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Declarative language-model programming with DSPy v1.0.0

Use this resource to build LLM systems from signatures and modules, with automatic prompt optimisation

New

  • 412 downloads
  • 208 likes
  • 150 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install declarative-llm-programs-dspy

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 defines an input-output signature, a module and a DSPy optimiser, then configures the language model used. You get a modular LLM program whose prompts can be optimised from data.

Mostly picked by

Updated November 2, 2026

Card for the “Declarative language-model programming 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, a question-answering example and signatures
  • references/: modules, optimisers and examples

Good fit for

  • You are building a RAG system or classifier and want more reliable prompts
  • You want to replace hand-written prompts with a maintainable program

Not for

    Tags

    • dspy
    • prompts
    • llm
    • optimisation
    • modules

    About

    You say

    “Build a support-ticket classifier with DSPy and optimise it on these 200 examples.”

    Card for the “Declarative language-model programming with DSPy” skill

    Skill published by Orchestra Research 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 build LLM systems from signatures and modules, with automatic prompt optimisation
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/examples.md18.5 KB
    • references/modules.md12.1 KB
    • references/optimizers.md14.6 KB
    • SKILL.md14.9 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/nousresearch/hermes-agent/tree/0c74cc682dc81bf78b78a1737b3ee77a820ccb79/optional-skills/mlops/research/dspy
    Licence
    MIT

    Notice

    « dspy » (Orchestra Research, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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