📐 DSPy

2 guides covering common problems, patterns, and production issues in DSPy.

DSPy is a Stanford research framework that replaces hand-written prompts with programmatic LLM signatures. You define typed input/output contracts and DSPy automatically compiles and optimises the best prompts — eliminating prompt engineering as a manual craft.

  • Typed Signatures replace hand-crafted system prompts
  • Modules: Predict, ChainOfThought, ReAct, and more
  • Automatic prompt optimisation via BootstrapFewShot and MIPRO
  • Model-agnostic: OpenAI, Anthropic, Ollama, and any LM
  • Composable pipeline architecture for complex reasoning chains
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