukusungula imingcele ecacile mayelana nokuthi ama-ejenti angafinyelela ini ekukhiqizeni, ikakhulukazi lapho idatha yamakhasimende kanye namabhizinisi aphelele ethembele ekuvimbeleni noma yini "engumlingo" ukuthi inyamalale ngobusuku obubodwa.
