prompt-optimization

Installation
SKILL.md

Prompt Optimization Skill

Overview

Automatically applies prompt repetition for Haiku agents to improve accuracy by 4-5x on structured tasks.

Research Source: "Prompt Repetition Improves Non-Reasoning LLMs" (arXiv 2512.14982v1)


When to Activate

This skill activates automatically for:

  • Haiku agents executing structured tasks
  • Unit test execution
  • Linting and formatting
  • Parsing and extraction
  • List operations (find, filter, count)
Installs
5
GitHub Stars
1.1K
First Seen
May 26, 2026
prompt-optimization — asklokesh/loki-mode