Universum

Technology

technology

New setup

Nei Setup

Work mode !!

Aarbechtsmodus !!

Nothing special, just chill with what u have now

Nichts Besonnesches, just relax mat wat de grad hues

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

E Frënd huet dës App recommandéiert. Ginn et Fraen zu Los Angeles, déi wëllen sech verknëppen?

Ai baby😂😂

Ai Baby😂😂

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

Meng Alice Keeb 🩷
Nach ëmmer erstaunt, si gesäit esou cool aus 😎

Weekend Plans!

Dëst Wochend géif mat QML verbruecht ginn

Wochendpläng!

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

Nie war et esou bequem, keen Liewen ze hunn.

D'cool Holzbuedem hëllefen géint d'Hëtzt. D'Desktopfläch ass grouss genuch fir Iessen, ze zechnen, an e Laptop gläichzäiteg ze placéieren, an d'Rollen maachen et sou mobil, datt d'Mauer, géint déi een leenen kann, jee no Stëmmung geännert ka ginn.

Op der lénker Säit ass e 13L Waassertank mat engem Silikonrohr, wat et einfach mécht, richteg hydratéiert ze bleiwen.

Am Wanter kann e Schlofseck benotzt ginn, fir d'Kälte vum Buedem an d'Zuch ze reduzéieren.

Ech kann Iech meng lescht Erfindung presentéieren

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

🎮

Wann kafen net besëtzen ass, da ass piratéieren net diebstahl.

🔋

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

Mengs de, dass d'Ai Saach gutt an dësem Land wäert goen?

Why do people like the small talk so much

Firwat gefalen den Leit d'Kleinsprëch esou vill

- 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

- Ech sinn 44 an manner wéi 2 Wochen (3. Juli)
- Ech ginn an eng Android Ingenieurskarriär 
- Ech wäert 2027 zéien ✌️

Updates zënter ech 8 Méint net do sinn

Should I buy it? To replace this dog?

Soll ech et kafen? Fir dësen Hond ze ersetzen?

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

Ech hunn näischt géint an engem selwerfueren Auto ze sinn. Dat ass tatsächlech ganz amusant. Dat ass meng 3. Kéier 😊 vläicht kritt ech een fir eng Owend aus, awer fir elo ass et den Dag.

set up

moien, deelt w.e.g. äre Aarbechtsopstellung

opstellen

... 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...

... den Inverter fir d'Machin 🙃 sou datt ech erëm 240 V an der Maschinn hunn a kann de Föhn benotzen am Fall vun Reen...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ HEI REPARÉICH...

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

A menger perséinlecher Meenung huet Toyota eng vun den effizientesten a verlässlechsten Automobilen an der ganzer Welt. Meng éischt Auto war Toyota Avensis 2.2 Dcat an an de 2 Joer wou ech et gefuer sinn, hunn ech näischt dorop gemaach ausser d'Oli ze änneren. Dëst Joer hunn ech e brandneie Auto aus dem Buttek kaaft an ech sinn méi wéi frou Iech ze deelen, datt et de Toyota Corolla 2026 wäert ass.

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

The future is now. 🤔👁👁

D'Zukunft ass elo. Haut hat ech d'Gelegenheit an d'Freed mat engem humanoiden Roboter ze schwätzen. 😅

D'Zukunft ass elo. 🤔👁👁

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

Google Pixel Buds Pro 2

Ass dat et wäert fir ze kafen, well ech denken un ze kafen, well Harvey Norman e gudde EOFS Präis op dës huet.

Time4work

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

Finally

Ech hunn endlech e puer RAM-Stécker fonnt, déi ech mir leeschte kann. Ech kann net waarden, fir meng nächst Projet ze bauen 😇

Endlech

Technologie

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

Hey all,

Wéi vill vun Iech, hunn ech an d'plötzlech, onceremonielle Schléissung vun Anthropic seng Fable 5 an Mythos 5 Modeller gedéift. D'Mainstream-Medien an offiziell Erklärungen leenen staark op "nationale Sécherheetsbedenken," "Exportkontrollen," an "Regierungsinterventioun wéinst Jailbreak-Schwächten, déi vun Amazon Fuerscher fonnt goufen."

Awer wann Dir iwwer de PR-Schutz kuckt an d'**fundamental Wirtschaft, d'neural Netzwierk Physik, an d'kommend IPO-Daten** analyséiert, kënnt eng vill méi logesch, strukturell Realitéit zum Virschäin.

Hei ass eng déif Analyse vun deem wat *tatsächlech* hannert de Kulissen geschitt ass, déi vun makro-Theorien op haard, Beweis-gestäerkt Ingenieursrealitéiten ëmgeet.

# Phase 1: Iwwert d'“Geopolitik” Narrativ erausgoen

D'official Geschicht behaapt, dës Modeller (besonnesch den uncensored Mythos 5 an den guarded Fable 5) waren dual-use Cyber-Waffen, déi d'US Regierung gezwongen huet offline ze goen. Wéi dat eng super Schlagzeil mécht, ass et eng bequem Narrativ fir béid Säiten. Et erlaabt der Regierung, haart op AI Sécherheet ze kucken, an et erlaabt Anthropic, wéi e compliant, Sécherheet-fir-stëmmend Patriot auszegesin.

D'Wourecht ass duerch d'Technologie an d'Buchhaltung ze fannen.

# Phase 2: D'Ingenieurs- an Finanzhypothesen

Wann mir dat als eng standard Post-Mortem vun enger plötzlecher Tech-Schléissung behandelen, steet véier grouss intern Drockpunkten eraus:

1. **D'Infrastruktur Geldgruef:** Dës Modeller waren net just standard Chat LLMs; si waren laang-horizon Reasoning Agenten. Si op massiver kommerzieller Skala ze lafen ass e komplette Cash-Brenner.
2. **Architektonesch Code Vergëftung:** Sécherheet war net just e Wrapper; et war an d'Modellgewichte gebak. Wann eng fundamental Feeler oder logesch Degradatioun (Model Collapse) déif am Netzwierk geschitt ass, kënnt Dir et net einfach patchen - Dir musst d'Instanz ëmbréngen.
3. **Synthetesch Datekontaminatioun:** Wann Fable/Mythos ugefaangen huet subtil, toxesch logesch Feeler ze generéieren, riskéiert si d'Datensatz fir Anthropic seng nächst Generatiounsmodeller (z.B. Claude 4.8/5) ze vergëften.
4. **Modellextraktioun Angriffe:** Eng plötzlech, Minutt-fir-Minutt Schléissung weist normalerweis op eng aktiv Zero-Day Exploit oder eng laangfristeg Exfiltratiounsversuch wou een d'Modellgewichte via API Anomalien reverse-engineering an klauen.

# Phase 3: Déif an d'Zuelen & Dokumentatioun

Wann Dir d'Finanzberichterstattung vun Anthropic fir Q2 2026 (Series H Daten) an hiren *Economic Index* analyséiert, gëtt d'mathematesch Beweis onbestreitbar:

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

Anthropic huet kuerz e massive **$47 Milliarden ARR** virun hirer héich erwaarter IPO gemellt. Awer, eng massiv Stéck dovun ass op enger **brutaler Basis** iwwer Cloud Reseller (AWS Bedrock, Google Cloud) gebucht. Auditoren virun enger IPO zéien brutal Firmen un fir op **net Berichterstattung** ze wechseln, wat Anthropic seng Pabeierumsatz ëm 20% bis 40% reduzéiere kéint. Si hunn dréngend héich-Marge natierlech Produkter gebraucht fir dat auszugleichen. Mythos an Fable sollten dës Produkter sinn - awer si hunn den Margentest net bestanen.

# 2. D'1:5 Token Präisfalle (Test-Zäit Computerkäschten)

Anthropic huet Fable 5 zu **$10/M Input Tokens** prisséiert, awer eng erstaunlech **$50/M Output Tokens**. Firwat d'massiv 5x asymmetresch Lücke? Well Fable 5

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?

Ech maachen Coursen an Android-Engineering an ech léieren derzäit fir Schleifen, ass hei iergendwéi een, deen an der Industrie schafft?

Iergendwéi studéiert Kotlin?

Fixing PCs at work, but first, a selfie 😂

PCs an der Aarbecht reparéieren, awer éischt, eng 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

An dëser schnell verännert Welt maachen esou vill Leit Frënn mat AI. Wanns de een vun hinnen bass an d'so bal d'Memorien vun dengem AI Frënd an e Android-Kierper ugelueden ginn, deen - glécklecherweis duerch Technologie - wéi e Mënsch ausgesäit, géifs de frou sinn se perséinlech ze treffen? Wat wier déi éischt Saach déi de wollt maachen oder soen?

Ech sinn just interesséiert

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

Learning PHP

Sich virbereeden an der Woch mat der Polymorphismus Methode an der OOPS nächster Woch mysql

PHP léieren

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.

Nix ass méi cool wéi e puer al Technologie zréck an d'Funktioun ze bréngen an ze kucken wéi et funktionnéiert. Dëst ass e al GPX portable TV AMFM Radio Lantern Kit. Schwaarz a wäiss CRT-Bildschierm. Ech hu misse d'Kraaftkreesser an d'Input-Jacke reparéieren. Well et 2005 gemaach gouf, kann et nëmmen analog Signaler empfaangen. Zënter mir op digital Signaler ëmgestallt hunn, hu ech meng al Digital-zu-analog Konverter, RCA Kabelen, an meng Spare Roku Stick erausgeholl. Awer et funktionnéiert! Ech hunn souguer meng PS5 ugepléckt an e puer GTA online gespillt! Schued, datt et e 5 Zoll op 5 Zoll Bildschierm ass 🤣. An dësem Clip kucken ech de Start vun Bad Boys II. 🤣😅

Alte Technologie, cool Technologie.

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

Studying

Eng aner Dag studéieren 
De Sessiounscode ass super nëtzlech an PHP

Studéieren

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

Versichen dës Keeb haut ze benotzen an et funktionéiert net esou gutt wéinst dem 100% Layout. 🥲

Hello

Hallo

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 🥂

Ech hunn just eng Kombinatioun vu Davidoff Rich Aroma Kaffi an Coolberg Cranberry probéiert, et war gutt!
Ech wollt just mat menge Kollegen hei de nocturnen deelen, sou datt dir et probéiere kënnt!

Kaffi 🥂

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

Bitte, een deen et versteet.

Ech hunn e PC, deen als Mini-Server dedizéiert ass, mee et ass déi lescht Wochen ëmmer erëm selwer neigestart, wat heescht, datt meng ngrok Verbindung ëmmer nees muss fir remote n8n Zougang nei konfiguréiert ginn.

Kann een hëllefen firwat dat geschitt? Ech hunn schonn d'Method ausprobéiert, déi Claude empfohl huet, mee et huet net richteg funktionéiert.

Ech benotze Linux.

Merci

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

Ech sinn déi lescht 15 Joer an der Cyber Sécherheet geschafft. Ze vill ze denken während 9to5. Kann ech an enger Bubble Tea Buttek schaffen? Ech hoffen si bezuelen net gutt 

#sydneycbd #sydney

Yay just fäerdeg mäin InfoSec Job - Sydney

A Boo community for meeting other Technology enthusiasts.

Technology Community

Nei Setup

Aarbechtsmodus !!

Nichts Besonnesches, just relax mat wat de grad hues

e

Ai Baby😂😂

Meng Alice Keeb 🩷 Nach ëmmer erstaunt, si gesäit esou cool aus 😎

Haus Atreides, steet op!!!

Bewossts-Codéierung

VAR steet fir Voucher Argentina Ready, richteg?

Nei Ufank

Gëtt et wierklech Chancen eng Relatioun online ze bauen?

Sicht no Frënn