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Programming LLMs with DSPy v1.0.0

Use this resource to write and optimize a language model program with DSPy instead of hand-written prompts

New

  • 353 downloads
  • 134 likes
  • 218 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install dspy-program-optimization

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent builds a DSPy program from signatures and modules (Predict, ChainOfThought, ReAct), then has it optimized against an evaluation metric. It also helps configure the model and deploy the compiled program. You get a declarative, reproducible pipeline instead of brittle prompt strings.

Mostly picked by

Updated November 2, 2026

Card for the “Programming LLMs with DSPy” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: installation and model and retriever setup
  • SKILL.md: signatures and modules (Predict, ChainOfThought, ReAct)
  • SKILL.md: optimizers (BootstrapFewShot, MIPROv2) and deployment

Good fit for

  • Your prompts are long and hard to maintain or evaluate
  • You want to measure an LLM chain with a metric and improve it

Not for

    Tags

    • dspy
    • llm
    • prompts
    • optimization

    About

    You say

    “Write a DSPy program that classifies support tickets, then optimize it with MIPROv2 on my labeled examples.”

    Card for the “Programming LLMs with DSPy” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to write and optimize a language model program with DSPy instead of hand-written prompts
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md8.8 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/rag-frameworks/dspy
    Licence
    MIT

    Notice

    « dspy » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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