Jeremy McHugh, DSc.
619 posts

Jeremy McHugh, DSc.
@jer_mchugh
Co-founder & CEO @preambleAI. Securing increasingly capable AI. Owner @omniainnov. US Air Force Veteran. DSc AI security. @penn_state alum & hockey.

Composer 2 is now available in Cursor.

Can AI agents conduct advanced cyber-attacks autonomously? We tested seven models released between August 2024 and February 2026 on two custom-built cyber ranges designed to replicate complex attack environments. Here’s what we found🧵

Some tasks aren't meant for humanoids - 300 bowls/hr - 60 sqft footprint - Fully automated assembly & bagging: Staff preps then leaves for day - 40% all-in labor savings - Profitable restaurants up & running Restaurateurs reserve your Bowlbuilder today: lab37.us

I'm joining SpaceX and xAI, working closely with Elon and team to build superintelligence. Together SpaceX and xAI combine physical and digital intelligence under a leader who understands hardware at the deepest level. Add a high-agency culture with frontier-scale resources, and you get the possibility to achieve something truly unique. I’m excited to advance the fields I’ve obsessed over for years, from robotics research to building AI models on the founding teams of Mistral and TML. Both were extraordinary journeys with extraordinary people that shaped how I think about building intelligence from the ground up. Grateful for everything that brought me here and can’t wait to get started.



The cofounder and CTO of Perplexity, @denisyarats just said internally at Perplexity they’re moving away from MCPs and instead using APIs and CLIs 👀

Armadin launches today with the largest combined Seed + Series A in cybersecurity history. AI-driven hyperattacks are here and human-led defenses can't keep pace. Meet the ultimate attacker: a swarm of AI agents built to prove what's actually exploitable before it is. armadin.com/blog-posts/int…

Dylan Patel: If the US Military is running AI models that are 6 months stale, we've already given away every advantage we have over China, no matter how far ahead our labs actually are.


Announcing Copilot Cowork, a new way to complete tasks and get work done in M365. When you hand off a task to Cowork, it turns your request into a plan and executes it across your apps and files, grounded in your work data and operating within M365’s security and governance boundaries.






AgentGuard - A+ Grade AI Agent Security Framework - github.com/numbergroup/Ag… Security framework that protects AI agents from prompt injection, command injection, and Unicode bypass attacks. Built in response to the Clinejection attack that compromised 4,000 developer machines through a malicious GitHub issue.

President Trump's Cyber Strategy for America Read it here: whitehouse.gov/wp-content/upl…


Huge Report on @OpenAI's new launch. It happened minutes ago. My news system wrote this report by reading all 50,000 of you here on X. This is a super power that Levangie Labs has given me. Thanks @blevlabs. docs.google.com/document/d/19l… Shows everyone on X who has posted something about @OpenAI's GPT-5.4. No one else can do this. No one else has a cognitive architecture. No one else has every single person in AI and every company in lists. Your OpenClaw can't do this.



It is amazing how many companies I talk to STILL have AI effectively blocked by IT & legal departments for out-of-date reasons when many companies in highly regulated industries have figured out ways to deploy enterprise ChatGPT, Claude & Gemini without any apparent problem.

