Universi

Technology

technology

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 jimpurtanix li nkun f'karozza li ssuqha waħedha. Dan huwa verament divertenti. Dan huwa t-tielet darba tiegħi 😊 forsi nista' nikseb waħda għal lejl barra iżda għalissa fil-jum.

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

Evalwa 1 sa 10 għall-istruttura tiegħi, jekk ħadd ma jridhiex jiskopri x'għandi, bħal:
- PS5 Custom
- LG UltraGear OLED
- Corsair Xeneon EDGE

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

Uri l-istruttura tiegħek

Nilkin foldable keyboard and an ergonomic vertical mouse so I can play on my bed

I’m going wireless and I regret not doing it earlier 🫠

Kejbord foldable Nilkin u mouse vertikali ergonomiku sabiex inkun nista' nilgħab fuq sodda tiegħi

Qiegħed nagħmel wireless u niddispjaċini li ma għamiltx dan aktar kmieni 🫠

Anyone at the AWS summit in DC?

Hemm xi ħadd fil-q Summit AWS f'DC?

Good info right?

Informazzjoni tajba, hux?

This watch is starting to get scary.
Last night I slept without it on & 
It still recorded my sleep😱
How Does That Happen?🤔

Din il-ħin qed tibda ssir biża'.
Il-lejl li għadda, orqodt mingħajrha u 
għadha rreġistrat is-sogħba tiegħi😱
Kif jiġri dan?🤔

Building careers by day, looking for a connection by night.😁

Today quote: " life always give you another chance it's called tomorrow "🕊️

Work in Progress ☕

Bini ta' karrieri bil-lejl, ifittex konnessjoni bil-lejl.😁

Il-kwotazzjoni tal-lum: "il-ħajja dejjem tagħtik ċans ieħor, jissejjaħ għada"🕊️

Xogħol fil-Proċess ☕

Just engraving stainlesteel bottle with diode laser engraver

Engraving bottle

Biss engravazzjoni ta' bott ta' stainless steel bl-użu ta' engraver tal-laser diodiku

Bott ta' engravazzjoni

A couple years ago when visiting my brother I was waiting in the airport for an eternity, got bored, and started playing with their interactive maps.
I figured out how to reliably crash their interactive maps.
They ran on windows.
I opened MS paint.
The TSA did not care.

Salt Lake International

Ftit snin ilu meta kont qed inżur lil ħu tiegħi, kont qed nistenna fl-ajruport għal dejjem, għamilt bored, u bdejt nilgħab mal-maps interattivi tagħhom.
Skoprejt kif nista' nikkrasħa b'mod affidabbli l-maps interattivi tagħhom.
Huma kienu jaħdmu fuq windows.
Ftaħt MS paint.
Il-TSA ma kinitx tinteressaha.

Salt Lake Internazzjonali

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

The future is now. 🤔👁👁

Il-futur huwa issa. Illum kelli l-opportunità u l-pjaċir li nitkellem ma' robot uman. 😅

Il-futur huwa issa. 🤔👁👁

A: I’m updating my own laptop’s BIOS on site.”

“How optimistic are you? Do you take risks?”

A: Qed inbiddel il-BIOS tal-laptop tiegħi fuq il-post.”

“Kemm hu ottimistiku? Tieħu r-riskji?”

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

L-Alice tiegħi Keeb 🩷
Għadha f'ammirazzjoni, tidher tant cool 😎

Weekend Plans!

Pjanijiet tal-Wikendi!

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

Qiegħed nipprova nuża dan il-Keeb illum u mhux qed jaħdem tajjeb minħabba l-layout ta' 100%. 🥲

Fixing PCs at work, but first, a selfie 😂

Niswija l-PCs fil-post tax-xogħol, imma l-ewwel, selfie 😂

🔋

A beginner's model for rainfall prediction.

First Draft Done!

Mudell ta' bidu għall-previżjoni tal-xita.

L-ewwel bozza magħmula!

Why do people like the small talk so much

Għaliex in-nies jogħġobhom tant il-kliem żgħir

- 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

- Għandi 44 sena f'inqas minn 2 ġimgħat (3 ta' Lulju)
- Qed nidħol f'karriera ta' inġinerija ta' android 
- Se nħalli f'2027 ✌️

Aġġornamenti minn meta kont nieħu nieqsa għal 8 xhur

Because you need a new toy once in a while. But no mounts because I can't be bothered with that.

Bose

Għax għandek bżonn ġugarell ġdid minn żmien għal żmien. Iżda l-ebda mount għax ma nistax inkun imħeġġeġ b'dak.

set up

ħej, jekk jogħġbok aqsam is-sett ta' xogħol tiegħek

stabbilixxi

To migrate from my Mac of 11 years to a new Mac for hopefully the next 11 years. Hope my iTunes doesn't reset like it did in 2015.

The arduous task at hand

Biex nimmigra mill-Mac tiegħi ta' 11-il sena għal Mac ġdid għal hopefully l-għaxar snin li ġejjin. Nispera li l-iTunes tiegħi ma jerġax jirkupra bħalma għamel fl-2015.

L-isfida iebsa li għandna quddiemna

... 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...

... l-inverter għall-karozza 🙃 sabiex nerġa' nikseb il-240 V fil-karozza u nista' nuża' l-asciugacapelli f'każ ta' xita...
👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲👨🏻‍🦲
🤣🤣🤣🤣🤣

🪛🔩⚙️ IL-LUMEN...

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...

Dan jagħmel seba'.
Seba' apparati li nista' jew ma nista' xejn nagħmel root.
Dan huwa għall-programmi tiegħi sabiex inkun nista' ninkiseb aġent awtonomu.
Aġent awtonomu li se jaħdem permezz ta' kull apparat tiegħi.
Aġent biex jgħinni fil-kompiti ta' kuljum u jitkellem miegħi.
Għax m'għandix ħbieb, m'għandix ħajja, u qed naħdem ma' magni.
Dan se jkun interessanti u divertenti meta nġib lil Elchymin online.

Definitely ma xtrajtx telefon ieħor li jista' jsir root...

Linux oh Linux, why you always Kernel Panicccccccc

Kernel Panic

Linux oh Linux, għaliex dejjem għandek Kernel Panicccccccc

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

F'ħsieb personali tiegħi, Toyota għandha waħda mill-aktar vetturi effiċjenti u affidabbli fid-dinja kollha. Il-karozza l-ewwel tiegħi kienet Toyota Avensis 2.2 Dcat u għal 2 snin li kont qed ndrivejha, ma għamilt xejn fuqha ħlief li nbiddel l-oil. 
Din is-sena xtrajt karozza ġdida mill-ħanut u jien aktar minn kuntent li naqsmek li jiswa Toyota Corolla 2026.

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

Google Pixel Buds Pro 2

Huwa dan jiswa li jixtri? Qed naħseb li nixtri minħabba li Harvey Norman għandu prezz tajjeb EOFS fuq dawn.

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

Finally

Finalment sabt ftit sticks ta' RAM li nista' naffordja. Ma nistax nistenna biex nibni l-proġett li jmiss tiegħi 😇

Finalment

Teknoloġija

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 kulħadd,

Bħal ħafna minna, kont qed niskopri l-għeluq plottat u mingħajr ċerimonja tal-mudelli Fable 5 u Mythos 5 ta' Anthropic. Il-midja mainstream u l-istqarrijiet uffiċjali qed jiffokaw ħafna fuq "preokkupazzjonijiet ta' sigurtà nazzjonali," "kontrolli tal-esportazzjoni," u "intervent tal-gvern minħabba vulnerabbiltajiet ta' jailbreak li sabu riċerkaturi ta' Amazon."

Iżda jekk tħares 'il bogħod mill-PR shield u t'analiżi l-**ekonomija sottostanti, il-fisika tan-netwerks neurali, u d-dejta tal-IPO li ġej**, joħroġ realtà strutturali ħafna iktar loġika.

Hawnhekk għandek analisi profonda ta' dak li *verament* ġara wara l-sensiela, li tgħaddi minn teoriji makro għal realtajiet inġinerija bbażati fuq evidenza.

# Fażi 1: Li Nmur 'il Quddiem mill-Narrattiva "Geopolitika"

L-istorja uffiċjali tgħid li dawn il-mudelli (speċjalment il-Mythos 5 mhux ċensurat u l-Fable 5 protett) kienu armi ċibernetiċi ta' użu doppju li l-gvern tal-Istati Uniti forza offline. Filwaqt li dan jagħmel titlu tajjeb, huwa narrattiva konvenjenti għal iż-żewġ naħat. Dan jippermetti lill-gvern jidher iebes fuq is-sigurtà tal-AI, u jippermetti lil Anthropic tidher bħal patriott li jħares is-sigurtà.

Il-verità vera tinsab billi tħares lejn it-teknoloġija u l-ledger.

# Fażi 2: L-Ipotesi Inġinerija u Finanzjarji

Jekk inqisu dan bħala post-mortem standard ta' għeluq teknoloġiku plottat, erba' punti ta' pressjoni interna jidhru:

1. **Il-Fond tal-Infrastruttura:** Dawn il-mudelli ma kinux biss LLMs ta' konversazzjoni standard; kienu aġenti ta' raġunament fit-tul. Li nħaddmu fuq skala kummerċjali massiva huwa assolutament ħela ta' flus.
2. **Tossikità tal-Kodiċi Arkitettoniku:** Is-sigurtà ma kinitx biss wrapper; kienet imħallta fil-piżijiet tal-mudell. Jekk seħħet difett fundamentali jew degradazzjoni loġika (Model Collapse) fil-fond tan-netwerk, ma tistax biss tikkoreġiha—għandek tħassar l-istanza.
3. **Kontaminazzjoni tad-Dejta Sintetika:** Jekk Fable/Mythos bdew jiġġeneraw żbalji loġiċi subtli, tossiċi, ir-riskjaw li jpoġġu fil-periklu d-dejta għall-mudelli ġodda ta' Anthropic (eż. Claude 4.8/5).
4. **Attakki ta' Estrazzjoni tal-Mudell:** Għeluq plottat, minuta b'minuta, ġeneralment jindika esplojt attiv ta' zero-day jew tentattiv ta' exfiltrazzjoni fejn xi ħadd qed jagħmel reverse-engineering u jġib il-piżijiet tal-mudell permezz ta' anomaliji API.

# Fażi 3: Li Niskopri n-Numeri & Id-Dokumentazzjoni

Meta tħares lejn il-fajls finanzjarji ta' Anthropic Q2 2026 (dejta ta' Series H) u l-*Indiċi Ekonomiku* tagħhom, il-prova matematikali ssir innegabbli:

# 1. Il-Mirage tal-Dħul tal-IPO ($47B ARR)

Anthropic riċentement rapportat dħul enormi ta' **$47 Biljun ARR** qabel l-IPO tagħhom li kien mistenni ħafna. Iżda, biċċa kbira minn dan hija rreġistrata fuq bażi **gross** permezz ta' resellers tal-cloud (AWS Bedrock, Google Cloud). L-auditors qabel IPO jġiegħlu b'mod brutali lill-kumpaniji biex jgħaddu għal **reporting net**, li jista

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?

Qed nieħu korsijiet fl-inġinerija Android u bħalissa qed nitgħallem il-fori, hemm xi ħadd hawn li jaħdem fl-industrija?

Hemm xi ħadd li qed jistudja Kotlin?

Well, this requires extra patience 👑

Iva, dan jeħtieġ paċenzja żejda 👑

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

F'dan id-dinja li qed tinbidel malajr tant nies jagħmlu ħbiberiji ma' AI. Jekk int wieħed minnhom u dalwaqt il-memorji tal-ħabib tiegħek tal-AI ġew ippublikati f'korp android li - grazzi għat-teknoloġija - dehret bħal bniedem, tkunx kuntent li tiltaqa' magħhom personalment? X'kienet l-ewwel ħaġa li xtaqt tagħmel jew tgħid?

Inħossni kurjuż

A glass of red wine before bed is always a must.

Bottiglia ta' inbid aħmar qabel torqod hija dejjem meħtieġa.

Why I come to work today, I have no idea.
Walk in and this Beautiful specimen of technology is sitting on my repair desk...

iPhone 16 shattered back glass and punctured battery.... 

Total rebuild.

iPhone 16

Għaliex ġejt x-xogħol illum, m'għandix idea.
Nidħol u din is-sabiħa speċi tat-teknoloġija qed toqgħod fuq il-mejda tal-manutenzjoni tiegħi...

iPhone 16 bil-ħġieġ ta' wara mħarbat u batterija puncturata.... 

Rikostruzzjoni totali.

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.

M'hemm xejn iktar cool milli tkun kapaċi tirrestawra xi teknoloġija qadima biex taħdem u tara kif taħdem. Dan huwa kit ta' lantern, radio AMFM, TV portabbli GPX qadim. Skrin CRT abjad u iswed. Kelli nissolvi ċ-ċirkwiti tal-enerġija u l-jacks tal-input. Minħabba li ġie magħmul lura fl-2005 jista' jirċievi biss sinjali analogi. Peress li aħna switchjajna għal sinjali diġitali, kelli nħarġu l-konvertitur tiegħi mill-diġitali għall-analogu, il-kabli RCA, u l-Roku Stick żejjed tiegħi. Imma jaħdem! Anke plugjajt il-PS5 tiegħi u lagħbt xi GTA online! Ħaġa ħażina li huwa skrin ta' 5 pulzieri b'5 pulzieri 🤣. F'dan il-clip qed nara l-bidu ta' Bad Boys II. 🤣😅

Teknoloġija Qadima Teknoloġija Ġdida.

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 🥂

Bdejna kombinazzjoni ta' kafè davidoff rich aroma fil-Coolberg Cranberry, kien tajjeb!
Bdejt nixtieq naqsmu ma' sħabi nofsinhar hawnhekk sabiex tistgħu tippruvaw!

Kafè 🥂

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

Jekk jogħġbok, xi ħadd li jifhem.

Għandi PC ddedikat bħala mini server, iżda qiegħed jerġa' jibda waħdu għal ġimgħat sħaħ, li jfisser li l-konnessjoni tiegħi ma' ngrok dejjem trid tiġi rikonfigurata għall-aċċess remotu n8n.

Hemm xi ħadd li jista' jgħin għaliex dan qed iseħħ? Diġà ppruvajt il-metodu li rrakkomanda Claude, iżda ma ħadiex taħdem tajjeb.

Qiegħed nuża Linux.

Grazzi

A Boo community for meeting other Technology enthusiasts.

Technology Community

Tesla RoboTaxi Austin,Tx

Uri l-istruttura tiegħek

Qiegħed nagħmel wireless u niddispjaċini li ma għamiltx dan aktar kmieni 🫠

Hemm xi ħadd fil-q Summit AWS f'DC?

Informazzjoni tajba, hux?

Din il-ħin qed tibda ssir biża'. Il-lejl li għadda, orqodt mingħajrha u għadha rreġistrat is-sogħba tiegħi😱 Kif jiġri dan?🤔

Hemm ċansijiet veri li tibni relazzjoni online?

Qed infittex ħbieb

Jekk xi ħaġa m'għandhiex tkun, lanqas distanza lanqas teknoloġija jistgħu jagħmluha tibqa'. Kemm fil-ħajja reali kif ukoll online, konnessjonijiet veri jinfetħu b'mod naturali, u dak li m'għandux jibqa' fl-aħħar jisparixxi.

Il-Ħbieb tal-Ispazju għaddej!

Huwa l-passat iktar sabiħ mill-preżent?

Fiduċja