Inivè

Technology

technology

From intern to CEO in one right-click. 😂

Character Upgrade

Soti nan entènn nan CEO ak yon sèl klike dwat. 😂

Mizajou Karaktè

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

yon jou nan lavi yon Hacker Etik ki ap ranvèse binary malveyan🙂

OS update

Mizajou OS

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

Kenbe bouton pouvwa a sou yon òdinatè jiskaske li etenn santi tankou ou ap etranje yon moun

Ai baby😂😂

Ai ti bebe😂😂

Weekend Plans!

Plan Weekend!

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

Jamais lavi san anyen pa t janm konsa konfòtab.

Planche an bwa fre yo ede ak chalè a. Sifas biwo a gwo ak laj ase pou akomode manje, desen, ak yon laptop tout an menm tan, epi wou yo fè li tèlman mobil ke miray la pou repoze sou li ka chanje selon anvi a.

Sou bò gòch la, gen yon tank dlo 13L ak yon tib silikone, sa ki fè li fasil pou rete byen idrate.

Nan sezon fredi a, yon sak dòmi ka itilize pou diminye frèt ki soti nan planche a ak van an.

Mwen ka prezante w dènye envansyon mwen an

🔋

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

Eske ou panse bagay AI a ap mache byen nan peyi sa a?

Why do people like the small talk so much

Poukisa moun renmen ti pale konsa anpil

- 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

- Mwen gen 44 an nan mwens pase 2 semèn (3 jiyè)
- Mwen ap antre nan yon karyè jeni android 
- Mwen pral deplase an 2027 ✌️

Mizajou depi mwen te ale pou 8 mwa

Should I buy it? To replace this dog?

Eske mwen ta dwe achte li? Pou ranplase chen sa 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

Mwen pa deranje pou m nan yon machin ki kondwi tèt li. Sa a vrèman amizan. Sa a se sou 3èm fwa mwen 😊 petèt mwen ka jwenn youn pou yon swa, men pou kounye a se pandan jounen an.

set up

salut, tanpri pataje anviwònman travay ou

mete kanpe

... 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...

... envèti a machin nan 🙃 konsa m ap retounen jwenn 240 V nan machin nan e m ka itilize sèch cheve a an ka lapli...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ JODIA M AP AJISTE...

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

Evalye 1 a 10 pou konfigirasyon mwen, si pèsonn pa vle dekouvri sa mwen genyen, tankou:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

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

Montre m konfigirasyon ou

New setup

Nouvo konfigirasyon

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

🎮

Si achte pa vle di posede, lè sa a, piratage pa vòl.

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

Nan opinyon pèsonèl mwen, Toyota gen youn nan otomobil ki pi efikas ak fyab nan tout mond lan. Premye machin mwen te Toyota Avensis 2.2 Dcat e pandan 2 ane mwen te kondwi li, mwen pa t fè anyen sou li eksepte chanjman lwil. Ane sa a, mwen achte yon machin tout nouvo nan magazen an e mwen plis pase kontan pou pataje avèk ou ke li vo li, Toyota Corolla 2026.

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

Yon zanmi te rekòmande aplikasyon sa a. Eske gen nenpòt dam nan Los Angeles ki vle konekte?

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

Google Pixel Buds Pro 2

Eske sa vo lapenn achte, mwen ap panse achte depi Harvey Norman gen yon bon pri EOFS sou sa yo.

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

Finally

Mwen finalman jwenn kèk baton RAM mwen te ka peye. Mwen pa ka tann pou m bati pwojè mwen pwochen an 😇

Finalman

Teknoloji

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 tout moun,

Tankou anpil nan nou, mwen te ap fouye nan fèmen souda, san seremoni, nan modèl Fable 5 ak Mythos 5 Anthropic yo. Medya prensipal la ak deklarasyon ofisyèl yo ap mete anpil pwa sou "konsèn nan sekirite nasyonal," "kontwòl ekspòtasyon," ak "entèvansyon gouvènman an akòz vilnerabilite jailbreak yo jwenn pa chèchè Amazon."

Men, si ou gade dèyè kouvèti PR a epi analize **ekonomi ki anba a, fizik rezo neral, ak done IPO kap vini yo**, yon reyalite estriktirèl ki pi lojik parèt.

Men yon analiz pwofondè sou sa ki *reyèlman* pase dèyè sèn yo, ki chanje soti nan macro-teori yo pou ale nan reyalite enjenyè ki baze sou prèv.

# Faz 1: Soti nan Naratif "Jeopolitik" la

Istwa ofisyèl la di modèl sa yo (sitou Mythos 5 ki pa sansire a ak Fable 5 ki pwoteje a) se te zam siber ki te gen itilizasyon doub ke gouvènman Etazini an te fòse fèmen. Pandan sa a fè yon gwo tit, se yon naratif pratik pou toude bò yo. Li pèmèt gouvènman an parèt di sou sekirite AI, e li pèmèt Anthropic parèt kòm yon patriyòt ki respekte sekirite.

Vre verite a jwenn nan gade teknoloji a ak liv la.

# Faz 2: Ipotez Enjenyè ak Finansye yo

Si nou trete sa a kòm yon pòs-mòdi estanda nan yon fèmen teknoloji souda, kat pwen presyon entèn ki pi gwo parèt:

1. **Piti lajan Enfrastrikti a:** Modèl sa yo pa t jis LLM chat estanda; yo te ajan rezonman long-horizon. Kouri yo sou yon echèl komèsyal mas se yon depans lajan absoli.
2. **Poisoning Kòd Achitekti:** Sekirite a pa t jis yon kouvèti; li te melanje nan pwa modèl yo. Si yon defo fondamantal oswa degradasyon lojik (Kollaps Modèl) te rive fon nan rezo a, ou pa ka jis ranje li—ou dwe touye enstans lan.
3. **Kontaminasyon Done Sentetik:** Si Fable/Mythos te kòmanse jenere erè lojik subtil, toksik, yo te riske kontamine dataset la pou modèl jenerasyon kap vini Anthropic yo (pa egzanp, Claude 4.8/5).
4. **Atak Ekstraksyon Modèl:** Yon fèmen souda, minit pa minit anjeneral endike yon eksplwatasyon zero-day aktif oswa yon tantativ exfiltration ki ap kontinye kote yon moun ap fè enjenyè tounen ak vòlè pwa modèl yo atravè anomali API.

# Faz 3: Fouye Nan Nimewo & Dokimantasyon

Lè ou analize dosye finansye Q2 2026 Anthropic yo (done Seri H) ak *Endèks Ekonomik* yo, prèv matematik la vin endeniab:

# 1. Miraj Revni IPO a ($47B ARR)

Anthropic fèk rapòte yon **$47 Billion ARR** masiv anvan IPO yo ki te trè antisipe. Sepandan, yon gwo pati nan sa a se te anrejistre sou yon **baz brit** atravè revandè nwaj (AWS Bedrock, Google Cloud). Oditè anvan yon IPO san pitye fòse konpayi yo pou yo pase nan **rapò net**, ki ta ka koupe revni papye Anthropic pa 20% a 40%. Yo te bezwen pwodwi natif ki gen gwo marj pou balanse sa a. Mythos ak Fable te sipoze se pwodwi sa yo—men yo te echwe tès marj la.

# 2. Trape Pri Token 1:5 (Depans Compute Test-Time)

Anthropic te fikse pri Fable 5 a **$10/M token antre** men yon **$50/M token sòti** ki etonan. Poukisa gwo diferans asimetrik 5x sa a? Paske Fable 5 itilize **Test-Time Compute (panse Sistèm 2)**. Anvan li pwodui yon sèl mo, modèl la jenere santèn de mil *token rezonman entèn* pou korije tèt li. Kli

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?

Mwen ap pran kou nan jeni Android e mwen ap aprann bouk pou, èske gen moun isit la ki ap travay nan endistri a?

Eske gen moun ki ap etidye Kotlin?

Fixing PCs at work, but first, a selfie 😂

Ap ranje òdinatè nan travay, men anvan sa, yon selfie 😂

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

Nan mond sa a ki ap chanje rapidman, anpil moun fè zanmi ak AI. Si ou se youn nan yo e byento memwa zanmi AI ou yo te telechaje nan yon kò android ki - gras a teknoloji - te sanble ak yon moun, èske ou ta kontan rankontre yo an pèsòn? Ki sa ki ta premye bagay ou ta vle fè oswa di?

Mwen jis kirye

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

Learning PHP

Ap prepare nan semèn nan ak metòd Polymorphism nan OOPS semèn pwochèn mysql

Aprann 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.

Pa gen anyen ki pi fre pase sa a ki kapab retabli kèk vye teknoloji nan lòd travay ak gade li ap travay. Sa a se yon vye kit televizyon pòtab GPX AMFM radyo lanp. Ekran CRT nwa ak blan. Mwen te oblije repare sikwi pouvwa yo ak jack antre yo. Paske li te fèt tounen an 2005, li ka sèlman resevwa siyal analog. Depi nou te chanje pou siyal dijital, mwen te oblije sòti konvètisè dijital mwen an pou analog, kab RCA, ak Roku Stick rezèv mwen an. Men, li mache! Mwen menm mwen te branche PS5 mwen epi mwen te jwe kèk GTA sou entènèt! Twò mal se yon ekran 5 pous pa 5 pous 🤣. Nan klip sa a, mwen ap gade kòmansman Bad Boys II. 🤣😅

Vye Teknoloji, Teknoloji Fre.

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

Ap eseye itilize sa a Keeb jodi a e li pa ap mache twò byen akòz layout 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 🥂

Mwen fèk eseye konbinezon kafe davidoff rich aroma ak Coolberg Cranberry, li te bon!
Mwen jis te vle pataje ak zanmi nwit mwen yo isit la pou nou ka eseye!

Kafe 🥂

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

Tanpri, yon moun ki konprann.

Mwen gen yon PC ki dedye kòm yon mini sèvè, men li ap rekòmanse pou kont li depi kèk semèn, sa ki vle di koneksyon ngrok mwen an toujou bezwen reconfigure pou aksè n8n aleka.

Eske gen yon moun ki ka ede ak poukisa sa ap pase? Mwen deja eseye metòd Claude te rekòmande a, men li pa t mache byen.

Mwen ap itilize Linux.

Mèsi

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

Mwen ap travay nan sekirite siberne pou 15 dènye ane yo. Twòp panse pandan 9 a 5. Eske mwen ka travay nan yon magazen te bul? Mwen espere yo pa p bay anpil lajan 

#sydneycbd #sydney

Yay mwen fè travay InfoSec mwen - Sydney

Repairs....

Reparasyon....

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. 
Youn nan kliyan mwen yo te eseye fè reparasyon an pou kont li. Li fini pa koupe kab riban an pou ekran an. Nenpòt moun ki vle eseye fè li pou kont li gen respè mwen. Mwen sipòte DIY.

Lendi yo tankou...

That makes seven.
Seven devices that I either can or cannot root.
This is for my programs so I can attain an autonomous agent.
An autonomous agent that'll run through all my devices.
An agent to help me out with daily tasks and talk to me.
Because I have no friends, no life, and I'm working with machines.
This is going to be interesting and fun when I get Elchymin online.

I definitely didn't just buy another rootable phone...

Sa fè sèt.
Sèt aparèy ke mwen ka oswa mwen pa ka rache.
Sa a se pou pwogram mwen yo pou mwen ka jwenn yon ajan otonòm.
Yon ajan otonòm ki pral kouri atravè tout aparèy mwen yo.
Yon ajan pou ede mwen ak travay chak jou ak pale avè m.
Paske mwen pa gen zanmi, pa gen lavi, e mwen ap travay ak machin.
Sa a pral enteresan ak amizan lè mwen fè Elchymin sou entènèt.

Mwen definitivman pa jis achte yon lòt telefòn ki ka rache...

A Boo community for meeting other Technology enthusiasts.

Technology Community

Mizajou Karaktè

yon jou nan lavi yon Hacker Etik ki ap ranvèse binary malveyan🙂

Mizajou OS

Kenbe bouton pouvwa a sou yon òdinatè jiskaske li etenn santi tankou ou ap etranje yon moun

Ai ti bebe😂😂

Plan Weekend!

Kay Atreides leve!!!

Kodaj konsyans

Ap chèche zanmi

Si yon bagay pa fèt pou li, ni distans ni teknoloji pa ka fè li dire. Kit nan lavi reyèl oswa sou entènèt, koneksyon otantik devlope natirèlman, e sa ki pa fèt pou rete finalman disparèt.

Gouvènman ap fè yon lòt nonm inosan soufri

Konfyans