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Use Evals to Measure Prompt Changes
Every prompt change should be tested against an eval suite before deployment. Create a set of 50-100 representative input/output pairs and run automated scoring after each prompt iteration. Without evals, you are optimizing blindly.
Claude Code CLI for Agentic Coding
Use Claude Code (CLI) for agentic coding tasks — it excels at multi-file refactors and complex changes.
Iterate on Your Prompts
Don't expect the perfect response on your first try. Prompt engineering is an iterative process. Refine your prompts based on the LLM's output to improve results. Small changes can make a big difference.
Quote
"The measure of intelligence is the ability to change."
Version Control Prompts
Treat your prompts as code. Use version control (like Git) to track changes, iterate, and collaborate on prompt engineering.
Counterfactual Reasoning
Use prompts like 'What would happen if...' or 'How would the outcome change if...' to explore alternative scenarios and their implications.
Quote
"The measure of intelligence is the ability to change."
Building a Prompt Template System
Create reusable prompt templates: 1) Identify common prompt patterns in your application, 2) Extract variable parts into placeholders, 3) Create template functions with parameter validation, 4) Build a library of tested templates, 5) Implement version control for template changes.
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