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Microgpt

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15 min read Via karpathy.github.io

Mewayz Team

Editorial Team

Hacker News

The Rise of MicroGPT: Hobaneng Meetso e Menyenyane ea AI e Fetola Mokhoa oo Likhoebo li Sebetsang Kateng

Lilemong tse 'maloa tse fetileng, peiso ea AI e hlalositsoe ka maikutlo a le mong: e kholoanyane. Mekhahlelo e mengata, data e eketsehileng ea koetliso, compute e eketsehileng. Empa phetohelo e khutsitseng e ntse e tsoela pele ka tsela e fapaneng. MicroGPT - motsamao o lebisang ho mefuta ea AI e ts'oanang, e ikhethileng mosebetsing - e paka hore tse nyane li ka ba bohlale, tsa potlaka, hape li sebetsa haholo bakeng sa likhoebo tse hlileng li hlokang hore AI e sebetse, eseng feela ho khahlisa. Le hoja linatla tsa theknoloji li lelekisa bohlale bo akaretsang ba maiketsetso, likhoebo tse nyane le tse mahareng li ntse li fumana hore mohlala o bobebe o koetlisitsoeng ka data oa bona o ka feta behemoth ea litrilione-paramethara mesebetsing e hlileng e leng ea bohlokoa: ho araba lipotso tsa bareki, ho hlahisa li-invoice, ho hlophisa nako ea kopano, le ho boloka ts'ebetso e sa sebetse ntle le palo e tšeletseng ea AI.

Hantlentle MicroGPT ke Eng?

MicroGPT ha se sehlahisoa kapa khamphani e le 'ngoe — ke filosofi ea moralo. Lentsoe lena le hlalosa mefuta ea AI e nyane ka boomo, hangata ho tloha ho limilione tse 1 ho isa ho tse limilione tse likete tse 3, e hlophisitsoeng hantle ho ipabola mesebetsing e moqotetsane ho fapana le ho leka ho etsa ntho e ngoe le e ngoe. Ho fapana le mefuta e mengata ea lipuo tse kholo (LLMs) e hlokang lihlopha tse kholo tsa GPU 'me e ka bitsa chelete e ka holimo ho $10 bakeng sa mehala e 1,000 ea API bakeng sa mesebetsi e rarahaneng, mefuta ea MicroGPT e ka sebetsa ka laptop e tloaelehileng, mohlala oa maru oa $5/khoeli, kapa ea kenngoa ka kotloloho ts'ebelisong ea khoebo.

Mohopolo ona o ile oa ntlafala ho elella bofelong ba 2023 ha bafuputsi ba ne ba bontša hore mohlala oa 1.3-bilione-parameter o hlophisitsoeng hantle ho data-specific data o ka bapisa kapa oa feta GPT-3.5 ho li-benchmarks tse lebisitsoeng. Ka 2025, sechaba se bulehileng se ne se hlahisitse meralo e mengata - TinyLlama, Phi-3 Mini, Gemma 2B - e entseng hore ho be bonolo hore bahlahisi ba sebelise AI e nyane libakeng tsa tlhahiso. Molaetsa o ne o hlakile: ha o hloke Ferrari ha baesekele e lokiselitsoeng hantle e u fihlisa sebakeng se le seng ka potlako, ka har'a sephethephethe.

Ho beng ba likhoebo, phetoho ena e bohlokoa haholo. Ho bolela hore AI ha e sa ts'oaroa ka morao ho likonteraka tsa likhoebo le lihlopha tsa mahlale a data. Motho ea ikatisang a le mong ea nang le boikoetliso kapa li-invoice tsa batho ba 20 a ka kenya li-automation tse bohlale tšebetsong ea hae ntle le ho utloisisa mohala o le mong oa khoutu ea ho ithuta ka mochini - ha feela ba sebelisa sethala se nepahetseng.

Hobaneng Mehlala e Meholo e Feta ho Feta Bakeng sa 90% ea Mesebetsi ea Khoebo

Nahana ka ts'ebetso ea letsatsi le letsatsi ea khoebo e nyane e tloaelehileng. Mong'a lona o hloka ho romella li-imeile tse latelang ho baetapele, ho arola litekete tse kenang tsa tšehetso, ho hlahisa kakaretso ea moputso oa beke le beke, le ho ngola poso ea litaba tsa sechaba. Ha ho le e 'ngoe ea mesebetsi ena e hlokang matla a ho beha mabaka a mofuta oa 175-bilione-parameter. Haele hantle, ho tsamaisa mesebetsi ena ka LLM e kholo ho hlahisa ho lieha, ho se tsejoe esale pele, le litšenyehelo tse fokolisang tlhahiso.

Phuputso ea 2025 e entsoeng ke Setsi sa Stanford's Human-Centered AI se fumane hore 87% ea linyeoe tsa tšebeliso ea khoebo ea AI e kenyelletsa mefuta e ka tlase ho e mehlano e ikhethileng, le hore mefuta e menyenyane e hlophisitsoeng hantle e fihletse ho nepahala ha 94% mesebetsing ena ha e bapisoa le 96% ea mefuta ea moeli - ka theko e le 'ngoe ho tse mashome a mahlano. Ntlafatso e nyane ea 2% ea ho nepahala ha e lokafatse litšenyehelo tsa mekhatlo e mengata. Ha o etsa invoice ea rente kapa o hlophisa maikutlo a bareki ka mekhahlelo, "koala ho lekana" ka $0.001 kopo e 'ngoe le e 'ngoe e otla "perfect" ho $0.05.

Ke ka lebaka lena li-platform tse kang Mewayz li itšetlehile ka modular AI automation ho e-na le ho bolting holim'a monolithic AI e le 'ngoe. E na le li-module tse 207 tse ikhethileng tse akaretsang CRM, li-invoice, HR, payroll, tsamaiso ea likepe, le analytics, Mewayz e sebelisa othomathike e bohlale hantle moo e hlokehang - ka har'a moelelo o ikhethileng oa mojule ka 'ngoe - ho fapana le ho tsamaisa tšebetso e ngoe le e ngoe ea khoebo ka enjine ea AI e lekanang-tsohle.

Melemo e Mehlano ea Khoebo ea Going Micro

Ho fetohela ho melaoana ea MicroGPT ho fana ka melemo e bonahalang, e ka lekanngoang e bohlokoa ho bahoebi ba tsotellang ho feta meaho ho feta mehlala ea meralo. Melemo ena e kopana ha likhoebo li ntse li eketseha, li etsa hore mekhoa e menyenyane e be e khahlehang le ho feta ha nako e ntse e feta.

  • Phokotso ea litšenyehelo ka 80-95%: Ho sebelisa mohlala o hlophisitsoeng hantle oa 2B-paramethara sebakeng sa maru ho bitsa lipakeng tsa $15 le $50 ka khoeli. Equivalent API call to a frontier model for the same volume of tasks can be more than $500 monthly.
  • Latency e ka tlase ho 200ms: Mefuta e menyenyane e araba ka 50-200 milliseconds ha e bapisoa le metsotsoana e 1-5 bakeng sa mefuta e meholo e tsamaisoang ke maru. Bakeng sa lits'ebetso tse shebaneng le bareki joalo ka chatbots kapa patlo ea nako ea nnete, phapang ena e hlalosa boiphihlelo ba mosebelisi.
  • Lekunutu la data ka boiketsetso: Ha mohlala o sebetsa ho lisebelisoa tsa hau - kapa ka har'a sethala sa hau sa SaaS se khethiloeng - data ea bareki ha e tlohe tikolohong ea hau. Bakeng sa likhoebo tsa litšebeletso tsa bophelo bo botle, tsa molao, kapa tsa lichelete, sena ha se boiketlo; ke tlhoko ea boikamahanyo.
  • Boitšoaro bo reriloeng esale pele: Mefuta e menyenyane e hlophisitsoeng hantle ho li-database tse ikhethileng e hlahisa liphetho tse sa fetoheng. Ha ho na kotsi ea hore AI e ka hlahisa karabelo e se nang lebitso ka tšohanyetso kapa ea ho etsa leano le le sieo.
  • Bokhoni ba kantle ho Marang-rang: Mefuta e menyenyane e sebelisoang ke Edge e sebetsa ntle le khokahanyo ea Marang-rang, e nolofalletsa lihlopha tsa masimong, basebetsi ba hole, le likhoebo tse qalang ho fumana likarolo tsa AI kae kapa kae.

Melemo ena ha se khopolo-taba. K'hamphani ea tsamaiso ea thepa e Melbourne e tlalehile ho fokotsa litšenyehelo tsa bona tsa puisano ka 73% kamora ho tloha mocheng oa puisano oa AI ho ea ho mofuta o monyane o koetlisitsoeng ka litumellano tsa bona tsa khiriso, lits'ebetso tsa tlhokomelo, le database ea FAQ. Moetso o monyane o arabile lipotso tsa mohiri ka nepo ho feta hobane o ne o tseba feela seo o hlokang ho se tseba.

Kamoo Melao-motheo ea MicroGPT e Matlafatsang Lipolanete tsa Khoebo tsa Kajeno

Lik'hamphani tse bohlale ka ho fetisisa tsa software li kentse filosofi ea MicroGPT ka hare ntle le ho e bapatsa. Sebakeng sa ho ts'episa "AI-powered ntho e 'ngoe le e 'ngoe," ba kentse bohlale bo hahelletsoeng molemong oa phallo ea mosebetsi. Mojule oa CRM o sebelisa mohlophisi e monyane ho fumana lintlha. Mojule oa li-invoice o sebelisa mohlala oa temoho ea paterone ho tšoaea liphoso. Mojule oa ho hlophisa o sebelisa algorithm ea ntlafatso e bobebe ho fokotsa likhohlano tsa lipehelo.

Tsela ena ea modular e bontša kamoo Mewayz e sebeletsang basebelisi ba eona ba 138,000+ ho pholletsa le indasteri. Sebakeng sa ho beha mothusi a le mong oa AI holim'a sethala kaofela, e 'ngoe le e 'ngoe ea li-module tsa Mewayz tse 207 e kenyelletsa othomathike e hlophiselitsoeng tšebetso ea eona e ikhethileng. Mojule oa meputso o utloisisa lipalo tsa lekhetho le melao ea ho latela. Sistimi ea ho beeletsa e ntlafatsa libaka tsa kopano ho ipapisitsoe le mekhoa ea nalane. Likhokahano tsa likarolo tse ikemetseng tsa CRM li sebelisa data ea boitšoaro. Ha ho na mojule o le mong o lekang ho ba ntho e 'ngoe le e' ngoe - 'me ho ithiba hoo ke hona ho etsang hore sistimi e tšepahale.

"Bokamoso ba khoebo ea AI ha se boko bo le bong bo boholo - ke marang-rang a li-micro-intelligences tse khethehileng, e 'ngoe le e' ngoe e laola sebaka se le seng. Lik'hamphani tse utloisisang sena li tla feta tse ntseng li emetse boselamose, ho etsa ntho e 'ngoe le e' ngoe AI ho rarolla mathata a bona hang-hang. "

Khetho ena ea meralo e boetse e bolela hore likhoebo li ka sebelisa AI butle-butle. Motho ea ikemetseng a ka qala ka sesebelisoa sa Mewayz sa link-in-bio le module ea li-invoice mabapi le moralo oa mahala, ebe butle-butle a kenya tšebetsong li-module tsa CRM, analytics, le HR ha sehlopha sa bona se ntse se hola - e 'ngoe le e 'ngoe e tlisa lera la eona la othomathike e bohlale ntle le ho hloka ho falla ha sethala ka bongata kapa phetoho ea leano la AI.

Likopo tsa Sebele sa Lefatše: Moo Meetso e Menyenyane e Fetang Li-Giants

Bopaki bo ntse bo eketseha ho pholletsa le liindasteri. Khoebong ea e-commerce, barekisi ba sebelisang mefuta e menyenyane ea likhothaletso tsa lihlahisoa tse hlophisitsoeng hantle lethathamong la bona la data ba tlaleha 22% ea litheko tse holimo ho feta ba sebelisang li-API tsa likhothaletso tse akaretsang. Tsamaisong ea tlhokomelo ea bophelo bo botle, litleliniki tse sebelisang mefuta e menyane bakeng sa tlhahlobo ea likhetho li theotse litefiso tsa ho se bonts'e ka 31% ka ho bolela esale pele le ho ikopanya le bakuli ba kotsing. Litšebeletsong tsa profeshenale, lifeme tsa molao tse sebelisang meralo ea compact document-classification process likonteraka tse 4x kapele ho feta tse itšetlehileng ka tokomane ea sepheo se akaretsang sa AI.

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Paterone e tsitsitse: ha mohlala o tseba hanyane ka lefatše empa haholoanyane ka khoebo ea hau, e sebetsa hantle mesebetsing ea hau ea khoebo. Sebaka sa thekiso ea lijo ha se hloke AI e khonang ho ngola lithothokiso le ho rarolla mathata a lipalo. E hloka e ka lepang tlhoko ea lijo tsa mantsiboea tsa Labobeli ho ipapisitse le maemo a leholimo, liketsahalo tsa lehae, le likoahelo tsa nalane - mme mohlala oa 50-million-parameter o ka etsa seo ka bokhabane.

Setsebi sena se boetse se fokotsa kotsi e kotsi ka ho fetisisa khoebong ea AI: ho bona lintho tse fosahetseng. Mofuta o monyane o koetlisitsoeng lethathamong la lihlahisoa tsa hau o ke ke oa qapa sehlahisoa se seng teng. Mohlala o monyane o koetlisitsoeng ka maano a hau a HR o ke ke oa etsa phaello eo u sa faneng ka eona. Motheo oa tsebo o thibetsoeng o fetoha tšobotsi, eseng moedi - mme bakeng sa likhoebo moo ho tšepa le ho nepahala ho ke keng ha buisanoa, monyetla ona ke oa bohlokoa.

Ho Aha Leano la Hao la MicroGPT Ntle le Khoutu ea ho Ngola

Tsela e sebetsang haholo bakeng sa likhoebo tse ngata ha se ho koetlisa limotlelara tse tloahelehileng ho tloha qalong - ke ho khetha sethala se seng se entse mosebetsi o boima oa ho kenyelletsa bohlale bo khethehileng lithulusing tse ka sebelisoang. The build-versus-buy equation e rata haholo ho reka ha khoebo ea hau ea mantlha e se nts'etsopele ea AI.

Qala ka ho lekola ts'ebetso ea hau bakeng sa ho pheta-pheta, mesebetsi e thehiloeng melaong eo hajoale e jang lihora tsa batho: ho kenya data, likhokahano tse latelang, tlhahiso ea litlaleho, ho hlophisa, le ho arola likarolo. Tsena ke litsamaiso tsa mosebetsi moo micro-scale AI e fanang ka ROI hanghang. Ka mor'a moo, hlahloba sethala ho ipapisitse le hore na AI ea bona ke ea 'nete - ho bolelang hore u ka kenya tšebetsong likarolo tse bohlale sebakeng se le seng ntle le ho notlella boitlamo ba AI bo felletseng kapa bo se nang letho.

Lipolanete tse kang Mewayz, tse fanang ka sebaka sa mahala sa ka ho sa feleng se nang le phihlello ea li-module tsa mantlha tse qalang ho $0/khoeli le li-premium tiers ho tloha ho $19 ho isa ho $49/ khoeli, li lumella likhoebo ho lekola li-automation tse bohlale libakeng tse kotsi e tlase pele li hola. Potso ea bohlokoa eo u ka e botsang morekisi ofe kapa ofe oa sethala ha se "Na u na le AI?" — ke "Na AI ea hau e utloisisa ts'ebetso ea ka e ikhethileng, kapa ke lesela le tloaelehileng le boltsitsoeng ka holimo?"

Taba ea Bohlokoa: Bohlale bo Lokela ho se Bonahale

Motsamao oa MicroGPT o ruta thuto e fetang hole le bohlale ba maiketsetso: thekenoloji e ntle ka ho fetisisa e nyamela ts'ebetsong ea mosebetsi. Basebelisi ha baa lokela ho nahana ka boholo ba mohlala, lipalo tsa paramethara, kapa litšenyehelo tsa tlhahiso. Ba lokela ho bula sethala sa bona sa khoebo, 'me lintho li tlameha ho sebetsa - kapele, ka bohlale, le ka nepo ho feta maobane.

Bakeng sa likhoebo tse 138,000+ tse seng li ntse li sebetsa ho Mewayz, sena ke 'nete ea letsatsi le letsatsi. Li-invoice li tšoauoa pele liphoso li fihla ho bareki. Baeta-pele ba fumana lintlha pele lihlopha tsa barekisi li bula li-dashboard tsa tsona. Mananeo a ntlafatsoa pele likhohlano li hlaha. Ha ho le e 'ngoe ea eona e hlokang hore mosebelisi a utloisise hore na MicroGPT e bolela'ng - 'me ke eona ntlha eo. AI e ntle ka ho fetisisa ke AI eo ho seng mohla u tla tlameha ho nahana ka eona.

Ha indasteri e ntse e tsoela pele ho tloha "ho hapa mohlala o moholo ka ho fetisisa" ho ea ho "ho hapa mohlala oa boholo bo nepahetseng," likhoebo tse ikamahanyang le filosofi ena esale pele li tla iphumana li sebetsa ka katleho, ka theko e tlaase, le ka kholiseho ho feta bahlolisani ba ntseng ba lelekisa AI hype cycle. Micro Revolution ha e tle - e se e le teng, e kentsoe ka khutso ka har'a lisebelisoa tseo likhoebo tse bohlale li li sebelisang letsatsi le letsatsi.

Haha Khoebo ea Hao ea Tsamaiso Kajeno

Ho tloha ho batho ba ikemetseng ho isa mekhatlong, Mewayz e matlafatsa likhoebo tse 138,000+ ka likarolo tse 207 tse kopaneng. Qala mahala, ntlafatsa ha o hola.

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Lipotso Tse Botsoang Hangata

Hantle-ntle MicroGPT ke eng?

MicroGPT e bua ka ntshetsopele ya mefuta e menyenyane, e ikgethang haholo ya AI e etselitsoeng mesebetsi e itseng, ho fapana le mefuta e meholo e sebelisoang ka kakaretso joalo ka GPT-4. Mefuta ena ea komporo e koetlisetsoa ho ipabola mesebetsing e moqotetsane, joalo ka litšebeletso tsa bareki, tlhahlobo ea data, kapa tlhahiso ea litaba. Tsepamiso ena e etsa hore li sebetse hantle, li fihlellehe, 'me ho be bonolo ho li kenya tšebetsong ea khoebo ntle le litšenyehelo tse phahameng le ho rarahana ha mefuta e meng e meholo.

Hobaneng mefuta e menyenyane ya AI e le betere bakeng sa dikgwebo?

Meetso e menyenyane joalo ka MicroGPT e fana ka melemo e mengata bakeng sa likhoebo, haholo li-SMB. Li potlakile, li na le litšenyehelo tse ngata tsa ho sebetsa, 'me li hloka matla a fokolang a computational, a fokotsang litšenyehelo tsa ts'ebetso. Sebopeho sa bona se ikhethileng se bolela hore hangata ba sebetsa hamolemo mesebetsing ea bona e ikhethileng ka liphoso tse fokolang. Lipolanete tse kang Mewayz, tse nang le li-module tse 207 tsa $19/mo, li bonts'a hore na lisebelisoa tsena tsa AI tse tsepamisitsoeng li fetohile joang mesebetsing ea letsatsi le letsatsi ea khoebo.

Nka kopanya mohlala oa MicroGPT joang mekhoeng ea ka e teng?

Ho kopanya hangata ho bonolo. Mefuta e mengata ea MicroGPT e fanoa ka li-API kapa e le li-module tse hahiloeng esale pele tse etselitsoeng liforomo tse itseng. Mohlala, o ka sebelisa ts'ebeletso e joalo ka Mewayz ho eketsa bokhoni ba AI joalo ka tlhahlobo ea maikutlo kapa likarabo tse ikemetseng ka kotloloho ho CRM ea hau, deskeng ea thuso, kapa lisebelisoa tsa ho bapatsa ntle le ho hloka sehlopha sa litsebi tsa AI. Mokhoa ona oa plug-and-play o fokotsa haholo tšitiso ea tekheniki ea ho kena.

Na moetso o monyane ha o na bokhoni ho feta o moholo joalo ka GPT-4?

Eseng ka sepheo sa yona. Le hoja mohlala oa MicroGPT o ke ke oa ba le tsebo e pharaletseng, e akaretsang ea mohlala o moholo, hangata o nepahetse le o ka tšeptjoang bakeng sa mosebetsi o khethehileng oo o o etselitsoeng. Nahana ka eona e le setsebi sa mesebetsi ea matsoho khahlanong le jack-of-all-trades. Bakeng sa lits'ebetso tse lebisitsoeng tsa khoebo-moo ho nepahala, lebelo, le litšenyehelo li leng bohlokoa ho feta mokhoa oa puisano-motlolo o ikhethileng o monyane hangata ke khetho e ntle.

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