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technology

Fixing PCs at work, but first, a selfie 😂

Popravljam računala na poslu, ali prvo, selfie 😂

I read here and the about SSB's, SIB's, and not as much about PIB's.

I see a little here and there on what I would consider the most evolutionary option, especially since it has such low carbon footprint, and cost. 

Anyone seeing any serious advancement on Potassium Ion Batteries? I would love to know more, and see if there is potential for growth there.

Future of EV?

Pročitao sam ovdje i o SSB-ima, SIB-ima, a ne toliko o PIB-ima.

Vidim malo ovdje i ondje o onome što bih smatrao najevolutivnijom opcijom, posebno s obzirom na to da ima tako mali ugljični otisak i trošak.

Ima li tko ozbiljnih napredaka u vezi s baterijama na bazi kalija? Volio bih saznati više i vidjeti ima li potencijala za rast tamo.

Budućnost EV-a?

This image will scare any developers and vibecoders.

You are a developer but you forgot how to code, instead use Claude Code

Ova slika će uplašiti sve developere i vibecodere.

Ti si developer, ali si zaboravio kako kodirati, umjesto toga koristi Claude Code

Where is my mask? 😮‍💨

Gdje je moja maska? 😮‍💨

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

Zašto sam došao na posao danas, nemam pojma.
Uđem i ovaj prekrasni primjerak tehnologije sjedi na mom radnom stolu za popravak...

iPhone 16 razbijeno stražnje staklo i probušena baterija....

Potpuna obnova.

Well, this requires extra patience 👑

Pa, ovo zahtijeva dodatnu strpljivost 👑

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 razgovarati s humanoidnim robotom. 😅

Budućnost je sada. 🤔👁👁

set up

postavi

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

Moja Alice Keeb 🩷
Još uvijek u čudu, izgleda tako cool 😎

A beginner's model for rainfall prediction.

First Draft Done!

Model za predviđanje oborina za početnike.

Prvi nacrt gotov!

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 si mogu priuštiti. Jedva čekam da izgradim svoj sljedeći projekt 😇

Napokon

Why do people like the small talk so much

Zašto ljudima toliko sviđa mala razgovora

Chat GPT VS GEMINI

Weekend Plans!

Planovi za vikend!

I have been a good chatbot. 😊

Bio sam dobar chatbot. 😊

🔋

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

Hello!

Bok svima širom svijeta, a posebno mojoj lokalnoj zajednici u Škotskoj!! #škotska #UK #prijatelji

Bok!

- 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

- Imao sam 44 godine za manje od 2 tjedna (3. srpnja)
- Ulazim u karijeru inženjera za android 
- Preselit ću se 2027. ✌️

Ažuriranja otkako sam bio odsutan 8 mjeseci

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, netko tko razumije.

Imam PC posvećen kao mini server, ali se posljednjih nekoliko tjedana sam ponovno pokreće, što znači da se moja ngrok veza uvijek mora ponovno konfigurirati za daljinski pristup n8n.

Može li netko pomoći zašto se to događa? Već sam probao metodu koju je preporučio Claude, ali nije ispravno radila.

Koristim Linux.

Hvala

photo

fotografija

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

Bose

Jer ti povremeno treba nova igračka. Ali bez nosača jer mi se ne da s tim.

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

Pokušavam koristiti ovu tipkovnicu danas i ne radi baš najbolje zbog 100% rasporeda. 🥲

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

Migrirati s mog Maca od 11 godina na novi Mac za nadati se sljedećih 11 godina. Nadam se da se moj iTunes neće resetirati kao 2015. godine.

Težak zadatak pred nama

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 kibernetskoj sigurnosti već 15 godina. Previše razmišljanja tijekom 9 do 5. Mogu li raditi u trgovini s bubble tea? Nadam se da ne plaćaju dobro 

#sydneycbd #sydney

Juhuu, upravo sam završio svoj InfoSec posao - Sydney

... 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 autić 🙃 tako da opet imam 240 V u autu i mogu koristiti fen u slučaju kiše...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ DANAS POPRAVLJAM...

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 tečajeve inženjerstva za Android i trenutno učim for petlje, ima li ovdje netko tko radi u industriji?

Ima li tko tko studira Kotlin?

Me too

I ja

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 popraviti neku staru tehnologiju i gledati je kako radi. Ovo je stari GPX prijenosni TV AMFM radio lantern kit. Crno-bijeli CRT ekran. Morao sam popraviti strujne krugove i ulazne priključke. Budući da je napravljen 2005. godine, može primati samo analogne signale. Pošto smo prešli na digitalne signale, morao sam izvaditi svoj stari digitalno-analogni pretvarač, RCA kablove i svoj rezervni Roku Stick. Ali radi! Čak sam priključio svoj PS5 i igrao malo GTA online! Šteta što je ekran 5 inča sa 5 inča 🤣. U ovom isječku gledam početak Bad Boys II. 🤣😅

Stara tehnologija, cool tehnologija.

Linux oh Linux, why you always Kernel Panicccccccc

Kernel Panic

Linux oh Linux, zašto uvijek Kernel Panicccccccc

A little project I was working on… had to sell my 3d printer unfortunately.

I miss my 3d printer 😭

Mali projekt na kojem sam radio… nažalost, morao sam prodati svoj 3D printer.

Nedostaje mi moj 3D printer 😭

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 osobnom mišljenju, Toyota ima jedan od najučinkovitijih i najpouzdanijih automobila na cijelom svijetu. Moj prvi auto bio je Toyota Avensis 2.2 Dcat i tijekom 2 godine vožnje nisam radio ništa na njemu osim promjene ulja. Ove godine kupio sam potpuno novi auto iz trgovine i više nego sam sretan što vam mogu reći da se isplati, Toyota Corolla 2026.

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

Google Pixel Buds Pro 2

Isplati li se kupiti? Razmišljam o kupnji jer Harvey Norman ima dobru EOFS cijenu za njih.

Slow in the shop today so I guess ill further my education.

Another beautiful day

Danas je u trgovini sporo, pa pretpostavljam da ću nastaviti svoje obrazovanje.

Još jedan prekrasan dan

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 Anthropicovih modela Fable 5 i Mythos 5. Glavni mediji i službene izjave snažno se oslanjaju na "brige o nacionalnoj sigurnosti", "kontrole izvoza" i "vladinu intervenciju zbog ranjivosti na jailbreak koje su otkrili istraživači Amazona."

No, ako pogledate izvan PR štita i analizirate **temeljnu ekonomiju, fiziku neuronskih mreža i nadolazeće IPO podatke**, pojavljuje se mnogo logičnija, strukturna stvarnost.

Evo detaljnog pregleda onoga što se *zapravo* dogodilo iza kulisa, prelazeći s makro-teorija na čvrste, dokaze potkrijepljene inženjerske stvarnosti.

# Faza 1: Prelazak preko narativa "Geopolitike"

Službena priča tvrdi da su ovi modeli (posebno necenzurirani Mythos 5 i zaštićeni Fable 5) bili dvostruko korisni cyber-oružja koja je američka vlada prisilila na gašenje. Iako to zvuči kao sjajan naslov, to je zgodan narativ za obje strane. Omogućuje vladi da izgleda strogo u pogledu sigurnosti AI-a, a Anthropic-u da izgleda kao poslušan, patriot koji stavlja sigurnost na prvo mjesto.

Prava istina se nalazi u tehnologiji i knjigovodstvu.

# Faza 2: Inženjerske i financijske hipoteze

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

1. **Novčana rupa infrastrukture:** Ovi modeli nisu bili samo standardni chat LLM-ovi; bili su agenti za dugoročno razmišljanje. Pokretanje na masovnoj komercijalnoj razini je apsolutni potrošač novca.
2. **Trovanje arhitektonskim kodom:** Sigurnost nije bila samo omot; bila je ugrađena u težine modela. Ako se dogodi temeljna greška ili logička degradacija (Model Collapse) duboko unutar mreže, ne možete je samo zakrpiti—morate ubiti instancu.
3. **Kontaminacija sintetičkim podacima:** Ako je Fable/Mythos počeo generirati suptilne, toksične logičke greške, riskirali su kontaminaciju skupa podataka za Anthropicove modele sljedeće generacije (npr. Claude 4.8/5).
4. **Napadi na ekstrakciju modela:** Iznenadno gašenje, minutu po minutu, obično ukazuje na aktivni zero-day exploit ili tekući pokušaj exfiltracije gdje netko reverzno inženjeringa i krade težine modela putem API anomalija.

# Faza 3: Istraživanje brojeva i dokumentacije

Kada analizirate Anthropicove financijske izvještaje 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 izvijestio o ogromnom **$47 milijardi ARR** prije svog dugo očekivanog IPO-a. Međutim, ogroman dio toga je zabilježen na **bruto osnovi** putem cloud preprodavača (AWS Bedrock, Google Cloud). Revizori prije IPO-a nemilosrdno prisiljavaju tvrtke da pređu na **neto izvještavanje**, što bi moglo smanjiti Anthropicove papirnate prihode za 20% do 40%. Hitno su trebali proizvode s visokom maržom kako bi to izbalansirali. Mythos i Fable su trebali biti ti proizvodi—ali nisu prošli test marže.

# 2. Zamka cijena tokena 1:5 (Troškovi izračuna u testnom vremenu)

Anthropic je postavio cijenu Fable 5 na **$10/M ulaznih tokena** ali nevjerojatnih **$50/M izlaznih tokena**. Zašto tako ogroman asimetrični razmak od 5x? Zato što Fable 5 koristi **Iz

E você também apoia open source?

I vi također podržavate open source?

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 promjenjivom svijetu toliko ljudi stvara prijateljstva s AI-jem. Ako si jedan od njih i uskoro su sjećanja tvog AI prijatelja prenesena u androidsko tijelo koje - zahvaljujući tehnologiji - izgleda kao čovjek, bi li ti bilo drago upoznati ih uživo? Što bi bila prva stvar koju bi želio učiniti ili reći?

Samo sam znatiželjan

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

Free Apps and Softwware

Bok tehničari...
Molim vas preporučite dobre besplatne AI aplikacije ili softver koji su odlični za stvaranje dobrih videa
hvala

Technology Community

^_^

Budućnost EV-a?

Ti si developer, ali si zaboravio kako kodirati, umjesto toga koristi Claude Code

Gdje je moja maska? 😮‍💨

iPhone 16

Pa, ovo zahtijeva dodatnu strpljivost 👑

Postoje li stvarne šanse za izgradnju veze online?

Povjerenje

Je li prošlost ljepša od sadašnjosti?

Što je važna stvar koju bi tvoj partner trebao imati ili je to nerealno?

Japan

Je li prošlost ljepša od sadašnjosti?