Kudirin Kudi na Shekaru Goma na AI: Rashin Rana Mai Rana da La'akari da Burin da Ba a Kula da shi ba
Agusta 2026 za a tuna ba kawai kamar wani wata a kan kalanda, amma a matsayin m, maras musanya batu. Kudirin na AI na shekaru goma ya zo saboda, kuma ana biyan shi cikin rudanin tsaro na yanar gizo da ba a taɓa yin irinsa ba, hukumcin kuɗi na ƙasa, da rusa shuru na kayan aikin ɗan adam wanda ya gina makomar AI ta gaba. Wannan ba hasashe ba ne; shi ne kai tsaye, tabbataccen gaskiyar da ke buƙatar mahimman sake kimanta kowane dabarun fasaha, kowane taswirar samfur, da kowane matsayi na tsaro.
Cutar kumburin Intanet ta AI-Feled: Patch Talata ta mutu
Bari mu fashe: tsarin tsaro na gargajiya yana rugujewa a ƙarƙashin nauyin saurin gano lahani na AI. A wannan watan, mun ga wani babban abin da ba a taɓa ganin irinsa ba, mai da hankali sosai, wanda aka yi amfani da shi sosai na rashin lafiyar rana. Apple, yawanci tushen tsaro na dangi, ya riga ya ga ingantaccen ranar sifili na 2026 na farko yana niyya iPhones da iPads [6]. Microsoft, a cikin wata guda, ya fitar da gyare-gyare 400, gami da sifili na ranar Mai tsaro yana ba da damar SYSTEM - maɓallan masarautar [6]. CISA, a cikin matsananciyar matsananciyar gudu, ta ba da umarni na gaggawa ga hukumomin tarayya don daidaita manyan lahani na ababen more rayuwa kamar Citrix NetScaler da Gitea zuwa Agusta 28th, da sanin cewa ana amfani da su sosai a cikin daji [10, 11].
Wannan ba wata mugu ba ne kawai; juyi ne. Kuma mafi yawan shigar da hankali ya zo kai tsaye daga Redmond: Microsoft a sarari yana danganta wannan ƙarar ƙarar da aka gano aibi zuwa "tsarin gano cutarwar AI mai ƙarfi" [6]. Bari wannan ya nutse cikin. Kayan aikin da muke ginawa don * nemo * lahani yanzu suna haɓaka bayyanar su a cikin saurin da ya wuce ƙarfinmu na faci, balle mu kare.
Mun shiga zamanin da AI ba kawai taimakon masu binciken ɗan adam ba ne; yana tsara taswirar kai tsaye ta fuskar harin, yana gano sabbin hanyoyin amfani, da yin hakan tare da sauri da sikelin da ke sa zagayowar “patch Talata” mai aiki ya daina aiki. Wannan ba bugu ba ne a cikin tsarin; sifa ce ta zamanin AI. Abokan hamayyarmu, suma, suna yin amfani da AI, suna juya wannan zuwa tseren makamai inda fa'idar ke ƙara canzawa zuwa maharin. Girman girma da haɓakar waɗannan hare-haren, daga haɓaka gata a cikin abokan ciniki na ƙarshe [9] zuwa mahimman abubuwan more rayuwa [10, 11], suna buƙatar canji na gaggawa a dabarun tsaro na mu.
Ga CTOs da jagorancin injiniya, wannan yana nufin:
- Dabarun sarrafa facin ku ya karye. Idan har yanzu kuna dogaro da zagayowar wata-wata, kun riga kun kasance a baya. Ci gaba da faci, gyaran lahani mai sarrafa kansa, da basirar barazanar da AI ke motsawa ba su da buri; suna wanzuwa.
- ** A ɗauka cewa karya ba falsafa ba ce; tushe ne.** Mai da hankali kan ganowa, amsawa, da juriya. Na'urorin ku *za'a daidaita su, kuma da yuwuwa cikin sauri fiye da yadda kuke tsammani.
- ** Zuba hannun jari a AI don tsaro, ba kawai ganowa ba.** Idan AI yana gano lahani, AI kuma dole ne a tura shi don ganowa, tsinkaya, da kawar da barazanar a cikin ainihin lokaci. Wannan ba game da siyan wani SIEM ba ne; yana nufin sake sake tsara tarin tsaro a kusa da sarrafa kansa.
Babban Tech's Hisabi: Farashin Addiction da Ƙarshen Ƙarshen Ƙwararru
Yayin da duniyar yanar gizo ke konewa, manyan masana'antar fasaha suna fuskantar nasu hisabi, suna tabbatar da cewa "Great Tech Reset" da "Twin Earthquakes" da muka tattauna yanzu suna ba da tabbataccen sakamako mai tasiri. Kudirin doka don buri da ba a kula da shi ba, don ba da fifiko ga girma fiye da jin daɗin rayuwa, da kuma cin gajiyar aikin ɗan adam, yana zuwa a ƙarshe.
Na farko, yarjejeniyar Meta ta kusan dala biliyan 17 don tsara dandamalin jaraba shine babban hukunci na kuɗi [4]. Wannan ba kawai mari a wuyan hannu ba ne; sauyi ne na girgizar ƙasa a cikin lissafin kamfanoni. Tsawon shekaru, "matsawa cikin sauri da karya abubuwa" mantra a fakaice ya ba da uzuri a cikin al'umma na ƙirƙira samfur. Yanzu, kasuwa da masu mulki suna bayyana karara cewa ƙirƙira dandamali don haɗa matasa, don amfani da raunin hankali, yana zuwa tare da alamar farashi mai ban mamaki [4]. Wannan yana kafa misali mai ƙarfi, yana nuna cewa ƙirar ɗa'a da jin daɗin mai amfani ba yunƙurin jin daɗi ne na zaɓi ba amma mahimman abubuwan gudanarwa na kuɗi da na doka.
Ga manajojin samfur da shugabannin injiniya, wannan yana nufin:
- ** AI na ɗabi'a da ƙira mai alhakin ba za a iya sasantawa ba.** Kwanakin "za mu gyara shi daga baya" ko "siffa ce kawai" sun ƙare. Tasirin samfuran ku akan lafiyar hankali, keɓantawa, da jin daɗin rayuwar jama'a dole ne a yi la'akari da su daga tunani, ba kamar yadda ake tunani ba.
- Biyayya ga ƙa'ida yana faɗaɗa sama da keɓanta bayanan. Yi tsammanin ƙarin bincike akan ƙiyayyar algorithmic, jarabar dandamali, da tasirin tunanin samfuran ku. Haɗin kai tare da waɗannan batutuwa ba ya zama mai banbantawa; wajibi ne a guje wa gurgunta tara.
A lokaci guda, shawarar Amazon na rufe Injiniya Turk bayan shekaru 21 alama ce ta ƙarshen shuru na tushen dandamali don lakabin bayanan AI / ML da tattalin arzikin gig [4]. Mechanical Turk ita ce injin da ba a iya gani wanda ya ƙarfafa yawancin farkon juyin juya halin AI, yana ba da arha, bayanan sirri na ɗan adam don horar da algorithms, lakabin bayanai, da aiwatar da ayyukan da ba su da ƙarfi ga inji. Rufe shi ba yanke shawara ba ne kawai na kasuwanci; sigina ce mai zurfi game da haɓakar yanayin haɗin gwiwar ɗan adam-AI da aiki.
Wannan ba kawai canji ba ne a cikin samun bayanai; nuni ne na karuwar yancin kai da iyawar AI. Yayin da samfuran AI ke ƙara haɓakawa, dogaronsu akan ƙarancin albashi, bayanin ɗan adam yana raguwa. Wannan yana haifar da tambayoyi masu mahimmanci:
- Me zai faru da "man-in-the-loop"? Shin AI yana maye gurbin mutanen da suka horar da shi, ko kuma muna canzawa zuwa wani tsari inda kulawar ɗan adam ke buƙatar ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ma'aikata?
- Makomar samar da bayanai. Shin muna matsawa zuwa samar da bayanan roba, ƙarin manyan jami'an AI don sarrafa bayanai, ko mafi ɗa'a, bayyananne, kuma daidaitaccen tsari da aka biya don bayanin ɗan adam? Zamanin arha, aikin dijital da ba a san shi ba ya ƙare, kuma tare da shi, babban fa'idar tsada don haɓaka AI.
Zaren Haɗin Kai: AI's Takobin Kafi Biyu
Waɗannan abubuwan da ake ganin ba su dace ba - harin da aka yi na kwana-kwana da lissafin Big Tech - ɓangarorin biyu ne na tsabar kudin guda: babban, ɓarna, kuma galibin tasirin AI. A lokaci guda muna gina kayan aikin da ke fallasa mafi girman raunin tsaro a cikin wani matakin da ba a taɓa ganin irinsa ba, yayin da kuma fuskantar tsadar ɗabi'a da al'umma na burin fasaha da ba a kula da shi ba da kuma cin gajiyar aikin ɗan adam wanda ya haifar da haɓakarsa.
"Kudirin kudin AI na shekaru goma ya zo ne saboda tsabar kudi, silicon, da aikin ɗan adam" [4]. Wannan ba magana ce kawai mai daukar hankali ba; Gaskiya ne na watan Agusta 2026. Ga CTOs da shugabannin injiniya, wannan yana nufin:
- Tsaro ya daina zama cibiyar farashi; Yana da mahimmancin dabara. Ƙarfin ku na ƙirƙira, girma, har ma da tsira, ya dogara ne akan ikon ku na amintaccen tsarin da yanayin barazanar AI-hanzari.
- ** Zane-zane na ɗabi'a da alhakin AI sune tushe don ƙimar dogon lokaci.* Yin watsi da waɗannan ƙa'idodin zai haifar da hukumcin kuɗi, lalacewar mutunci, kuma a ƙarshe, asarar amana.
- ** Sake kimanta duk dabarun ku na AI.** Daga samar da bayanai zuwa ƙirar ƙira, fahimtar da'a, aiki, da abubuwan tsaro. Tsoffin hanyoyin ba su dawwama.
Wannan ba lokacin ƙara daidaitawa bane. Wannan lokaci ne na sake tunani mai tsattsauran ra'ayi. Shekaru goma na AI sun isa, kuma yana buƙatar mu gina tsarin juriya, ɗa'a, da amintaccen tsari ta ƙira, fahimtar cewa AI shine babban kayan aikinmu kuma babban ƙalubalenmu.
Sources
[1] AI Labarai A Yau - Agusta 28, 2026 | Sabbin Sabbin AI | AI Herald [2] Labaran AI na yau da kullun na Agusta 28, 2026 | Lokacin Gudu Na Uku [3] Labaran AI Yau, Agusta 28 - Manyan Labaran AI & Sabunta Rayuwa | AI mako-mako [4] Manyan Labaran Fasaha A Yau, Agusta 26, 2026: Amazon, Anthropic, Google ... [5] Agusta 28, 2026 AI Labarai | Sabbin Sabbin Hankali na Artificial | AIToolly [6] Labaran Fasaha Agusta 2026: 12 Na Ban Tafiya, Labarun Fashewa [7] Babban Labaran Fasaha & Nazarin Masana'antu | Sashe - Fortune [8] Database CVE, CWE, CISA KEV & Vulnerability Intelligence | Nemo CVE [9] CVE-2026-0828: Safetic Privilege Haɓaka Rauni [10] CISA Yana Haɓaka Matsalolin da Aka Yi Amfani da su guda shida zuwa Catalog [11] CISA Yayi Gargaɗi game da Rashin Lalacewar Gitea - Makon Tsaro [12] Rahoton Rashin Lalacewa - Sabbin barazanar tsaro na cibiyar sadarwa da sifili ... [13] Sabbin Harin Tsaron Yanar Gizon Yau - Varutra [14] Manyan Labarai na Tsaro na Intanet guda 5 Agusta 28, 2026 - DIESEC [15] Sabbin Labaran Tsaro | Labaran Intanet