Koonka

Technology

technology

Basics of Python

Aasaaska Python

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

Technical support

Ma jiraan qof og in la xiro dumarka Aasiyaanka ah si aysan u eegin profilekayga?

Taageero farsamo

Hey. Is there anyone who is interested id tech

Hey. Ma jiraa qof xiiseynaya teknolojiyadda aqoonta?

OS update

Cusbooneysiinta OS

Ai baby😂😂

From intern to CEO in one right-click. 😂

Character Upgrade

Laga bilaabo intern ilaa CEO hal guji sax ah. 😂

Horumarinta Dabeecadda

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

Xannibida badhanka awoodda kombiyuutarka ilaa uu damiyo waxay u egtahay inaad qof qufacayso

Weekend Plans!

Qorshayaasha Usbuuca Dambe!

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

Marna ma ahayn in aan nolol la'aan ahay sidan raaxo leh.

Dabaqyada alwaaxda qabow waxay ka caawiyaan kuleylka. Dusha miiska waa weyn oo ku filan in lagu qaato cunto, sawir, iyo laptop hal mar, iyo roolalku waxay ka dhigayaan mid si fudud u dhaqaaqi kara, sidaas darteed derbiga la is haysto ayaa la beddeli karaa iyadoo ku xiran dareenka.

Dhinaca bidix, waxaa jira taangiga biyaha 13L oo leh tuubbo silicone, taasoo ka dhigaysa mid sahlan in si habboon loo haysato biyo ku filan.

Xilliga jiilaalka, boorsada hurdada ayaa loo isticmaali karaa in lagu yareeyo qabowga ka imanaya dhulka iyo dabaysha.

Ma ku soo bandhigi karaa hal-abuurkeyga ugu dambeeyay

🔋

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

Ma u malaynaysaa in arrinta AI ay si wanaagsan uga socon doonto dalkaani?

Why do people like the small talk so much

Maxay dadka u jecel yihiin wada hadalka yar?

- 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

- Waxaan ahay 44 ka yar 2 toddobaad (3-da Luulyo)
- Waxaan galayaa xirfad injineernimo android 
- Waxaan guuri doonaa 2027 ✌️

Warbixinno tan iyo markii aan maqnaa 8 bilood

Should I buy it? To replace this dog?

Ma iibsadaa? Si aan u beddelo eeygan?

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

Ma aanan ka xumaan in aan ku jiro baabuur iskiis u socda. Tani dhab ahaantii waa mid xiiso leh. Tani waa markii 3aad ee aan sameeyo 😊 malaha waxaan heli doonaa mid habeenkii laakiin hadda waa maalintii.

set up

salaam, fadlan la wadaag qaab-dhismeedkaaga shaqo

deji

... 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-ka baabuurka 🙃 si aan dib ugu helo 240 V baabuurka waxaanan isticmaali karaa foorno-dhigista haddii roob yimaado...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ MAANTA WAXAA LA HAGAJIYAA...

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

Qiimee 1 ilaa 10 setup-kayga, haddii aan qofna doonaynin inuu ogaado waxa aan haysto, sida:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

- pc-ga ugu weyn:
Amd Ryzen 7 9800x3d
RTX 5070 Ti
32gig oo ram ah 6400mhz cl32

Ishow setup-kaaga

New setup

Dejin cusub

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

🎮

Haddii iibsigu uusan lahaansho ahayn, markaas xadgudubku maaha xatooyo.

Chat GPT VS GEMINI

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

Saaxiib ayaa soo jeediyay app-kan. Ma jiraan haween ku sugan Los Angeles oo doonaya inay xiriir sameeyaan?

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

Google Pixel Buds Pro 2

Ma ku habboon tahay in la iibsado iyadoo la tixgelinayo in Harvey Norman uu leeyahay qiimo wanaagsan oo EOFS ah?

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

Finally

Ugu dambeyn waxaan helay dhowr xabbo oo RAM ah oo aan awoodi karo. Ma sugi karo inaan dhiso mashruucayga xiga 😇

Ugu dambeyn

Teknoolojiyadda

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 everyone,

Sida badan oo idinka mid ah, waxaan ku hawlanahay xidhitaanka lama filaanka ah ee aan rasmi ahayn ee moodooyinka Fable 5 iyo Mythos 5 ee Anthropic. Warbaahinta caanka ah iyo bayaannada rasmiga ah waxay si weyn u taagan yihiin "walaac amni qaran," "xakameynta dhoofinta," iyo "faragelinta dowladda sababtoo ah nuglaanta jailbreak ee ay heleen cilmi-baarayaasha Amazon."

Laakiin haddii aad ka fiirsato gaashaanka PR oo aad falanqeyso **dhaqaalaha hoose, fiisikiska shabakadaha neerfaha, iyo xogta IPO-da soo socota**, xaqiiqo dhismeed oo macquul ah ayaa soo baxaysa.

Halkan waxaa ku yaal faahfaahin qoto dheer oo ku saabsan waxa *dhacday* gadaasha, iyadoo laga guurayo fikradaha macro ilaa xaqiiqooyinka injineernimada ee caddeyn leh.

# Waqtiga 1: Ka Guurista "Geopolitics" Sheekada

Sheekada rasmiga ah waxay sheegaysaa in moodooyinkan (gaar ahaan Mythos 5 oo aan la xakameyn iyo Fable 5 oo la ilaaliyo) ay ahaayeen hub cyber ah oo laba-geesood ah oo dowladda Mareykanka ay ku qasbatay inay ka baxaan khadka. In kasta oo ay tani tahay cinwaan weyn, waa sheeko ku habboon labada dhinac. Waxay u oggolaaneysaa dowladda inay u muuqato mid adag oo ku saabsan amniga AI, waxayna u oggolaaneysaa Anthropic inay u muuqato mid u hoggaansan, amniga hore u ah waddani.

Xaqiiqda dhabta ah waxaa lagu helaa iyadoo la eego teknolojiyadda iyo xisaabta.

# Waqtiga 2: Fikradaha Injineernimada iyo Maaliyadda

Haddii aan tan u qaadanno sidii baaritaan caadi ah oo ku saabsan xidhitaanka teknoolojiyadda lama filaanka ah, afar dhibcood oo cadaadis gudaha ah ayaa soo baxaya:

1. **Dhulka Lacagta Kaabayaasha:** Moodooyinkan ma ahayn kaliya LLM-yada wada sheekaysiga caadiga ah; waxay ahaayeen wakiillo fikradaha fog. Ku shaqeynta cabbir ganacsi oo ballaaran waa gubasho lacag ah.
2. **Wasakhda Koodhka Dhismaha:** Amniga ma ahayn kaliya dabool; waxaa lagu dhex daray miisaanka moodalka. Haddii cilad aasaasi ah ama hoos u dhac fikradeed (Model Collapse) ay dhacdo qoto dheer shabakadda, ma waxaad kaliya ku hagaajin kartaa - waa inaad diltaa tusaalaha.
3. **Wasakhda Xogta Synthetic:** Haddii Fable/Mythos ay bilaabeen inay soo saaraan khaladaad fikradeed oo khatar ah, waxay khatar gelinayeen xogta loogu talagalay moodooyinka cusub ee Anthropic (tusaale, Claude 4.8/5).
4. **Weerarrada Soo Saarista Moodalka:** Xidhitaanka lama filaanka ah, daqiiqad-da-daqiiqad ah badanaa waxay muujinaysaa in la jiro weerar zero-day firfircoon ama isku day xadgudub ah oo qofku uu dib u injineerayo oo xado miisaanka moodalka iyada oo loo marayo anomaliyada API.

# Waqtiga 3: Falanqaynta Tirada & Dukumentiyada

Markaad falanqeyso warbixinada maaliyadeed ee Q2 2026 ee Anthropic (xogta Taxanaha H) iyo *Tusmada Dhaqaalaha*, caddeynta xisaabeed waxay noqoneysaa mid aan la dafiri karin:

# 1. Muraayadda Dakhliga IPO ($47B ARR)

Anthropic dhawaan waxay soo sheegtay **$47 Bilyan ARR** ka hor IPO-kooda si weyn la filayo. Si kastaba ha ahaatee, qayb weyn oo ka mid ah tan waxaa lagu qorey **asaas guud** iyada oo loo marayo iibiyeyaasha daruuraha (AWS Bedrock, Google Cloud). Kormeerayaasha ka hor IPO-da waxay si xun u qasbaan shirkadaha inay u guuraan **warbixinta net**, taas oo dhimi karta dakhliga warqadda Anthropic 20% ilaa 40%. Waxay si aad ah u baahnaayeen alaabooyin

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?

Waxaan qaadanayaa koorsooyin ku saabsan injineernimada Android waxaanan hadda baranayaa for loops, ma jiraan qof halkan ka shaqeeya warshadaha?

Ma jiraan qof wax ka barta Kotlin?

Fixing PCs at work, but first, a selfie 😂

Xallinta PCs-ka shaqada, laakiin marka hore, sawir is-qabsi 😂

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

Dunidan si degdeg ah isu beddelaysa, dad badan ayaa saaxiibo la noqday AI. Haddii aad ka mid tahay iyaga oo dhawaan xusuusaha saaxiibkaaga AI la geliyo jidh android ah oo - mahadnaq teknolojiyadda - u eg bini'aadam, ma ku farxi lahayd inaad si shakhsi ah ula kulanto? Maxay noqon lahayd waxyaabaha ugu horreeya ee aad rabtay inaad sameyso ama tidhaahdo?

Waxaan kaliya xiiseynayaa

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

Learning PHP

Diyaar garowga usbuuca leh habka Polymorphism ee OOPS usbuuca dambe mysql

Barashada 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.

Waxba ma ka qabsoomi karto in aad dib u soo celiso teknoolojiyadii hore si ay u shaqeyso oo aad daawato. Tani waa kit-ka TV-ga GPX ee la qaadi karo, raadiyaha AMFM, iyo laydhka. Muuqaal madow iyo caddaan ah oo CRT ah. Waa in aan hagaajiyo wareegyada korontada iyo jacks-ka gelinta. Maadaama la sameeyay sanadkii 2005, waxay kaliya qaadi kartaa calaamadaha analoogga. Tan iyo markii aan u gudubnay calaamadaha dijitaalka ah, waa in aan soo saaro beddelkaygii hore ee dijitaalka ah ilaa analoogga, fiilooyinka RCA, iyo Roku Stick-kayga kaydka ah. Laakiin way shaqeysaa! Xitaa waxaan ku xidhay PS5-kayga oo waxaan ciyaaray GTA online! Waan ka xumahay in uu yahay shaashad 5 inch by 5 inch 🤣. Qaybtan waxaan daawanayaa bilowga Bad Boys II. 🤣😅

Teknoolojiyadii hore Teknoolojiyadii cusub.

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

Isku dayaya in aan maanta isticmaalo Keebkan laakiin ma shaqeynayo si fiican sababtoo ah qaabka 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 🥂

Waxaan isku dayay isku-darka qaxwada davidoff rich aroma ee Coolberg Cranberry, waxay ahayd mid fiican!
Waxaan kaliya rabay inaan la wadaago saaxiibadayda habeenkii halkan si aad u tijaabiso!

Qaxwo 🥂

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

Fadlan, qof fahmaya.

Waxaan haystaa PC loo qoondeeyey sidii mini server, laakiin wuxuu iskiis u bilaabayaa dib u shidid todobaadyadii la soo dhaafay, taasoo ka dhigan in xiriirka ngrok mar walba loo baahan yahay in dib loo habeeyo si loo helo n8n fog.

Ma jiraa qof iga caawin kara sababta tan u dhacaysa? Waxaan horey u tijaabiyey habka uu Claude soo jeediyey, laakiin si sax ah uma shaqayn.

Waxaan isticmaalayaa Linux.

Mahadsanid

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

Studying

Maalin kale oo barashada 
Koodhka kalfadhiga aad buu waxtar u leeyahay PHP

Barashada

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

Waxaan ka shaqeynayay amniga internetka 15-kii sano ee la soo dhaafay. Fikir badan ayaa ku jira 9to5. Ma ka shaqeyn karaa dukaanka shaaha buubblaha? Waxaan rajeynayaa inaysan si fiican u bixin 

#sydneycbd #sydney

Yay waxaan dhameystiray shaqadayda InfoSec - Sydney

Kodak

Moto g play. 
One of my customers tried to do the repair themselves. He ended up severing the ribbon cable for the screen. Anybody willing to try to do it themselves has my respect. I support DIY.

Mondays be like...

Moto g play. 
Mid ka mid ah macaamiishayda ayaa isku dayay inuu iskiis u hagaajiyo. Wuxuu ku dhammaaday inuu gooyo fiilada xadhigga ee shaashadda. Qof kasta oo doonaya inuu isku dayo inuu iskiis sameeyo wuxuu haystaa ixtiraamkayga. Waxaan taageeraa DIY.

Isniinta waxay u egyihiin...

A Boo community for meeting other Technology enthusiasts.

Technology Community

Aasaaska Python

Taageero farsamo

Hey. Ma jiraa qof xiiseynaya teknolojiyadda aqoonta?

Cusbooneysiinta OS

Ai baby😂😂

Horumarinta Dabeecadda

Guriga Atreides soo kac!!!

Koodhka wacyiga

Raadinaya saaxiibo

Haddii wax aan loogu talagalin, ma jirto masaafo ama tignoolajiyad oo ka dhigi karta inay sii jiraan. Haddii ay tahay nolosha dhabta ah ama khadka tooska ah, xiriirada dhabta ah si dabiici ah ayay u soo baxaan, waxa aan loogu talagalin inay joogaan ugu dambeyntii wuu dhammaanayaa.

Dowladdu waxay ku xadgudubtay nin aan waxba galabsan

Ma qurux badan tahay waqtigii hore marka loo eego waqtiga hadda?