optimizers

Complete guide to DSPy's optimization algorithms for improving prompts and model weights.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/optimizers && curl -fsSL https://doutorai.pt/data/lib/skills__optimizers.md -o .claude/skills/optimizers/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# DSPy Optimizers (Teleprompters)

Complete guide to DSPy's optimization algorithms for improving prompts and model weights.

## What are Optimizers?

DSPy optimizers (called "teleprompters") automatically improve your modules by:
- **Synthesizing few-shot examples** from training data
- **Proposing better instructions** through search
- **Fine-tuning model weights** (optional)

**Key idea**: Instead of manually tuning prompts, define a metric and let DSPy optimize.

## Optimizer Selection Guide

| Optimizer | Best For | Speed | Quality | Data Needed |
|-----------|----------|-------|---------

- 🔒 Full content on the Pro plan (€7.99/month) -

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