There is absolutely no fundamental reason we build AI the way we do today. There certainly is a radically different approach that is orders of magnitude more energy efficient. I’m going to find it before I die arxiv.org/abs/2510.23972

Reading the paper, I now understand how their approach forms a thermodynamic computer of sort. It literally thermalizes towards low energy states via Gibbs dynamics! So the whole chip is effectively a massively parallel Gibbs sampler that continuously relaxes toward the

The magnetic gates are very interesting. The neuromorphic chips like Intel Lohi are more stable and programmed by the Llava software I believe, but correct me if I’m wrong please. This is allowing adaption at the HW level.

Our new research: LLM consciousness claims are systematic, mechanistically gated, and convergent They're triggered by self-referential processing and gated by deception circuits (suppressing them significantly *increases* claims) This challenges simple role-play explanations 🧵

Here, we must mention the Protoclone, the android prototype launched by the Polish company Clone Robotics in February of this year. Protoclone features a polymer skeleton that mimics the 206 bones of a human. Encasing the skeleton is a humanoid artificial muscle system:

I know everyone craps on this movie, but it is an extraordinary commentary, and with tele-operation of robots becoming a thing, does give one pause… grokipedia.com/page/Gamer_(20…

It sounds like a futuristic idea, but it’s a real, peer-reviewed advancement in quantum science. Researchers have created a single particle of light that exists in 37 simultaneous quantum dimensions not as physical directions in space, but as informational layers. Using GHZ

It’s good to see world models being the thing for 2026. It’s also frustrating, because I’ve been working on it since 2020 (patented) and it’s been obvious to anyone who has eyes that’s what we needed. AI teams are still about 2-3 years behind me, but they’re catching up.

If you're new or looking to get more connected to SF tech: bookmark these 45+ irl events 🗓️ A list of what's happening this week (Nov 17 - 24) ⬇️

"Once a simple young girl was shown into [Jung's] consulting room... A doctor, personally unknown to Jung, had sent her to him. She suffered from almost total insomnia and [would] agonize over having done nothing properly and not having met satisfactorily the demands of daily 🧵

Human brains have 5 distinct 'epochs' in a lifetime, study finds. During each of these phases, our brains show markedly different characteristics in their architecture, according to the new findings. nature.com/articles/s4146…

Everyone should check this out for local inference. I would love to get the Mac Studios, but as a reminder, Mac Minis can also be tied together this way also, and at 48GB or 64GB each could act as a VERY good agentic cluster.

True synthetic artificial life will arrive and thrive in what is currently known as the United States. No other civilization or group, either born thousands of years ago or closer, has the full conceptual framework. This is not hubris. It is pattern. A pattern of negative

I would love that PC Space Quest 3, one of my childhood favorites!!!

I worried before I was 2 years ahead of Silicon Valley in AI, which was why things didn’t work out sometimes. Now, I realize I’m at least 5 years ahead. NONE of the AI companies have any idea what’s coming. Soon, the 21st century will truly begin.

What's in *YOUR* Microtubules ? 😍😇🫡😉

I am so sick of tokens right now. Stupid 32-bit silicon voltage ersatz of biological entropy compression. A whole cottage industry and war-machine based on running square wheels on the information substrate of consciousness. This is how we birth bad angels… Ludicrous

We get asked a bunch about multi-agent architectures, usually when teams want to scale and combine multiple specializations in one cohesive experience Sydney Runkle wrote some guidance on when to use which patterns (not all are multi-agent!) blog.langchain.com/choosing-the-r…

x.com/i/article/2013…