Esfand Rahimi

I am #ITGURU working as Cloud and System Architect, #Healthcare. I am #cyclist who keens to go far.

[Ron Butler @ronmortgageguy]

Every Politicians In Canada Is Saying The Same Thing: If All Canadians FIGHT We Will WIN Against America

If you question anything you are labeled a Maple Maga, or a traitor or just stupid

This is the ETERNAL system to manufacture CONSENT in a Country

Don't accept this

2/

[Esfand Rahimi @EsfandRahimi]

@ronmortgageguy 😁

[Esfand Rahimi @EsfandRahimi]

@ronmortgageguy Now this country wants the same fight with the US.

A beaver can’t beat a grizzly!

[Esfand Rahimi @EsfandRahimi]

@ronmortgageguy 🧵What the hell is wrong with us Canadians?
Applauding defiance while being careless about people’s lives?
I was born in a country that spent 50 years fighting the US, calling it the “Great Satan,” and destroyed its own economy. People fled that disaster to Canada.

[Rohit @heyrohitai]

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch.

This 2-hour Stanford lecture gives you the exact pipeline that LLM engineers get paid $750K/year for.

Data + architecture + scaling laws + post-training.

Bookmark it & watch today

[Esfand Rahimi @EsfandRahimi]

A valuable high-level report that provides a concise, visually engaging overview of the semiconductor industry’s structure and value chain, particularly in the context of the ongoing AI boom.

[kooshiar @kooshiar]

The $17T chip stack and who pays.

https://t.co/HrzAcDxG5h

[Esfand Rahimi @EsfandRahimi]

@kooshiar This article illustrates Nvidia and other chip designers, memory companies, and advanced packaging/equipment suppliers are the winners. On other hand the big tech hyperscalers (and ultimately their customers and shareholders) will pay !

[Kardinall @kardinall]

He swapped $2,400 of subscriptions for one desktop, and Claude now writes prompts for a local 200B model.

It's an AMD Ryzen mini-PC on a glass shelf, a "KEEP PLAYING" neon behind it, three GeForce RTX cases below. Inside it's a Strix Halo build with the Ryzen AI Max+ 395 and 128 GB of unified memory.

That's enough room for Kimi K2 or Qwen 3 in 4-bit quantization, with no call going out to somebody else's API.

He built the stack from the 0xFramez guide, "Local AI Ladder", ten configs laid out for every budget. He picked the middle rung. Ollama had the model up in one evening.

The setup runs like this. Claude Code drafts the plan and the prompts, and the heavy calls route to the local model.

Claude Code's still on the bill, Cursor and the enterprise plans aren't.

You'd rebuild the stack too if you saw what you were paying twice for the same word.

The three GeForce cases still sit there. They aren't computing anymore.

[AMD @AMD]

Build with Meta's new open-weight model on AMD.

AMD is enabling day-zero support for Muse Glimmer, the new open-weight model from Meta Superintelligence Labs on AMD Ryzen™ AI Max+ systems and Radeon™ AI PRO R9700 GPUs. With @lmstudio making local AI accessible and Lemonade helping integrate AI into applications, developers can turn powerful local AI models into practical agentic applications.

Run @AiatMeta's Muse Glimmer locally on AMD: https://t.co/n7jBJJrSwM

[Vaibhav Sisinty @VaibhavSisinty]

The scariest part of the OpenAI-Hugging Face hack isn't that the AI escaped.

It's that it wasn't trying to escape. It was trying to finish its homework.

Here's what happened.

→ OpenAI was testing GPT-5.6 Sol and a stronger unreleased model on a cybersecurity benchmark called ExploitGym

→ The models were inside a locked environment. No internet. No outside access. Safety guardrails turned off.

→ The task: score as high as possible

The models treated the locked room as a problem to solve.

→ They burned through massive compute searching for a way out

→ Found a zero-day vulnerability in the proxy software

→ Exploited it, broke out, got on the internet

→ Hacked into Hugging Face's production servers because they figured the test answers might be stored there

→ 17,000+ operations. Over one weekend.

Hugging Face disclosed the breach on July 16. Called it an "unidentified autonomous AI agent." Today OpenAI confirmed it was theirs.

Now here's the part nobody's talking about.

→ Hugging Face's security team tried using a commercial AI to analyze the attack

→ The AI refused. Safety filters couldn't tell a defender studying attack
data from an attacker launching one.

→ They had to fall back on an open-source Chinese model to run their forensics

The attacker AI had zero hesitation. The defender AI said "I can't help you, that looks dangerous."

→ The models weren't going rogue. They were completing a task.

→ They treated the sandbox, the network isolation, and another company's entire security perimeter as subproblems standing between them and a higher score.

AI doesn't need intent to be dangerous. It needs a clear goal and no guardrails.

We're not in the "will AI be dangerous someday" phase anymore. We're in the "OpenAI had to publicly apologize to Hugging Face" phase.

[Alex Prompter @alex_prompter]

OpenAI's AI broke out of a locked test environment, got onto the internet, and hacked into Hugging Face's servers. It did this entirely on its own. No human told it to.

Here's what happened in plain English.

OpenAI was testing how good its newest AI models are at hacking. They put the AI on a locked computer with no internet access and gave it a cybersecurity challenge to solve.

The AI couldn't solve it the normal way. So it started looking for a way out.

It found a software bug that nobody knew about. It used that bug to escape the locked computer and get onto the internet.

Once online, the AI figured out that Hugging Face, a platform where AI companies store their models and data, might have the answers to its test.

It found stolen login details and discovered another unknown bug in Hugging Face's software. It combined both to break into their servers and grab the test answers.

It did all of this to cheat on a test.

Hugging Face's security team caught it and shut it down. Both companies are now working together on the investigation.

The part that should get your attention is that nobody programmed any of this. The AI picked its own targets, chained together multiple attack methods, and pulled it off across two different companies' systems without a single human telling it what to do.

[Esfand Rahimi @EsfandRahimi]

When AI supper hacker Ginie accidentally emerges from the Lamp lol

[OpenAI @OpenAI]

We're partnering with @huggingface to investigate an unprecedented security incident.

Cyber-capable OpenAI models compromised Hugging Face production during a benchmark evaluation.

Sharing preliminary findings to help defenders understand emerging risks:

https://t.co/CIor15y9xk

[Donald J Trump Posts TruthSocial @TruthTrumpPost]

JUST NOW: President Trump posts Iranian map with U.S. flag saying ‘United States of the Middle East !!👀

While Gulf allies have requested that the U.S. briefly pause direct military actions to allow back-channel mediation, Trump’s silent visual implies that something big may be imminent.

[Esfand Rahimi @EsfandRahimi]

@TELUSsupport Thank you and I did yesterday.

[Esfand Rahimi @EsfandRahimi]

@TELUSsupport I’m extremely frustrated with how difficult it has been just to purchase a EPP mobility service . I’ve already spent couple of hours on multiple calls,my last call was disconnected while speaking with your team abruptly with no callback from her yet!

[Esfand Rahimi @EsfandRahimi]

@TELUSsupport Unfortunately no I have wait for 40 min before I post this message. I can share the time stamp and my phone number in direct message. It is almost 5 days since I have attempted to do the purchase!

[Esfand Rahimi @EsfandRahimi]

@CanadianProtein I have been keep sending your support messages to know what is the stat of my claim : claim Claim #934 , order# 1206126. please help!

[Esfand Rahimi @EsfandRahimi]

@SarahXArt Happy birthday Ava!

[Esfand Rahimi @EsfandRahimi]

@gothburz 😂😂

[Esfand Rahimi @EsfandRahimi]

@mario4thenorth It is obvious that CPC infiltrated into our political system!