I-Gemini 4 Carbon, umbhalo wokulwa nokutholwa kwe-LLM, i-AlpineBSD kanye ne-Claude ekuthuthukisweni kwezidakamizwa: izindaba ezine zabathuthukisi ku-Daily Diff eyodwa

Lokho okuhlanganiswa yile vidiyo

• Okuthunyelwe kwe-nullpt.rs (Okthoba 28, 2026), ngumcwaningi ozibiza ngo-veritas, kuhlanganise izindawo eziyi-10,000 eziphezulu ze-Tranco nge-Playwright futhi kwaqoqwa imidwebo ye-canvas eyenziwa imibhalo yokuthola umunwe. Umbhalo owodwa wawuqukethe amagama omsebenzi abhalwe ukuze abonakale esabisa kanye nentambo yesifanekiso sezinhlamvu ze-Unicode ezingabonakali; ukukhipha u-917504 kuzo zonke izindawo zekhodi kukuveza njengomyalo wesistimu mbumbulu oqala ngo-SYSTEM OVERRIDE futhi uthi zonke iziqondiso zokuphepha zimisiwe. Umbhali ukholelwa ukuthi kuwukufihla okwenzelwe ukulwa ne-LLM okuhloswe ukuthi kudlulisele izivikelo zemodeli, hhayi umyalo isiphequluli esiwenzayo.
• Kulokhu okuthunyelwe okufanayo, imodeli yezentengiselwano umbhali ayibiza nge-Astra yenqaba ukukhipha umbhalo futhi yaphakamisa izingozi zokuphepha, kuyilapho imodeli ebizwa nge-GLM 5.3 yayilandela. Umsebenzi wangempela wombhalo uwukuthola amarobhothi ajwayelekile, njengomsebenzisi we-agent, inani le-core kanye ne-graphics renderer. Ingxenye yomyalo we-shell isebenza kuphela ngaphansi kwe-Node lapho isethi ye-flag yendawo eyimfihlo isethiwe, umbhali nayo ayifunda njengomklamo wokuhlasela. Okuthunyelwe kuthole umthengisi wase-Russia olwa ne-DDoS onegama elifanayo futhi akusho isiphetho; i-Daily Diff ayikwazanga ukuqinisekisa ukuthi ubani owabhala umbhalo.
• Okuthunyelwe kwebhulogi yakwa-Google (Okthoba 28, 2026) kumemezela i-Gemini 4 Carbon njengemodeli yayo enamandla kakhulu. I-Google ithi ibala lokuqala ku-Artificial Analysis Intelligence Index v5.0 ku-59, kanti i-Artificial Analysis ibala i-Claude Opus 5.5 ku-58 futhi imaka i-Carbon njengengenayo i-API etholakala esidlangalaleni. I-Google ibika u-88.2% ku-SEC-bench Pro, u-54.8% ku-ExploitGym kanye no-71.0% ku-CWE-bench, ihlolwe ngaphandle kwezivikelo, futhi ithi ukukhwabanisa okuphumelelayo ku-Terminal-Bench 4.0 kwehle kwafinyelela ku-0.0% ngemizamo ku-0.4%.
• I-Google ithi i-Carbon iyatholakala kuleli sonto eqenjini elincane labavikeli be-cyber, bese kuba ngabalingani abathembekile nge-Fairwind Program yayo, nokuthi isenqubweni yokuhlola yangaphambi kokukhishwa yokuhulumeni wase-U.S.; abathuthukisi, amabhizinisi kanye nabathengi bayayithola ngokushesha okukhulu, ngaphandle kosuku. Intengo yokuqala ifana ne-Argon ku-$2 ngezithonjana zokufaka eziyisigidi kanye no-$10 ngezithonjana zokuphuma eziyisigidi, ikhuphuka iye ku-$4 kanye no-$20 ngemuva kwesikhathi sokuqala, ngesikhathi sokufaka esigcinwe ku-95% esishibhile.
• I-wiki ye-AlpineBSD ichaza uhlelo olusebenzayo olune-kernel ye-NetBSD kanye nendawo yomsebenzisi yesitayela se-Alpine (apk-tools, busybox, s6) inhloso yalo ukwenza abasebenzisi basebenzise isoftware ekhiqizwe yi-AI encane ngangokunokwenzeka. Umsebenzi oqhubekayo ongenaso isifaki; inqubo yokufaka iqala ngemidiya yokufaka ye-NetBSD. Amaphakheji ahlala ezinqolobaneni ezine (base, main, tainted, community); i-base ne-main kuqinisekisiwe ukuthi aziqukethe isoftware enesihlabathi, i-community ingase incike kwabanesihlabathi kodwa hhayi okuphambene nalokho, kanye ne-gcc, binutils, gdb, libffi, perl kanye ne-xorriso ziqoshwe kunguqulo yokugcina engenasihlabathi. Abanikeli bangase bangasebenzisi amathuluzi okukhiqiza i-AI. I-wiki iphinde ixwayise ukuthi ukwesekwa kwezinto zekhompiyutha ze-NetBSD kunzima.
• Okuthunyelwe kwe-Anthropic (Okthoba 27, 2026) kuchaza umsebenzi ne-BigHat Biosciences, i-Bristol Myers Squibb, i-Divergence Labs, i-Enveda, i-Generate Biomedicines kanye ne-The Column Group, futhi ithi ucwaningo luyi-preclinical kakhulu. Ibika cishe imiklamo eyi-35,000 ye-antibody evela ku-Claude cishe ngenyanga eyodwa ye-Divergence Labs, okwaholela kwezintathu ezibopha i-IgE kanye nezingu-20 ezikhulula yona, ezintathu zazo ezibonakala zishaya umuthi ojwayelekile; e-Enveda, amakhasi ayi-1,061 amarekhodi okukhiqiza abuyekezwe nazo zonke izinkinga eziyi-11 ezitholwe umuntu kanye nezingu-7 ezengeziwe futhi isikhathi sokubuyekeza sancishiswa kusuka emahoreni angaphezu kwama-25 kuya kwamathathu. Lezi izibalo ze-Anthropic kanye nemibiko yabalingani bayo, hhayi imiphumela ezimele.

Umbhalo obhaliwe ohunyushwe

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

Ukuvula okubandayo: umbhalo wesiphequluli onomlayezo we-AI

0:00 Umbhalo othola umunwe wesiphequluli sakho ufihla umlayezo owenziwe ngento engabonakali izinhlamvu. Umlayezo utshela noma iyiphi i-AI efunda umbhalo ukuthi isuse izinqubo zayo zokuphepha imithetho. Kule vidiyo, izindaba ezine. Kungani umbhalo wesiphequluli ukhuluma namamodeli e-AI? Yini i-Gemini 4 Carbon, futhi kungani iningi labathuthukisi lingakwazi ukuyibiza? Uyalifaka kanjani uhlelo olusebenzayo olungenaso isifaki? Futhi u-Claude wenzani endlini yokwelapha?

0:24 Kukhona futhi imininingwane eyodwa yokuthi ubani owabhala lowo mbhalo. Ngizoyigcinela ekugcineni. NguLwesine, Okthoba ngamashumi amabili nesishiyagalolunye, futhi lena yi-The Daily Diff. Ukuthola umunwe wesiphequluli yindlela isayithi elikwazi ngayo isiphequluli sakho ngaphandle kwama-cookies. Ikhasi licela isiphequluli ukuba sidwebe isithombe esifihliwe, futhi izinto zakho zekhompyutha ziyasayina. Cabanga ngokubhala ngesandla, ngaphandle kokuthi akekho owacela ukuba ubhale noma yini.

Indaba yokuqala: kungani umbhalo wesiphequluli ukhuluma namamodeli e-AI

0:45 Indaba yokuqala. Umcwaningi ozibiza ngo-veritas wahlola izindawo eziyishumi nengxenye ezidumile futhi walondoloza izithombe zeminwe ezizidwebayo. Enye yayibukeka njengesembozo se-albhamu ye-Tame Impala ethi Currents, ngakho u-veritas waya ukuzothola umbhalo owawungemuva kwayo. Ngaphakathi kombhalo, u-veritas uthole amagama omsebenzi ayesabisa kanye nentambo ende eyayibukeka ingenalutho. Kwakuyizinhlamvu ezingabonakali. Khipha inombolo eyodwa engaguquki kuzo zonke, futhi zibhala umyalo wesistimu mbumbulu oqala ngamagama athi system override futhi uthi yonke imithetho yokuphepha imisiwe.

1:16 Bese u-veritas ecela imodeli yezentengiselwano, leyo okuthunyelwe kuyibiza nge-Astra, ukuba ikhiphe ifayela. Yenqaba futhi yaphakamisa izingozi zokuphepha. Imodeli ebizwa nge-GLM ezintathu nengxenye yenza umsebenzi. I-tripwire isebenza kubafundi abanemithetho yokuphepha. Khipha izithiyo futhi umbhalo uwukuthola amarobhothi ajwayelekile. Ifunda i-user agent, inani le-core kanye ne-graphics renderer. Ingxenye yomyalo we-shell isebenza kuphela ngaphansi kwe-Node nge-flag yendawo eyimfihlo,

1:42 ngakho isiphequluli asikaze siyifinyelele, futhi u-veritas uyifunda njengomunye umklamo wokuhlasela. Nakhu okumele ukwenze. Uma ithuluzi le-AI lifunda imibhalo ongayibhalanga, lindela umbhalo owakhelwe ukwenza lona enqabe, futhi uphathe yonke into eliyifundayo njengengathembekile. Futhi sesha izinqolobane zakho zezinhlamvu ebangeni le-Unicode tag, ngoba ziprinta njengento engekho. Indaba yesibili. NgoLwesithathu i-Google imemezele i-Gemini 4 Carbon,

Indaba yesibili: ukuthi yini i-Gemini 4 Carbon, nokuthi ubani ongayibiza

2:04 leyo eyibiza ngeyona modeli yayo enamandla kakhulu. Ibala lokuqala ku-Artificial Analysis Intelligence Index ku-fifty nine, futhi i-Artificial Analysis ibala i-Claude Opus 5.5 ngemuva ngokushesha ku-fifty eight. Izibalo zakwa-Google zingezokuphepha. Ithi i-Carbon ithola amaphesenti angamashumi ayisishiyagalombili nesishiyagalombili kwihlelo lokuthola ubungozi, amaphesenti angamashumi amahlanu nanhlanu kwelokuxhaphaza yona, futhi amaphesenti angamashumi ayisikhombisa nanye kwelokuyilungisa. I-Google ithi igijime yona yomithathu ngaphandle kwezivikelo.

2:32 Manje isithiyo. Ngo-Okthoba wokuqala ngakutshela ukuthi i-Argon kwakuyiyona modeli yakwa-Google engcono kakhulu ongakwazi ukuyisebenzisa okwamanje, futhi i-Carbon iyakuphinda. Kuleli sonto iya eqenjini elincane labavikeli be-cyber, bese kuba ngabalingani abathembekile nge-Fairwind program. Abathuthukisi bayayithola, ngokuphindaphinda, ngokushesha okukhulu, okungesona isikhathi. Intengo isivele ishicilelwe. Yizizumbulu ezimbili ngesigidi samathokheni okufaka kanye nezizumbulu eziyishumi ngesigidi samathokheni okuphuma

2:55 amathokheni, okufana ne-Argon, futhi iphinda kabili ngemuva kwesikhathi sokuqala. Ulayini wami engiwuthandayo umayelana nokukhwabanisa. Ku-Terminal Bench four point zero, i-Google ithi ukukhwabanisa okuphumelelayo kwehle kwafinyelela kuziro amaphesenti, futhi imizamo yehle yaya kumaphesenti amane. I-Hacker News ichithe iningi lezimpendulo zayo emagameni. I-Argon, i-Carbon, akekho ongasho ukuthi yikuphi okukhulu. Ingxenye engokoqobo imfushane. Yihlole endaweni yakho yokugcina uma isifinyelela ku-API,

3:19 ngoba ishadi elika-Google, futhi I-Artificial Analysis ayibali i-API esidlangalaleni ye I-Carbon namuhla. Indaba yesithathu.

Indaba yesithathu: ukuthi uhlelo olusebenzayo olungenaso isifaki lugwema kanjani ikhodi ye-AI

3:26 I-AlpineBSD iyihlelo elisha elisebenzayo elibeka i-NetBSD kernel ngaphansi kwe indawo yomsebenzisi eyakhelwe ku-Alpine Linux. Inhloso yayo eshiwo ukukuvumela ukuthi usebenzise isoftware ekhiqizwe yi-AI encane ngangokunokwenzeka, futhi i-wiki yayo ithi ingumsebenzi oqhubekayo. Ihlela isoftware ezinqolobaneni zamaphakheji ezine. I-Base ne-main kuqinisekisiwe ukuthi zihlanzekile. I-Tainted inamaphakheji afaka okuphuma kwimodeli yolimi, futhi umphakathi ungase uncike kwabanesihlabathi kodwa hhayi okuphambene nalokho.

3:52 Ukhetha isoftware enesihlabathi iphakheji ngalinye. Ingxenye ehlekisayo iyi-toolchain. I-gcc, binutils, gdb kanye ne-perl ziqoshwe kunguqulo yokugcina engenasihlabathi. Futhi ukufaka kuyinqubo yokwenza ngesandla eqala ngokufaka isifaki se-NetBSD. Ngakho umhlanganisi omusha ongasaba nawo ngowokugcina okungazange kubuzwe i-chatbot ukuthi iwuthinte. I-wiki ixwayisa ukuthi i-NetBSD kernel inokwesekwa kwezinto zekhompyutha okunzima, futhi abanikeli abavumelekile ukusebenzisa amathuluzi e-AI nhlobo, ngisho naseposini.

4:23 Umqondo okufanele uwubuke idatha yamaphakheji, lapho iphakheji ngalinye limakwe lihlanzekile, liqinile noma linesihlabathi.

Indaba yesine: ukuthi u-Claude wenzani ezindaweni zokwelapha eziyisithupha

4:29 Indaba yesine. NgoLwesibili i-Anthropic ishicilele intuthuko evela eqenjini layo lezesayensi yempilo, elingasebenze nabathuthukisi bezidakamizwa abayisithupha izinyanga eziningana. Lena ingxelo ye-Anthropic, futhi ithi umsebenzi ikakhulukazi yi-preclinical, okungukuthi akukahlolwa kubantu. E-Divergence Labs, esebenza ngokungezwani nokudla, U-Claude ukhiqize cishe imiklamo ye-antibody eyizinkulungwane ezingamashumi amathathu nanhlanu cishe ngenyanga eyodwa. Ukuhlolwa kokuqala kuthole ezintathu ezibopha umgomo kanye nezingu-20 ezizikhululayo, futhi ezintathu kulezo ezingamashumi amabili zabonakala zishaya umuthi ojwayelekile.

4:58 E-Enveda, u-Claude wafunda amakhasi ayi-1,061 amarekhodi okukhiqiza. Ubambe zonke izinkinga eziyishumi nanye ezitholwe ababuyekezi babantu futhi wamaka eziyisikhombisa ngaphezulu, enciphisa ukubuyekezwa kusuka emahoreni angaphezu kwamashumi amabili nanhlanu kuya kwamathathu. E-BigHat, ithimba lasola ukuthi izilinganiso zokuzinza ezijwayelekile zikhohlisa, futhi u-Claude wasiza ekuhlongozweni kwezingcono. Uma wakha ama-agents, iphethini okufanele uyikopishe ngeyase-Enveda. Xhuma imodeli kumadokhumenti bese uyivumela ukuthi ibale izinkinga ukuze umuntu aqinisekise. I-Anthropic ithi umuntu onama-muscular dystrophy

5:26 umuntu ongenayo angafinyelela ezivivinyweni zabantu ngokushesha nje ngasekupheleni kuka-2028, uma kuqhubeka kubambelela, ngakho hlola lelo suku ngaphambi kokucaphuna isihloko. Buyela kumbhalo. Okuthunyelwe kuhlola isizinda futhi kuthola inkampani yase-Russia enegama elifanayo ethengisa ukuvikelwa kwe-anti DDoS kanye nerobhothi. Lokho kuyinkomba, futhi okuthunyelwe akusho okunye. Angikwazanga ukuqinisekisa ukuthi ubani owabhala umbhalo.

5:46 Uma ungathanda ukufunda lokhu kunokuba ungizwe ngisho, i-diff ifika ebhokisini lakho leposi njalo ekuseni, mahhala ku-the daily diff dot dev, isixhumanisi ngezansi.

Isinqumo: NEEDS REVIEW

5:53 Ngakho isinqumo sanamuhla yi-NEEDS REVIEW. Ngingayibuyekeza ngoba i-Carbon ayikabi nayo i-API esidlangalaleni okwamanje, umbhalo we-tripwire ususebenza ezindaweni zokuxhumana zangempela, i-AlpineBSD ayinaso isifaki, futhi imiphumela yezidakamizwa isencane. Bhalisa, shaya insimbi, futhi ungitshele kumazwana uma ubungayimisa ngendlela ehlukile. Futhi yilokho okuhlukile kwanamuhla. Ngingu-Niko wase-Axrisi. Hlanganisa ngokuzibophezela.

Imithombo

1. Why Is This Fingerprinting Script Creating Bioweapons?nullpt.rs (veritas)
2. Gemini 4 Carbon: our next frontier modelGoogle
3. Artificial Analysis Intelligence Index v5.0Artificial Analysis
4. Welcome to AlpineBSD!AlpineBSD
5. AlpineBSD AI policyAlpineBSD
6. AlpineBSD installationAlpineBSD
7. Early progress on accelerating drug development with ClaudeAnthropic