├── .gitignore ├── Pipfile ├── Pipfile.lock ├── README.md ├── docs ├── api │ ├── adapters │ │ ├── Adapter.md │ │ ├── ChatAdapter.md │ │ ├── JSONAdapter.md │ │ └── TwoStepAdapter.md │ ├── evaluation │ │ ├── CompleteAndGrounded.md │ │ ├── Evaluate.md │ │ ├── EvaluationResult.md │ │ ├── SemanticF1.md │ │ ├── answer_exact_match.md │ │ └── answer_passage_match.md │ ├── experimental │ │ ├── Citations.md │ │ └── Document.md │ ├── index.md │ ├── models │ │ ├── Embedder.md │ │ └── LM.md │ ├── modules │ │ ├── BestOfN.md │ │ ├── ChainOfThought.md │ │ ├── CodeAct.md │ │ ├── Module.md │ │ ├── MultiChainComparison.md │ │ ├── Parallel.md │ │ ├── Predict.md │ │ ├── ProgramOfThought.md │ │ ├── ReAct.md │ │ └── Refine.md │ ├── optimizers │ │ ├── BetterTogether.md │ │ ├── BootstrapFewShot.md │ │ ├── BootstrapFewShotWithRandomSearch.md │ │ ├── BootstrapFinetune.md │ │ ├── BootstrapRS.md │ │ ├── COPRO.md │ │ ├── Ensemble.md │ │ ├── GEPA │ │ │ ├── GEPA_Advanced.md │ │ │ └── overview.md │ │ ├── InferRules.md │ │ ├── KNN.md │ │ ├── KNNFewShot.md │ │ ├── LabeledFewShot.md │ │ ├── MIPROv2.md │ │ └── SIMBA.md │ ├── primitives │ │ ├── Audio.md │ │ ├── Code.md │ │ ├── Example.md │ │ ├── History.md │ │ ├── Image.md │ │ ├── Prediction.md │ │ ├── Tool.md │ │ └── ToolCalls.md │ ├── signatures │ │ ├── InputField.md │ │ ├── OutputField.md │ │ └── Signature.md │ ├── tools │ │ ├── ColBERTv2.md │ │ ├── Embeddings.md │ │ └── PythonInterpreter.md │ └── utils │ │ ├── StatusMessage.md │ │ ├── StatusMessageProvider.md │ │ ├── StreamListener.md │ │ ├── asyncify.md │ │ ├── configure_cache.md │ │ ├── disable_litellm_logging.md │ │ ├── disable_logging.md │ │ ├── enable_litellm_logging.md │ │ ├── enable_logging.md │ │ ├── inspect_history.md │ │ ├── load.md │ │ └── streamify.md ├── cheatsheet.md ├── community │ ├── community-resources.md │ ├── how-to-contribute.md │ └── use-cases.md ├── deep-dive │ └── data-handling │ │ ├── built-in-datasets.md │ │ ├── examples.md │ │ ├── img │ │ └── data-loading.png │ │ └── loading-custom-data.md ├── faqs.md ├── index.md ├── js │ ├── runllm-widget.js │ └── tutorial-nav.js ├── learn │ ├── evaluation │ │ ├── data.md │ │ ├── metrics.md │ │ └── overview.md │ ├── figures │ │ ├── native_tool_call.png │ │ └── teleprompter-classes.png │ ├── index.md │ ├── optimization │ │ ├── optimizers.md │ │ └── overview.md │ └── programming │ │ ├── 7-assertions.md │ │ ├── adapters.md │ │ ├── language_models.md │ │ ├── mcp.md │ │ ├── modules.md │ │ ├── overview.md │ │ ├── signatures.md │ │ └── tools.md ├── production │ └── index.md ├── roadmap.md ├── static │ ├── .nojekyll │ └── img │ │ ├── dspy_logo.png │ │ ├── logo.png │ │ ├── mlflow-tracing-rag.png │ │ ├── modular.png │ │ ├── optimize.png │ │ ├── undraw_docusaurus_mountain.svg │ │ ├── undraw_docusaurus_react.svg │ │ ├── undraw_docusaurus_tree.svg │ │ └── universal_compatibility.png ├── stylesheets │ └── extra.css └── tutorials │ ├── agents │ ├── index.ipynb │ └── mlflow-tracing-agent.png │ ├── ai_text_game │ └── index.md │ ├── async │ └── index.md │ ├── audio │ └── index.ipynb │ ├── build_ai_program │ └── index.md │ ├── cache │ └── index.md │ ├── classification │ └── index.md │ ├── classification_finetuning │ ├── index.ipynb │ └── mlflow-tracing-classification.png │ ├── conversation_history │ └── index.md │ ├── core_development │ └── index.md │ ├── custom_module │ ├── index.ipynb │ └── mlflow-tracing-custom-module.png │ ├── customer_service_agent │ ├── index.ipynb │ └── mlflow-tracing-customer-service-agent.png │ ├── deployment │ ├── dspy_mlflow_ui.png │ └── index.md │ ├── email_extraction │ ├── index.md │ └── mlflow-tracing-email-extraction.png │ ├── entity_extraction │ ├── index.ipynb │ └── mlflow-tracing-entity-extraction.png │ ├── games │ ├── index.ipynb │ └── mlflow-tracing-agent.png │ ├── gepa_ai_program │ └── index.md │ ├── gepa_aime │ ├── index.ipynb │ ├── mlflow-tracing-gepa-aime.png │ └── mlflow-tracking-gepa-aime-optimization.png │ ├── gepa_facilitysupportanalyzer │ ├── index.ipynb │ ├── mlflow-tracing-gepa-support.png │ └── mlflow-tracking-gepa-support-optimization.png │ ├── gepa_papillon │ ├── index.ipynb │ ├── mlflow-tracing-gepa-papilon.png │ └── mlflow-tracking-gepa-papilon-optimization.png │ ├── gepa_trusted_monitor │ └── index.ipynb │ ├── image_generation_prompting │ └── index.ipynb │ ├── index.md │ ├── llms_txt_generation │ └── index.md │ ├── math │ ├── index.ipynb │ └── mlflow-tracing-math.png │ ├── mcp │ └── index.md │ ├── mem0_react_agent │ └── index.md │ ├── multihop_search │ ├── index.ipynb │ └── mlflow-tracing-multi-hop.png │ ├── observability │ ├── index.md │ ├── mlflow_trace_ui.png │ ├── mlflow_trace_ui_navigation.gif │ └── mlflow_trace_view.png │ ├── optimize_ai_program │ └── index.md │ ├── optimizer_tracking │ ├── child_run.png │ ├── experiment.png │ ├── index.md │ └── parent_run.png │ ├── output_refinement │ └── best-of-n-and-refine.md │ ├── papillon │ └── index.md │ ├── program_of_thought │ └── index.ipynb │ ├── rag │ ├── index.ipynb │ └── 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