Ren

Ren is an emerging company operating at the cutting-edge of Artificial Intelligence.

[Ren @renxyzinc]

Watch the first-ever public demonstration of the Universal State Machine (USM) — a revolutionary approach to Artificial Intelligence that redefines how machines learn from experience.

[Ren @renxyzinc]

@TheMagicianGr We will be sharing some exciting new updates early next year. Stay tuned!

[Ren @renxyzinc]

For a deep dive into the theoretical foundations of the USM, check out this talk by @rukmal_w:

https://t.co/Ve4cZb1xkW

[Ren @renxyzinc]

Join @rukmal_w, our Co-Founder and CEO, as he unpacks the foundations of the revolutionary Universal State Machine (USM).

Learn about Infinite Time Turing Machines, Deep Learning, and more.

[Ren @renxyzinc]

Watch the first-ever public demonstration of the Universal State Machine (USM) — a revolutionary approach to Artificial Intelligence that redefines how machines learn from experience.

[Ren @renxyzinc]

🔗 Want to Learn More?

📄 Read the USM Whitepaper: https://t.co/PlMJbWSF90
🌐 Visit our website: https://t.co/eGldsbdX8m
📷 Watch it on YouTube: https://t.co/OzxGcoUUGP

#AI #LLMs #MachineLearning #DeepLearning #UniversalStateMachine #USM #Ren

[Ren @renxyzinc]

Want to learn more?

- Visit our website: https://t.co/rV7s7s2Scl
- Read the Whitepaper: https://t.co/PlMJbWS7js
- Watch it on YouTube: https://t.co/G3QrLgWZ4M

#AI #LLMs #MachineLearning #DeepLearning #UniversalStateMachine #USM #Ren

[Ren @renxyzinc]

Join @rukmal_w, our Co-Founder and CEO, as he unpacks the foundations of the revolutionary Universal State Machine (USM).

Learn about Infinite Time Turing Machines, Deep Learning, and more.

[Ren @renxyzinc]

This talk was recorded at the Software Internals Meetup in Miami, organized by @alexjcomerford and @GrantKurz on October 16, 2024.

https://t.co/yW6RHBwS5S

[Bill Gurley @bgurley]

@benshapiro Why are they "enemies?" No one that works at DeepSeek is an enemy of mine. The fact that they love open-source makes me think I would gel with them quite well.

[Ren @renxyzinc]

Read more about the Universal State Machine and Infinite Time Turing Machines in the first of a series of threads from our CEO @rukmal_w!

Check out the whitepaper here: https://t.co/PlMJbWSF90

#AI #LLMs #MachineLearning #DeepLearning #UniversalStateMachine #USM #Ren

[Rukmal Weerawarana @rukmal_w]

Following @renxyzinc's announcement yesterday, I will be doing a series of threads diving into the the Infinite Time Turing Machines whitepaper.

To start, what is an Infinite Time Turing Machine (ITTM), and how does understanding them help us build better AI systems?

https://t.co/WQzKx6Ou7U

1/9

[Ren @renxyzinc]

Learn more about Ren, Infinite Time Turing Machines, and the USM in our whitepaper!

Whitepaper: https://t.co/gi10PuxfOc
Announcement Blog: https://t.co/nYEN2DAfsg
Ren Homepage: https://t.co/rV7s7s3q1T

#AI #LLMs #MachineLearning #DeepLearning #UniversalStateMachine #USM

4/4

[Ren @renxyzinc]

Ren is emerging from stealth with the Universal State Machine (USM) — a new AI framework built on the theoretical foundation of Infinite Time Turing Machines (ITTMs).

The USM offers a scalable, interpretable, and computationally efficient alternative to Deep Learning.

1/4

[Ren @renxyzinc]

The USM addresses these challenges with:
✔ A deterministic, fully explainable structure
✔ Real-time learning without retraining
✔ A modular, computationally queryable knowledge graph

The future of AI is not just bigger models — it’s better foundations with the USM.

3/4

[Bojan Tunguz @tunguz]

It's been a very crazy year in the AI space, and it will not hold a candle to 2025.

[Jack Morris @jxmnop]

LLMs run on a surprisingly old tech stack:

gradient descent
‣ method for finding the minimum of a function
‣ Cauchy, 1847 (177 years ago)

next-token prediction
‣ core learning task for language models
‣ Shannon, 1948 (76 years ago)

autodiff + backpropagation
‣ techniques for efficiently computing gradients
‣ Linnainmaa, 1970 (54 years ago)

adam
‣ optimization algorithm
‣ Kingma et al, 2014 (10 years ago)

transformer
‣ neural network architecture
‣ Vaswani et al, 2017 (7 years ago)