Weekly Digest
Temperature, Fine-tuning, and Cursor Tips
Jan 29 – Feb 4, 2024
A week of optimization techniques. Learn when to adjust temperature settings, whether to fine-tune models, and power-user tips for Cursor IDE.
Top Tips This Week
All Tips from This Week
What temperature setting should I use?
Temperature controls randomness. Use 0-0.3 for factual tasks (coding, math, analysis), 0.5-0.7 for balanced tasks (writing, summarization), and 0.8-1.0 for creative tasks (brainstorming, fiction). Start low and increase if outputs feel too rigid.
How do I use Cursor for full-codebase refactoring?
Use Cursor's @codebase mention to give the AI context of your entire project. Then ask for specific refactoring: "Rename all instances of UserService to AuthService and update all imports." Cursor will propose changes across multiple files.
What is "few-shot prompting" and when should I use it?
Few-shot prompting means giving 2-5 examples before your actual request. Format: "Example 1: [input] -> [output]. Example 2: [input] -> [output]. Now do this: [your input]". The model learns the pattern from examples.