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technology

Basics of Python

Fundamentos de Python

OS update

Actualización de OS

Does anybody know how to block asian women from looking at my profile ?

Technical support

Alguén sabe como bloquear a mulleres asiáticas para que non vexan o meu perfil?

Soporte técnico

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

Manter premido o botón de encendido dun ordenador ata que se apague sente como se estivese estrangulando a alguén

From intern to CEO in one right-click. 😂

Character Upgrade

Actualización de Personaxe

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

un día na vida dun Hacker Ético que reverte binarios de malware🙂

Ai baby😂😂

Ai neno😂😂

Weekend Plans!

Planos para o fin de semana!

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

Nunca foi tan cómodo non ter vida social.

As frescas táboas de madeira axudan co calor. A superficie do escritorio é grande e ampla suficiente para acomodar comida, debuxo e un portátil ao mesmo tempo, e os rodillos fan que sexa tan móbil que a parede contra a que apoiarase pode cambiar dependendo do estado de ánimo.

No lado esquerdo, hai un depósito de auga de 13L cun tubo de silicona, o que facilita manterse ben hidratado.

No inverno, pódese usar un saco de durmir para reducir o frío do chan e a corrente de aire.

Déixame presentarcho a miña última invención

🔋

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

Cren que a cousa da IA vai ir ben neste país?

Why do people like the small talk so much

Por que á xente gústanlle tanto as conversas triviais

- 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

- Vou cumprir 44 en menos de 2 semanas (3 de xullo)
- Vou comezar unha carreira en enxeñaría de androides
- Vou mudarme en 2027 ✌️

Actualizacións desde que estiven fóra durante 8 meses

Should I buy it? To replace this dog?

Debería compralo? Para substituír a este can?

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

Non me importa estar nun coche autónomo. Isto é realmente bastante divertido. Esta é a miña terceira vez 😊 quizais consiga un para unha noite fóra, pero por agora é de día.

set up

ola, por favor comparte a túa configuración de traballo

configuración

... 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...

... o inversor para o coche 🙃 así podo ter de novo 240 V no coche e podo usar o secador de pelo en caso de choiva...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ Hoxe arranxo...

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

Valora de 1 a 10 a miña configuración, se ninguén quere descubrir o que teño, como:
- PS5 personalizada
- LG UltraGear OLED
- Corsair Xeneon EDGE

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

Móstrame a túa configuración

New setup

Nova configuración

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

🎮

Se comprar non é posuír, entón piratear non é roubo.

Chat GPT VS GEMINI

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

Un amigo recomendou esta app. Hai algunhas damas en Los Ángeles que queiran conectar?

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

Google Pixel Buds Pro 2

Vale a pena comprar, estou pensando en comprar xa que Harvey Norman ten un bo prezo EOFS para estes.

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

Finally

Finalmente atopei algúns paus de RAM que podía permitir. Non podo esperar para construir o meu próximo proxecto 😇

Finalmente

Tecnoloxía

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

Ola a todos,

Como moitos de vós, estiven investigando o repentino e sen ceremonias peche dos modelos Fable 5 e Mythos 5 de Anthropic. Os medios de comunicación tradicionais e as declaracións oficiais están a apoiar fortemente a "preocupacións de seguridade nacional", "controles de exportación" e "intervención do goberno debido a vulnerabilidades de jailbreak atopadas por investigadores de Amazon".

Pero se miras máis aló do escudo de PR e analizas a **economía subxacente, a física das redes neuronais e os datos de IPO que se achegan**, emerxe unha realidade estrutural moito máis lóxica.

Aquí tes un desglose en profundidade do que *realmente* aconteceu tras as cámaras, pasando de teorías macro a realidades de enxeñaría respaldadas por evidencias.

# Fase 1: Superando a narrativa da "Xeopolítica"

A historia oficial afirma que estes modelos (especialmente o Mythos 5 sen censura e o Fable 5 protexido) eran armas cibernéticas de uso dual que o goberno dos EE. UU. forzou a desconectar. Aínda que iso fai unha gran titular, é unha narrativa conveniente para ambas as partes. Permite ao goberno parecer duro en materia de seguridade da IA, e permite a Anthropic parecer un patriota compliant e centrado na seguridade.

A verdadeira verdade atópase ao mirar a tecnoloxía e o libro de contas.

# Fase 2: As hipóteses de enxeñaría e financeiras

Se tratamos isto como un estándar post-mortem dun repentino peche tecnolóxico, destacan catro puntos de presión interna principais:

1. **O pozo de diñeiro da infraestrutura:** Estes modelos non eran só LLMs de chat estándar; eran axentes de razoamento a longo prazo. Executalos a gran escala comercial é un verdadeiro queimador de diñeiro.
2. **Envenenamento do código arquitectónico:** A seguridade non era só un envoltorio; estaba integrada nos pesos do modelo. Se ocorre un fallo fundamental ou unha degradación lóxica (Colapso do Modelo) no fondo da rede, non podes simplemente parchealo—tens que matar a instancia.
3. **Contaminación de datos sintéticos:** Se Fable/Mythos comezaron a xerar erros lógicos sutiles e tóxicos, arriscáronse a envenenar o conxunto de datos para os modelos de próxima xeración de Anthropic (por exemplo, Claude 4.8/5).
4. **Ataques de extracción de modelos:** Un peche repentino, minuto a minuto, normalmente indica un exploit de día cero activo ou un intento de exfiltración en curso onde alguén está a reverter a enxeñaría e a roubar pesos de modelo a través de anomalías na API.

# Fase 3: Afondando nos números e na documentación

Cando analizas os arquivos financeiros de Anthropic do Q2 2026 (datos da Serie H) e o seu *Índice Económico*, a proba matemática volve innegable:

# 1. O miraxe de ingresos do IPO ($47B ARR)

Anthropic informou recentemente dun masivo **$47 mil millóns ARR** antes do seu tan anticipado IPO. Non obstante, unha gran parte diso está contabilizada de forma **bruta** a través de revendedores de nube (AWS Bedrock, Google Cloud). Os auditores antes dun IPO forzan sen piedade ás empresas a pasar a **informe neto**, o que podería reducir os ingresos en papel de Anthropic entre un 20% e un 40%. Necesitaban desesperadamente produtos nativos de alto marxe para equilibrar isto. Mythos e Fable debían ser eses produtos—pero fallaron na proba de marxe.

# 2. A trampa de prezos de tokens 1:5 (Gastos de computación no tempo de proba)

Anthropic fixo un prezo de Fable 5 de **$10/M tokens de entrada** pero un asombroso **$50/M tokens de saída**. Por que a masiva brecha asimétrica de 5x? Porque Fable 5 utiliza **Computación no Tempo de Proba (pensamento do Sistema 2)**. Antes de saír unha soa palabra, o modelo xera centos de miles de *tokens de razoamento interno* para autocorrixir. O cliente só paga polo texto de saída final, pero as GPUs de Anthropic están a realizar un traballo herculino e exponencial baixo o capó. A adopción masiva de Fable 5 estaba a causar unha mas

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?

Estou a facer cursos de enxeñaría Android e actualmente estou a aprender sobre ciclos for, hai alguén aquí traballando na industria?

Alguén estudando Kotlin?

Fixing PCs at work, but first, a selfie 😂

Reparando PCs no traballo, pero primeiro, un 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

Neste mundo que cambia tan rápido, moita xente fai amigos con IA. Se es un deles e pronto os recordos do teu amigo IA foron subidos a un corpo android que - grazas á tecnoloxía - parecía humano, estarías feliz de coñecelos en persoa? Cal sería a primeira cousa que quixeran facer ou dicir?

Só estou curioso

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

Learning PHP

Preparándose na semana co método de Polimorfismo no OOPS a próxima semana mysql

Aprendendo PHP

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.

Nada máis xenial que poder restaurar algunha tecnoloxía antiga para que funcione e ver como funciona. Este é un kit de lanterna de radio AMFM portátil GPX antigo. Pantalla CRT en branco e negro. Tiven que reparar os circuítos de alimentación e as entradas. Como foi feito en 2005, só pode recibir sinais analóxicos. Dado que cambiamos a sinais dixitais, tiven que sacar o meu vello conversor de dixital a analóxico, cables RCA e o meu Roku Stick de reposto. ¡Pero funciona! Incluso conectei a miña PS5 e xoguei un pouco a GTA en liña! Que pena que a pantalla sexa de 5 polgadas por 5 polgadas 🤣. Neste clip estou a ver o comezo de Bad Boys II. 🤣😅

Tecnoloxía antiga, tecnoloxía moderna.

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

Intentando usar este Keeb hoxe e non está a funcionar tan ben debido ao deseño do 100%. 🥲

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 🥂

Acabo de probar a combinación de café Davidoff Rich Aroma en Coolberg Cranberry, ¡estaba bo!
Sólo quería compartir con meus compañeiros nocturnos aquí para que podades probar!

Café 🥂

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

Por favor, alguén que entenda.

Teño un PC dedicado como mini servidor, pero está reiniciándose só nas últimas semanas, o que significa que a miña conexión ngrok ten que ser reconfigurada sempre para o acceso remoto a n8n.

Alguén pode axudar co porqué isto está a pasar? Xa probei o método que recomendou Claude, pero non funcionou correctamente.

Estou usando Linux.

Grazas

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

Studying

Outro día estudando 
O código da sesión é super útil en PHP

Estudando

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

Levo traballando na ciberseguridade durante os últimos 15 anos. Demasiado pensamento durante o 9to5. Poderei traballar nunha tenda de té de burbullas? Espero que non paguen ben

#sydneycbd #sydney

Comunidade de Technology

Fundamentos de Python

Actualización de OS

Soporte técnico

Manter premido o botón de encendido dun ordenador ata que se apague sente como se estivese estrangulando a alguén

Actualización de Personaxe

un día na vida dun Hacker Ético que reverte binarios de malware🙂

A casa Atreides levántase!!!

Codificación da conciencia

Buscando amigos

Se algo non está destinado a ser, nin a distancia nin a tecnoloxía poden facelo durar. Xa sexa na vida real ou en liña, as conexións auténticas xorden de forma natural, e o que non está destinado a quedar finalmente desvanece.

O goberno estafa a outro home inocente

É o pasado máis fermoso ca o presente?