Txhua txoj hauv kev kom tau Gemini Pro ntawm tus nqi zoo lossis pub dawb

Ntau tus neeg siv xav li cas nkag mus rau Gemini Pro nyob rau hauv txoj kev yooj yim tshaj plaws thiab kev lag luam. Qhov tseeb, nws muaj peev xwm ua tau dawb. Nyob rau hauv lub hlis tsis ntev los no, cov txheej txheem tshiab, cov tub ntxhais kawm cov kev pab cuam, thiab txawm tias kev sim xaiv tau tshwm sim hauv online, nrog rau cov kev xaiv tsis raug cai uas yuav tsum tau ua kom ceev faj.

Hauv phau ntawv qhia no, peb tau sau txhua yam koj xav paub siv Gemini 2.5 Pro thiab nws qhov kev sim sib txawv hauv ib qho chaw: los ntawm lub vev xaib app thiab Google AI Studio, mus rau Google AI Pro npaj rau cov tub ntxhais kawm, suav nrog qhov sib txawv ntawm kev txwv ntawm kev siv dawb thiab them nyiaj, kev xav tau ntawm tus account, thiab muaj nyob hauv cheeb tsam.

Gemini 2.5 Pro yog dab tsi thiab vim li cas thiaj txaus siab?

Gemini 2.5 Pro Nws tau nthuav tawm raws li Google tus qauv kev xav zoo tshaj plaws rau hnub tim, nrog kev txhim kho hauv kev siv cov cuab yeej, kev siv ntau yam, thiab kev tuav cov ntsiab lus dav dav, yog li ua kom yooj yim. complex tsom xam, programming, thiab muaj tswv yim sib koom tes nrog zoo ib yam. Hauv kev xyaum, qhov no txhais ua cov lus qhia paub ntau dua thiab zoo dua-cov lus teb rau cov haujlwm nyuaj.

Ntawm nws cov peev xwm hais, nws lees txais cov tswv yim ntawm ntawv nyeem, Dluabaudio thiab videoTxawm hais tias cov zis tseem nyob hauv cov ntawv nyeem, qhov kev sib xyaw ua ke no ua rau nws muaj peev xwm ua haujlwm nrog cov ntaub ntawv sib txawv, los ntawm cov ntaub ntawv ntev mus rau kev ntes, kaw, lossis clips, sib xyaw ua ke txhua yam rau hauv ib qho kev ua haujlwm uas tsom rau kev xav.

Nyob rau hauv cov ntsiab lus ntawm cov ntsiab lus, cov lus tshaj tawm raug tsim los 1 lab tokens Thaum pib, nrog kev npaj nthuav dav mus rau 2 lab, qhov kev muab thawj zaug tuaj yeem ncav cuag 64.000 tokens, uas yog qhov muaj txiaj ntsig zoo rau cov ntsiab lus dav dav, kev tshuaj xyuas ib ntus, lossis ntau txheej txheej piav qhia, pab kom tsis txhob poob luv thaum tsim cov lus teb.

Cov ntaub ntawv tsis ntev los no tshaj tawm los ntawm cov peev txheej sab laj qhov chaw kev paub txwv nyob rau lub Ib Hlis 2025Qhov no muaj feem cuam tshuam yog tias koj cov ntaub ntawv siv xav tau cov ntaub ntawv tshiab heev. Txawm li cas los xij, lub zog tseem ceeb ntawm 2.5 Pro nyob hauv nws qhov laj thawj: nws ua cov ntaub ntawv ib ntus thiab txhawb nqa cov haujlwm xws li lej, engineering, lossis software txhim kho kom yooj yim dua.

Tsis tas li ntawd, Gemini ecosystem hais txog kev ua haujlwm nrog cov ntaub ntawv ntev. Lub web app tso cai, qhov twg muaj, Upload cov ntaub ntawv txog li 1500 nplooj ntawvQhov no tso cai rau koj siv cov ntawv tshaj tawm kev lag luam, feeb, cov ntawv sau tseg, lossis cov ntawv PDFs dav dav kom rho tawm cov tswv yim, sau cov ntsiab lus, tsim cov nplooj ntawv, ntawv sau, lossis cov ntawv sau rau ntau lub platform.

official thiab pub dawb raws los ntawm lub vev xaib app

Txoj kev ncaj ncees tshaj plaws thiab txhawb nqa los ntsuas tus qauv hauv kev xyaum yog nkag mus rau Gemini web app ntawm qhov chaw nyob gemini.google.com uaNyob ntawd koj yuav pom kev nkag mus rau cov qauv tshiab hauv tsev neeg, suav nrog Gemini 2.5 Pro variant hauv nws qhov kev sim ib tsab thaum nws muaj nyob rau hauv koj cheeb tsam thiab tus account.

Cov txheej txheem yog yooj yim: koj mus rau lub vev xaib, nkag mus nrog koj tus lej Google, thiab xaiv Gemini 2.5 Pro nyob rau hauv tus qauv selector thaum nws tshwm. Tom qab ntawd koj tuaj yeem pib sib tham, txuas cov ntaub ntawv txhawb nqa, thiab tshawb nrhiav cov yam ntxwv xws li kev tsim cov ntawv nyeem, kev tawm tswv yim, kev pabcuam code, lossis, yog tias muaj, tsim duab thiab siv. Chaw ua haujlwm extensions.

Raws li cov ntaub ntawv qhia los ntawm Google ntawm pej xeem cov channel, qhov kev sim version ntawm 2.5 Pro yog "tawm" kom ncav cuag "ntau tus neeg sai li sai tau." Qee zaum, nws tau qhia tias Kev nkag mus rau hauv yuav tsis yog qhov tseem ceeb Rau kev sib cuam tshuam yooj yim, nkag rau hauv tso cai rau koj khaws keeb kwm thiab kho cov kev xaiv, yog li nws tau pom zoo rau kev tswj hwm thiab txuas ntxiv.

Lub web platform no yog siv rau ntsuas tus qauv yam tsis muaj kev cuam tshuam nrog API yuam sij lossis tus nqi tokenQhov zoo tshaj plaws yog tias koj txaus siab rau kev sib koom tes, kev sim sai, lossis kev tsim khoom ntawm tus kheej. Txawm li cas los xij, qhov muaj nyob yuav txawv ntawm tus account thiab qhov chaw, thiab muaj kev txwv kev siv rau qib dawb uas yuav tsum tau txiav txim siab kom tsis txhob cuam tshuam.

Kev nkag mus rau tus tsim tawm: Google AI Studio thiab API

Yog tias koj lub hom phiaj yog los koom ua ke Gemini hauv txoj kev programmatic, cov kauj ruam ntuj yog Google AI Studio thiab Google's official generative AI API, qhov twg Gemini 2.5 Pro Experimental yog showcased. Ntawm no peb tab tom tham txog tus nqi them-raws li koj-mus, nrog tus nqi token-raws li, thiab ib puag ncig tsim los tswj kev ua haujlwm, pab cov cuab yeej, thiab tswj cov haujlwm zoo.

API pab txhawb cov lus teb, tuav cov ntsiab lus ntev, thiab cov yam ntxwv xws li streaming nrog SSE saib cov zis raws li nws yog generated. Hom no yog tsim nyog rau automating txheej txheem, integrating rau hauv daim ntawv thov, khiav batches, thiab tswj versions thiab deployments nrog kev ntseeg siab.

Raws li qhov no yog tus qauv sim, Google ceeb toom tias tej zaum yuav muaj teeb meem. hloov tshiab uas hloov kev ua haujlwm lossis kev ua haujlwmNws yog ib qho kev xyaum zoo los saib xyuas cov ntawv tso tawm thiab kho cov chaw lossis cov lus ceeb toom thaum tus neeg muag khoom tso tawm kev hloov pauv.

Hais txog qhov muaj, cov lus piav qhia qhia tias Gemini 2.5 Pro Exp yog muab rau cov neeg siv cov phiaj xwm thiab cov neeg siv ntawm txoj kev npaj. Gemini Advanced Raws li nrog AI Studio rau cov tsim tawm, qhov no ib txwm raug rau thaj tsam, kev siv cov cai, thiab cov nqi peev xwm. Yog tias koj xav tau kev cog lus ruaj khov thiab kev txhawb nqa, qhov no yog qhov kev xaiv raug cai thiab ruaj ntseg tshaj plaws.

Tub ntxhais kawm txoj kev npaj: Google AI Pro pub dawb rau ib xyoos

Google tau tshaj tawm qhov kev tshaj tawm uas tso cai rau cov tub ntxhais kawm hauv tsev kawm ntawv hnub nyoog qis dua 18 xyoo nkag mus Google AI Pro pub dawb rau ib xyoos, nrog kev txheeb xyuas ntawm SheerID. Nws yog ib qho kev pib coj Gemini los ze zog rau kev kawm qib siab thiab ntxiv dag zog rau kev txawj ntse hauv chav kawm.

Thaum cov kev kawm raug txheeb xyuas, cov tub ntxhais kawm nkag mus tau Gemini 2.5 Pro Nws twb suav nrog cov yam ntxwv zoo li Kev Tshawb Fawb Txog Kev Tshawb Fawb, nrog kev koom ua ke ncaj qha rau hauv Gmail, Docs, Ntawv, Slides, thiab Drive, nrog rau 2 TB ntawm kev khaws ciaHauv qee lub tebchaws, kev sim muaj peev xwm xws li kev tsim video nrog Veo tau ntxiv.

Txhawm rau rau npe, mus rau nplooj ntawv Gemini tub ntxhais kawm txoj haujlwm, ua raws cov txheej txheem pov thawj nrog SheerID, thiab tom qab kev pom zoo, qhib qhov kev xaiv rau Google AI Pro rau cov tub ntxhais kawmCov ntaub ntawv tseem hais ntxiv tias kev txheeb xyuas yuav siv sijhawm li ntawm 24 txog 48 teev, yog li nws tsim nyog coj mus rau hauv tus account.

Ib qho tseem ceeb nthuav dav: thaum lub sijhawm pub dawb xaus, koj qhov kev tso npe yuav cia li hloov mus rau qhov kev npaj them nyiaj yog tias koj tsis thim nws. Yog li ntawd, nws tau pom zoo tias koj yuav tsum xyuas koj cov hnub ua haujlwm tshiab ua ntej thiab, yog tias koj xav tau, Ncua tseg los ntawm Google Play subscription tswj tom qab kev sib pauv, tswj kev nkag mus txog rau hnub rov ua dua tshiab.

Qhov kev thov tau pib tshaj tawm rau cov tebchaws xws li Tebchaws Meskas, Brazil, Nyiv, Indonesia, thiab United Kingdom, nrog rau kev nthuav dav. Tshawb xyuas qhov muaj nyob hauv koj cheeb tsam thiab xyuas kom meej koj koom nrogtxij li kev nkag mus yog nyob ntawm kev tsim nyog thiab kev txhawb nqa hauv zos rau kev nce qib.

Kev txwv tsis pub nkag mus rau Gemini Advanced

Nyob rau theem kev sim qhib ntawm lub vev xaib, cov kev txwv tau sib txuas lus rau kev siv dawb, piv txwv li mus txog 5 thov ib feeb thiab 25 ib hnub, nrog rau kev ua haujlwm txog li 1 lab tokens ib feeb. Cov no yog cov cim qhia uas pab muab kev siv txhua hnub rau hauv kev xav.

Gemini Advanced kev npaj them nqi teev cov txiaj ntsig zoo: 100 thov txhua hnub20 ib feeb thiab muaj peev xwm ntawm 2 lab tokens ib feeb, ntxiv rau lub qhov rais nthuav dav. Yog tias koj ua haujlwm nrog cov khoom siv, kev sib koom ua ke hnyav, lossis cov khoom loj heev, cov phiaj xwm them nyiaj ua rau txhua qhov sib txawv. xaiv AI zoo tshaj plaws rau koj cov kev xav tau.

Nco ntsoov tias qhov dawb, siv tau qhov sib txawv yog piav raws li simYog li, koj tuaj yeem pom qee lub sijhawm latency, tsis raug, lossis yuam kev. Txawm li cas los xij, nws qhib qhov rooj rau kev ua haujlwm txhua hnub yam tsis muaj peev txheej pib, thiab nws yog ib txoj hauv kev zoo los ntsuas cov dej ua ntej ntsuas.

Nyob rau hauv txhua rooj plaub, xyuas koj tus account seem thiab cov khoom cov ntaub ntawv xov xwm, raws li Google yuav kho cov nqi thiab tej yam kev mob dhau sijhawm lossis nyob ntawm qhov kev siv profile thiab cheeb tsam koj nyob.

Muaj, account, thiab mobile app

Txhawm rau nkag mus rau Gemini web app, feem ntau koj xav tau a Google accountKev tswj hwm tus kheej tus kheej cov nyiaj thiab cov nyiaj ua haujlwm lossis cov tsev kawm ntawv tau txais kev lees paub, yog tias tus thawj tswj hwm tau qhib Gemini nkag rau lub npe.

Hais txog hnub nyoog, nws tau qhia tias nrog tus kheej lossis tus account koj yuav tsum yog 13 xyoo los yog muaj hnub nyoog yam tsawg kawg nkaus Hauv koj lub tebchaws; rau cov nyiaj ua haujlwm, koj yuav tsum muaj hnub nyoog tshaj 18 xyoo. Cov kev cai no tseem ceeb yog tias koj siv Gemini nrog tsev neeg cov ntaub ntawv lossis hauv ib cheeb tsam tsev kawm ntawv tswj hwm.

Nws tsis tuaj yeem nkag mus nrog tus account tswj los ntawm Tsev Neeg Kev Sib TxuasYog tias koj yog Google Workspace tus thawj coj, koj yuav tsum tau pab Gemini rau cov neeg siv sau npe los ntawm lub console, hwm cov cai sab hauv thiab kev txwv. Rau cov neeg siv kawg, yog tias koj tsis tuaj yeem nkag mus, nws yuav yog tus thawj tswj hwm txwv.

Hais txog lub mobile app, ntawm qee lub xov tooj nws tuaj yeem siv tau Gemini app Nws muaj nyob hauv koj lub tebchaws thiab ntawm koj lub cuab yeej, tab sis qhov muaj 2.5 Pro hauv cov apps yuav txawv nyob rau theem. Yog tias koj tsis pom nws, sim los ntawm lub vev xaib, tshawb xyuas koj cheeb tsam, lossis sim dua tom qab.

Yog tias koj xav tau tawm ntawm lub vev xaib app, qhib cov neeg siv cov ntawv qhia zaub mov hauv kaum sab sauv, nrhiav kev xaiv rau kaw kev sib ntsib thiab paub meej. Yog tias qhov ua yuam kev txwv tsis pub koj nkag rau hauv, nws feem ntau yog vim koj qhov chaw nyob, hnub nyoog, lossis hom nyiaj; rov sim dua tom qab lossis tshuaj xyuas cov kev cai nkag mus thiab cov cai tswj kev pabcuam.

Uploading thiab txheeb xyuas cov ntaub ntawv loj hauv lub vev xaib

Ib qho ntawm cov tswv yim zoo ntawm Gemini web ib puag ncig yog lub peev xwm Upload cov ntaub ntawv mus txog 1500 nplooj ntawvQhov no yog tshwj xeeb tshaj yog muaj txiaj ntsig rau cov ntsiab lus, kev lag luam, lossis kev tshawb fawb pab pawg uas ua haujlwm los ntawm cov ntawv ceeb toom, feeb, cov ntawv teev lus video, lossis cov ntawv sau dav dav.

Nrog rau cov khoom ntawd, koj tuaj yeem nug tus qauv los qhia Cov tswv yim rau cov khoom, cov ntsiab lus tseem ceeb, lossis cov qauv rau cov vev xaib, nrog rau cov ntawv sau rau hauv social media, cov ntawv xov xwm, lossis cov ntawv sau video. Hauv kev xyaum, nws qhib qhov loj dua "canvas" rau kev siv cov peev txheej dhau los.

Qhov tseem ceeb yog tias qhov kev thauj khoom no ua ke nrog qhov laj thawj ntawm 2.5 Pro thiab nws cov ntsiab lus dav dav, ua rau nws muaj peev xwm ua kom muaj lub cev loj, sib piv cov ntu, thiab kos cov lus xaus tsis poob khiav. Nws yog qhov tshwj xeeb tshaj yog siv tau yog tias koj ua haujlwm nrog kev paub hauv paus.

Yog tias koj tab tom yuav ua cov ntaub ntawv rhiab, siv koj lub koom haum cov cai thiab zam kev upload cov ntaub ntawv uas yuav tsum tsis txhob sib koom. Txawm li cas los xij, qhov kev coj ua zoo tshaj plaws yog tshuaj xyuas cov txiaj ntsig thiab corroborate cov ntaub ntawv nrog cov ntaub ntawv txhim khu kev qha thaum tseem ceeb.

Kev nkag mus rau programmatic yam tsis muaj nqi ncaj qha (tsis raug cai)

Cov neeg tsim tawm hauv zej zog tau tsim cov tsev qiv ntawv uas siv lub vev xaib pub dawb, tso cai rau kev xa tawm tuaj. Programmatic advertising yam tsis tau them nyiaj rau API officialLawv ua haujlwm los ntawm kev thim rov qab engineering sab hauv hu thiab authentication ntawm browser ncuav qab zib.

Txawm hais tias kev ntxias rau prototyping, ntau cov lus ceeb toom yuav tsum tau sau tseg: lawv tsis tau txais kev txhawb nqa los ntawm Google, lawv tuaj yeem tawg yog tias lub vev xaib hloov pauv, thiab lawv siv tau. ua txhaum cov cai ntawm kev pabcuamTsis tas li ntawd, rho tawm cov ncuav qab zib sib tham ua rau muaj kev pheej hmoo kev nyab xeeb yog tias tsis ua haujlwm nrog kev saib xyuas hnyav.

Cov dej ntws raug suav nrog nkag mus rau hauv gemini.google.com, qhib cov cuab yeej tsim tawm, ntes cov ntawv pov thawj pov thawj (piv txwv li, __Secure-1PSID thiab __Secure-1PSIDTSthiab siv lawv hauv tsev qiv ntawv los pib qhov kev sib tham programmatic. Qee cov cuab yeej sim nyeem cov ncuav qab zib los ntawm cov browsers sib xws.

Cov tsev qiv ntawv no feem ntau rov ua dua lub vev xaib ua haujlwm: ntau tig sib tham, xa cov ntaub ntawv, hu xov tooj thaum qhib los ntawm ib puag ncig, thiab txawm tias siv txuas ntxiv xws li @Gmail lossis @YouTubeTxawm li cas los xij, nws qhov kev ruaj ntseg tsis tau lees paub thiab muaj kev pheej hmoo ntawm kev thaiv lossis siv tsis raug.

Cov lus pom zoo, yog tias koj xav tau kev koom ua ke loj lossis yuav muab qee yam rau hauv kev tsim khoom, yog xaiv rau Google AI Studio thiab official API. Cov kev daws teeb meem tsis raug cai yog rau tom qab. kev sim hauv zos thiab kev kawm, xav tias muaj kev ruaj ntseg thiab ua raws li qhov cuam tshuam.

Debugging Streaming Responses (SSE) nrog cov cuab yeej tshwj xeeb

Thaum ua haujlwm nrog LLMs ntawm API, nws yog ib qho uas tau txais cov lus teb hauv streaming ntawm SSEToken-by-token lossis fragment-by-fragment txoj kev yog qhov zoo rau UX, tab sis kev debugging nrog cov neeg siv HTTP generic tuaj yeem ua npau suav phem vim cov ntaub ntawv tawg.

Cov cuab yeej zoo li Apidog yog tsim los ua kom tiav API lub neej voj voog thiab, tshwj xeeb tshaj yog, txhawm rau tshem tawm AI muab kev pabcuam streamingLawv cia li ntes Cov Ntsiab Lus Hom ntawv / xwm txheej-kwj thiab tso saib lub sijhawm sijhawm ntawm cov lus thaum lawv tuaj txog.

Ntxiv nrog rau qhov pom raws sijhawm, Apidog koom ua ke logic rau ua ke fragments hauv ntau hom: sib xws nrog OpenAI, Gemini, Claude APIs, lossis Ollama's NDJSON streaming. Qhov no tsis txhob muab luam tawm thiab muab cov snippet manually thaum sim rov tsim kho cov lus teb kawg.

Lwm qhov zoo dua yog tias, thaum tus kws kho mob xa cov metadata lossis cov cim qhia txog cov txheej txheem kev xav, lub cuab yeej tuaj yeem ua tau pom cov ntsiab lus ntawd nyob rau hauv kev txiav txim zam ntawm lub sijhawm nws tus kheej. Rau cov neeg uas debug prompts los yog ntsuas qhov zoo, pom cov evolution ntawm cov zis zoo heev pab rau kev kuaj mob.

Yog tias koj lub hom phiaj yog rov hais dua sai nrog SSE, nws tsim nyog siv cov kev daws teeb meem uas nkag siab txog cov txheej txheem no. Txawm li cas los xij, nco ntsoov tias kev txhawb nqa tiag tiag nyob ntawm seb koj siv nws li cas. ntws nws txhua tus neeg muag khoom thiab cov qauv qauv, thiab cov ntsiab lus tshwj xeeb ntawm cov lus teb.

Tshaj li cov ntsiab lus ntawm kev ua haujlwm, lub tswv yim tseem ceeb yog tias niaj hnub no muaj cov kev xaiv tiag tiag thiab ntau yam los kos tawm ib qho niche rau koj tus kheej hauv Gemini: ntawm lub vev xaib raug cai, AI Studio, qhov kev pab cuam rau cov tub ntxhais kawm, thiab, nrog ceev faj, cov cuab yeej tsis raug cai kom automate kev sim. Nrog lub koom haum me me thiab kev nkag siab zoo, koj tuaj yeem hloov qhov ntau yam mus rau qhov kom zoo dua, tsis txhob poob qhov pom ntawm kev ruaj ntseg, ruaj khov, thiab cov ntsiab lus ntawm kev siv.