# Dspy Dspy Philosophy

> Sub-skill of dspy: DSPy Philosophy.

- Skill: `vamseeachanta/dspy-dspy-philosophy` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/dspy-dspy-philosophy`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/dspy-dspy-philosophy/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/dspy-dspy-philosophy

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# DSPy Philosophy

## DSPy Philosophy


DSPy treats prompts as **programs** rather than strings:

1. **Signatures** define input/output specifications
2. **Modules** implement reasoning patterns
3. **Optimizers** automatically improve prompts
4. **Metrics** evaluate performance

```
Traditional: "Write prompt" -> "Test" -> "Manually adjust" -> "Repeat"
DSPy:        "Define signature" -> "Compile with optimizer" -> "Deploy optimized prompt"
```