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I-Microgpt

Amazwana

9 min read Via karpathy.github.io

Mewayz Team

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Hacker News

Ukunyuka Kwe-MicroGPT: Kungani Amamodeli Amancane AI Ehlela Kabusha Indlela Amabhizinisi Asebenza Ngayo

Eminyakeni embalwa edlule, umjaho we-AI ubuchazwe ngokuthatheka okukodwa: okukhulu. Imingcele eyengeziwe, idatha yokuqeqeshwa eyengeziwe, ukubala okuningi. Kodwa uguquko oluthulile lwenzeka ngokuphambene. I-MicroGPT - umnyakazo obheke kumamodeli we-AI ahlangene, aqondene nomsebenzi othile - ufakazela ukuthi amancane angahlakanipha, asheshe, futhi asebenziseke kakhulu emabhizinisini adinga i-AI ukuthi isebenze, hhayi nje ukuhlaba umxhwele. Ngenkathi ama-tech giants ejaha ubuhlakani obujwayelekile bokwenziwa, amabhizinisi amancane naphakathi nendawo athola ukuthi imodeli engasindi eqeqeshwe ngedatha yawo ingadlula i-trillion-parameter behemoth emisebenzini ebaluleke ngempela: ukuphendula imibuzo yamakhasimende, ukukhiqiza ama-invoyisi, ukuhlela ama-aphoyintimenti, nokugcina imisebenzi isebenza ngaphandle kwebhajethi ye-AI enezibalo eziyisithupha.

Iyini Kahle I-MicroGPT?

I-MicroGPT akuwona umkhiqizo noma inkampani eyodwa — ifilosofi yokuklama. Leli gama lichaza amamodeli e-AI amancane ngamabomu, ngokuvamile asukela kumapharamitha ayizigidi ezi-1 kuye kwezingu-3, ​​acushwe kahle ukuze aphumelele eqoqweni elincane lemisebenzi kunokuzama ukwenza yonke into. Ngokungafani namamodeli olimi amakhulu (ama-LLM) adinga amaqoqo amakhulu e-GPU futhi angabiza ngaphezulu kuka-$10 ngezingcingo eziyi-1,000 ze-API zemisebenzi eyinkimbinkimbi, amamodeli e-MicroGPT angasebenza kukhompuyutha ephathekayo evamile, isibonelo samafu esingu-$5/ngenyanga, noma ashumekwe ngokuqondile kuhlelo lokusebenza lwebhizinisi.

Umqondo uzuze amandla ngasekupheleni kuka-2023 lapho abacwaningi bebonisa ukuthi imodeli yepharamitha engu-1.3-bhiliyoni ecushwe kahle kudatha eqondene nesizinda ingase ifane noma yedlule i-GPT-3.5 kumabhentshimakhi aqondiwe. Ngo-2025, umphakathi womthombo ovulekile wawusukhiqize inqwaba yezinhlaka - i-TinyLlama, i-Phi-3 Mini, i-Gemma 2B - eyenza kwaba lula ukuthi abathuthukisi basebenzise i-AI yesikali esincane ezindaweni zokukhiqiza. Umlayezo ubucacile: awuyidingi i-Ferrari uma ibhayisikili elishuthwe kahle likuyisa endaweni efanayo ngokushesha, kuthrafikhi.

Kubanikazi bamabhizinisi, lolu shintsho lubaluleke kakhulu. Kusho ukuthi i-AI ayisenasango ngemuva kwezinkontileka zebhizinisi namaqembu esayensi yedatha. Umuntu osebenza yedwa oqhuba umkhuba wokuqeqesha noma ama-invoyisi eklayenti e-ejensi yabantu abangu-20 angakwazi ukushumeka ukuzenzela okuhlakaniphile kokusebenza kwawo ngaphandle kokuqonda umugqa owodwa wekhodi yokufunda yomshini — inqobo nje uma esebenzisa inkundla elungile.

Kungani Amamodeli Amakhulu Edla Kakhulu Ku-90% Wemisebenzi Yebhizinisi

Cabangela ukusebenza kwansuku zonke kwebhizinisi elincane elijwayelekile. Umnikazi udinga ukuthumela ama-imeyili okulandelela kubaqondisi, ahlukanise amathikithi osekelo angenayo ngokwezigaba, enze isifinyezo seholo lamasonto onke, futhi abhale okuthunyelwe kwenkundla yezokuxhumana. Awukho kule misebenzi odinga amandla okucabanga wemodeli yepharamitha eyizigidi eziyizinkulungwane eziyi-175. Eqinisweni, ukuqondisa le misebenzi nge-LLM enkulu yethula ukubambezeleka, ukungaqiniseki, kanye nezindleko ezibukela phansi ukukhiqiza.

Ucwaningo lwango-2025 olwenziwa yi-Stanford's Human-Centered AI Institute luthole ukuthi u-87% wamacala okusebenzisa i-AI yebhizinisi afaka izinhlobo zemisebenzi ezingaphansi kwezinhlanu ezihlukene, nokuthi amamodeli amancane ashunwe kahle athole ukunemba okungu-94% kule misebenzi uma kuqhathaniswa no-96% wamamodeli asemngceleni - ngenani elilodwa lamashumi amahlanu. Ukuthuthukiswa kokunemba okuncane okungu-2% akuzisekeli izindleko zezinhlangano eziningi. Uma ukhiqiza i-invoyisi yokuqasha noma uhlela impendulo yekhasimende ngezigaba, "vala ngokwanele" ngo-$0.001 isicelo ngasinye kudlula "okuphelele" kokuthi $0.05.

Lokhu yingakho nje izinkundla ezifana ne-Mewayz zincike ku-modular AI automation esikhundleni sokubhinca isendlalelo esisodwa se-AI se-monolithic. Ngamamojula angu-207 akhethekile ahlanganisa i-CRM, ama-invoyisi, i-HR, ukukhokhelwa, ukuphathwa kwemikhumbi, nezibalo, i-Mewayz isebenzisa umshini ozishintshayo ohlakaniphile lapho idingeka khona - ngaphakathi kwengqikithi ethile yemojula ngayinye - kunokuba iqhubekisele phambili yonke inqubo yebhizinisi ngenjini ye-AI elingana nosayizi owodwa.

Izinzuzo Ezinhlanu Zebhizinisi Ze-Going Micro

Ukushintshela ezimisweni ze-MicroGPT kuletha izinzuzo ezibonakalayo, ezilinganisekayo ezibalulekile kubaqhubi bebhizinisi abakhathalela kakhulu amamajini kunezakhiwo eziyimodeli. Lezi zinzuzo zihlangana njengokukala kwamabhizinisi, okwenza indlela encane ithandeke ngokuhamba kwesikhathi.

  • Ukwehliswa kwezindleko ngo-80-95%: Ukusebenzisa imodeli yepharamitha engu-2B eshuthwe kahle esimweni samafu kubiza phakathi kuka-$15 no-$50 ngenyanga. Izingcingo ezilinganayo ze-API eziya kumodeli yomngcele wevolumu efanayo yemisebenzi zingadlula kalula u-$500 nyanga zonke.
  • Ukubambezeleka okungaphansi kuka-200ms: Amamodeli amancane aphendula ngama-millisecond angu-50-200 uma kuqhathaniswa namasekhondi angu-1-5 kumamodeli amakhulu aphethwe ngamafu. Kuzinhlelo zokusebenza ezibhekene namakhasimende ezifana ne-chatbots noma ukusesha kwesikhathi sangempela, lo mehluko uchaza ulwazi lomsebenzisi.
  • Ubumfihlo bedatha ngokuzenzakalelayo: Uma imodeli isebenzisa ingqalasizinda yakho — noma ngaphakathi kwenkundla oyikhethile ye-SaaS — idatha yekhasimende ayilokothi ishiye indawo okuyo. Kumabhizinisi akumasevisi ezempilo, ezomthetho, noma ezezimali, lokhu akukona ukunethezeka; kuyisidingo sokuthobela.
  • Ukuziphatha okuqagelekayo: Amamodeli amancane acushwe kahle kudathasethi ethile akhiqiza okuphumayo okungaguquki, okuphindaphindwayo. Abukho ubungozi bokuthi i-AI ivele ikhiqize impendulo engaphandle komkhiqizo noma iqambe inqubomgomo engekho.
  • Amandla angaxhunyiwe ku-inthanethi: Amamodeli amancane asetshenziswe yi-Edge asebenza ngaphandle koxhumano lwe-inthanethi, evumela amaqembu enkambu, izisebenzi ezikude, namabhizinisi aqala ngeselula ukuthi afinyelele izici ezisebenza nge-AI noma yikuphi.

Lezi zinzuzo azinawo umcabango. Inkampani ephethe izakhiwo eMelbourne ibike ukuthi yehlise izindleko zayo zokuxhumana ngomqashi ngo-73% ngemuva kokusuka kungxoxo ye-AI yenhloso evamile iye kumodeli encane eqeqeshwe ngokukhethekile ezivumelwaneni zabo zokuqashisa, izinqubo zokunakekela, kanye nesizindalwazi se-FAQ. Imodeli encane iphendule imibuzo yesiqashi ngokunembe kakhulu ngoba yayazi kuphela ebidinga ukukwazi.

Indlela Izimiso Ze-MicroGPT Ezisebenza Ngayo Kumapulatifomu Ebhizinisi Lesimanje

Izinkampani zesofthiwe yebhizinisi ezihlakaniphe kakhulu zifake ifilosofi ye-MicroGPT ngaphakathi ngaphandle kokuyikhangisa. Esikhundleni sokwethembisa "yonke into ene-AI-powered," bashumeka ubuhlakani obakhelwe inhloso ekugelezeni komsebenzi ngamunye. Imojula ye-CRM isebenzisa isihlukanisi esincane ukuthola amaphuzu. Imojuli ye-invoyisi isebenzisa imodeli yokuqaphela iphethini ukuze ihlabe umkhosi ngokudidayo. Imojula yokushejula isebenzisa i-algorithm yokuthuthukisa engasindi ukuze kuncishiswe izingxabano zokubhukha.

Le ndlela yokulinganisa ikhombisa ukuthi i-Mewayz ibasiza kanjani abasebenzisi bayo abangu-138,000+ kuzo zonke izimboni. Esikhundleni sokubeka umsizi oyedwa we-AI phezu kweplatifomu yonke, imojula ngayinye ye-Mewayz's 207 ihlanganisa i-automation eqondiswe emsebenzini wayo othize. Imojula ye-payroll iqonda izibalo zentela kanye nemithetho yokuhambisana. Isistimu yokubhuka ilungiselela izikhala ze-aphoyintimenti ngokusekelwe kumaphethini omlando. Oxhumana nabo be-CRM bahlukanisa ngokuzenzakalela kusetshenziswa idatha yokuziphatha. Ayikho imojuli eyodwa ezama ukuba yiyo yonke into — futhi lokho kuzibamba yikho kanye okwenza uhlelo luthembeke.

"Ikusasa lebhizinisi i-AI akuwona ubuchopho obubodwa obukhulu - inethiwekhi yobuhlakani abancane abakhethekile, ngayinye iphethe isizinda esisodwa. Izinkampani ezikuqondayo lokhu zizodlula lezo ezisalinde umlingo, zenza yonke into i-AI ukuze zixazulule zonke izinkinga zazo ngesikhathi esisodwa."

Lokhu kukhetha kwezakhiwo kuphinde kusho ukuthi amabhizinisi angakwazi ukusebenzisa i-AI ngokuqhubekayo. Isisebenzi esizimele singaqala ngethuluzi le-link-in-bio le-Mewayz kanye nemojula yama-invoyisi ohlelweni lwamahhala, bese lisebenzisa kancane kancane amamojula e-CRM, analytics, kanye ne-HR njengoba iqembu labo likhula - ngalinye liletha ungqimba lwalo lokuzenzakalela okuhlakaniphile ngaphandle kokudinga ukufuduka kweplathifomu enkulu noma ukulungiswa kabusha kwesu le-AI.

Izinhlelo Zokusebenza Zomhlaba Wangempela: Lapho Amamodeli Amancane Edlula Iziqhwaga

Ubufakazi buyanda kuzo zonke izimboni. Ku-e-commerce, abathengisi abasebenzisa amamodeli amancane ezincomo zomkhiqizo ashunwe kahle kudatha yekhathalogi yabo babika amanani okuchofoza angu-22% aphezulu kunalawo asebenzisa ama-API anconywayo ajwayelekile. Ekuphathweni kokunakekelwa kwezempilo, imitholampilo esebenzisa amamodeli amancanyana ukuze kuqashwe i-aphoyintimenti yehlise izilinganiso zokungabonisi ngo-31% ngokubikezela nangokuthintana neziguli ezisengozini. Ezinkonzweni zobungcweti, amafemu omthetho asebenzisa amamodeli ahlukanisa amadokhumenti ahlangene enza izinkontileka ngokushesha izikhathi ezi-4 kunalezo ezithembele kudokhumenti yenjongo evamile i-AI.

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Iphethini ayiguquki: uma imodeli yazi kancane ngomhlaba kodwa ngaphezulu ngebhizinisi lakho, yenza kangcono emisebenzini yakho yebhizinisi. Indawo yokudlela ayidingi i-AI engabhala izinkondlo futhi ixazulule izinkinga zokubala. Idinga eyodwa engabikezela isidingo sesidlo sakusihlwa sangoLwesibili ngokusekelwe esimweni sezulu, imicimbi yasendaweni, namakhava omlando - futhi imodeli yepharamitha yezigidi ezingu-50 ingenza lokho kahle kakhulu.

Lokhu okukhethekile futhi kunciphisa ubungozi obuyingozi kakhulu kubhizinisi i-AI: ukubona izinto ezingekho. Imodeli encane eqeqeshwe kukhathalogi yomkhiqizo wakho ayikwazi ukusungula umkhiqizo ongekho. Imodeli encane eqeqeshwe ngezinqubomgomo zakho ze-HR ayikwazi ukwenza inzuzo ongayinikezi. Isisekelo solwazi esinemingcele siba isici, hhayi umkhawulo — futhi emabhizinisini lapho ukwethembana nokunemba kungaxoxiswana khona, le nzuzo iwujuqu.

Ukwakha Isu Lakho Le-MicroGPT Ngaphandle Kwekhodi Yokubhala

Indlela esebenzayo yamabhizinisi amaningi ayiqeqesheli amamodeli ngokwezifiso kusukela ekuqaleni - ikhetha izinkundla esezenze umsebenzi onzima wokushumeka ubuhlakani obuyisipesheli kumathuluzi asebenzisekayo. I-equation yokwakha ngokumelene nokuthenga ithanda kakhulu ukuthenga lapho ibhizinisi lakho eliyinhloko lingekona ukuthuthukiswa kwe-AI.

Qala ngokuhlola imisebenzi yakho ukuze uthole imisebenzi ephindaphindwayo, esekelwe emithethweni okwamanje edla amahora omuntu: ukufakwa kwedatha, ukuxhumana okulandelwayo, ukwenziwa kwemibiko, ukuhlela, nokuhlukanisa ngezigaba. Lokhu ukuhamba komsebenzi lapho i-AI yesikali esincane iletha i-ROI esheshayo. Okulandelayo, hlola izinkundla ngokususelwe ekutheni i-AI yazo iyimojula yangempela yini — okusho ukuthi ungakwazi ukusebenzisa izici ezihlakaniphile endaweni eyodwa ngaphandle kokuvaleleka ekuzibophezeleni kwe-AI kwento yonke noma lutho.

Amapulatifomu afana ne-Mewayz, ahlinzeka ngesigaba samahhala esifinyelela kumamojula abalulekile aqala ku-$0/ngenyanga kanye nezigaba zeprimiyamu ukusuka ku-$19 kuya ku-$49/ngenyanga, avumela amabhizinisi ukuthi ahlole ukuzenzakalela okuhlakaniphile ezindaweni ezinobungozi obuncane ngaphambi kokukala. Umbuzo obalulekile okufanele uwubuze noma yimuphi umthengisi wenkundla akukona ukuthi "Ingabe unayo i-AI?" — ithi "Ingabe i-AI yakho iyakuqonda ukuhamba komsebenzi wami othile, noma ungqimba olujwayelekile oluboshwe phezulu?"

Okubalulekile: Ubuhlakani Kufanele Bungabonakali

Ukunyakaza kwe-MicroGPT kufundisa isifundo esidlulela ngalé kobuhlakani bokwenziwa: ubuchwepheshe obungcono kakhulu buyanyamalala ekuhambeni komsebenzi. Abasebenzisi akufanele bacabange ngosayizi wamamodeli, ukubalwa kwepharamitha, noma izindleko zokucatshangelwa. Kufanele bavule inkundla yabo yebhizinisi, futhi izinto kufanele zivele zisebenze - ngokushesha, ngobuhlakani, futhi ngokunembe kakhulu kunayizolo.

Emabhizinisini angu-138,000+ asevele esebenza ku-Mewayz, lokhu iqiniso lansuku zonke. Ama-invoyisi amakwa ngaphambi kokuthi amaphutha afinyelele kumakhasimende. Ukuhola kuthola amaphuzu ngaphambi kokuthi amaqembu athengisayo avule amadeshibhodi awo. Amashejuli athuthukiswa ngaphambi kokuthi kuqubuke ukungqubuzana. Akukho nokukodwa kwakho okudinga ukuthi umsebenzisi aqonde ukuthi iMicroGPT isho ukuthini - futhi yilelo phuzu. I-AI ehamba phambili i-AI okungadingeki ucabange ngayo.

Njengoba imboni iqhubeka ne-pivot yayo isuka "ekuwineni kwemodeli enkulu" kuya "kukuwina kwemodeli yosayizi olungile," amabhizinisi aqondana nale filosofi kusenesikhathi azozithola esebenza kahle kakhulu, ngendlela ethengekayo, futhi ngokuzethemba kakhulu kunezimbangi ezisajaha umjikelezo we-AI. I-micro revolution iyezi — isikhona vele, ishumekwe buthule kumathuluzi asetshenziswa amabhizinisi ahlakaniphile nsuku zonke.

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Imibuzo Evame Ukubuzwa

Iyini ngempela i-MicroGPT?

I-MicroGPT isho ukuthuthukiswa kwamamodeli e-AI amancane, akhethekile kakhulu adizayinelwe imisebenzi ethile, ngokungafani namamodeli amakhulu enjongo evamile njenge-GPT-4. Lawa mamodeli ahlangene aqeqeshelwa ukwenza kahle eqoqweni elincane lemisebenzi, njengesevisi yamakhasimende, ukuhlaziya idatha, noma ukukhiqizwa kokuqukethwe. Lokhu kugxila kuwenza asebenze kahle kakhudlwana, athengeke, futhi kube lula ukuwahlanganisa ezinhlelweni zokusebenza zebhizinisi ngaphandle kwezindleko eziphezulu nobunkimbinkimbi bezinye izindlela ezinkulu.

Kungani amamodeli e-AI amancane engcono kumabhizinisi?

Amamodeli amancane afana ne-MicroGPT anikezela ngezinzuzo ezibalulekile zamabhizinisi, ikakhulukazi ama-SMB. Ayashesha, angabizi kakhulu ukuwasebenzisa, futhi adinga amandla amancane okubala, okwehlisa izindleko zokusebenza. Isimo sabo esikhethekile sisho ukuthi bavame ukwenza kangcono emisebenzini yabo ethile ngamaphutha ambalwa. Amapulatifomu afana ne-Mewayz, enamamojula angu-207 ngo-$19/mo, abonisa ukuthi la mathuluzi e-AI agxile kangakanani afinyeleleke futhi asebenza kanjani ekusebenzeni kwansuku zonke kwebhizinisi.

Ngingayihlanganisa kanjani imodeli ye-MicroGPT kumasistimu ami akhona?

Ukuhlanganisa ngokuvamile kuqondile. Amamodeli amaningi e-MicroGPT anikezwa ngama-API noma njengamamojula akhiwe ngaphambilini aklanyelwe amapulatifomu athile. Isibonelo, ungasebenzisa isevisi efana ne-Mewayz ukwengeza amakhono e-AI njengokuhlaziya imizwa noma izimpendulo ezizenzakalelayo ngqo ku-CRM yakho, ideskithophu yosizo, noma amathuluzi okuthengisa ngaphandle kokudinga ithimba lochwepheshe be-AI. Le ndlela yokuhlanganisa nokudlala yehlisa kakhulu isithiyo sokungena.

Ingabe imodeli encane inamandla amancane kunenkulu njenge-GPT-4?

Hhayi ngenjongo yakhona. Ngenkathi imodeli ye-MicroGPT ingeke ibe nolwazi olubanzi, olujwayelekile lwemodeli enkulu, imvamisa inembe kakhudlwana futhi inokwethenjelwa ngomsebenzi othile eyakhelwe wona. Kucabange njengengcweti yengcweti ngokumelene ne-jack-of-all-trades. Kuzinhlelo zebhizinisi eziqondisiwe—lapho ukunemba, isivinini, kanye nezindleko kubaluleke ngaphezu kobubanzi bezingxoxo—imodeli encane ekhethekile ivamise ukuba yinketho ehamba phambili.

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