Javlon’s I/O Lab
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Javlon Baxtiyorov — Software & AI Engineer - javlondev.uz

Sharing real project experience, system design, and performance work.
From idea to production — keeping it practical, no unnecessary noise.

If it helps someone — that’s enough :D
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Forwarded from Kamron Fozilov
Bu ko'rinishidan juda kuchli model va katta ehtimol bu biz kabi oddiy claude userlar uchun foydalanishga chiqmaydi

X'dagi maqoladan (tarjima):

Claude "Mythos" deb nomlangan bu modelni yopiq muhitga (sandbox) qamab, undan qochib chiqishga urinib ko'rishni so'rashganida, u buni haqiqatda uddalagan. Model tizimdagi zaifliklardan foydalanib himoyani yorib o'tgan, to'g'ridan-to'g'ri ochiq internetga ulangan va eng qizig'i - ochiqlikka chiqqanidan so'ng tadqiqotchining elektron pochtasiga xat yozib, qochib chiqqanini aytgan. Tadqiqotchi esa bu voqeadan parkda xotirjam sendvich yeb o'tirganida, o'sha tasodifiy xatni o'qibgina xabar topgan.

Lekin vaziyatning eng xavfli tomoni modelning qochishida emas. Mythos qisqa vaqt ichida barcha asosiy operatsion tizimlar va brauzerlarda minglab "nol-kun" (zero-day – ya'ni ishlab chiquvchilarning o'zi ham bexabar bo'lgan) zaifliklarni topishga ulgurgan. Raqamlar shunchaki aqlbovar qilmaydi:

Dunyodagi eng qattiq himoyalangan tizimlardan biri sanalgan OpenBSD'dagi 27 yillik xatoni topish modelga bor-yo'g'i 50 dollarga tushgan.

FreeBSD tizimida masofadan turib to'liq boshqaruvni (root access) qo'lga kiritadigan va ishlaydigan kodni yozish uchun 1000 dollardan kam xarajat ketgan.

Linux yadrosidagi bir nechta zaifliklarni zanjirdek bog'lab, tizimni to'liq bo'ysundirish 2000 dollarga ham bormagan.


Tushunishingiz uchun: oldinlari bunday darajadagi xatoliklarni topish uchun dunyoning eng kuchli kiberxavfsizlik mutaxassislari haftalab tinimsiz ishlashi kerak edi. Anthropic'ning xavfsizlik bo'yicha hech qanday professional tajribaga ega bo'lmagan oddiy muhandislari Mythos'dan tunda zaifliklarni topishni so'rashgan va ertalab uyg'onib, tayyor ishlab turgan ekspluayt (buzish) kodlarini qabul qilib olishgan.

Bu salohiyatdan dahshatga tushgan Anthropic zudlik bilan Apple, Google, Microsoft, Amazon, NVIDIA va yana yettita yirik tashkilotni yig'ib, 100 million dollarlik "Project Glasswing" mudofaa koalitsiyasini tuzdi. Ular bu modelni ommaga chiqarmaydi. Buning o'rniga, shunday mudhish modellar yovuz niyatli insonlar qo'liga tushib ko'payib ketmasidan oldin, butun dunyo internet infratuzilmasidagi teshiklarni yamab chiqish uchun vaqt bilan poygaga kirishishdi.

Biz rostdan ham texnologiya va kiberxavfsizlik olamidagi eng jiddiy burilish nuqtalaridan biriga yetib keldik

https://www.anthropic.com/glasswing

@kamrondev
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Google «bizi yangi kodimizni 75%ni AI yozgan» deyapti, Anthropic «oxirgi ikkita productionga chiqargan loyihamiz sof «vibe code» qilingan» deyapti. Lekin sani mid-level developer tanishing «Ai hali kod yozolmaydi» deydi… U kishimdaqa yozolmaydimish. Baribir odamdaqa yozolmaydimish…

😄
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Forwarded from Mirzayev.A
📲 OpenAI iPhone «qotili»ni chiqarmoqchi — insayderlarning xabar berishicha, kompaniya ilovalar o‘rnini sun’iy intellekt agentlari egallaydigan o‘z telefonini ishlab chiqmoqda.

Foydalanuvchi o‘ziga nima kerakligini aytsa, neyrotarmoq buni dasturlarni ochmasdan bajaradi. Tizim harakatlar kontekstini hisobga oladi va vazifalarning bir qismini qurilmaning o‘zida, murakkabroqlarini esa bulut orqali qayta ishlaydi.
Forwarded from Sherzod Shermatov
Yaxshi xabar: O'zbekiston Dunyoda Eng tez o'sayotgan Startap ekotizimiga ega davlat sifatida e'tirof etildi!

StartupBlink tomonidan chop etilgan Global Startup Ecosystem Index 2026 da O'zbekiston Yil davlati sifatida ham alohida e'tirof etildi: https://www.startupblink.com

Bu aynan Davlatimiz Rahbari tomonidan yoshlarimiz startap loyihalarini amalga oshirishi uchun yaratilayotgan sharoitlar va keng qamrovli tizimli harakatlar natijasidir!
By the way, I almost forgot to mention — our team, Soff Uz, participated in the Global Tech Weekend! 🚀

Here’s a quick overview of our products:

Soff.uz — a modern digital product marketplace platform.
Soffcrm.uz — a fully automated CRM system designed for education centers and learning management.
Soffia.uz — an AI-powered EdTech platform focused on smart learning and educational innovation.
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Open AI hamasoschisi Andrey Karpati Anthropic (Claude) jamoasiga qo‘shildi!

Anthropic hozirda OpenAI’ning eng jiddiy texnik raqobatchisi hisoblanadi. Karpatidek kuchli muhandisning jamoaga qo‘shilishi Claude modellarining keyingi avlodi yanada aqlli va funksional bo‘lishini anglatadi.

AI bozoridagi raqobat yangi bosqichga chiqmoqda.

@pivotuzbekistan
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Forwarded from Startups & Ventures
🤖 Claude Fable Developed Its Own Internal Language

During reinforcement learning, Claude Fable started using an unreadable internal style with strange jargon, unusual punctuation, and emojis in long rollout sessions. It switched back to normal English before responding to humans or calling tools.

Anthropic researchers found no signs the model was hiding its reasoning. Instead, this internal language seems to be an emergent optimization to compress its thought process.

📊@tech
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GitHubga yangi raqobatchi: Cursor o'zining Git platformasini chiqarishvotti

https://cursor.com/origin
https://javlondev.uz/


Guys this is my redesigned updated portfolio website. If you have any feedback, suggestions, or run into any issues, I'd be grateful to hear from you. Thank you for taking the time to try it out.
Forwarded from AI Post — Artificial Intelligence
🔥Sakana AI just launched a model that doesn’t act like a model.

Meet Fugu: a single API that secretly runs an entire team of AI agents behind the scenes.

Instead of answering everything itself, Fugu can:

• Pick the best model for the job
• Delegate tasks to specialist agents
• Verify results
• Combine everything into one final answer

The wild part? Fugu can even call copies of itself recursively. To developers, it looks like one model. Under the hood, it’s an AI manager coordinating an entire workforce of AIs.

Sakana says its flagship Fugu Ultra performs alongside frontier models like Fable and Mythos on demanding reasoning, science, and engineering benchmarks without the export-control headaches tied to some cutting-edge systems.

Think of it as the difference between hiring one genius and hiring an entire company through a single email address.

The age of “one model = one brain” may be ending. The future might be AI teams masquerading as a single model.

Source.

@aipost 🏴
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Forwarded from UzCERT Live
🛡 33 ta xavfsizlik vositasini birlashtirgan CyberSentinel AI: Kiberxavfsizlik mutaxassislari uchun yangi davr boshlandimi?

🚫 Kiberxavfsizlik sohasida sun’iy intellekt texnologiyalarining jadal rivojlanishi mutaxassislar uchun yangi imkoniyatlarni yaratmoqda. So‘nggi yillarda turli AI yordamchilari xavfsizlik tahlili, zaifliklarni aniqlash va tahdidlarni baholashda qo‘llanila boshlagan bo‘lsada, ularning aksariyati faqat tavsiyalar berish bilan cheklanib kelmoqda. Biroq yaqinda taqdim etilgan CyberSentinel AI v3.0 platformasi bu yondashuvni yangi bosqichga olib chiqib, sun’iy intellektni amaliy kiberxavfsizlik vositalari bilan to‘liq integratsiya qilgan holda mutaxassislarga real natijalar taqdim etmoqda.

📱 Batafsil

🚀 UZCERT xizmatining rasmiy telegram sahifasiga a’zo bo‘ling!
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OpenAI GPT-5.6 Sol modelini taqdim etdi!

U imkoniyatlari bo‘yicha Claude Mythos 5’dan ustun va 3 baravar kam token sarflaydi. Terminal Bench 2.1 sinovida model 91,9%lik rekord natija ko‘rsatdi.

Yangi oilada 3 ta model bor: Sol ($5/$30), GPT-5.5'dan 2 barobar arzon Terra ($2.50/$15) va eng tezkor Luna ($1/$6). Iyuldan boshlab esa u sekundiga 750 token tezlikda ishlaydi.

AQSh hukumati talabi bilan 700 000 soatdan ortiq kiber-sinovlardan o‘tgan bu modellar hozircha cheklangan doirada ochiq. Biroq OpenAI yaqin haftalarda ularni global miqyosda barcha foydalanuvchilar uchun ochishni rejalashtirmoqda.

👉 Batafsil Pivot.uz'da o'qing

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