# DSRs

## Docs

- [Adapter](https://dsrs.herumbshandilya.com/docs/building-blocks/adapter.md): Turn signatures into prompts and parse LM responses
- [Constraints](https://dsrs.herumbshandilya.com/docs/building-blocks/constraints.md): Validate LM outputs with check and assert expressions
- [Language Models](https://dsrs.herumbshandilya.com/docs/building-blocks/lm.md): Configure and integrate language models in your pipelines
- [Modules](https://dsrs.herumbshandilya.com/docs/building-blocks/module.md): Compose prompting strategies over any signature
- [Predictors](https://dsrs.herumbshandilya.com/docs/building-blocks/predictors.md): Call LMs with typed signatures
- [Signatures](https://dsrs.herumbshandilya.com/docs/building-blocks/signature.md): Define task specifications for LM interactions
- [Custom Types](https://dsrs.herumbshandilya.com/docs/building-blocks/types.md): Define your own types and see exactly how they change the model-facing schema
- [DataLoader](https://dsrs.herumbshandilya.com/docs/data/dataloader.md): Typed data ingestion into `Vec<Example<S>>`.
- [Example](https://dsrs.herumbshandilya.com/docs/data/examples.md): Explore data currency that makes up DSRs.
- [Prediction](https://dsrs.herumbshandilya.com/docs/data/prediction.md): Understand and work with prediction outputs from your LM pipelines
- [Quickstart](https://dsrs.herumbshandilya.com/docs/getting-started/quickstart.md): Build your first LM pipeline in minutes
- [COPRO](https://dsrs.herumbshandilya.com/docs/optimizers/copro.md): Fast iterative prompt refinement
- [GEPA: Reflective Optimizer](https://dsrs.herumbshandilya.com/docs/optimizers/gepa.md): Optimize prompts using rich textual feedback and Pareto frontiers
- [GEPA with LLM-as-Judge](https://dsrs.herumbshandilya.com/docs/optimizers/gepa-llm-judge.md): Use an LLM judge to automatically generate rich feedback
- [MIPROv2](https://dsrs.herumbshandilya.com/docs/optimizers/miprov2.md): LLM-guided prompt generation with best practices
- [Overview](https://dsrs.herumbshandilya.com/docs/tutorials/overview.md): Tutorials with end-to-end examples
- [DSRs](https://dsrs.herumbshandilya.com/index.md): _A DSPy rewrite(not port) with Rust in mind._