I-Gemini 4 Argon iyimodeli ehamba phambili ye-Google. Awukakwazi ukuyisebenzisa okwamanje.

Lokho okuhlanganiswa yile vidiyo

• I-Gemini 4 Argon: a million output tokens, $2 in, futhi awukwazi ukuyisebenzisa
• Ngaphakathi kwe-Google: Ama-Argon agents ashintsha i-C++ iye ku-Rust
• Ithebula le-Google uqobo: I-Argon ihamba phambili ezinhlwini eziyi-13 kweziyi-19
• I-cyber pitch: izilungisa yona ngokwayo, awekho ama-guardrails kubavikeli
• Inombolo engaphandle: I-Artificial Analysis ithi 53, i-Opus 5.5 inezinga elingu-58

Umbhalo obhaliwe ohunyushwe

Kuhunyushwe kusuka ekulandiseni kokuqala kwesiNgisi. Umsindo namazwibela atholakalayo alawulwa yi-YouTube.

I-Gemini 4 Argon: a million output tokens, $2 in, futhi awukwazi ukuyisebenzisa

0:00 Ungacabanga ukuthi ukuqaliswa kusho ukuthi uyayithola imodeli. I-Google isanda kwethula i-Gemini 4 Argon, futhi ngaphandle uma ungumvikeli othembekile we-cyber awukwazi ukuyithinta. Kule vidiyo: yini ekhonjiswa ithebula le-Google? Yini abahloli bangaphandle abayilinganisile? Futhi uzoyithola nini? Mhlawumbe usuyibonile kakade amavidiyo wokujabulisa. Ngafunda ithebula le-benchmark esikhundleni salokho, futhi izinhlu ezimbili kulo azikaze zingene kumbhalo

0:20 weposi. Ngizozifikela ekugcineni. NgoLwesine, Okthoba 1, futhi lena yi-The Daily Diff. Izindaba ezimbili namuhla, futhi enkulu yi-Gemini 4 Argon, okuyiyo i-Google eyibiza ngokuthi isikhathi sayo esilandelayo sobuhlakani obusha. Impendulo eyodwa manje ingafinyelela ku-million tokens, isuka kumashumi ayisithupha nane ezinkulungwane, okuyizinoveli eziningana empendulweni eyodwa. Intengo yokwethulwa ngamadola amabili ngenxa yesigidi sama-tokens angenayo futhi ayishumi aphumayo. Yilokho kanye okukhokhiswa yi-OpenAI nge-GPT 6.1 Sol,

0:48 imodeli engiyikhulume izolo, futhi i-Sol ingeyodwa ongayithenga ngempela. Ngaphakathi kwe-Google, isivele isebenza.

Ngaphakathi kwe-Google: Ama-Argon agents ashintsha i-C++ iye ku-Rust

0:54 I-Google ithi ama-Argon agents ashintsha i-C ne-C++ iye ku-Rust kuwo wonke inkampani, kuze kufike kumakhulu ayisishiyagalombili ezinkulungwane zemigqa ye-Fuchsia kernel. Ku-Hacker News, omunye unjiniyela wakhumbula lapho ithimba le-C++ le-Google lingeke ngisho licabange nge-Rust futhi labheka i-Carbon esikhundleni salokho. Manje imodeli yenza ukufuduka ababephikisana ngakho.

Ithebula le-Google uqobo: I-Argon ihamba phambili ezinhlwini eziyi-13 kweziyi-19

1:12 Manje ithebula. I-Google ibeka i-Argon eceleni kwe-GPT 6 Astra, i-Claude Fable ne-Claude Opus ezinhlwini eziyishumi nesishiyagalolunye, futhi i-Argon ihamba phambili kweziyishumi nantathu zazo. Isihloko yi-DeepSWE, i-benchmark ende yokubhala amakhodi, kuma-78% cishe amaphethelo amane ahlanzekile. Ukunqoba okungavamile kakhulu ukubhala imibhalo yezomthetho, lapho i-Argon ithola amaphesenti angama-20 futhi amanye ahlala ezinombolweni ezingaphezu kweziyodwa. Yiyona ibanga elihle kakhulu esivivinyweni lapho wonke umuntu ehluleka khona, futhi kuma-slide-deck

1:38 benchmarks, angahlulwa, lokho kuyabalwa.

I-cyber pitch: izilungisa yona ngokwayo, awekho ama-guardrails kubavikeli

1:41 Ingqikithi yangempela ukuphepha. I-Google ithi i-Argon ingathola, iqinisekise futhi ilungise ubungozi obukhulu ngayo ngokwayo, nokuthi abavikeli abathembekile bayayithola ngaphandle kwama-cyber guardrails. I-Wiz yayisebenzisa ukuthola umgodi obalulekile kusoftware yesibhedlela okwakungabonwanga amamodeli amadala. Imininingwane encane. I-Wiz ingeya-Google, kusukela isivumelwano samabhiliyoni angama-32 savalwa ngoMashi. Ngakho-ke ukuhlolwa kwe-black-box hacking eposini kuyinkampani ye-Google ehlela imodeli ye-Google. Futhi ku-bug-fixing leaderboard, amamodeli amathathu ahlanganyela amaphesenti angama-68,

2:10 futhi ibha engasekhohlo kude ingeka-Grok. Manje, yini abahloli bangaphandle abayilinganisile?

Inombolo engaphandle: I-Artificial Analysis ithi 53, i-Opus 5.5 inezinga elingu-58

2:15 I-leaderboard ezimele engayithola ne-Argon kuyo yi-Artificial Analysis. Ihlanganisa i-Argon ama-53 ku-intelligence index yayo, kusilungiselelo esiphezulu, okuyibopha ne-Astra ne-Fable. I-Claude Opus 5.5 ihlezi ngaphambi ngamaphuzu amahlanu. Ngesonto eledlule ngakutshela ukuthi i-Opus ithathe indawo ephezulu lapho, futhi isayibambile. Ingxenye efanelekile ye-Google yisikweletu. Ukusebenza kwe-Argon kubiza cishe amadola amabili ngomsebenzi kuleyo index, cishe ingxenye eyodwa kwezintathu yalokho okubiza i-Opus.

Uzoyithola nini: "Ngakho-ke bambelela kahle"

2:42 Futhi uzoyithola nini? I-Google ngeke inikeze usuku. Iposi lithembisa ukufinyelela kubathuthukisi, ezinkampanini nakubathengi ngokushesha okusemandleni, namakhasimende e-API akhokhelwayo kuqala. Iposi likaSundar Pichai ku-X lithi, ngakho-ke bambelela kahle. Kuze kube yileso sikhathi, ukufinyelela kuhamba nge-Fairwind, uhlelo i-Google eliqale ngenyanga edlule nge-Gemini 3.8 Flash Cyber. Inabalingani abangaphezu kwamakhulu ayisithupha namashumi amahlanu, futhi bangase banikeze kuphela i-Argon

3:05 kumathimba abo ezokuphepha futhi kufanele balandelele ukuthi ubani oyisebenzisayo. I-Hacker News yakwamukela kahle. Omunye obekhuluma wabhala, i-Gemini ingashayi izinsolo zokungakhululwa kwemodeli. Omunye wabikezela ukuthi amamodeli aphenduka i-vaporware, izinombolo eziningi etafuleni. Ngaleso sikhathi, i-Netlify yaphinda yakha kabusha ama-Edge Functions, asebenza cishe izigidi eziyibhiliyoni

Ama-Netlify Edge Functions: ama-V8 isolates kuya kuma-microVMs, ngokushesha cishe ngokuphindwe ka-5

3:23 ngosuku. Basuka kuma-V8 isolates kusevisi ebanjwe kuya kuma-Firecracker microVMs ngaphakathi enethwekhi ye-Netlify, futhi ucingo olufudumele lwancipha lisuka kumashumi amane ama-milliseconds kuya kwesisithupha. I-Hacker News yaveza ukuthi i-Cloudflare Workers futhi iyi-V8 isolates futhi isebenza ngokushesha okukhulu, ngakho-ke iningi lokunqoba libukeka sengathi isicelo asisekho siphuma esakhiweni. Omunye obekhuluma wakhathazeka ngezithombe-skrini, ngoba ama-cloned microVMs angahlanganyela isimo senombolo engahleliwe, okuyindlela oyithola ngayo ama-UUID amabili afanayo.

3:50 Ukuqala okubandayo, lapho isifunda singakaze sibone umsebenzi wakho, kushaya cishe iphesenti elilodwa lamakholi futhi kuthatha cishe amasekhondi ayisishiyagalolunye. Futhi i-microVM ngokwayo iyi-Firecracker, eyakhiwe yi-Amazon ye-Lambda, ngakho-ke omunye obekhuluma uphakamisa ukuthi ukhumbule lokho ngokulandelayo uma uthuka i-AWS.

Izinhlu ezimbili okungekho okukhulunywe ngazo eposini le-Google

4:06 Manje, lezo zinhlu ezimbili. Ku-FrontierSWE naku-Terminal-bench, izivivinyo ezimbili zokubhala amakhodi umbhalo weposi ongazange uwusho, i-Argon ihamba kancane kwezine, etafuleni le-Google uqobo. I-Terminal-bench ibeka i-agent ku-shell yangempela, okuyindlela iningi lethu elingayisebenzisa ngayo, futhi i-Opus iyahola ngamaphuzu ayisishiyagalolunye. Uma uthanda ukufunda lokhu kunokuba ungizwe ngikushilo, i-diff ifika ebhokisini lakho leposi njalo ekuseni, mahhala ku-thedailydiff.dev, isixhumanisi ngezansi.

Isahlulelo: NEEDS REVIEW, usuku engingayibiza ngalo

4:29 Ngakho-ke, isahlulelo sanamuhla nge-Gemini 4 Argon. NEEDS REVIEW. Ngingasibeka kanjalo ngoba inombolo ezimele engayithola ihlangana neyesibili, futhi izinhlu ezimbili zokubhala amakhodi engizikhathalela zikugcine okokugcina, ngakho-ke ngizokubuyekeza kahle ngosuku engingakubiza ngalo. Bhalisa, shaya insimbi, futhi ungitshele kumazwana uma ngabe ubungayibeka ngokuhlukile. Futhi yilokho okuhlukile kwanamuhla. NginguNiko ovela ku-Axrisi. Hlanganisa ngokuzibophezela.

Imithombo

1. Googleblog.google
2. Hacker Newsnews.ycombinator.com
3. Fairwind Programdeepmind.google
4. Artificial Analysisartificialanalysis.ai
5. Sundar Pichaix.com
6. Demis Hassabisx.com
7. Google completes acquisition of Wizcloud.google.com
8. Netlifywww.netlify.com
9. Hacker Newsnews.ycombinator.com