Hacker News

Microgpt

Amagqabantshintshi

9 min read Via karpathy.github.io

Mewayz Team

Editorial Team

Hacker News

Ukunyuka kwe-MicroGPT: Kutheni iiModeli ezincinci ze-AI ziTshanisa kwakhona indlela amashishini asebenza ngayo

Kule minyaka imbalwa idlulileyo, ugqatso lwe-AI lucaciswe yinto enye: enkulu. Iiparamitha ezininzi, idatha yoqeqesho ngakumbi, i-comute ngaphezulu. Kodwa uguquko oluzolileyo lutyhileka kwelinye icala. I-MicroGPT - intshukumo eya kwi-compact, imodeli ye-AI ecacileyo-ibonisa ukuba incinci inokuba nengqondo, ikhawuleza, kwaye isebenziseke kakhulu kumashishini afuna ngokwenene i-AI ukuba isebenze, hayi nje ukuchukumisa. Ngelixa iingxilimbela zetekhnoloji zileqa ubukrelekrele jikelele bokwenziwa, amashishini amancinci naphakathi afumanisa ukuba imodeli ekhaphukhaphu eqeqeshwe kwidatha yabo inokugqwesa i-trillion-parameter behemoth kwimisebenzi eyona nto ibalulekileyo: ukuphendula imibuzo yabathengi, ukuvelisa ii-invoyisi, ukucwangcisa ukuqeshwa, kunye nokugcina imisebenzi isebenza ngaphandle kwebhajethi ye-AI.

Yintoni kanye kanye iMicroGPT?

I-MicroGPT ayiyomveliso okanye inkampani enye — yifilosofi yoyilo. Eli gama lichaza iimodeli ze-AI ezincinci ngamabom, ngokuqhelekileyo ukusuka kwi-1 yezigidi ukuya kwi-3 yeebhiliyoni zeeparamitha, zilungiswe kakuhle ukuba zigqwese kwimisebenzi emxinwa kunokuba uzame ukwenza yonke into. Ngokungafaniyo neenjongo eziqhelekileyo zolwimi lweemodeli ezinkulu (LLMs) ezifuna amaqela amakhulu e-GPU kwaye anokubiza ngaphezulu kwe-10 yeedola kwi-1,000 yeefowuni ze-API zemisebenzi enzima, imifuziselo ye-MicroGPT inokuqhuba kwi-laptop eqhelekileyo, i-$ 5/inyanga yelifu, okanye ifakwe ngokuthe ngqo kwisicelo seshishini.

Ingcamango ifumene i-traction ekupheleni kwe-2023 xa abaphandi babonisa ukuba imodeli ye-1.3-billion-parameter ilungiswe kakuhle kwidatha ye-domain-specific inokufanisa okanye iphumelele i-GPT-3.5 kwiibenchmarks ezijoliswe kuyo. Ngo-2025, uluntu oluvulelekileyo luvelise inqwaba yesakhelo - i-TinyLlama, i-Phi-3 Mini, i-Gemma 2B - eyenza kube lula ukuba abaphuhlisi basebenzise i-AI ye-micro-scale kwiindawo zemveliso. Umyalezo wawucacile: awuyidingi iFerrari xa ibhayisekile elungiswe kakuhle ikusa kwindawo enye ngokukhawuleza, kwitrafikhi.

Kubanini bamashishini, olu tshintsho lubaluleke kakhulu. Kuthetha ukuba i-AI ayisabanjwa ngasemva kweekhontrakthi zamashishini kunye namaqela esayensi yedatha. Umntu osebenza yedwa oqhuba umsebenzi wokuqeqesha okanye i-arhente yabantu abangama-20 elawula ii-invoyisi zabathengi inokuzinzisa i-automation ekrelekrele kumsebenzi wabo ngaphandle kokuqonda umgca omnye wekhowudi yokufunda koomatshini - ngaphandle kokuba basebenzisa iqonga elifanelekileyo.

Kutheni iiModeli ezinkulu ziBabekile kwi-90% yeMisebenzi yeShishini

Uthathela ingqalelo imisebenzi yemihla ngemihla yeshishini elincinci eliqhelekileyo. Umnini kufuneka athumele ii-imeyile ezilandelelweyo ezikhokelayo, ahlele amathikithi angenayo angenayo, avelise isishwankathelo somvuzo weveki, kwaye aqulunqe isithuba semidiya yoluntu. Akukho namnye kule misebenzi efuna amandla okuqiqa we-175-billion-parameter model. Enyanisweni, ukwenza le misebenzi nge-LLM enkulu yazisa ukubambezeleka, ukungaqiniseki, kunye neendleko ezijongela phantsi imveliso.

Uphononongo luka-2025 olwenziwa yi-Stanford's Human-Centered AI Institute lufumene ukuba i-87% yamatyala okusetyenziswa kwe-AI yoshishino ibandakanya iintlobo ezingaphantsi kwesihlanu ezicacileyo zemisebenzi, kwaye iimodeli ezincinci ezilungelelanisiweyo zifezekise ukuchaneka kwe-94% kule misebenzi xa kuthelekiswa ne-96% yeemodeli zemida - ngexabiso elinye lamashumi amahlanu. Umda we-2% wokuchaneka kophuculo aluthetheleli iindleko zemibutho emininzi. Xa usenza i-invoyisi yerenti okanye uhlela ingxelo yabathengi ngokweendidi, "vala ngokwaneleyo" nge-$0.001 ngesicelo ngasinye ibetha "egqibeleleyo" kwi-$0.05.

Oku ngokuchanekileyo kutheni iiplatifomu ezifana Mewayzzixhomekeke kwimodyuli ye-AI yokuzenzekelayo kunokuba ibholiti kuluhlu olulodwa lwe-AI lwe-monolithic. Ngeemodyuli ezikhethekileyo ezingama-207 ezithatha iCRM, i-invoyisi, i-HR, i-payroll, ulawulo lwezithuthi, kunye nohlalutyo, i-Mewayz isebenzisa i-automation ekrelekrele kanye apho ifuneka khona - ngaphakathi komxholo wemodyuli nganye - kunokuba ifake yonke inkqubo yeshishini ngenjini ye-AI enobungakanani obunye.

IiNzuzo eziHlanu zoShishino lokuHamba iMicro

Utshintsho olusingise kwimigaqo ye-MicroGPT luzisa iinzuzo ezibonakalayo, ezinokulinganiseka ezibalulekayo kubaqhubi bamashishini abakhathalela kakhulu imida kunemodeli yezakhiwo. Ezi zibonelelo zidibana njengoko amashishini akhula, okwenza indlela encinci ibe nomtsalane ekuhambeni kwexesha.

  • Ukunciphisa iindleko ze-80-95%: Ukuqhuba imodeli ye-parameter ye-2B elungiswe kakuhle kwimeko yefu ethobekileyo ixabisa phakathi kwe-$ 15 kunye ne-$ 50 ngenyanga. Iifowuni ze-API ezilinganayo kwimodeli yemida yomthamo ofanayo wemisebenzi inokugqithisa ngokulula i-$ 500 ngenyanga.
  • Latency ngaphantsi kwe-200ms: Iimodeli ezincinci ziphendula nge-50-200 milliseconds xa kuthelekiswa ne-1-5 imizuzwana kwiimodeli ezinkulu ezibanjwe ngamafu. Kwizicelo ezijongene nabathengi ezifana nee-chatbots okanye ukhangelo lwexesha lokwenyani, lo mahluko uchaza amava omsebenzisi.
  • Ubumfihlo bedatha ngokuzenzekelayo: Xa imodeli isebenza kwisiseko sakho - okanye ngaphakathi kweqonga lakho elikhethiweyo le-SaaS - idatha yomthengi ayilokothi ishiye indawo yakho. Kumashishini akwinkonzo yezempilo, esemthethweni, okanye yezemali, oku asiyonto yokuzonwabisa; yimfuneko yokuthobela.
  • Indlela yokuziphatha eqikelelwayo: Imifuziselo emincinci elungiswe kakuhle kwiiseti zedatha ethile ivelisa iziphumo ezifanayo, eziphindaphindwayo. Akukho mngcipheko wokuba i-AI ngequbuliso ivelise impendulo engeyiyo yohlobo okanye ilahlekise umgaqo-nkqubo ongekhoyo.
  • Amandla okungaxhunyiwe kwi-intanethi: Iimodeli ezincinci ezibekwe kwi-Edge zisebenza ngaphandle koqhagamshelo lwe-intanethi, ukunika amandla amaqela angaphandle, abasebenzi abakude, kunye namashishini okuqala ngeselula ukufikelela kwiifitsha ze-AI-powered naphi na.

Ezi zibonelelo azikho ithiyori. Inkampani yolawulo lwepropathi eMelbourne inike ingxelo yokunciphisa iindleko zabo zonxibelelwano lomqeshi ngama-73% emva kokutshintshela kwingxoxo ye-AI yenjongo eqhelekileyo ukuya kwimodeli encinci eqeqeshwe ngokukodwa kwizivumelwano zabo zokuqeshisa, iinkqubo zokulondolozwa, kunye nedatha ye-FAQ. Imodeli encinci iphendule imibuzo yomqeshi ngokuchanekileyo ngakumbi kuba ibiyazi kuphela into ekufuneka iyazi.

Njani iMigaqo ye-MicroGPT inamandla kwiiPlatifomu zeShishini zanamhlanje

Ezona nkampani zihlakaniphileyo zesoftware zoshishino zifake ifilosofi yeMicroGPT ngaphandle kokuyibhengeza. Endaweni yokuthembisa "i-AI-powered everything," babethelela ubukrelekrele obakhelwe injongo kuhambo lomsebenzi ngamnye. Imodyuli yeCRM isebenzisa umdidi omncinci ukufumana amanqaku okukhokela. Imodyuli ye-invoyisi isebenzisa imodeli yokuqaphela ipateni ukuflegi okungaqhelekanga. Imodyuli yokucwangcisa isebenzisa ialgorithm yokwenza lula ukunciphisa iingxabano zokubhukisha.

Le ndlela yemodyuli ibonakalisa indlela iMewayz esebenzela ngayo abasebenzisi bayo be-138,000+ kuwo wonke amashishini. Endaweni yokubeka umncedisi omnye we-AI phezu kweqonga lilonke, imodyuli nganye ye-Mewayz's 207 ibandakanya i-automation elungiselelwe umsebenzi wayo othile. Imodyuli yomvuzo iqonda izibalo zerhafu kunye nemithetho yokuthotyelwa. Inkqubo yokubhukisha ikhulisa iindawo zokutyumba ngokusekwe kwiipateni zembali. Abafowunelwa be-CRM abazenzekelayo kusetyenziswa idatha yokuziphatha. Akukho modyuli enye ezama ukuba yiyo yonke into — kwaye oko kuzibamba kuko kanye okwenza inkqubo ithembeke.

"Ikamva le-AI yoshishino ayikho ingqondo enkulu - yinethiwekhi yeengqondo ezincinci ezikhethekileyo, nganye ilawula i-domain enye. Iinkampani eziqondayo ezi zinto ziya kudlula abo basalindele umlingo, benze-yonke into ye-AI ukuxazulula zonke iingxaki zabo ngaxeshanye. "

Olu khetho loyilo lukwathetha ukuba amashishini angathatha i-AI ngokunyuswayo. Umntu osebenza ngokuzimeleyo unokuqalisa ngesixhobo se-Mewayz sekhonkco-kwi-bio kunye nemodyuli ye-invoyisi kwisicwangciso sasimahla, emva koko ngokuthe ngcembe uvule iCRM, uhlalutyo, kunye neemodyuli ze-HR njengoko iqela labo likhula - nganye izisa umaleko wayo we-automation ekrelekrele ngaphandle kokufuna imfuduko yeqonga elithengiswayo okanye ukulungiswa kweqhinga le-AI.

Usetyenziso lwehlabathi lokwenyani: Apho iiModeli eziNcinane zigqwesa iiNgxilimbela

Ubungqina buyanda kuwo wonke amashishini. Kwi-e-yorhwebo, abarhwebi abasebenzisa iimodeli ezincinci zokucetyiswa kwemveliso zilungiswe kakuhle kwidatha yekhathalogu yazo ingxelo ye-22% ephezulu yokucofa-ngokusebenzisa amaxabiso angaphezulu kunalawo asebenzisa i-APIs yeengcebiso eziqhelekileyo. Kulawulo lokhathalelo lwempilo, iikliniki ezisebenzisa iimodeli ezincinci zovavanyo lokuqeshwa ziye zanciphisa amazinga okungabonakalisi ngama-31% ngokuxela kwangaphambili kunye nokunxibelelana kwangaphambili nezigulana ezisemngciphekweni. Kwiinkonzo zobuchwephesha, iifemu zomthetho ezisebenzisa imodeli yokuhlelwa kwamaxwebhu ahlangeneyo ziqhuba iikhontrakthi ezikhawulezayo ezi-4 kunezo zixhomekeke kuxwebhu lwenjongo jikelele AI.

💡 DID YOU KNOW?

Mewayz replaces 8+ business tools in one platform

CRM · Invoicing · HR · Projects · Booking · eCommerce · POS · Analytics. Free forever plan available.

Start Free →

Ipatheni iyahambelana: xa imodeli isazi kancinci malunga nehlabathi kodwa ngakumbi malunga neshishini lakho, lenza ngcono kwimisebenzi yakho yeshishini. Indawo yokutyela ayifuni i-AI enokuthi ibhale imibongo kwaye isombulule iingxaki zokubala. Ifuna umntu onokuqikelela imfuno yesidlo sangokuhlwa ngoLwesibini ngokusekelwe kwimozulu, iziganeko zendawo, kunye namaqweqwe embali - kunye nemodeli ye-50-million-parameter inokukwenza oko ngokuqaqambileyo.

Obu buchwephesha bukwanciphisa owona mngcipheko unobungozi kwishishini i-AI: ukubona izinto ezingekhoyo. Imodeli encinci eqeqeshwe kwikhathalogu yemveliso yakho ayinakuyila imveliso engekhoyo. Imodeli encinci eqeqeshwe kwimigaqo-nkqubo ye-HR ayikwazi ukwenza inzuzo ongayinikiyo. Isiseko solwazi esithintelweyo siba luphawu, hayi isithintelo - kwaye kumashishini apho ukuthembana kunye nokuchaneka kungaxoxiswana, olu ncedo luthatha isigqibo.

Ukwakha iSicwangciso sakho seMicroGPT Ngaphandle kweKhowudi yokuBhala

Eyona ndlela isebenzayo kuninzi lwamashishini ayiloqeqesho lwemifuziselo eqhelekileyo ukusuka ekuqaleni - lukhetha amaqonga asele ewenzile umsebenzi onzima wokuzinzisa ubukrelekrele obukhethekileyo kwizixhobo ezisebenzisekayo. I-Build-Versus-Buy equation ithanda kakhulu ukuthenga xa ishishini lakho lingelophuhliso lwe-AI.

Qala ngokuphicotha imisebenzi yakho yokuphinda-phinda, imisebenzi esekwe kwimithetho edla ngoku iiyure zabantu: ukungena kwedatha, unxibelelwano olulandelelweyo, ukuveliswa kwengxelo, ukucwangcisa, kunye nokwahlulahlula. Oku kukuhamba komsebenzi apho i-AI ye-micro-scale ihambisa i-ROI yangoko. Okulandelayo, vavanya amaqonga ngokusekwe ekubeni i-AI yabo ikwimodyuli yokwenyani - oku kuthetha ukuba unokuvula iimpawu ezikrelekrele kwindawo enye ngaphandle kokutshixwa kwisibophelelo se-AI.

Amaqonga afana ne-Mewayz, anika i-tier yamahhala-ngonaphakade kunye nokufikelela kwiimodyuli eziphambili eziqala kwi-$ 0 / ngenyanga kunye ne-premium tiers ukusuka kwi-$ 19 ukuya kwi-$ 49 / ngenyanga, vumela amashishini ukuba avavanye i-automation ehlakaniphile kwiindawo ezinobungozi obuphantsi ngaphambi kokunyuka. Umbuzo obalulekileyo wokubuza nawuphi na umthengisi weqonga awukho "Ngaba unayo i-AI?" — ngu "Ingaba i-AI yakho iyakuqonda ukuhamba kwam komsebenzi othile, okanye ngumaleko wegeneric obotshwe ngaphezulu?"

Owona Mmandla: Ubukrelekrele kufuneka bungabonakali

Intshukumo ye-MicroGPT ifundisa isifundo esidlulela ngaphaya kobukrelekrele bokwenziwa: obona buchwephesha buyanyamalala ekuhambeni komsebenzi. Abasebenzisi akufuneki bacinge malunga nobungakanani bemodeli, ukubalwa kweparamitha, okanye iindleko zokuthelekelela. Kufuneka bavule iqonga leshishini labo, kwaye izinto kufuneka zisebenze ngokulula - ngokukhawuleza, ngobukrelekrele, kwaye ngokuchanekileyo ngakumbi kunokuba benzile izolo.

Kumashishini angama-138,000+ asele eqhuba kwi-Mewayz, le yinyani yemihla ngemihla. Ii-invoyisi ziphawulwa phambi kokuba iimpazamo zifike kubathengi. Ukhokelo lufumana amanqaku phambi kokuba amaqela athengisayo avule iideshibhodi zawo. Iishedyuli ziyalungiswa phambi kokuba kuvele ungquzulwano. Akukho nanye kuyo efuna ukuba umsebenzisi aqonde ukuba iMicroGPT ithetha ukuthini - kwaye yile ngongoma kanye. Eyona AI yeyona AI ungaze ucinge ngayo.

Njengoko ishishini liqhubeka ne-pivot yalo ukusuka "kwimodeli enkulu yokuphumelela" ukuya "kukuphumelela imodeli yobukhulu," amashishini ahambelana nale nfilosofi kwangethuba aya kuzifumana esebenza ngokufanelekileyo, ngokufikelelekayo, kunye nokuzithemba ngakumbi kunokuba abakhuphisana basaleqa umjikelo we-AI. I-micro revolution ayizi - sele ilapha, ifakwe ngokuzolileyo kwizixhobo ezisetyenziswa ngamashishini ahlakaniphile mihla le.

Yakha ishishini lakho OS namhlanje

Ukusuka kwi-freelancers ukuya kwiiarhente, iMewayz inika amandla amashishini angama-138,000+ aneemodyuli ezidityanisiweyo ezingama-207. Qala simahla, uphucule xa ukhula.

Dala iAkhawunti Yasimahla →

Imibuzo Ebuzwa Rhoqo

Yintoni kanye kanye iMicroGPT?

I-MicroGPT ibhekisa kuphuhliso lweemodeli ezincinci, ezikhethekileyo ze-AI eziyilelwe imisebenzi ethile, ngokungafaniyo nemifuziselo yenjongo ngokubanzi efana ne-GPT-4. Le mifuziselo icompact iqeqeshelwa ukugqwesa kwiseti yemisebenzi emxinwa, efana nenkonzo yabathengi, uhlalutyo lwedatha, okanye ukuveliswa komxholo. Oku kugxininiswa kubenza basebenze ngakumbi, bafikeleleke, kwaye kube lula ukudibanisa kuhambo lomsebenzi ngaphandle kweendleko eziphezulu kunye nobunzima bezinye iindlela ezinkulu.

Kutheni iimodeli ze-AI ezincinci zingcono kumashishini?

Iimodeli ezincinci ezifana neMicroGPT zibonelela ngeenzuzo ezibalulekileyo kumashishini, ngakumbi ii-SMB. Ziyakhawuleza, zingabizi kakhulu ukuqhuba, kwaye zifuna amandla amancinci okubala, nto leyo ehlisa iindleko zokusebenza. Ubume babo obukhethekileyo buthetha ukuba bahlala beqhuba ngcono kwimisebenzi yabo ethile ngeempazamo ezimbalwa. Iiplatforms ezifana ne-Mewayz, kunye neemodyuli zayo ze-207 ze-$ 19 / mo, zibonisa indlela ezifikeleleke ngayo kwaye zisebenziseka njani ezi zixhobo ze-AI ezigxininisiweyo zibe yimisebenzi yemihla ngemihla yezoshishino.

Ndingayidibanisa njani imodeli ye-MicroGPT kwiinkqubo zam ezikhoyo?

Udibaniso luqhelekile ngokuthe ngqo. Uninzi lweemodeli ze-MicroGPT zinikezelwa ngee-API okanye njengeemodyuli ezakhelwe kwangaphambili ezilungiselelwe amaqonga athile. Umzekelo, ungasebenzisa inkonzo efana ne-Mewayz ukongeza amandla e-AI njengohlalutyo lweemvakalelo okanye iimpendulo ezizenzekelayo ngqo kwi-CRM yakho, idesika yoncedo, okanye izixhobo zokuthengisa ngaphandle kokufuna iqela leengcali ze-AI. Le ndlela yokudibanisa kunye nokudlala inciphisa kakhulu umqobo wobugcisa ekungeneni.

Ingaba imodeli encinci ayinakho ukusebenza kunenkulu njenge GPT-4?

Ayiyonjongo yayo. Ngelixa imodeli ye-MicroGPT ingayi kuba nolwazi olubanzi, olubanzi lwemodeli enkulu, ihlala ichanekile kwaye ithembekile kumsebenzi othile owakhelwe wona. Yicinge njengegcisa elinobuchule ngokuchasene ne-jack-of-all-trades. Kwizicelo zeshishini ekujoliswe kuzo-apho ukuchaneka, isantya, kunye neendleko zibaluleke ngaphezu koluhlu lwencoko-imodeli encinci ekhethekileyo ikholisa ukuba lolona khetho luphezulu.

Try Mewayz Free

All-in-one platform for CRM, invoicing, projects, HR & more. No credit card required.

Start managing your business smarter today

Join 30,000+ businesses. Free forever plan · No credit card required.

Ready to put this into practice?

Join 30,000+ businesses using Mewayz. Free forever plan — no credit card required.

Start Free Trial →

Ready to take action?

Start your free Mewayz trial today

All-in-one business platform. No credit card required.

Start Free →

14-day free trial · No credit card · Cancel anytime