Bleeding Edge AI

Mamba-3 SSM & RNN Alts Outpace Transformers [developing]

Mamba-3 SSM & RNN Alts Outpace Transformers [developing]

Key Questions

How does Mamba-3 outperform Transformers?

Mamba-3 SSM and RNN alternatives like RWKV v8 and xLSTM outpace Transformers. They offer 7x speed with 4% gains.

What is Nemotron-3's role with Mamba?

Nemotron-3 uses Mamba-TF and PivotRL for superior agentic performance. It achieves efficiency gains.

What is Sessa?

Sessa is Selective State Space Attention. It combines SSMs with selective mechanisms for better sequence modeling.

Nemotron-3 Mamba-TF/PivotRL 4% gains 7x speed; Mamba-3/RWKV v8/xLSTM; Sessa Selective State Space Attn.

Sources (2)
Updated Apr 27, 2026