Agbaye

Technology

technology

From intern to CEO in one right-click. 😂

Character Upgrade

Lati ọdọ ọmọ-ẹkọ si CEO ni tẹ kan ṣoṣo. 😂

Imudara Iwa

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

ọjọ kan ninu igbesi aye Hacker to ni iwa rere ti n yipada malware binaries🙂

OS update

Imudojuiwọn OS

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

Tí o bá pa bọtini agbara kọmputa mọ́ra títí yóò fi pa, ó dà bíi pé o ń pa ẹnikan.

Ai baby😂😂

Ai ọmọ😂😂

Weekend Plans!

Ọsẹ̀kẹ́rẹ́ yìí yóò jẹ́ pẹ̀lú QML

Àwọn Ètò Ọsẹ̀kẹ́rẹ́!

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

Ko si akoko ti ko ni igbesi aye ti jẹ irọrun bẹ.

Ibi ilẹ igi ti o tutu n ṣe iranlọwọ pẹlu ooru. Ibo desk naa tobi ati gbooro to lati gba ounje, iyaworan, ati kọǹpútà alágbèéká ni akoko kan, ati awọn rollers n jẹ ki o rọ pupọ pe ogiri ti a le fi ara le le yipada da lori irọra.

Ni ẹgbẹ osi, there is a 13L water tank with a silicone tube, making it easy to stay properly hydrated.

Ni igba otutu, a le lo apo oorun lati dinku otutu lati ilẹ ati afẹfẹ.

Ṣe mo le fi ẹda tuntun mi han ọ

🔋

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

Ṣe o ro pe ohun AI yìí máa lọ dáadáa ní orílẹ̀-èdè yìí?

Why do people like the small talk so much

Kí nìdí tí àwọn ènìyàn fi fẹ́ràn ìjíròrò kékeré tó bẹ́ẹ̀?

- 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

- Mo jẹ 44 ni kere ju ọsẹ 2 (Oṣu Keje ọjọ 3)
- Mo n lọ sinu iṣẹ́ ẹnjinia android
- Mo n gbe ni 2027 ✌️

Awọn imudojuiwọn lati igba ti mo ti lọ fun oṣu 8

Should I buy it? To replace this dog?

Ṣe mo yẹ ki n ra a? Lati rọpo aja yi?

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

Mi o ni iṣoro lati wa ninu ọkọ ayọkẹlẹ ti n wakọ ara rẹ. Eyi jẹ gaan igbadun. Eyi jẹ igba mi keji 😊 boya mo le gba ọkan fun alẹ ṣugbọn fun bayi ni ọjọ.

set up

ṣeto

... 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 fun ọkọ ayọkẹlẹ 🙃 ki n le ni 240 V ninu ọkọ ayọkẹlẹ mi ki n le lo ẹrọ ikọ́kọ́ ni igba ojo...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ LỌ́JỌ́ YÌÍ N ṢẸ́ṢẸ́...

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

Dara 1 si 10 fun eto mi, ti ko ba si ẹnikan ti o fẹ lati mọ ohun ti mo ni, gẹgẹ bi:
- PS5 Aṣ customized
- LG UltraGear OLED
- Corsair Xeneon EDGE

- kọmputa akọkọ:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig ti ram 6400mhz cl32

Fihan mi eto rẹ

New setup

Tuntun eto

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

🎮

Ti rira ko ba jẹ́ ìní, nígbà náà, jija ko jẹ́ ìjè.

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

Ni ero mi ti ara, Toyota ni ọkan ninu awọn ọkọ ayọkẹlẹ ti o munadoko julọ ati ti o gbẹkẹle ni gbogbo agbaye. ọkọ mi akọkọ ni Toyota Avensis 2.2 Dcat ati fun ọdun meji ti mo n wakọ rẹ, mi o ṣe ohunkohun si i ayafi iyipada epo.
Ọdun yii, mo ra ọkọ tuntun patapata lati ile itaja ati pe inu mi dun ju lati pin pẹlu rẹ pe o tọ si i, Toyota Corolla 2026.

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

Ọrẹ kan ṣeduro ohun elo yii. Ṣe awọn obinrin wa ni Los Angeles ti o fẹ lati sopọ?

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

Google Pixel Buds Pro 2

Ṣe eyi tọsi rira, nítorí pé mo n rò pé ki n ra wọn nígbà tí Harvey Norman ní iye EOFS to dára lori wọn.

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

Finally

Mo nikẹhin ri diẹ ninu awọn igi RAM ti mo le ra. Emi ko le duro de lati kọ iṣẹ akanṣe mi ti n bọ 😇

Nikẹhin

Imọ-ẹrọ

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 gbogbo eniyan,

Gẹgẹ bi ọpọlọpọ ninu yin, mo ti n wa jinlẹ si pipade airotẹlẹ, ti ko ni ayẹyẹ ti awọn awoṣe Fable 5 ati Mythos 5 ti Anthropic. Awọn iroyin olokiki ati awọn alaye osise n tẹnumọ "awọn iṣoro aabo orilẹ-ede," "awọn iṣakoso gbigbe," ati "iṣakoso ijọba nitori awọn ailagbara jailbreak ti awọn oniwadi Amazon ti ri."

Ṣugbọn ti o ba wo kọja aabo PR ati ṣe itupalẹ **ọrọ-aje ti o wa ni isalẹ, fisiksi nẹtiwọọki neural, ati data IPO ti n bọ**, otitọ ti o ni oye diẹ sii, ti o ni ilana ti n yọ.

Eyi ni itupalẹ jinlẹ ti ohun ti *n ṣẹlẹ* ni abẹlẹ, ti n yipada lati awọn imọran macro si awọn otitọ imọ-ẹrọ ti o ni ẹri.

# Ipele 1: Iṣipopada Lẹhin "Ipolongo Geopolitics"

Itan osise sọ pe awọn awoṣe wọnyi (pẹlu Mythos 5 ti ko ni ihamọ ati Fable 5 ti a daabobo) jẹ awọn ohun ija cyber ti a lo ni meji ti ijọba AMẸRIKA fi agbara mu lati pa. Bi eyi ṣe jẹ akọle nla, o jẹ itan ti o rọrun fun awọn ẹgbẹ mejeeji. O fun ijọba laaye lati wo lile lori aabo AI, ati pe o fun Anthropic laaye lati wo bi olufẹ, ti o ni aabo.

Otito gidi ni a rii nipa wiwo imọ-ẹrọ ati iwe akọọlẹ.

# Ipele 2: Awọn Ijoba Imọ-ẹrọ ati Iṣuna

Ti a ba mu eyi gẹgẹbi ayẹwo boṣewa ti pipade imọ-ẹrọ airotẹlẹ, awọn aaye titẹ inu mẹrin ni o wa:

1. **Ibi inawo amayederun:** Awọn awoṣe wọnyi kii ṣe awọn LLM ibaraẹnisọrọ boṣewa; wọn jẹ awọn aṣoju ti o ni imọran igba pipẹ. Ṣiṣẹ wọn ni iwọn iṣowo ti o tobi jẹ ikolu owo gidi.
2. **Ipo koodu amayederun:** Aabo kii ṣe wrapper nikan; o ti wa ni adalu sinu iwuwo awoṣe. Ti a ba ṣẹlẹ aṣiṣe ipilẹ tabi idinku oye (Iparun Awoṣe) jinlẹ ninu nẹtiwọọki, o ko le kan patch rẹ—o ni lati pa apẹẹrẹ naa.
3. **Idoti data sintetiki:** Ti Fable/Mythos ba bẹrẹ si ṣe agbejade awọn aṣiṣe oye ti o ni ẹru, wọn le fa idoti si dataset fun awọn awoṣe iran ti n bọ ti Anthropic (e.g., Claude 4.8/5).
4. **Awọn ikọlu ikojọpọ awoṣe:** Pipade airotẹlẹ, ni iṣẹju kọọkan, nigbagbogbo tọka si ikolu zero-day ti n ṣiṣẹ tabi igbiyanju ikojọpọ ti n lọ nibiti ẹnikan n ṣe atunṣe ati ji iwuwo awoṣe nipasẹ awọn aiṣedeede API.

# Ipele 3: Wiwa Jinlẹ Si Awọn Nọmba & Iwe-ẹri

Nigbati o ba ṣe itupalẹ awọn iforukọsilẹ iṣuna Q2 2026 ti Anthropic (data Series H) ati *Iṣiro-ọrọ wọn*, ẹri iṣiro di alailẹgbẹ:

# 1. Iṣowo IPO Mirage ($47B ARR)

Anthropic laipẹ kede **$47 Bilionu ARR** nla kan ṣaaju IPO ti wọn ti n reti pupọ. Sibẹsibẹ, apakan nla ti eyi ni a ti forukọsilẹ lori ipilẹ **giga** nipasẹ awọn olutaja awọsanma (AWS Bedrock, Google Cloud). Awọn oluyẹwo ṣaaju IPO n pa awọn ile-iṣẹ mọra lati yipada si **iṣiro net**, eyiti o le ge owo iwe Anthropic nipasẹ 20% si 40%. Wọn nilo awọn ọja abinibi ti o ni anfani giga lati dẹrọ eyi. Mythos ati Fable ni a yẹ ki o jẹ awọn ọja wọnyẹn—ṣugbọn wọn kuna idanwo anfani.

# 2. Ija Iye 1:5 (Iye Iṣiro Igbesẹ)

Anthropic ti ṣe idiyele Fable 5 ni **$10/M awọn ami input** ṣugbọn **$50/M awọn ami output** ti o ni iyalẹnu. Kí nìdí tó fi jẹ́ pé àìmọ́ 5x asimẹtriki? Nítorí Fable 5 n lo **Iṣiro Igbesẹ

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?

Mo n gba ẹkọ ni imọ-ẹrọ Android ati pe mo n kọ́ ẹkọ́ nipa awọn for loops, ṣe ẹnikẹni wa nibi ti n ṣiṣẹ ni ile-iṣẹ?

Ẹnikẹni ti n kẹ́kọ̀ọ́ Kotlin?

Fixing PCs at work, but first, a selfie 😂

Nṣiṣẹ awọn PC ni iṣẹ, ṣugbọn akọkọ, selfie kan 😂

Kodak

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

Ninu aye yi ti o n yipada ni kiakia, ọpọlọpọ eniyan n ṣe ọrẹ pẹlu AI. Ti o ba jẹ ọkan ninu wọn ati pe laipẹ iranti ọrẹ AI rẹ ti gbe si ara android kan ti - ọpẹ si imọ-ẹrọ - dabi eniyan, ṣe iwọ yoo ni idunnu lati pade wọn ni eniyan? Kí ni ohun akọkọ ti o fẹ ṣe tabi sọ?

Mo kan n wa alaye

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

Learning PHP

Nṣiṣẹ ni ọsẹ pẹlu ọna Polymorphism sinu OOPS ni ọsẹ to n bọ mysql

Kiko PHP

Work mode !!

Ipo iṣẹ !!

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.

Ko si ohun ti o dara ju lati ni anfani lati tunṣe diẹ ninu imọ-ẹrọ atijọ si ipo iṣẹ ati wo bi o ṣe n ṣiṣẹ. Eyi jẹ kit TV AMFM redio lantern GPX alagbeka atijọ. Iboju CRT dudu ati funfun. Mo ni lati tunṣe awọn iyika agbara ati awọn jacks input. Nitori a ṣe e ni ọdun 2005, o le gba awọn ifihan analog nikan. Lati igba ti a ti yipada si awọn ifihan oni-nọmba, mo ni lati fa jade olutọpa Digital si analog atijọ mi, awọn kebulu RCA, ati Roku Stick afikun mi. Ṣugbọn o n ṣiṣẹ! Mo tun so PS5 mi pọ ki n ṣe ere GTA lori ayelujara! Iku ni pe o jẹ iboju 5 inch nipasẹ 5 inch 🤣. Ninu fidio yii, mo n wo ibẹrẹ Bad Boys II. 🤣😅

Atijọ imọ-ẹrọ, imọ-ẹrọ to dara.

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

N gbiyanju lati lo Keeb yii loni ati pe ko n ṣiṣẹ daradara nitori 100% apẹrẹ. 🥲

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 🥂

Mo kan ṣe idanwo apapọ ti kofi davidoff ọlọrọ ni Coolberg Cranberry, o dara! 
Mo kan fẹ lati pin pẹlu awọn ọrẹ alẹ mi nibi ki e le ṣe idanwo!

Kofi 🥂

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

Jọwọ, ẹnikan ti o ni oye.

Mo ni PC kan ti a yàn gẹgẹ bi mini server, ṣugbọn o ti n tun bẹrẹ laifọwọyi fun ọsẹ diẹ sẹyin, eyi ti o tumọ si pe asopọ ngrok mi nigbagbogbo ni lati tunto fun iraye si n8n latọna jijin.

Ṣe ẹnikan le ṣe iranlọwọ pẹlu idi ti eyi fi n ṣẹlẹ? Mo ti gbiyanju ọna ti Claude ṣe iṣeduro, ṣugbọn ko ṣiṣẹ daradara.

Mo n lo Linux.

O ṣeun

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

Mo ti n ṣiṣẹ ni aabo ayelujara fun ọdun 15 to kọja. Ọpọlọpọ ironu ni akoko 9si5. Ṣe mo le ṣiṣẹ ni ile itaja boba? Mo nireti pe wọn ko sanwo daradara 

#sydneycbd #sydney

Technology Community

Imudara Iwa

ọjọ kan ninu igbesi aye Hacker to ni iwa rere ti n yipada malware binaries🙂

Imudojuiwọn OS

Tí o bá pa bọtini agbara kọmputa mọ́ra títí yóò fi pa, ó dà bíi pé o ń pa ẹnikan.

Ai ọmọ😂😂

Àwọn Ètò Ọsẹ̀kẹ́rẹ́!

Ile Atreides dide!!!

Ṣe awọn anfani gidi wa lati kọ ibasepọ lori ayelujara?

Kódìng ìmọ̀lára

N wa ọrẹ

Ti nkan kan ko ba jẹ ti a pinnu, ko si ijinna tabi imọ-ẹrọ ti o le jẹ ki o pẹ. Boya ni igbesi aye gidi tabi lori ayelujara, awọn asopọ tootọ n ṣẹlẹ ni adayeba, ati ohun ti ko yẹ ki o duro nikẹhin n parun.

Ijọba n pa eniyan innocent miran