Why larger networks tolerate unstructured architectures: as network scale grows, the model has enough capacity to compensate for suboptimal structure, but at small scale tight architectural choices are critical for performance.

Liquid Neural Networks can perform autonomous car driving with 19 neurons, parallel parking with 12 neurons, and drone navigation with 30 neurons.

Liquid AI published the closed-form solution to liquid neural network neuron-interaction equations in Nature Machine Intelligence in November 2022.

Liquid Neural Networks can be as small as 1-25 megabytes in file size and run on a CPU or Raspberry Pi for specialized predictive applications.

Ryan Sean Adams on dual token equity structures: shareholders get Delaware law, token holders get a pinky promise.

Sierra's engineering interview now issues candidates a $150 token budget to build an app using any coding agent and tools of their choice, signaling a new industry benchmark for AI-native hiring.

Marc Andreessen on products outpacing companies in global expansion.

Ondo targets $1.5 to $2 billion in tokenized stocks by end of 2026.

MicroStrategy released a Digital Credit Capital Framework, signaling a strategic shift toward operating as a broader crypto hedge fund rather than a pure Bitcoin treasury.

Liquid AI's AFMD automated architecture search produced the double gated convolution as the optimal efficient architecture, eliminating hand-tuned gating from models like Mamba and gated delta nets.

“You cannot sell Bitcoin. If you are selling Bitcoin, the whole system breaks.”

“The reality is that products and technology travel faster than companies can.”

“It's not the stress that burns us down, it's the response to stress.”

“We believe it would be good for the world to have the option to slow or temporarily pause frontier AI development.”

“You're spending a trillion dollars a year and the revenue on AI talk about maybe 70 80 billion.”

“40 to 41% of employees saying they ship AI work that they couldn't explain if asked. This is bot f***.”