·mamba-architecture
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mamba-architecture

orchestra-research/ai-research-skills

State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design. Mamba-1 (d_state=16) and Mamba-2 (d_state=128, multi-head). Models 130M-2.8B on HuggingFace.

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Installation

$npx skills add https://github.com/orchestra-research/ai-research-skills --skill mamba-architecture

SKILL.md

Mamba is a state-space model architecture achieving O(n) linear complexity for sequence modeling.

Selective SSM: See references/selective-ssm.md for mathematical formulation, state-space equations, and how selectivity enables O(n) complexity.

Mamba-2 architecture: See references/mamba2-details.md for multi-head structure, tensor parallelism, and distributed training setup.

State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design. Mamba-1 (d_state=16) and Mamba-2 (d_state=128, multi-head). Models 130M-2.8B on HuggingFace. Source: orchestra-research/ai-research-skills.

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Install command
npx skills add https://github.com/orchestra-research/ai-research-skills --skill mamba-architecture
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Verified
First Seen
2026-02-11
Updated
2026-02-18

Quick answers

What is mamba-architecture?

State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design. Mamba-1 (d_state=16) and Mamba-2 (d_state=128, multi-head). Models 130M-2.8B on HuggingFace. Source: orchestra-research/ai-research-skills.

How do I install mamba-architecture?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/orchestra-research/ai-research-skills --skill mamba-architecture Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor

Where is the source repository?

https://github.com/orchestra-research/ai-research-skills