Robots should grow food 🌱🤖 Dev | Futurist | Musician
Chico, CA
Joined February 2011
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Christopher Tavolazzi retweeted
This can be big. Google unveils the successor to the Transformer architecture
"We present a new neural long term memory module that learns to memorize historical context and helps an attention to attend to the current context while utilizing long past information. We show that this neural memory has the advantage of a fast parallelizable training while maintaining a fast inference."
"From a memory perspective, we argue that attention due to its limited context but accurate dependency modeling performs as a short term memory, while neural memory due to its ability to memorize the data, acts as a long-term, more persistent, memory. Based on these two modules, we introduce a new family of architectures, called Titans, and present three variants to address how one can effectively incorporate memory into this architecture."
"Our experimental results on language modeling, common sense reasoning, genomics, and time series tasks show that Titans are more effective than Transformers and recent modern linear recurrent models."
"They further can effectively scale to larger than 2M context window size with higher accuracy in needle in haystack tasks compared to baselines."
Christopher Tavolazzi retweeted
Grain silos are extremely dangerous places for farmers of all ages. The Grain Weevil was built to save lives.
The auger-style robot levels grain in the bin to help break up crusts and bridges, avoid entrapments, and improve grain quality.
I’m getting a lot of negative and scammy attention right now
People are making copies of my profile and trying to scam people.
I will never DM you. This is my only account.
DON’T
DIE
Huge breakthrough
New AI unveils strange chip designs, while discovering new functionalities, it's also slashing the time and cost of designing new wireless chips
"In a study published in Nature Communications researchers at Princeton Engineering and the Indian Institute of Technology describe their methodology, in which an AI creates complicated electromagnetic structures and associated circuits in microchips based on the design parameters. What used to take weeks of highly skilled work can now be accomplished in hours."
"Moreover, the AI behind the new system has produced strange new designs featuring unusual patterns of circuitry. Kaushik Sengupta, the lead researcher, said the designs were unintuitive and unlikely to be developed by a human mind. But they frequently offer marked improvements over even the best standard chips."
"We are coming up with structures that are complex and look randomly shaped, and when connected with circuits, they create previously unachievable performance. Humans cannot really understand them, but they can work better," said Sengupta, a professor of electrical and computer engineering and co-director of NextG.
JUST
DON’T
DIE
Nvidia $NVDA CEO Jensen Huang just said:
“The ChatGPT moment for general robotics is just around the corner”
Christopher Tavolazzi retweeted
NVIDIA just unveiled Project DIGITS - a personal AI supercomputer that brings supercomputing power to your desk in an adorable little nano-server style. Here's what makes it special:
🧠 Hardware:
New GB10 Grace Blackwell Superchip
1 petaflop of AI performance with FP4 precision
Grace CPU with 20 ARM cores (in collaboration with MediaTek)
Latest-gen CUDA cores & 5th-gen Tensor Cores
128GB unified LPDDR5 memory
Up to 4TB NVMe storage
NVIDIA ConnectX networking
💪 Capabilities:
Runs AI models up to 200B parameters
Link two units to handle 405B parameter models
Runs on standard wall power
Linux-based NVIDIA DGX OS
Full NVIDIA AI software stack preinstalled
Really built for:
AI model prototyping
Fine-tuning
Inference workloads
Data science
Edge application development
Available May 2025, starting at $3,000. A milestone in democratizing AI development by bringing data center-class computing to individual researchers, developers, and students. 🚀
Some might have expected @Nvidia to talk about a potential entry into the Windows on Arm space with a PC chip, but this is the closest we got today. It's an interesting transitionary platform potentially; what would happen if we tried to install Windows on it? 😆
BREAKING: Nvidia, $NVDA, announces Project Digits personal computer at $3000, that is approximately 1,000 times more powerful than the average laptop.
The device is powered by an Nvidia GB10 Grace Blackwell Superchip, which houses separate, linked components on a single chip to reduce the time it takes to move data between them.
The superchip features an Nvidia Blackwell graphics card and an Nvidia Grace processor, packaged with 128 gigabytes of memory and 4 terabytes of SSD storage.
YOU ONLY HAVE ONE JOB AND IT IS NOT TO DIE
CALL YOUR DEPRESSED AND ANXIOUS HOMIES
REGULATE YOUR NERVOUS SYSTEM
GO TO THE FUCKING DOCTOR
DO
NOT
DIE
Please don’t die.
Just…don’t fucking die.
I’m begging you.
Hope is coming. It might look bleak right now, but I promise you the future is bright as fuck
NVIDIA just showed what the beginning of the exponential curve looks like.
It’s only getting started.
DON’T. DIE.