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Mamba and Transformers: a connection behind the architectures

An article published on September 24, 2026 explores theoretical connections between state-space models such as Mamba and attention variants.

By Wendelmaques ·

Source: Como Mamba e Transformers se conectam pela dualidade de espaço de estados (arxiv.org). Text prepared with AI from this source.

What happened and what to do

Published on September 24, 2026, the article develops theoretical connections between state-space models such as Mamba and attention variants. It uses structured semiseparable matrix decompositions to explain the relationship between these architecture families.

For a company evaluating models for an application, this relationship can inform a practical architecture comparison. Teams can define tasks and evaluation criteria, run tests on their own infrastructure, and track quality, latency, and resource use before selecting a solution.

How the consultancy can help

Wendelmaques can diagnose application requirements, scope an architecture evaluation, and implement testing and monitoring on the company's infrastructure.

Next step

Send a short description of the application and its requirements. Wendelmaques can propose a diagnostic and implementation scope suited to the case.

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