MindMorph Labs
MindMorph Labs is an Indian artificial intelligence research startup developing N3L, a forward-only learning framework that trains models without backpropagation or GPUs.
Last updated September 2, 2026
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Overview
MindMorph Labs is an Indian artificial intelligence research startup. The company has developed N3L, a learning framework that operates without backpropagation and without GPUs, enabling training of 3B-parameter models on CPUs. N3L is based on six principles including local credit assignment, sketch-grad efficient gradient estimation, low-rank adapters, and forward-only objectives.
History
MindMorph Labs is an Indian artificial intelligence research startup. The company has developed N3L, a learning framework that operates without backpropagation and without GPUs, enabling training of 3B-parameter models on CPUs. N3L is based on six principles including local credit assignment, sketch-grad efficient gradient estimation, low-rank adapters, and forward-only objectives.
Products and positioning
N3L
A learning framework that operates without backpropagation and without GPUs, enabling training of 3B-parameter models on CPUs.
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