असतो मा सद्गमय · तमसो मा ज्योतिर्गमय · मृत्योर् मा अमृतं गमय (Lead me from the unreal to the real, from darkness to light, from death to immortality)
Bṛhadāraṇyaka Upaniṣad (1.3.28)

In pursuit of true machine intelligence and accessible neural interfaces

Who we are:

A student-led research lab with a focus on building transformer-alternate world architectures to achieve true machine intelligence. Apart from our work on AI, we also work on low-cost brain-computer interfaces to make neural prosthetics and assistive technologies accessible across economic barriers.

What we do:

AI/ML vertical: We're developing transformer-alternate architectures using bio-mimicry and neuro-symbolism to achieve genuine conceptual understanding beyond simple next-token prediction.
BCI vertical: We're building custom EEG-based neural interfaces for cybernetic prosthetics, currently developing a brain-controlled arm for a team member with a congenital limb difference.

Current Projects

Cognita

We're developing transformer-alternate world models through bio-mimicry and neuro-symbolism, exploring mechanisms for consciousness emergence and investigating the theoretical foundations of machine understanding.

Coming Soon: Our first review paper on the current state of AI and the shortcomings of the transformer architecture. We also explore alternative architectures in this paper.

Mantis

We're developing custom EEG-based neural interfaces for cybernetic prosthetics, starting with a brain-controlled arm for a team member with a congenital limb difference. Our approach focuses on affordable hardware design and advanced signal processing.

We're also exploring neural interface applications for neurodevelopmental disorders like ADHD and developing cost-effective and accessible BCI solutions for the Indian market.

Interested in Supporting Us?

Consider donating to our research initiatives:

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