Älemler

Technology

technology

Kodak

Repairs....

Düzeltmeler....

Look at square

Köşe gara

Ai baby😂😂

Ai çagajyk😂😂

I don’t mind being in a self driving car. This is actually pretty fun. This is about my 3rd time 😊 maybe I might get one for a night out but for now daytime.

Tesla RoboTaxi 
Austin,Tx

Men öz-özüni sürýän maşynda bolmaga garşy däl. Bu hakykatdanam gaty gyzykly. Bu meniň 3-nji gezekim 😊 belki bir gijälik üçin birini alaryn, ýöne häzir gündiz.

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

Menim Alice Keeb 🩷
Hala haýran, ol şeýle ajaýyp görünýär 😎

If buying isn't owning, then pirating isn't theft.

🎮

Eger satyn almak eýe bolmak däl bolsa, onda piratçylyk çalmak däl.

Weekend Plans!

Bu hepde soňky günler QML bilen geçiriler.

Häzirki wagtda meýilnamalar!

🔋

A beginner's model for rainfall prediction.

First Draft Done!

Ýer ýagymy öňünden çaklamak üçin başlangyç model.

Ilkin Taslama Tamam!

Hello

Salam

Why do people like the small talk so much

Adamlar kiçi gepleşikleri näme üçin şeýle gowy görýärler

- 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 hepde içinde 44 ýaşymda bolaryn (3-nji iýul)
- Men android inženerlik karýerasyna girýärin 
- Men 2027-nji ýylda göçýärin ✌️

8 aýdan gaçan wagtymdan bäri täzelenmeler

Rate 1 to 10 for my setup, if no-one want to find out what I have, such as:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

- main pc:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig of ram 6400mhz cl32

Show me your setup

Düzümim üçin 1-den 10-a çenli bahalandyryň, eger hiç kim näme bar diýmek islemese, şeýle ýaly:
- PS5 ýörite
- LG UltraGear OLED
- Corsair Xeneon EDGE

- esasy PC:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig ram 6400mhz cl32

Meniň düzümimi görkez

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

Bose

Çünki arada täze oýuncağa zerur. Emma hiç hili goşmaça ýok, sebäbi men onuň bilen başagaýmak islemeýärin.

set up

salam, iş düzgünleşdirişiňi paýlaşmagyňy haýyş edýärin

düzgünleşdirmek

... 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...

... maşyn üçin inverteri 🙃 şeýdip maşynymda 240 V gaýdyp alýaryn we ýagyş wagty saç guradýan maşynyny ulanyp bilerin...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ BUGÜN DÜZELTÝÄN...

Time4work

Gije wagty kod ýazmak sessiýalary başgaça bolýar.

Linux oh Linux, why you always Kernel Panicccccccc

Kernel Panic

Linux oh Linux, sen her wagt Kernel Panicccccccc näme üçin?

Chat GPT VS GEMINI

Chat GPT WE GEMINI

Another day studying 
The session code it’s super usefully in PHP

Studying

Başga bir gün okuw 
Sessiya kody PHP-de gaty peýdaly

Okuwy

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

Menim şahsy pikirime görä, Toyota dünýäniň iň netijeli we ygtybarly awtoulaglarynyň biri. Meniň ilkinji awtomobilim Toyota Avensis 2.2 Dcat bolup, ony 2 ýyl sürüp, diňe ýag çalyşmakdan başga hiç zat etmedim.
Bu ýyl men dükanlardan täze awtomobil satyn aldym we size paýlaşmakdan has köp bagtly, bu Toyota Corolla 2026-nyň eýe bolandygy.

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

The future is now. 🤔👁👁

Geljek indi. Bugün men humanoid robot bilen gürleşmek üçin mümkinçilik we lezzet aldym. 😅

Geljek indi. 🤔👁👁

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

Google Pixel Buds Pro 2

Bu satyn almak üçin gymmatmy, sebäbi Harvey Norman bu üçin gowy EOFS bahasy bar.

Good info right?

Gowy maglumat, şeýlemi?

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

Finally

Men ahyrsoň birneme RAM çubuklaryny tapdym. Men özümiziň indiki taslamamy gurmak üçin sabyrsyzlanýaryn 😇

Ahyrsoň

Teknologiýa

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

Salam hemmäňiz,

Sizleriň köpüsi ýaly, men Anthropic-iň Fable 5 we Mythos 5 modellarynyň gaýtadan, resmi taýdan ýapylmagy bilen baglanyşykly maglumatlary öwrenip başladyk. Esasy media we resmi beýannamalar "milli howpsuzlyk aladalary," "eksport gözegçiligi" we "Amazon gözlegçileri tarapyndan tapylan jailbreak zaýalanmalary sebäpli hökümetiň aragatnaşygy" ýaly düşünjeleriň üstünde güýçli durýarlar.

Emma PR galkanynyň aşagyna göz aýlasaňyz we **esasy ykdysadyýeti, nerw torlarynyň fizikasyny we geljekki IPO maglumatlaryny** seljermeseňiz, has akylly, gurluşlaýyn hakykat ýüze çykýar.

Şu ýerde *hakykatdan* bolup geçýän wakalaryň çuňňur seljermesi, makro-teoriyalardan berk, subutnamalar bilen berkidilen in engineering hakykatlaryna geçýär.

# Fazanyň 1: "Geopolitika" Narratwiniň Aşakda Gidýän Zamanasy

Resmi hekaýa bu modellaryň (esasan hem çäklendirilmedik Mythos 5 we goralan Fable 5) ABŞ hökümetiniň onlaýn ýagdaýdan çykarmak üçin güýçli ýaraglar bolandygyny aýdýar. Bu gowy başlyk üçin gowy, ýöne iki tarapa-da amatly bir narratiw. Bu hökümetiň AI howpsuzlygy boýunça güýçli görünmegine mümkinçilik berýär, we bu Anthropic-iň boýun egýän, howpsuzlygy öňde tutýan watandaş ýaly görünmegine mümkinçilik berýär.

Hakyky hakykat tehnologiýa we hasap bilen göz öňünde tutulanda ýüze çykýar.

# Fazanyň 2: In engineering we Maliýe Hýpotezleri

Eger biz bu ýagdaýy bir çaknyşma tehnologiýasynyň standart post-mortem hökmünde kabul etsek, dört esasy içki basyş nokady ýüze çykýar:

1. **Infrastrukturanyň Pul Çökmek:** Bu modellaryň diňe bir standart söhbetdeşlik LLM-lary däldigini; olar uzak möhletli pikirlenme agentleri bolupdy. Olary köpçülik söwda derejesinde işledip bolmaz, bu doly pul ýakmakdyr.
2. **Arhitekturanyň Kody Zäherlemek:** Howpsuzlyk diňe bir örtük däl; bu model agramlaryna goşulypdy. Eger bir esasy kemçilik ýa-da akyl taýdan peselmek (Model Çökmek) toruň çuňlugynda ýüze çykyp, ony diňe bir patch etmek mümkin däl-de, instance-i öldürmeli.
3. **Sintetik Maglumatlaryň Zäherlenmegi:** Eger Fable/Mythos ýumşak, zehirli akyl erşleri döretmäge başlasa, olar Anthropic-iň geljek nesil modellarynyň maglumat setirini zehirlemek howpy bilen ýüzbe-ýüz bolardy (meselem, Claude 4.8/5).
4. **Model Çykaryş Wejipleri:** Birden, minutdan-minut ýapylmak, adatça, işjeň zero-day eksploit ýa-da dowam edýän çykaryş synanyşygy bilen baglanyşyklydyr, şol ýerde birisi model agramlaryny API anomaliýalary arkaly gaýtadan işläp, çalyp alýar.

# Fazanyň 3: Sanlar we Resminamalar Üzerine Göz aýlamak

Eger siz Anthropic-iň Q2 2026 maliýe ýazgylaryny (Seriýa H maglumatlary) we olaryň *Ykdysady Indeksi* seljermeseňiz, matematik subutnama inkär edilmez bolýar:

# 1. IPO Girdeji Miraji ($47B ARR)

Anthropic soňky döwürde özleriniň ýokary garaşylýan IPO-syndan öň **$47 Miliard ARR** girdeji barada giňden habar berdi. Emma, bu girdejiniň uly bölegi **çökgünlik derejesinde** bulam-bujarlyk bilen hasaba alynýar (AWS Bedrock, Google Cloud). IPO-dan öň auditorlar kompaniýalary **net hasaba alynmaga** geçmäge güýçli basyş edýärler, bu Anthropic-iň kagyz girdejisini 20% -dan 40% -a çenli peseldip biler. Olar bu ýagdaýy deňleşdirmek üçin ýokary marja native önümlerine zerurdy. Mythos we Fable şol önümler bolmalydy, ýöne olar marja synagyndan geçip bilemok

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 in engineering kurslaryny geçirýärin we häzirki wagtda for looplary öwrenýärin, bu ýerde senagatda işleýän barmy?

Kotlin öwrenýän barmy?

This watch is starting to get scary.
Last night I slept without it on & 
It still recorded my sleep😱
How Does That Happen?🤔

Bu sagat gorkunç bolmaga başlaýar.
Geçen gije men ony takyp ýatmadym we 
Henizem meniň ukyma ýazypdyr😱
Bu nädip bolýar?🤔

Fixing PCs at work, but first, a selfie 😂

Işda PC-lary düzetmek, ýöne ilki bilen, bir selfie 😂

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

Şu çalt üýtgeýän dünýäde köp adam AI bilen dostlaşýar. Eger siz olaryň biri bolsaňyz we ýakyn wagtda AI dostuňyzyň ýadygärlikleri bir android bedene geçirilen bolsa, bu tehnologiýa üçin şükür, ol adam ýaly görünýär, şahsyýetde duşuşmaga şat bolarmy? Ilkinji edip ýa-da aýtmak isleýän zadyňyz näme bolardy?

Men diňe gyzyklanýaryn

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 tehnologiýany işjeň ýagdaýyna getirip, onuň işleýşini görmekden has gowy hiç zat ýok. Bu, 2005-nji ýylda ýasalan, GPX markaly, göçme TV AMFM radio lantern kitidir. Gara we ak CRT ekran. Güýç ulgamlaryny we giriş jaklaryny düzetmeli boldum. Çünki bu, 2005-nji ýylda ýasalan, diňe analog signallary kabul edip biler. Biz sanly signallara geçeniňden soň, öz eski sanlydan analog konvertorumy, RCA kabellaryny we goşmaça Roku Stick-imi çykarmaly boldum. Emma işleýär! Men hatda PS5-imi baglanyşdyrdym we GTA online oýnadym! Gaty ýaramaz, bu 5 dyuýmly ekran 🤣. Bu wideo bölüminde Men Bad Boys II filminiň başyny görýärin. 🤣😅

Eski tehnologiýa, ajaýyp tehnologiýa.

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

Bu Keeb-i şu gün ulanmaga synanyşýaryn we 100% görnüşi sebäpli gowy işleýär däl. 🥲

Just engraving stainlesteel bottle with diode laser engraver

Engraving bottle

Diode lazer gysgyç bilen paslanmaz çeliş şişesini gysgylaýaryn

Gysga şişe

I just tried combination of davidoff rich aroma coffee in Coolberg Cranberry , it was good!
Just wanted to share with my fellow nocturnal buddies here so u can try!

Coffee 🥂

Men diňe Coolberg Cranberry-de davidoff baý aromaly kahwa kombinasiýasyny synap gördüm, gowy boldy!
Şeýle-de bolsa, sizler bilen paýlaşmak isleýärin, şonuň üçin synap görüp bilersiňiz!

Kahwa 🥂

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

Haýsy birisi düşünýän bolsa, kömek ediň.

Meniň mini server hökmünde bagyşlanan bir PC-im bar, ýöne soňky birnäçe hepde öz-özüni gaýtadan başlaýar, bu bolsa meniň ngrok baglanyşygymy remote n8n girmegi üçin hemişe täzeden sazlamaly bolýandygymy aňladýar.

Bu näme üçin bolup geçýändigini bilen barmy? Men öňünden Claude-nyň maslahat berýän usulyny synap gördüm, ýöne ol dogry işlemedi.

Men Linux ulanyýaryn.

Sag boluň.

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 soňky 15 ýyl bäri kiber howpsuzlykda işleýärin. 9dan 5e çenli köp pikirlenmek. Men bubble tea dükanynda işläp bilerinmi? Umyt edýärin, olar gowy tölemez 

#sydneycbd #sydney

Yaz meniň InfoSec işimi tamamlady - Sidneý

Moto g play. 
One of my customers tried to do the repair themselves. He ended up severing the ribbon cable for the screen. Anybody willing to try to do it themselves has my respect. I support DIY.

Mondays be like...

Moto g play. 
Müşderilerimden biri özbaşdak bejermek isleýärdi. Ol ekran üçin ýüklük kabellini kesip goýdy. Özbaşdak etmeli bolýanlaryň hemmesine hormat goýýaryn. Men DIY-i goldaýaryn.

Düşenbe günleri şeýle bolýar...

A Boo community for meeting other Technology enthusiasts.

Technology Community

Kodak

Düzeltmeler....

Köşe gara

Ai çagajyk😂😂

Tesla RoboTaxi Austin,Tx

Menim Alice Keeb 🩷 Hala haýran, ol şeýle ajaýyp görünýär 😎

Aşakgynçynyň Paradoks: Biz çuňňur baglanyşyga has isleg bildirýäris, ýöne akylymyz bize dynç almaga mümkinçilik bermeýär. 🌪️

Online gatnaşyklary gurmak üçin hakykatdanam mümkinçilik barmy?

Dostlary gözleýärin

Eger bir zat bolmaly bolsa, uzaklyk ýa-da tehnologiýa ony dowam etdirmek üçin hiç hili kömek etmez. Hakyky durmuşda ýa-da onlaýn, gerçek baglanyşyklar tebigy ýüze çykýar we galmalydygy göz öňünde tutulmadyk zat ahyrsoňy ýitip gider.

Ynam

Tehnologiýanyň Ösüşi