Technology

technology

Work mode !!

Ụzọ ọrụ !!

Nothing special, just chill with what u have now

Enweghị ihe pụrụ iche, naanị zuru ike na ihe ị nwere ugbu a

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

Enyi m tụrụ aro ngwa a. Ọ bụ ndị inyom nọ na Los Angeles chọrọ ijikọ?

New setup

Ntọala ọhụrụ

Ai baby😂😂

Ai nwa😂😂

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

Alice m 🩷
Ka m na-atụ uche, o yiri ka ọ dị mma 😎

Weekend Plans!

Atụmatụ Ime Ọma!

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

Enweghị mgbe ọ bụla na-enweghị ndụ na-adịkwaghị nke a dị mma.

Ụkwụ osisi dị jụụ na-enyere aka na okpomọkụ. Mpụta desktọpụ ahụ buru ibu ma sara mbara iji nwee nri, ịkpụ, na laptọọpụ n'otu oge, na rollers na-eme ka ọ bụrụ nke a na-apụ apụ nke na mgbidi ị ga-esi kwụpụ nwere ike ịgbanwe dabere na mmetụta.

Na akụkụ ekpe, enwere tanki mmiri 13L nwere tube silicone, na-eme ka ọ dị mfe ịnọ na mmiri nke ọma.

N'oge oyi, a pụrụ iji akpa ụra belata oyi si na ala na ikuku.

Ka m nyekwa gị ihe m ọhụrụ mepụtara

🔋

Why do people like the small talk so much

Gịnị mere ndị mmadụ ji amasị mkparịta ụka nta nke ukwuu

- 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

- A bụ m afọ 44 n'ime izu abụọ (July 3rd)
- Ana m abanye na ọrụ injinia android 
- Aga m ewere ọnọdụ na 2027 ✌️

Ndị ọhụrụ kemgbe m gara 8 ọnwa

Should I buy it? To replace this dog?

Ekwesịrị m ịzụta ya? Iji dochie nkịta a?

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

Anaghị m echegbu onwe m banyere ịnọ na ụgbọ ala na-anya onwe ya. Nke a bụ ezigbo ụtọ. Nke a bụ oge m nke 3 😊 o yikarịrị ka m ga-enweta otu maka abalị, mana maka ugbu a, ụbọchị.

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

🎮

Ọ bụrụ na ịzụta abụghị inwe, mgbe ahụ, ịkpọrọ abụghị izu ohi.

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

Ị chere na ihe AI ga-eme nke ọma n'ala a?

set up

tọlite

... 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...

... inverters maka ụgbọala 🙃 ka m wee nwee 240 V n'ugboala ma nwee ike iji igwe na-esi ísì na mberede...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ TAA AGA M EME...

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

N'echiche m, Toyota nwere otu n'ime ụgbọ ala kachasị arụ ọrụ na nke a pụrụ ịtụkwasị obi n'ụwa niile. Ụgbọ ala m mbụ bụ Toyota Avensis 2.2 Dcat, ma maka afọ 2 m na-anya ya, anaghị m eme ihe ọ bụla na ya ma e wezụga ịgbanwe mmanụ.
Afọ a, m zụtara ụgbọ ala ọhụrụ site na ụlọ ahịa, ma m nwere obi ụtọ ikwupụta na ọ bara uru, Toyota Corolla 2026.

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

The future is now. 🤔👁👁

Oge ọdịnihu bụ ugbu a. Taa, enweela m ohere na ụtọ ịgwa robot mmadụ. 😅

Oge ọdịnihu bụ ugbu a. 🤔👁👁

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

Google Pixel Buds Pro 2

Ọ bụ nke a bara uru ịzụta na-eche banyere ịzụta ebe ọ bụ na Harvey Norman nwere ezigbo ọnụahịa EOFS na nke a.

Time4work

N'abalị na-eme koodu na-emetụta iche.

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

Finally

Achọpụtara m n'ikpeazụ ụfọdụ osisi RAM nke m nwere ike ịzụta. Anaghị m echefu ịmepụta ọrụ m na-esote 😇

N'ikpeazụ

Teknụzụ

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

Ndewo onye obula,

Dị ka ọtụtụ n'ime unu, achọpụtara m na m na-enyocha mmechi na-enweghị atụ nke Fable 5 na Mythos 5 nke Anthropic. Ozi ndị a na-ewu ewu na nkwupụta gọọmenti na-adabere nke ukwuu na "ihe egwu nchekwa mba," "njikwa mbupụ," na "nkwado gọọmenti n'ihi mmebi nchekwa nke ndị nchọpụta Amazon chọpụtara."

Ma ọ bụrụ na ị lelee n'azụ mkpuchi PR ma nyochaa **akụrụngwa akụ na ụba, physics netwọk ụbụrụ, na data IPO na-abịa**, eziokwu dị iche na-emepe.

Nke a bụ nkọwa miri emi nke ihe *n'ezie* mere n'azụ ihe, na-agbanwe site na echiche macro gaa na eziokwu injinia nke nwere ihe akaebe.

# Phase 1: Ijegharị n'azụ akụkọ "Geopolitics"

Akụkọ gọọmenti na-ekwu na ụdị ndị a (karịsịa Mythos 5 nke na-enweghị njedebe na Fable 5 nke echekwara) bụ ngwa ọgụ cyber nke a na-eji abụọ nke gọọmenti US kpụchiri. Ọ bụ ezie na nke a na-eme ka ọ bụrụ isiokwu magburu onwe ya, ọ bụ akụkọ dị mfe maka akụkụ abụọ. Ọ na-enye gọọmenti ohere igosi ike na nchekwa AI, na ọ na-enye Anthropic ohere igosi na ọ bụ onye na-eme ihe n'ụzọ ziri ezi, na-echekwa nchekwa.

Eziokwu bụ na a na-ahụ ya site na teknụzụ na akwụkwọ ndekọ.

# Phase 2: Nyocha Injini na Ego

Ọ bụrụ na anyị were nke a dị ka nyocha ọkọlọtọ nke mmechi teknụzụ na-enweghị atụ, ihe mgbaàmà anọ dị mkpa na-apụta:

1. **Ụlọ akụ na ụba:** Ụdị ndị a abụghị naanị LLMs mkparịta ụka; ha bụ ndị na-eme mkpebi ogologo oge. Ịrụ ọrụ ha na nnukwu ahịa bụ nnukwu ihe na-eri ego.
2. **Nkwupụta Koodu Nche:** Nchekwa abụghị naanị mkpuchi; ọ bụ ihe a na-etinye na ibu ụdị. Ọ bụrụ na mmejọ bụ isi ma ọ bụ mmebi echiche (Model Collapse) mere n'ime netwọk, ị cannot just patch it—you have to kill the instance.
3. **Nchedo Data Synthetic:** Ọ bụrụ na Fable/Mythos malitere ịmepụta mmejọ echiche dị nro, ha na-atụ egwu ịkpata data nke ụdị ndị na-abịa nke Anthropic (dịka, Claude 4.8/5).
4. **Nchedo Mwepụ Model:** Mmechi na-enweghị atụ, nkeji site na nkeji, na-egosi na enwere mmebi zero-day ma ọ bụ mgbalị mwepụ na-aga n'ihu ebe onye na-emegharị na stealing model weights site na API anomalies.

# Phase 3: Nyocha Nọmba & Akwụkwọ

Mgbe ị na-enyocha akwụkwọ ego Q2 2026 nke Anthropic (data Series H) na *Economic Index* ha, ihe akaebe mgbakọ na mwepụ na-abụ ihe na-adịghị agbanwe agbanwe:

# 1. Ihe Ncheta IPO ($47B ARR)

Anthropic kwupụtara na ha nwere nnukwu **$47 Billion ARR** tupu IPO ha na-atụghị anya. Otú ọ dị, nnukwu akụkụ nke a bụ nke edere na **n'ozuzu** site na ndị na-ere cloud (AWS Bedrock, Google Cloud). Ndị na-enyocha tupu IPO na-eme ka ụlọ ọrụ gbanwee na **nkọwa net**, nke nwere ike ibelata ego akwụkwọ Anthropic site na 20% ruo 40%. Ha chọrọ ngwaahịa ndị nwere nnukwu uru iji dozie nke a. Mythos na Fable kwesịrị ịbụ ngwaahịa ndị ahụ—ma ha dara na ule uru.

# 2. Ihe 1:5 Token Pricing Trap (Nchekwa N'oge Nnwale)

Anthropic kwụrụ Fable 5 na **$10/M input tokens** ma na-atụ egwu **$50/M output tokens**. Gịnị mere nnukwu 5x asymmetric gap? N'ihi na Fable 5 na-eji **Test-Time Compute (System 2 thinking)**. Tupu ịpụta okwu ọ bụla, ụdị ahụ na-emepụta puku puku *internal reasoning tokens* iji dozie onwe ya. Onye ahịa na-akwụ naanị maka ederede ikpeazụ, ma GPUs Anthropic na-eme ọrụ Herculean, exponential n'okpuru hood. Nnukwu nnabata nke Fable 5 na ụlọ ọrụ na-eme ka

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?

Anọ m na-eme ọmụmụ na injinịa Android ma na-amụta for loops ugbu a, ọ bụ onye ọ bụla nọ ebe a na-arụ ọrụ na ụlọ ọrụ?

Ọ bụ onye na-amụ Kotlin?

Fixing PCs at work, but first, a selfie 😂

Na-arụzi PCs na ọrụ, mana nke mbụ, 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

N’ụwa a na-agbanwe ngwa ngwa, ọtụtụ ndị na-eme enyi na AI. Ọ bụrụ na ị bụ otu n’ime ha ma n’oge na-adịghị anya, ncheta enyi AI gị ebufere na ahụ android nke - ekele maka teknụzụ - yiri mmadụ, ị ga-enwe obi ụtọ izute ha n’aka? Kedu ihe mbụ ị chọrọ ime ma ọ bụ ikwu?

Anọ m na-achọ ịma

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

Learning PHP

Na-eme atụmatụ n'izu na usoro Polymorphism n'ime OOPS n'izu na-abịa mysql

Ịmụ 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.

Enweghị ihe dị mma karịa ịnwe ike ịlaghachi ụfọdụ teknụzụ ochie na ọnọdụ ọrụ ma na-ele ya rụọ ọrụ. Nke a bụ kit TV AMFM radio lantern GPX nke nwere ike. Igwe CRT ojii na ọcha. A ghaghị m idozi usoro ike na njikọ ntinye. N'ihi na e mere ya na 2005, ọ nwere ike ịnata naanị akara analog. Kemgbe anyị gbanwere na akara dijital, a ghaghị m wepụ onye na-agbanwe dijital na analog ochie m, eriri RCA, na Roku Stick m nke ọzọ. Ma ọ na-arụ ọrụ! E wezụga, m tinyere PS5 m ma gwuo GTA online! Ọ dị mwute na ọ bụ ihuenyo 5 inch site na 5 inch 🤣. Na vidiyo a, ana m elele mmalite nke Bad Boys II. 🤣😅

Teknụzụ Ochie Teknụzụ Ọma.

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

Na-anwale iji Keeb a taa ma ọ naghị arụ ọrụ nke ọma n'ihi nhazi 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 🥂

Anọ m nwalee ngwakọta nke davidoff rich aroma coffee na Coolberg Cranberry, ọ dị mma!
Achọrọ m ịkekọrịta ya na ndị enyi m na-anọ n'abalị ebe a ka ị nwee ike nwalee!

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

Biko, onye na-aghọta.

Enwere m PC nke e nyere dịka mini server, mana ọ na-amaliteghachi onwe ya n'efu n'izu ole na ole gara aga, nke pụtara na njikọ m na ngrok ga-adị mgbe niile ka a na-emegharị maka n8n n'ịntanetị.

Ọ nwere onye nwere ike inyere aka na ihe kpatara nke a na-eme? Emechara m nwalee usoro Claude tụrụ aro, mana ọ naghị arụ ọrụ nke ọma.

Ana m eji Linux.

Daalụ

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

A na m arụ ọrụ na nchekwa ịntanetị maka afọ 15 gara aga. Ọtụtụ echiche n'oge 9 ruo 5. Enwere m ike ịrụ ọrụ na ụlọ ahịa tii bọbble? Enwere m olileanya na ha anaghị akwụ ụgwọ nke ọma

#sydneycbd #sydney

Technology Community

Ụzọ ọrụ !!

Enweghị ihe pụrụ iche, naanị zuru ike na ihe ị nwere ugbu a

a

Ntọala ọhụrụ

Ai nwa😂😂

Alice m 🩷 Ka m na-atụ uche, o yiri ka ọ dị mma 😎

Ụlọ Atreides kwụsịrị!!!

Malite ọhụrụ

Koodu nke uche

VAR pụtara Voucher Argentina Ready, eziokwu?

Enwere ezigbo ohere iji wulite mmekọrịta n'ịntanetị?

Na-achọ ndị enyi