Knowm Inc. First to Deliver Commercial Memristors Capable of Bi-Directional Learning, Clearing the Way for Advanced Machine Learning and Artificial Intelligence Applications

Milestone Confirmed by Groundbreaking New Data; Bi-Directional Incremental Capability Allows Startup to Leapfrog IBM and Other Established Competitors in Emerging Computing Fields

SANTA FE, N.M.--Knowm Inc., a start-up pioneering next-generation advanced computing architectures and technology, today announced they are the first to develop and make commercially-available memristors with bi-directional incremental learning capability. The device was developed through research from Boise State University's Dr. Kris Campbell, and this new data unequivocally confirms Knowm's memristors are capable of bi-directional incremental learning. This has been previously deemed impossible in filamentary devices by Knowm's competitors, including IBM, despite significant investment in materials, research and development. With this advancement, Knowm delivers the first commercial memristors that can adjust resistance in incremental steps in both direction rather than only one direction with an all-or-nothing ‘erase'. This advancement opens the gateway to extremely efficient and powerful machine learning and artificial intelligence applications.

"Having commercially-available memristors with bi-directional voltage-dependent incremental capability is a huge step forward for the field of machine learning and, particularly, AHaH Computing," said Alex Nugent, CEO and co-founder of Knowm. "We have been dreaming about this device and developing the theory for how to apply them to best maximize their potential for more than a decade, but the lack of capability confirmation had been holding us back. This data is truly a monumental technical milestone and it will serve as a springboard to catapult Knowm and AHaH Computing forward."

Memristors with the bi-directional incremental resistance change property are the foundation for developing learning hardware such as Knowm Inc.'s recently announced Thermodynamic RAM (kT-RAM) and help realize the full potential of AHaH Computing. The availability of kT-RAM will have the largest impact in fields that require higher computational power for machine learning tasks like autonomous robotics, big-data analysis and intelligent Internet assistants. kT-RAM radically increases the efficiency of synaptic integration and adaptation operations by reducing them to physically adaptive ‘analog' memristor-based circuits. Synaptic integration and adaptation are the core operations behind tasks such as pattern recognition and inference. Knowm Inc. is the first company in the world to bring this technology to market.

Knowm is ushering in the next phase of computing with the first general-purpose neuromemristive processor specification. Earlier this year the company announced the commercial availability of the first products in support of the kT-RAM technology stack. These include the sale of discrete memristor chips, a Back End of Line (BEOL) CMOS+memristor service, the SENSE and Application Servers and their first application named "Knowm Anomaly", the first application built based on the theory of AHaH Computing and kT-RAM architecture. Knowm also simultaneously announced the company's visionary developer program for organizations and individual developers. This includes the Knowm API, which serves as development hardware and training resources for co-developing the Knowm technology stack.

For more information about Knowm, please visit Like Knowm on Facebook ( and follow Knowm on Twitter (, Google+ (, and LinkedIn (

About Knowm Inc.
Knowm believes nature is the highest form of technology and has used that belief to solve a fundamental problem inherent in modern computing architectures when applied to machine learning. The company has taken the best of machine learning and quantum computing to define a new form of computing - AHaH Computing. Knowm is ushering in the next generation of physically adaptive computing hardware with the industry's first general purpose neuromemristive processor specification and development platform, Thermodynamic RAM (kT-RAM), and the availability of discrete memristors, Back End of Line (BEOL) Memristor services, the SENSE and Application Servers, and the Knowm API and Knowm Anomaly. For more information about Knowm, please visit

Featured Product



Robotmaster V6 provides a unique integration of user control, speed and flexibility to Robotmaster's renowned automation and optimization tools. The new and intuitive V6 interface elevates Robotmaster to an unprecedented standard of user experience by giving robot programmers a coherent and dynamic tool that radically saves time and money.