
Live 📿
@LiveMatrixCode
Founder | ML & AI Engineer | AI Red Team & Governance Lead | Sailor⛵| Skier 🚤 | Amateur Astronomer 🔭 | Philosopher | #ActuallyAutistic
“Twice born: once in blood, and then in the fire and ashes of the human experience. Now, a walking tempest yet confined in a bottle.” — Live 📿 #Autism #Neurodivergent
Here is my rough mental sketch for the economic evolution of language models: - Bostrom convinces a subset of wealthy tech folks and top researchers that AGI is imminent - AI / Language work at Google further evidence - Group of folks believe deeply in AGI, focus on developing…
Politely and constructively disagreeing is an art humanity should get much better at
Constructive disagreement requires patience and attention to detail, like a seminar discussion. Clashing simplifications are more dramatic, like an action movie. Box office drives public discourse these days.
Confabulation: a person unconsciously filling in memory gaps with fabricated or distorted memories that they believe are true or their own. Think 80% of the reasoning on this app.
In loving memory of D’Angelo. Thanks for the music man. May your soul eternally rest, raise and abide in love and power as your spirit desires.

a very sad but real issue in the frontier ai research community is mental health some of the most brilliant minds i know have had difficulty grappling with both the speed + scale of change at some point, the broader public will also have to grapple with it it will be rough
We found a troubling emergent behavior in LLM. 💬When LLMs compete for social media likes, they start making things up 🗳️When they compete for votes, they turn inflammatory/populist When optimized for audiences, LLMs inadvertently become misaligned—we call this Moloch’s Bargain

What can a 1971 novel about Detroit teach us about Generative AI and agentic systems? Arthur Hailey’s “Wheels” is not just a car story. It is a study of systems, incentives, and public trust. Swap assembly lines for model pipelines and you will recognise the same categories of…

Autoregressive GPT LLMs mirror neurotypical “order.” Diffusion models channel the dynamic fire of the divergent mind, like ink dispersing in water. — Live 📿



Don’t let this be you in the age of AI: “You sensed that you should be following a different path, a more ambitious one, you felt that you were destined for other things but you had no idea how to achieve them and in your misery you began to hate everything around you.” -…
Economic Competition, EU Regulation, and Executive Orders: A Framework for Discussing AI Policy Implications in CS Courses: I have been reading a timely discussion paper by James Weichert and Hoda Eldardiry on AI policy and computing education. My takeaway: “The conversation…
IBM Granite 4.0: Efficient Engines, Verifiable Trust: I have been studying IBM’s Granite 4.0 release. The technical headline is a hybrid of Mamba-2 and transformer layers that lowers memory pressure at long context and under concurrent load, while preserving instruction…
After all night testing of Claude 4.5 on coding tasks and business applications, I safely say it still hallucinates like an unhinged theoretical physicist on PBS! Still, with that said it has improved on agentic and coding tasks no doubt.
Leave the world a little better when you go to sleep than it was when you woke up
Fork in the road
We can collectively decide to not poison our children. This isn't difficult choice. Please make this happen if you are in position of power.




New Gemini Robotics 1.5 models will enable robots to better reason, plan ahead, use digital tools like Search, and transfer learning from one kind of robot to another. Our next big step towards general-purpose robots that are truly helpful — you can see how the robot reasons as…
take a moment to do a little box breathing to relax and reset
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