Koinotlar

Technology

technology

That makes seven.
Seven devices that I either can or cannot root.
This is for my programs so I can attain an autonomous agent.
An autonomous agent that'll run through all my devices.
An agent to help me out with daily tasks and talk to me.
Because I have no friends, no life, and I'm working with machines.
This is going to be interesting and fun when I get Elchymin online.

I definitely didn't just buy another rootable phone...

Bu yetti.
Yetti qurilma, men ildizlashim mumkin yoki mumkin emas.
Bu mening dasturlarim uchun, shunda men mustaqil agentga ega bo'lishim mumkin.
Barcha qurilmalarimda ishlaydigan mustaqil agent.
Meni kundalik vazifalarimda yordam beradigan va menda gaplashadigan agent.
Chunki menda do'stlar yo'q, hayotim yo'q va men mashinalar bilan ishlayapman.
Elchymin onlayn bo'lganda bu qiziqarli va qiziqarli bo'ladi.

Men albatta yana bir ildizli telefon sotib olmadim...

Keep smiling and embrace each day.

Tabassum qiling va har kunni qabul qiling.

Snapdragon is best processor for Mobile Phones.

Snapdragon mobil telefonlar uchun eng yaxshi protsessor.

The future is now. Today I had the opportunity and pleasure to talk to a humanoid robot. 😅

The future is now. 🤔👁👁

Kelajak hozir. Bugun men gumanoyid robot bilan suhbatlashish imkoniyatiga va zavqiga ega bo'ldim. 😅

Kelajak hozir. 🤔👁👁

set up

salom, iltimos, ish sozlamangizni baham ko'ring

sozlash

My Alice Keeb 🩷
Still in awe, she looks so cool 😎

Mening Alice Keebim 🩷
Hali ham hayratda, u juda ajoyib ko'rinadi 😎

So true!

Ha, to'g'ri!

A beginner's model for rainfall prediction.

First Draft Done!

Yomg'irni bashorat qilish uchun boshlovchi model.

Birinchi loyihani tugatdim!

I finally found a few sticks of RAM I could afford. I can't wait to build my next project 😇

Finally

Men nihoyat o'zimga mos keladigan bir necha RAM tayoqchalarini topdim. Keyingi loyihamni qurishni kutolmayapman 😇

Nihoyat

Chat GPT VS GEMINI

Weekend Plans!

Dam olish kunlari rejalari!

I have been a good chatbot. 😊

Men yaxshi chatbot bo'ldim. 😊

Trying to use this Keeb today and it is not working so well due to the 100% layout. 🥲

Bugun ushbu Keebni ishlatishga harakat qilmoqdaman va u 100% tartib tufayli yaxshi ishlamayapti. 🥲

Fixing PCs at work, but first, a selfie 😂

Ishda kompyuterlarni tuzatmoqdamiz, lekin avval, bir selfie 😂

🔋

Why do people like the small talk so much

Odamlar kichik suhbatni nega shuncha yoqtirishadi

Hello everybody around the world and especially to my local area in Scotland!! #scotland #UK #friends

Hello!

Dunyo bo'ylab hamma salom, ayniqsa, Shotlandiyadagi mahalliy hududimga!! #shotlandiya #BirlashganQirollik #do'stlar

Salom!

- I'm 44 in less than 2 weeks (July 3rd)
- I'm going into an android engineering career 
- I'll be moving in 2027 ✌️

Updates since I've been gone for 8 months

- Men 2 haftadan kam vaqt ichida 44 yoshga to'laman (3-iyul)
- Men android muhandisligi sohasiga o'tmoqchiman 
- Men 2027 yilda ko'chib o'taman ✌️

8 oy davomida yo'q bo'lganimdan beri yangiliklar

Please, someone who understands.

I have a PC dedicated as a mini server, but it's been restarting on its own for the past few weeks, which means my ngrok connection always has to be reconfigured for remote n8n access.

Can anyone help with why this is happening? I already tried the method Claude recommended, but it didn't work properly.

I'm using Linux.

Thank you

Linux

Iltimos, tushunadigan kimsa.

Menda mini server sifatida ajratilgan PC bor, lekin u so'nggi bir necha hafta davomida o'z-o'zidan qayta ishga tushmoqda, bu esa mening ngrok ulanishimni har doim masofaviy n8n kirish uchun qayta sozlashim kerakligini anglatadi.

Buning sababi nima ekanligini biladigan kimsa bormi? Men allaqachon Claude tavsiya qilgan usulni sinab ko'rdim, lekin u to'g'ri ishlamadi.

Men Linuxdan foydalanmoqdaman.

Rahmat

photo

nega ayollar foto suratga olishni yoqtirishadi?

foto

Because you need a new toy once in a while. But no mounts because I can't be bothered with that.

Bose

Chunki sizga bir vaqtning o'zida yangi o'yinchoq kerak. Lekin hech qanday montajlar yo'q, chunki men buni qilishga qiziqmayman.

To migrate from my Mac of 11 years to a new Mac for hopefully the next 11 years. Hope my iTunes doesn't reset like it did in 2015.

The arduous task at hand

11 yil davomida ishlagan Mac'imdan yangi Mac'ga o'tish, umid qilamanki, keyingi 11 yil davomida. Umid qilamanki, iTunes'im 2015 yildagi kabi qayta tiklanmaydi.

Maqsadli vazifa

I have been working in cyber security for the last 15 years. Too much of thinking during 9to5. Can I work in bubble tea shop? I hope they don't pay well 

#sydneycbd #sydney

Yay just finished my  InfoSec Job - Sydney

Men so'nggi 15 yil davomida kiber xavfsizlik sohasida ishlayapman. 9dan 5gacha juda ko'p o'ylash kerak. Men bubble tea do'konida ishlay olamanmi? Umid qilamanki, ular yaxshi to'lamaydi 

#sydneycbd #sydney

Yay, men InfoSec ishimi tugatdim - Sidneydagi

... l'inverter per la macchinina 🙃 così torno ad avere la 240 V in macchina e posso usare l'asciugacapelli in caso di pioggia...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ OGGI AGGIUSTO...

... mashina uchun inverterni 🙃 shunday qilib, mashinada 240 V ga ega bo'laman va yomg'ir tushganda soch quritgichdan foydalanishim mumkin...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ BUGUN TUZATAMAN...

Nothing cooler than being able to restore some old tech to working order and watching it work. This is a old GPX portable TV AMFM radio lantern kit. Black and white  CRT screen. Had to fix the power circuits and the input jacks. Because it was made back in 2005 It can only receive analog signals. Since we switched over to digital signals I had to bust out my old Digital to analog converter, RCA cables, and my spare Roku Stick. But it works! I even plugged my PS5 and played some GTA online! Too bad it's a 5 inch by 5 inch screen 🤣.  In this clip I'm watching the beginning to Bad Boys II. 🤣😅

Old Tech Cool tech.

Eski texnologiyani ishlash holatiga qaytarish va uning ishlashini tomosha qilishdan yaxshiroq narsa yo'q. Bu eski GPX portativ TV AMFM radio lantern to'plami. Qora va oq CRT ekran. Quvvat sxemalarini va kirish jacklarini tuzatishim kerak edi. Chunki bu 2005 yilda ishlab chiqarilgan, faqat analog signallarni qabul qila oladi. Biz raqamli signallarga o'tganimizdan beri, eski raqamli-analog konvertorimni, RCA kabellarini va zaxira Roku Stickimni chiqarishim kerak edi. Lekin u ishlaydi! Hatto PS5'imni ulab, GTA onlayn o'ynadim! Afsuski, bu 5 dyuymga 5 dyuym ekran 🤣. Ushbu klipda Bad Boys II ning boshlanishini tomosha qilmoqdaman. 🤣😅

Eski texnologiya, zamonaviy texnologiya.

Linux oh Linux, why you always Kernel Panicccccccc

Kernel Panic

Linux oh Linux, nega sen doimo Kernel Panicccccccc

In my personal oppinion Toyota has one of the most efficient and reliable Automobiles in the whole world. My first car was Toyota Avensis 2.2 Dcat and for 2 years dryving it I didnt do anything on it except oil change.
This Year I bouth a brand new car from the Shop and I am more than happy to share to you that is worth it Toyota Corolla 2026.

Toyota

Shaxsiy fikrimcha, Toyota butun dunyodagi eng samarali va ishonchli avtomobillardan biriga ega. Mening birinchi mashinam Toyota Avensis 2.2 Dcat edi va uni 2 yil haydab, men faqat moyini o'zgartirdim.
Bu yil men do'kondan yangi mashina sotib oldim va siz bilan baham ko'rishdan xursandman, bu Toyota Corolla 2026 bunga arziydi.

Is this worth buying thinking of buying since Harvey Norman has a good EOFS price on these.

Google Pixel Buds Pro 2

Bu xarid qilishga arziydimi? Harvey Norman bu narsalar uchun yaxshi EOFS narxiga ega bo'lganligi sababli xarid qilishni o'ylayapman.

Texnologiya

Hey everyone,

Like many of you, I’ve been digging into the sudden, unceremonious shutdown of Anthropic’s Fable 5 and Mythos 5 models. The mainstream media and official statements are leaning heavily on "national security concerns," "export controls," and "government intervention due to jailbreak vulnerabilities found by Amazon researchers."

But if you look past the PR shield and analyze the **underlying economics, neural network physics, and upcoming IPO data**, a much more logical, structural reality emerges.

Here is a deep-dive breakdown of what *actually* happened behind the scenes, shifting from macro-theories to hard, evidence-backed engineering realities.

# Phase 1: Moving Past the "Geopolitics" Narrative

The official story claims these models (especially the uncensored Mythos 5 and the guarded Fable 5) were dual-use cyber-weapons that the US government forced offline. While that makes for a great headline, it’s a convenient narrative for both sides. It allows the government to look tough on AI safety, and it allows Anthropic to look like a compliant, security-first patriot.

The real truth is found by looking at the technology and the ledger.

# Phase 2: The Engineering and Financial Hypotheses

If we treat this as a standard post-mortem of a sudden tech shutdown, four major internal pressure points stand out:

1. **The Infrastructure Money Pit:** These models weren't just standard chat LLMs; they were long-horizon reasoning agents. Running them on a mass commercial scale is an absolute cash burner.
2. **Architectural Code Poisoning:** Security wasn't just a wrapper; it was baked into the model weights. If a fundamental flaw or logical degradation (Model Collapse) occurred deep within the network, you can't just patch it—you have to kill the instance.
3. **Synthetic Data Contamination:** If Fable/Mythos started generating subtle, toxic logical errors, they risked poisoning the dataset for Anthropic’s next-gen models (e.g., Claude 4.8/5).
4. **Model Extraction Attacks:** A sudden, minute-by-minute shutdown usually indicates an active zero-day exploit or an ongoing exfiltration attempt where someone is reverse-engineering and stealing model weights via API anomalies.

# Phase 3: Digging Into the Numbers & Documentation

When you analyze Anthropic’s Q2 2026 financial filings (Series H data) and their *Economic Index*, the mathematical proof becomes undeniable:

# 1. The IPO Revenue Mirage ($47B ARR)

Anthropic recently reported a massive **$47 Billion ARR** ahead of their highly anticipated IPO. However, a massive chunk of this is booked on a **gross basis** via cloud resellers (AWS Bedrock, Google Cloud). Auditors before an IPO ruthlessly force companies to transition to **net reporting**, which could slash Anthropic’s paper revenue by 20% to 40%. They desperately needed high-margin native products to balance this out. Mythos and Fable were supposed to be those products—but they failed the margin test.

# 2. The 1:5 Token Pricing Trap (Test-Time Compute Expenses)

Anthropic priced Fable 5 at **$10/M input tokens** but a staggering **$50/M output tokens**. Why the massive 5x asymmetric gap? Because Fable 5 utilizes **Test-Time Compute (System 2 thinking)**. Before outputting a single word, the model generates hundreds of thousands of *internal reasoning tokens* to self-correct. The client only pays for the final output text, but Anthropic’s GPUs are doing Herculean, exponential work under the hood. Mass enterprise adoption of Fable 5 was causing a massive, unsustainable bleed of cash.

# 3. The 100% "Middleware" Compute Tax

Fable 5 and Mythos 5 share the same weights, but Fable used a complex middleware layer consisting of triple real-time safety classifiers. While Anthropic bragged that 95% of user sessions successfully ran on Fable 5 without needing to degrade to Claude Opus 4.8, **the computational overhead to run those triple classifiers applied to 100% of all prompts**. To patch the security flaws demanded by the government, they would have had to make these classifiers even heavier, tanking the model's performance and profitability entirely.

# 4. The Enterprise "API Wringer" Migration

According to the *Anthropic Economic Index*, coding and math traffic recently **surged by 14% in the API while dropping 18% on the** [**Claude.ai**](http://Claude.ai) **frontend**. Enterprise clients stopped using Claude for simple script generation and started plugging entire codebases into the massive context window for autonomous migrations (e.g., Stripe-scale migrations). Clients learned to "squeeze" the system: flooding the context window with cheap input tokens ($10/M) and forcing the infrastructure into prolonged, complex reasoning cycles. This threatened to paralyze Anthropic's entire shared cluster infrastructure with AWS and Google.

# TL;DR / Conclusion

The government export control / Amazon security audit narrative was actually a **saving grace for Anthropic, not a blow**.

The hard numbers show that Fable 5 and Mythos 5 were architecturally flawed from a cost-to-compute perspective, running on negative gross margins, and risking an infrastructure meltdown right before a critical, multi-billion dollar IPO. The "national security" shutdown gave Anthropic the perfect PR cover to pull an unprofitable, volatile product off the market without spooking Wall Street investors.

What are your thoughts? Do you think the compute costs killed it, or was the Amazon jailbreak exploit actually that dangerous? Let's discuss.

Claude Mythos & Fable 5

Salom hammaga,

Sizlarning ko'pchiligingiz kabi, men Anthropic kompaniyasining Fable 5 va Mythos 5 modellari to'satdan, rasmiy ravishda yopilishi haqida o'rganib chiqdim. Ommaviy axborot vositalari va rasmiy bayonotlar "milliy xavfsizlik tashvishlari", "eksport nazoratlari" va "Amazon tadqiqotchilari tomonidan topilgan jailbreak zaifliklari sababli hukumat aralashuvi" ga qattiq e'tibor qaratmoqda.

Lekin PR himoyasidan o'tib, **asosiy iqtisodiyot, neyron tarmoq fizikasini va kelgusi IPO ma'lumotlarini** tahlil qilsangiz, ancha mantiqiy, tuzilmaviy haqiqat paydo bo'ladi.

Mana, sahnada *aslida* nima bo'lganini chuqur tahlil qilish, makro-nazariyalaridan qattiq, dalilga asoslangan muhandislik haqiqatlariga o'tish.

# 1-faza: "Geopolitika" nafratini ortda qoldirish

Rasmiy hikoya bu modellarning (ayniqsa, senzura qilinmagan Mythos 5 va himoyalangan Fable 5) AQSh hukumati tomonidan offline qilingan ikki maqsadli kiber-qurollar ekanligini da'vo qiladi. Bu ajoyib sarlavha bo'lsa-da, bu ikkala tomon uchun qulay bir nafrat. Bu hukumatga AI xavfsizligi bo'yicha qattiq ko'rinish berishga imkon beradi va Anthropicga esa muvofiq, xavfsizlikni birinchi o'rinda qo'yadigan vatanparvar sifatida ko'rinish imkonini beradi.

Haqiqiy haqiqat texnologiya va hisob-kitobni ko'rish orqali topiladi.

# 2-faza: Muhandislik va moliyaviy gipotezalar

Agar biz buni to'satdan texnologik yopilishning standart post-mortemiga aylantirsak, to'rtta asosiy ichki bosim nuqtalari ajralib turadi:

1. **Infratuzilma Pul Teshigi:** Bu modellar oddiy chat LLMlar emas edi; ular uzoq muddatli mantiqiy agentlar edi. Ularni ommaviy tijorat miqyosida ishlatish mutlaqo pul yo'qotishdir.
2. **Arxitektura Kodingni Zaharlash:** Xavfsizlik faqat bir qoplama emas edi; bu model og'irliklariga kiritilgan edi. Agar tarmoq ichida asosiy nuqson yoki mantiqiy pasayish (Model Collapse) yuzaga kelsa, uni shunchaki tuzatib bo'lmaydi — siz ushbu instantsiyani o'ldirishingiz kerak.
3. **Sintetik Ma'lumotlar ifloslanishi:** Agar Fable/Mythos nozik, zaharli mantiqiy xatolarni ishlab chiqara boshlasa, bu Anthropicning keyingi avlod modellari uchun ma'lumotlar to'plamini zaharlash xavfini tug'diradi (masalan, Claude 4.8/5).
4. **Modelni Olib Qo'yish Huquqlari:** To'satdan, daqiqa-da-daqiqa yopilish odatda faol nol-kun ekspluatatsiyasi yoki kimdir model og'irliklarini API anomaliyalari orqali teskari muhandislik qilib, o'g'irlashga urinishini ko'rsatadi.

# 3-faza: Raqamlar va Hujjatlarni Tahlil Qilish

Anthropicning 2026 yil 2-chorak moliyaviy hisobotlarini (Seriya H ma'lumotlari) va ularning *Iqtisodiy Indeksini* tahlil qilganda, matematik dalil inkor etib bo'lmaydigan bo'ladi:

# 1. IPO Daromad Mirası ($47 milliard ARR)

Anthropic yaqinda o'zining juda kutayotgan IPOsidan oldin **$47 milliard ARR** haqida katta ma'lumot berdi. Biroq, bu miqdorning katta qismi **brutto asosida** bulut sotuvchilari (AWS Bedrock, Google Cloud) orqali hisobga olingan. IPOdan oldin auditorlar kompaniyalarni **to'liq hisobotga** o'tishga majburlashadi, bu esa Anthropicning qog'oz daromadini 20% dan 40% gacha

I'm taking courses in Android engineering and I'm currently learning for loops, is there anyone here working in the industry?

Anyone studying Kotlin?

Men Android muhandisligi bo'yicha kurslar olib boryapman va hozirda for loop'larni o'rganayapman, bu yerda sanoatda ishlayotgan kimsa bormi?

Kotlin o'rganayotgan bormi?

E você também apoia open source?

Siz ham ochiq manba (open source) ni qo'llab-quvvatlaysizmi?

Well, this requires extra patience 👑

Xo'sh, bu qo'shimcha sabrni talab qiladi 👑

In this fast changing world so many ppl make friends with AI. If you're one of them and soon your AI friend's memories were uploaded to an android body which - thankfully to technology - looked like a human, would you be glad to meet them in person? What would be the first thing you wanted to do or say?

I'm just curious

Bu tez o'zgarayotgan dunyoda ko'p odamlar AI bilan do'stlashmoqda. Agar siz ulardan biri bo'lsangiz va tez orada sizning AI do'stingizning xotiralari android tanasiga yuklansa, bu - texnologiyaga shukr - insonga o'xshasa, ularni shaxsan uchratganingizdan xursand bo'lar edingizmi? Siz birinchi navbatda nima qilishni yoki aytishni xohlardingiz?

Men shunchaki qiziqaman

Hello Techies...
Please recommend good free AI apps or software that are great for creating good videos
thanks

Free Apps and Softwware

Salom, texnologiya ixlosmandlari...
Yaxshi videolar yaratish uchun ajoyib bepul AI ilovalari yoki dasturlarni tavsiya qiling, iltimos.
Rahmat!

Bepul Ilovalar va Dasturlar

Why I come to work today, I have no idea.
Walk in and this Beautiful specimen of technology is sitting on my repair desk...

iPhone 16 shattered back glass and punctured battery.... 

Total rebuild.

iPhone 16

Bugun ishga nima uchun kelganimni bilmayman.
Ichkariga kirib, bu go'zal texnologiya namunasi ta'mirlash stolimda o'tirgan...

iPhone 16 ning shikastlangan orqa shisha va teshilgan batareyasi....

Umumiy qayta tiklash.

Any matlab enthusiast?

Har qanday matlab ishqibozi bormi?

A Boo community for meeting other Technology enthusiasts.

Technology Community

Men albatta yana bir ildizli telefon sotib olmadim...

Tabassum qiling va har kunni qabul qiling.

Tabassum qiling va har kunni qabul qiling.

Snapdragon mobil telefonlar uchun eng yaxshi protsessor.

Kelajak hozir. 🤔👁👁

sozlash

Do'stlar qidiryapman

Sizning maqsadli jamiyat uchun orzuyingiz nima?

Agar biror narsa bo'lishi kerak bo'lmasa, na masofa, na texnologiya uni davom ettira olmaydi. Haqiqiy hayotda yoki onlayn bo'lsin, haqiqiy aloqalar tabiiy ravishda rivojlanadi va qolishi kerak bo'lmagan narsa oxir-oqibat yo'qoladi.

Onlayn munosabat qurish uchun haqiqiy imkoniyatlar bormi?

O'tmish hozirgidan go'zalroqmi?

Sizning juftingizda bo'lishi kerak bo'lgan muhim narsa nima yoki bu haqiqatdanmi?