Performance Baseline Creator
ListedAutomatically establishes performance baselines for AI models using historical data, enabling objective progress tracking.
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terminal$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill performance-baseline-creator -a claude-code Uses the open-source
skillsCLI and needs Node.js. Add-gto install it for your user instead of this project.
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Publisher
jeremylongshore
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Install target
Live repository
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About this skill
What it does
This skill establishes a performance baseline for AI agent tasks. It captures initial execution times and resource usage to provide a reference point for future optimizations or comparisons with alternative approaches. The tool specifically measures task completion time and provides data for tracking improvements over time. This helps in understanding the impact of changes on agent efficiency.
When to use it
- Before implementing significant changes to an AI agent's workflow, to understand its current performance.
- When evaluating different prompting strategies or tools for a specific task.
- To monitor the degradation of performance over time due to factors like data drift or model updates.
- As part of a continuous integration/continuous deployment (CI/CD) pipeline for AI agents.
Key capabilities
- Measures task completion time.
- Establishes a baseline for future comparisons.
- Provides data for tracking performance improvements.
- Tracks resource usage during task execution.
Example prompts
- "Create a performance baseline for the 'summarize_article' task."
- "Run a baseline measurement of the agent’s ability to answer questions about this document."
- "Establish a performance benchmark for generating creative writing pieces in the style of Edgar Allan Poe."
Tips & gotchas
The accuracy of the baseline depends on consistent task inputs and environment conditions. Ensure that any external dependencies or APIs used by the AI agent are stable during baseline creation to avoid skewed results.