system2-attention

Official

Deliberate two-pass attention for reliability.

Authorplurigrid
Version1.0.0
Installs0

System Documentation

What problem does it solve?

System 2 Attention (S2A) validates and filters transformer attention by regenerating context and applying a deliberate second pass to improve factual grounding and reduce noise.

Core Features & Use Cases

  • Context filtering to remove irrelevant information.
  • Two-pass attention strategy: fast pass followed by deliberate re-attention.
  • Grounding validation to measure factual alignment.

Quick Start

Apply S2A filtering to a given query and context and compare the results of the two passes.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: system2-attention
Download link: https://github.com/plurigrid/asi/archive/main.zip#system2-attention

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.