Individual skill

dspy

Builds and optimizes language model programs with DSPy (Stanford NLP), using Signatures, modules (Predict, ChainOfThought, ReAct, ProgramOfThought) and optimizers (BootstrapFewShot, MIPRO, BootstrapFinetune). Use when replacing hand-written prompts with declarative signatures, when automatically tuning prompts against training data and a metric, when building multi-stage RAG pipelines or ReAct agents, when building classifiers or structured-output programs, or when saving and evaluating optimized LM programs across providers such as Anthropic, OpenAI, or Ollama. Not for quick prototypes or simple chains; use manual prompting or LangChain instead.

plugins/KalarisLabs/research-agent-skills/skills/dspy/SKILL.md

Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61

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No

Observed behavior

Network or broad shell

Last checked

Nov 4, 2026

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