Plastic influencer. AI Fanboy. Kadhibhodhi nyanzvi. Matemu ese anopinda muduramazwi razvino kutsanangura mafungu e'hype' akatenderedza AI. Ini ndanga ndagara ndichipokana nezvezvimwe zvezvisinganzwisisike uye zvakakura zvirevo muGenAI chiitiko. 1/ Vagadziri vachapera 2/ AGI ichasvika muna 2024 3/ Mabasa ese achave otomatiki 4/ Marobhoti anozoziva (Skynet) Zvese izvi zvisina hwaro hyperbole pasina kana kunyura mune zvakanyanya kunyanyisa maonero (kune Reddit forum singularity ine 3.4 miriyoni nhengo) Ndiri kunyanya kushamiswa nefungidziro yemanzwiro uye fungidziro pane komputa algorithms inokwanisa kuita zvinhu zvinotonhorera. Iwe hauzondiwana pane imwe shamwari app, uye ndinotenda kuti vanhu vazhinji vakangwara vanonyorera kune iyi Skynet maonero eAI kuziva vari panjodzi yekurasikirwa nepfungwa. Mablogi angu achangoburwa anga achipokana kune makuru uye neimwe nzira inonakidza AI nyika maonero AI powered voice chat: Lipstick panguruve (Chikumi 2024) Ese maAPIs aya ari kuita kushandura odhiyo kuita zvinyorwa, kuigadzirisa kuburikidza nemhando yemutauro, uyezve kuidzosera kuodhiyo. Inogona kuita seyakaomesesa pamusoro asi pasi payo ingori yekutanga mavara chizvarwa muzwi rerobhoti. Yega yega sisitimu yakazara uye yakakura zvine mutsindo, asi namatidza ese pamwe chete pane yedu tsumo yenguruve uye hapana kunyatso nzwisiso yemanuances ekuteerera kwekudyidzana. Kana yakaita senguruve, inoshinha senguruve uye inofamba senguruve. Inguruve. Kunyangwe akapfeka lipstick. Generative AI: Kutsemura nzungu nenyundo (Chikunguru 2024) Chipingamupinyi chekunaka hachina kumbove chakaderera zvakadaro, nekuti kukwikwidza kuri kuwedzera nealgorithm uye tenzi wayo asina kubatanidzwa uye asina hunyanzvi. Iyo robhoti haizombosviki hunyanzvi hwechokwadi, nekuti hapazombovi nedhata rakakwana renyanzvi dzechokwadi kune crowdsource kubva. Uye kuunganidza vanhu kunotora avhareji mhedzisiro, kwete yakanyanya kunaka. Robhoti harifungi. Inodzokorora. Nhema dzeAgentic Frameworks (Zvita 2024) Dambudziko nekupa chishandiso kana chimiro chinokutendera kuti ugone kuita basa nderekuti rinouya neseti yefungidziro. Pandinotenga nyundo, ndinofunga kuti ichashanda. Pandinotenga pressure cleaner, ndinofunga ichashanda. Dambudziko nderekuti kana ini ndikashandisa chimiro, ndinofungidzira kuti chichashanda. Asi izvi hazvigoneke chaizvo zvichipihwa kukura kweiyo tekinoroji. Kure nekuwedzera kutorwa kwevana, Agentic Frameworks vari kutengesa manyepo pamusoro pemadhemo anodzorwa zvakanyanya uye ane magumo ekushandisa asingazomboshanda mumawoko emushandisi akajairwa (uye kune mamirioni…). Nhanganyaya iyi ndeyekuburitsa pfungwa. Nditendei kana ndichitaura izvi handizvitauri. Izvo Google ichangobva kuita neGemini 2.0 flash zvachinja zvachose zvese. Zvose. Uye hapana akazviona zvichiuya. Nzvimbo Imwe yenyaya yandaida zvikuru nevabereki vangu ndeyekuti pandakanga ndiine makore mashanu, ndakapiwa chikamu mumutambo wekuzvarwa kwaJesu. Ndakakandwa semuti, basa rangu raive rekushongedza chinyararire seti apo vana vakura uye vanokwanisa kuita dudziro yekuzvarwa kwaJesu Kristu. Handina kunyanya kufara nebasa diki iri. Pamusoro pemaminetsi gumi-15 akatevera ndisati ndadhonzwa kubva pachikuva, ndakatevera vatambi pamusoro pechikuva, ndichiba mitsetse yavo uye nekutinhira kunze kwekududzira kwangu kwemutambo. Kupindira panguva dzakakwana, kuita kune vamwe. Yakanga iri mhando yenyonganiso, uye kuseka kwese uye ziso remisodzi kubva muboka rakaona rakandipinza mune zvimwe. Kwaiva kuparadza kusina tsitsi. Mutambo wacho wakadzikama, vateereri vachichema nokuseka; vatambi vakashamiswa uye vakavhiringidzika. Kuseka kwacho kwakandikurudzira, yakava crescendo. Mutambo wacho wakashandurwa kuita pantomime, basa rakapera. Nanhasi ichiri ngano yakataurwa pamapati emanheru kune vatsva nevadiki vemhuri. Ehe, mutambo uyu wakavhurika AIs mazuva gumi nemaviri eKisimusi uye kuti Google haina kungobira kutinhira kwavo, asi yakaraira rondedzero, yakaba chiedza uye yakashandura mhemberero yeKisimusi kubva kuOpenAI kuita hutsinye hwechando. Ini, (sevanhu vazhinji vane njere), ndakatariswa mumazuva gumi nemaviri eKisimusi neOpenAI ndiine hutano hwekukahadzika, uye ndakatarisa vachideedzera nharembozha uye inodhura nenyeredzi uye inononoka API yekufona kune yakagadziridzwa zvishoma LLM modhi, uye ndakanzwa kusimbiswa kuti. maonero angu epasi rose akasimbiswa. Ipapo chimwe chinhu chakaitika. Zvakaitika kumashure, zvine nguva yakakwana yemitambo; sekudengenyeka kwenyika zvinokonzeresa zviri kuuya uye zvichanzwikwa nemunhu wese uye zvinoonekwa mune zvese chigadzirwa. Ndakafunga kuti Google yakanga yadonhedza bhora paAI, tese takaita. Vakanga vasina basa mukushandiswa kwese kwekuita. Hunhu hwaive husina kunaka, kushanda kwaive kushoma. Zvakaratidza kuti havana kudonhedza bhora uye vakanga vasina kurara pabasa. Vakanga vachingosiya makwikwi (ikozvino vana nekuenzanisa) kurwa neBeta kuburitswa, zvisingaite APIs uye zvikero nyaya apo chinyararire kuvaka tooling inodiwa kuti zvinobudirira kushandisa GenAI mukugadzira. Kusvika svondo rapfuura ndakanga ndisina kana kiyi yeGoogle API. Vhiki rino, ndiri mubishi rekutama rimwe nerimwe remasevhisi angu. Izvi zvingaita sezvisingafungi, asi regai nditsanangure. Masayendisiti & Vavaki Kune mapoka maviri akasiyana mukati menyika yeAI izvozvi; masayendisiti uye vavaki. Mapiyona nemasayendisiti ari kutsvaga AGI uye nyaya dzekushandisa dzinoverengeka; Iri ibasa rakakosha senge nzira nyowani dzekurapa cancer kana kutsvaga mabudiro ezvidzidzo muQuantum fizikisi. Izvi zvinogona kuve zvekufungidzira kana kunyange mune dzimwe nguva mamwe magirini emashizha ekushandisa anoshanda, kunyanya mudura remarobhoti semuenzaniso. Vanhu ava vanofarira kutevera AGI uye kugadzirisa GenAI kune imwe nzira yakasanganiswa yehungwaru iyo inozowedzera zvakanyanya kushandiswa pamusoro peLLM dzazvino. Izvi zvinogona kutora makore, zvinogona kutora zvizvarwa (pamwe!). Ini ndakasimba uye ndisina kunyara muboka rechipiri; tiri vavaki. GenAI yatove kugona zvinhu zvinoshamisa. Zvinhu izvo gore kana maviri apfuura zvingadai zvisina kuitika. Ndinoda kugadzira zvinhu zvinoshanda, izvozvi. Iyo hunyanzvi uye basa riripo riri kushanda nemaLLM anowanikwa uye maAPI uye nekuona kuti ndeapi makesi ekushandisa atinogona kuita. Muvaki anoda maturusi uye stack yangu yakatorwa kubva maawa asingaverengeki akashandiswa kuyedza mashandisiro eese aripo APIs uye mhando. 1/ Claude 3.5 Sonnet yeCoding (Code) 2/ OpenAI APIs yezvakarongwa data kufunga (Agents) 3/ Groq / Fireworks AI APIs yekuchipa uye nekukasira kufungidzira (Munhu ega mafoni) 4/ Llama yemunharaunda / pane mudziyo (Edge komputa) Ndaifunga kuti zvizhinji zvezvigadziko zvangu zvaizovharwa kwemakore 3-5 anotevera. Zvichida pane imwe nguva ndaigona kuchinjanisa maOpenAI modhi kune imwe yakachipa imwe nzira, asi inference mutengo harisi dambudziko kwandiri pachiyero changu zvakadaro. Kutaura chokwadi, ndakanga ndisinganyatsofarira chero GenAI modhi yakanga isina kunyorwa pamusoro apa, ndakanga ndisiri kutomboteerera kune Gemini Flash v2.0. Ndave kuterera manje. MaAgents anoshanda sei Tese tinoziva kuti 2025 igore remaAgents, social media hairegi kutiudza. Ini ndinovenga zvitima zvehype asi chokwadi chiripo ndechekuti maAI masisitimu ave kugona 'semi-akavimbika' kutora zviito panzvimbo yedu. Nekudaro, zvine musoro kutaura kuti kuchave nemitoro yesoftware yakakurumbira yakaburitswa muna 2025 iyo inoshandisa iyi paradigm. Yakajairika agency kuyerera inoenda seizvi. Isu tinogashira rairo (Bhuku ndege, fonera amai vangu, ita chikafu changu chemangwanani) izvo zvinodudzirwa neKurumidza. Kurumidziro inowanzoitwa kuburikidza neAPI, saka yako OpenAI kana Groq kana Fireworks AI API). Iko kukurumidza kunodaidza chishandiso (Skyscanner, Webhu yekutsvaga) iyo inowana mhedzisiro uye inodaidza imwe kodhi yekumisikidzwa nemugadziri uye inoita "zvinhu". Mhedzisiro ye "zvinhu" izvi zvinobva zvadzoserwa kune imwe Prompt uye kutenderera kunoenderera (nJumps) kusvika taita chiito. Hurrah. Izvo hazviratidzike seyakachena dhizaini inozviita here? Kana imwe yeiyi mafoni eAPI ikatadza kana kudzosera mhedzisiro isingatarisirwe, cheni yese inotyoka. Mazana ePython Frameworks abuda kuti abvise dambudziko iri, asi havagone kurigadzirisa. Tooling iri kunatsiridza, isu tave kuona zvikanganiso mukuita, simbisa yakarongeka data uye kuvaka maketani ane chimwe chinhu chiri kusvika pakuvimbika, saka iyo hype yeAgent 2025. Asi iyo dhizaini iri pamusoro inoramba yakasanganiswa, yakaoma uye isingavimbike. Pasinei neizvi, ndiyo chete nzira yataifanira kuvhura kugona kweGenAI muAgentic inoyerera. Muna Zvita 2024 Google ichangobva kuita iyo iri pamusoro ejenti modhi kusashanda isati yatombovepo. Zvikonzero zvikuru ndezvizvi: 1/ Native search 2/ Yakabatanidzwa orchestration 3/ Multi-modal (inoshanda!) 1. Google vs OpenAI & Perplexity (Native tooling) https://ai.google.dev/gemini-api/docs/models/gemini-v2#search-tool Iva nekuverenga kweGemini API zvinyorwa, uye yeuka kuti ichi hachisi chirevo kana fungidziro, asi API inoshanda uye inogona kupa mhedzisiro mumamilliseconds. Kutsvaga kwakabatana kweGoogle kwakavimbika uye kunoshandawo nekukurumidza. Vakwikwidzi vakaita sePerplexity vane chinyorwa chakavakirwa AI yekutsvaga injini, ine nzvimbo yayo munzvimbo yakakura asi rangarira iyo yakakosha kukosha chirevo chave chakabatanidzwa se'chimiro' cheGemini Flash v2.0. Perplexity AI chinangwa uye chikonzero chekuvapo chakafungidzirwa mukati meiyo chaiyo AI modhi inokwanisa yemhando imwechete uye nekumhanya kwemhedzisiro nehukuru hwekushandisa mune dzimwe nzvimbo zvakare. Icho chokwadi chekuti Google ine muridzi weKutsvaga API yakakosha pano. Ivo vane "Native Tool", yakaunganidzwa mune imwecheteyo API inoshandisa inference modhi inogona kutsvaga internet inowanikwa nekungowedzera mamwe mavara kune API kufona. Ah, asi OpenAI inogona kuzviitawo ini ndinonzwa iwe uchiti? OpenAI haigone kukwikwidza. Kutsvaga kwavo hakusi kwekuzvarwa (kana kusakura) uye izvo zvakakosha. Zvinonyatsoratidza. Vane "Realtime API", asi haishande zvakanaka uye inononoka uye inononoka kupfuura Google's Gemini Flash v2.0 kuita. Munguva chaiyo kupfuura chero imwe dura, latency ndiyo zvese. Mhedzisiro yacho haina kana pedyo. Google inomhanyisa chikumbiro chekutsvaga IYO modhi iri kupindura uye ine zvivakwa zvekupa mhinduro usati waverenga mhinduro. Iyi diki diki inovhara iyo yakakosha milliseconds inoshandura chiitiko chekudyidzana kubva ku "Lipstick panguruve" kuenda kune "chaiyo f ** king deal". Kutsvaga kwakabatana kweGoogle kunoshanda, uye kunoshanda chaizvo nekukurumidza. Mazhinji ehurukuro munyika yeAI nezvekuti hapana-munhu ane moat. Zvakanaka Google ichangozadza hofori moat neKisimusi Joy ndokudhonza dhirowa. Mutengo, Kumhanya, Hunhu… Sarudza maviri? Hmmmm... Google iri kuhwina pamatanho matatu. Merry Kisimusi OpenAI. 2. Google vs Python Frameworks (Agentic flows) Asi hazvigumiri ipapo. Google yakashandura mutambo maererano neAgentic flows. Tsvaga painternet "AI Zvishandiso" uye iwe uchawana makomo ezvimiro, kodhi repos uye mapurojekiti ari kuita chinhu chimwe chete. Tsvaga Internet; Check. Scape webhusaiti; check Shandura kumarkdown; check. Run code; check. Tora imwe data yakavanzika; check. Ese maturusi aya ari otomatiki kutsvaga, kudzoreredza uye kuita kodhi. https://python.langchain.com/docs/integrations/tools/ Chinhu ndechekuti, Google ichangobva kubatanidza izvi muAPI yavo, imwe magumo ekubata zvese zviri pamusoro. Ikozvino idambudziko rakagadziriswa. Isu hatichada yakaoma ajenti inoyerera kune akawanda ekushandisa kesi. Iyo pazasi dhayagiramu kubva kuOpenAI inoratidza kuti basa rekufona rinoshanda sei kune Agents. Kusvika ikozvino, isu tine nharaunda yekuuraya kunze kweGenAI API. Google ichangovaka yakawanda yeiyi mashandiro kuita API yakakosha inogona kushandiswa nevagadziri. Semuyenzaniso, kana ndichida kushandisa Llama 3.3 kutsvaga internet, ndinokwanisa kuita maturusi ekufona sezvinotevera. Uku kuyerera kwakafanana neGemini Flash v2.0: Kudzokera kune yapfuura poindi, Kumhanya, Hunhu, Mutengo… Google ichangosarudza ese matatu. Anenge ese maturusi akasiyana ekutsvaga, kudzoreredza (shandura kumarkdown uye jekiseni mukukasira) uye zvisina tsarukano kodhi kuuraya nekusaswa kweyakavanzika data. Kunze kweiyo data (inenge ichiuya munguva pfupi…), izvi zvave zvinonetsa zvakanyanya, izvo zvaita kuti akawanda maAgentic masisitimu asashande asati atanga. Hazvizotore nguva refu tisati tavewo neako plugins kune yako Google data masosi (ane musoro rinotevera nhanho), panguva iyoyo kunze kweashoma mashoma akaomeswa uye akaomarara AI masisitimu, zvese zvazvino masisitimu uye maitiro angori kuita convoluted kuita. yezvinogona kuwanikwa zvirinani, nekukurumidza uye zvakachipa mune imwechete API kufona. Kukoshera kweizvi kubva pakuona kwekuvaka, ndiko kuti panzvimbo yekuvaka yakasungwa uye yakaoma inoyerera, ndinogona kunatsa imwe chete yakapusa modhi. Zvese zvakabva zvanyanya kuve nyore. Bye bye Python maitiro. (usarambe uchibatana). Kunyangwe kana isu tisingakwanisi kuita zvese zvatinoda izvozvi, mutsara mujecha wakadhirowewa uye "zvishandiso" zvichava zvinonetsa zvakanyanya, zvakabatanidzwa muAPI nevanopa. Isu hatichada kuita DIY edu maAgents zvakare, isu tine akavimbika, akayerwa uye anokurumidza APIs ekushanda nawo. 3. Multi-Modal inoshanda Kufanana neni, iwe unogona kunge wakapiswa neakawanda-modal 'demo' kubatanidzwa kwekushandisa Audio/Vhidhiyo. Ndinoyeuka ndichifara kwazvo kuyedza-kutepfenyura (ndanga ndichigadzira paWebRTC kwemakore uye muhupenyu hwapfuura ndakatanga eCommerce vhidhiyo yekufambisa chishandiso). Iko kugona kuri pachena, asi chinhu chose hachinzwi zvakanaka. Semuenzaniso enda kuOpenAI nhandare yekutamba uye edza yavo realtime API. Inoratidza kugona, asi iri mamaira kure nekuve inonakidza mushandisi ruzivo. Vazhinji vashandisi (uye ndataura kune 100s), vanongoda chiitiko icho "chinoshanda". Iwo mamilliseconds uye echisikigo mataurirwo haasi iwo maficha, iwo ndiwo musimboti wechigadzirwa. Gemini Flash v2.0 ndiyo yekutanga modhi yakandipa iyo "wow" nguva yandaive nayo pandakatanga kushandisa Claude yekodha. Ndiko manzwiro akafanana neawakatanga kubvunza ChatGPT mubvunzo uye "muchina" wakakupa mhinduro yemunhu. Kunonoka, kumbomira, inzwi rekutaura. Google yakazviita. Ichiri pachena kuti iAI system, asi iro rakanga risati riri dambudziko. Chinetso chaigara chiri kumbomira, kuvhiringwa, nzira iyo modhi yacho yaiita nevanhu. Ini handina basa nekutaura nemuchina, ndichifunga kuti muchina uyu unoziva, unokwanisa kupindirana uye unokwanisa kuita zvinhu zvandinoda kuti uite. Iyi i100% kekutanga nguva yandakanyatsoona modhi inokwanisa kupa chiitiko ichi, uye ramifications dzakakura. Kana iwe wainakidzwa nekusangana kweaudio kana vhidhiyo uye kukahadzika zvishoma kwemamodheru. Enda unopa Gemini Flash v2.0 kuedza. Google yakaisa nguva, simba uye zviwanikwa mukugadzirisa nyaya nezve latency uye mutengo. Hapana imwe AI modhi yandakaedza kunyange inoswedera pedyo. Uye zvakachipa... Uye zviri scalable... Mhedziso Ndiri kufara sekutanga kwandakakumbira ChatGPT kunyora linkedin post makore ese apfuura. Panguva ino yehupenyu hwangu uye kubatanidzwa neGenAI, izvo hazvisi nyore. Ndaisatarisira kuti nguva iyi ichauya nekukurumidza. Isu ikozvino tine chokwadi neyakachipa, inokurumidza uye inokwanisa kwazvo modhi yatinogona kutaurirana nayo munguva chaiyo. Aka ndekekutanga muhupenyu hwangu kuti ndikwanise kutaura nekombuta, uye ndinonzwa senge inondinzwisisa, inogona kundipindura, uye kutora matanho panzvimbo yangu. Haisi yakaoma mumiriri, imwechete API kufona. Uku kubudirira kwehunyanzvi kunozodzoka kuburikidza nenyika yeAI, kunyangwe vazhinji vasati vazviona. Kunze kwemaitiro echisikigo uye kudyidzana, modhi inokwanisa kutsvaga paInternet, kuita kodhi uye kundipa mhinduro munguva inotora kuumba mutsara. Paive nehope yaive UX yeGenerative AI. Muna Zvita 2024 zvakava chokwadi. Zvino kana mukandiregerera, ndava kuenda kunovaka zvinhu.
