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jimmy-montecarlo

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Measure prompt stability and variance with Jimmy's parallel responses.

Software Engineering#prompt analysis#parallel responses#prompt stability#Jimmy#prompt variance
Authorandrewthetechie
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill assesses the stability and variance of a prompt's responses by sending it multiple times to Jimmy, a hardware-accelerated Llama 3.1 8B, and analyzing the results.

Core Features & Use Cases

  • Prompt Stability: Determines if a prompt is reliable before investing Claude tokens.
  • Prompt Comparison: Compares two prompts by running them multiple times and analyzing the agreement rate.
  • Pre-commit Regression Check: Verifies that system prompt changes do not reduce response stability.
  • Estimating Prompt Difficulty: Identifies ambiguous instructions or edge-case inputs that may lead to unstable prompts.

Quick Start

Use the jimmy-montecarlo skill to test the stability of the prompt 'Classify this as bug/feature/chore: Fix null pointer in UserService' with 20 samples.

Dependency Matrix

Required Modules

None required

Components

scripts

💻 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: jimmy-montecarlo
Download link: https://github.com/andrewthetechie/jimmy-skills/archive/main.zip#jimmy-montecarlo

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