Univerzumi

Technology

technology

a day in the life of an Ethical Hacker reversing malware binaries🙂

dan u životu etičkog hakera koji preokreće malver binarne datoteke🙂

Holding down the power button on a computer until it turns off feels like you are strangling someone

Držanje dugmeta za napajanje na računaru dok se ne isključi deluje kao da gušite nekoga

From intern to CEO in one right-click. 😂

Character Upgrade

Od pripravnika do CEO-a jednim klikom. 😂

Nadogradnja karaktera

Ai baby😂😂

Ai bebo😂😂

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

Moja Alice Keeb 🩷
Još uvek u čudu, izgleda tako kul 😎

Weekend Plans!

Planovi za vikend!

Never has no-lifing been this comfortable.

The cool wooden floorboards help with the heat. The desk surface is big and wide enough to accommodate food, drawing, and a laptop all at once, and the rollers make it so mobile that the wall to lean against can be changed depending on the mood.

On the left side, there's a 13L water tank with a silicone tube, making it easy to stay properly hydrated. 

In the winter, a sleeping bag can be used to reduce the cold from the floor and the draft.

May I present you my latest invention

Nikada no-lifing nije bio ovako udoban.

Cool drvene podne daske pomažu u borbi protiv vrućine. Površina stola je dovoljno velika i široka da istovremeno smesti hranu, crtanje i laptop, a točkići ga čine toliko pokretnim da se zid o koji se oslanjate može menjati u zavisnosti od raspoloženja.

Na levoj strani se nalazi rezervoar za vodu od 13L sa silikonskom cevkom, što olakšava pravilno hidriranje.

Zimi se može koristiti vreća za spavanje kako bi se smanjila hladnoća sa poda i promaja.

Dozvolite da vam predstavim svoj najnoviji izum

🔋

Do you think the AI thing is going to go well in this country?

Da li mislite da će AI stvar dobro proći u ovoj zemlji?

Why do people like the small talk so much

Zašto ljudima toliko prija mala razgovora

- 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

- Imaću 44 godine za manje od 2 nedelje (3. jul)
- Ulazim u karijeru inženjera za android 
- Preseliću se 2027. ✌️

Ažuriranja otkako sam bio odsutan 8 meseci

Work mode !!

Radni režim !!

Should I buy it? To replace this dog?

Da li da ga kupim? Da zamenim ovog psa?

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

Ne smeta mi da budem u autonomnom automobilu. Ovo je zapravo prilično zabavno. Ovo je otprilike moj treći put 😊 možda ću uzeti jedan za izlazak, ali za sada tokom dana.

set up

postavi

... 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...

... inverter za mali auto 🙃 tako da ponovo imam 240 V u autu i mogu da koristim fen u slučaju kiše...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ DANAS POPRAVLJAM...

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

Oceni od 1 do 10 za moj setup, ako niko ne želi da sazna šta imam, kao što su:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

- glavni pc:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32GB RAM 6400MHz CL32

Pokaži mi svoj setup

New setup

Nova postavka

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

🎮

Ako kupovina nije vlasništvo, onda piratstvo nije krađa.

Chat GPT VS GEMINI

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

Po mom ličnom mišljenju, Toyota ima jedan od najefikasnijih i najpouzdanijih automobila na svetu. Moj prvi auto je bio Toyota Avensis 2.2 Dcat i tokom 2 godine vožnje nisam radio ništa na njemu osim promene ulja. Ove godine sam kupio potpuno novi auto iz prodavnice i više nego sam srećan da podelim sa vama da vredi Toyota Corolla 2026.

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

The future is now. 🤔👁👁

Budućnost je sada. Danas sam imao priliku i zadovoljstvo da razgovaram sa humanoidnim robotom. 😅

Budućnost je sada. 🤔👁👁

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

Google Pixel Buds Pro 2

Da li vredi kupiti? Razmišljam o kupovini pošto Harvey Norman ima dobru EOFS cenu za njih.

A friend recommended this app. Are there any ladies in Los Angeles who want to connect?

Prijatelj mi je preporučio ovu aplikaciju. Ima li dama u Los Anđelesu koje žele da se povežu?

Time4work

Kasnovečernje sesije kodiranja su drugačije.

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

Finally

Napokon sam pronašao nekoliko RAM memorija koje mogu priuštiti. Jedva čekam da napravim svoj sledeći projekat 😇

Napokon

Tehnologija

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

Hej svima,

Kao i mnogi od vas, istraživao sam iznenadno, neformalno gašenje Anthropic-ovih modela Fable 5 i Mythos 5. Glavni mediji i zvanične izjave se snažno oslanjaju na "brige o nacionalnoj bezbednosti", "kontrole izvoza" i "vladinu intervenciju zbog ranjivosti na jailbreak koje su otkrili istraživači Amazona."

Ali ako pogledate iza PR štita i analizirate **osnovnu ekonomiju, fiziku neuronskih mreža i podatke o predstojećem IPO-u**, pojavljuje se mnogo logičnija, strukturna stvarnost.

Evo detaljnog pregleda onoga što se *zaista* dogodilo iza kulisa, prelazeći sa makro-teorija na čvrste, dokaze potkrepljene inženjerske stvarnosti.

# Faza 1: Prelazak pored narativa "Geopolitike"

Zvanična priča tvrdi da su ovi modeli (posebno necenzurisani Mythos 5 i zaštićeni Fable 5) bili dvostruko korisni sajber-oružja koja je američka vlada primorala da se isključe. Iako to zvuči kao sjajan naslov, to je zgodna narativa za obe strane. Omogućava vladi da izgleda strogo u vezi sa bezbednošću AI, a omogućava Anthropic-u da izgleda kao poslušan, patriot koji stavlja bezbednost na prvo mesto.

Prava istina se nalazi u tehnologiji i knjigovodstvu.

# Faza 2: Inženjerske i finansijske hipoteze

Ako ovo tretiramo kao standardni post-mortem iznenadnog gašenja tehnologije, četiri glavne unutrašnje tačke pritiska se ističu:

1. **Novčana rupa infrastrukture:** Ovi modeli nisu bili samo standardni chat LLM-ovi; bili su agenti za dugoročno rezonovanje. Pokretanje njih na masovnoj komercijalnoj skali je apsolutni potrošač novca.
2. **Trovanje arhitektonskog koda:** Bezbednost nije bila samo omot; bila je ugrađena u težine modela. Ako se dogodi fundamentalna greška ili logička degradacija (Model Collapse) duboko unutar mreže, ne možete samo zakrpiti to—morate ubiti instancu.
3. **Kontaminacija sintetičkim podacima:** Ako je Fable/Mythos počeo da generiše suptilne, toksične logičke greške, rizikovali su da otrovaju skup podataka za Anthropic-ove modele nove generacije (npr. Claude 4.8/5).
4. **Napadi na ekstrakciju modela:** Iznenadno gašenje na minutnom nivou obično ukazuje na aktivni zero-day exploit ili pokušaj eksfiltracije gde neko reverse-engineering-uje i krade težine modela putem API anomalija.

# Faza 3: Istraživanje brojeva i dokumentacije

Kada analizirate finansijske izveštaje Anthropic-a za Q2 2026 (Series H podaci) i njihov *Ekonomski indeks*, matematički dokaz postaje neosporan:

# 1. Iluzija prihoda od IPO-a ($47B ARR)

Anthropic je nedavno izvestio o ogromnom **$47 milijardi ARR** pred njihov veoma očekivani IPO. Međutim, ogroman deo ovoga je knjižen na **bruto osnovi** putem cloud reselera (AWS Bedrock, Google Cloud). Revizori pre IPO-a nemilosrdno primoravaju kompanije da pređu na **neto izveštavanje**, što bi moglo smanjiti papirni prihod Anthropic-a za 20% do 40%. Hitno su im bili potrebni proizvodi sa visokim maržama da bi to izbalansirali. Mythos i Fable su trebali da budu ti proizvodi—ali nisu prošli test marže.

# 2. Zamka cene tokena 1:5 (Troškovi računanja u testnom vremenu)

Anthropic je postavio cenu za Fable 5 na **$10/M ulaznih tokena** ali zapanjujućih **$50/M izlaznih tokena**. Zašto tako ogroman asimetrični razmak od 5x? Zato što Fable 5 koristi **Test-Time Compute (raz

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?

Pohađam kurseve inženjeringa za Android i trenutno učim for petlje, ima li ovde nekoga ko radi u industriji?

Ima li nekoga ko uči Kotlin?

Fixing PCs at work, but first, a selfie 😂

Popravljam računare na poslu, ali prvo, 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

U ovom brzo promenljivom svetu, toliko ljudi se sprijatelji sa veštačkom inteligencijom. Ako si jedan od njih i uskoro su se sećanja tvog AI prijatelja prenela na android telo koje - hvala tehnologiji - izgleda kao čovek, da li bi ti bilo drago da ih upoznaš lično? Šta bi bila prva stvar koju bi želeo da uradiš ili kažeš?

Samo sam radoznao

Getting ready in the week with Polymorphism method into the OOPS next week mysql

Learning PHP

Priprema u nedelji sa metodom Polimorfizma u OOPS sledeće nedelje mysql

Učenje PHP-a

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.

Nema ništa cooler od toga da možeš da vratiš neku staru tehnologiju u radno stanje i gledaš je kako radi. Ovo je stari GPX prenosivi TV AMFM radio lampion kit. Crno-beli CRT ekran. Morao sam da popravim napajanje i ulazne priključke. Pošto je napravljen 2005. godine, može da prima samo analogne signale. Pošto smo prešli na digitalne signale, morao sam da izvadim svoj stari digitalno-analogni konverter, RCA kablove i svoj rezervni Roku Stick. Ali radi! Čak sam povezao svoj PS5 i igrao malo GTA online! Šteta što je ekran 5 inča sa 5 inča 🤣. U ovom klipu gledam početak Bad Boys II. 🤣😅

Stara tehnologija, cool tehnologija.

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

Pokušavam da koristim ovu tastaturu danas i ne radi baš najbolje zbog 100% rasporeda. 🥲

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 🥂

Upravo sam probao kombinaciju Davidoff Rich Aroma kafe u Coolberg brusnici, bilo je dobro!
Hteo sam samo da podelim sa svojim noćnim prijateljima ovde da možete probati!

Kafa 🥂

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

Molim vas, neko ko razume.

Imam PC posvećen kao mini server, ali se poslednjih nekoliko nedelja sam restartuje, što znači da se moja ngrok veza uvek mora ponovo konfigurisati za daljinski pristup n8n.

Može li neko pomoći zašto se ovo dešava? Već sam probao metodu koju je preporučio Claude, ali nije radila kako treba.

Koristim Linux.

Hvala

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

Radim u sajber bezbednosti već 15 godina. Previše razmišljanja tokom 9 do 5. Mogu li da radim u prodavnici bublastog čaja? Nadam se da ne plaćaju dobro 

#sydneycbd #sydney

Jupi, upravo sam završio svoj InfoSec posao - Sidnej

Boo zajednica za upoznavanje drugih Technology entuzijasta.

Technology Zajednica

dan u životu etičkog hakera koji preokreće malver binarne datoteke🙂

Držanje dugmeta za napajanje na računaru dok se ne isključi deluje kao da gušite nekoga

Nadogradnja karaktera

Ai bebo😂😂

Moja Alice Keeb 🩷 Još uvek u čudu, izgleda tako kul 😎

Planovi za vikend!

Kuća Atreides, ustani!!!

Da li postoje prave šanse za izgradnju veze online?

Kodiranje svesti

Tražim prijatelje

Ako nešto nije suđeno, ni udaljenost ni tehnologija to ne mogu da održe. Bilo u stvarnom životu ili online, iskrene veze se prirodno razvijaju, a ono što nije suđeno da ostane na kraju izblede.

Vlada prevari još jednog nevinnog čoveka