Collection of skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically.
Build RAG pipelines with retrieval-augmented generation using ColBERTv2 and DSPy optimization
No verified skills in this plugin.
Auto-generate few-shot demonstrations using teacher models for quick DSPy optimization with 10-50 examples
No verified skills in this plugin.
Test and measure DSPy program quality with built-in and custom evaluation metrics
No verified skills in this plugin.
Distill DSPy programs into fine-tuned model weights for production deployment and cost reduction
No verified skills in this plugin.
Optimize complex agents and agentic systems using LLM reflection on execution trajectories
No verified skills in this plugin.
Integrate DSPy optimization into existing Haystack pipelines for automatic prompt improvement
No verified skills in this plugin.
State-of-the-art Bayesian optimization for DSPy programs with 200+ examples using joint instruction and demo tuning
No verified skills in this plugin.
Design type-safe input/output specifications for DSPy modules with Pydantic support and advanced type hints
No verified skills in this plugin.
Build production ReAct agents with tool integration, GEPA optimization, and error handling for multi-step reasoning tasks
No verified skills in this plugin.
Debug and monitor DSPy programs with MLflow tracing, custom callbacks, and production cost/latency tracking
No verified skills in this plugin.
Improve output quality with iterative refinement and constraint validation using dspy.Refine and dspy.BestofN
No verified skills in this plugin.
Alternative Bayesian optimizer with mini-batch statistical optimization for custom feedback scenarios and agentic tasks
No verified skills in this plugin.
Compose complex pipelines with ensemble voting, multi-chain comparison, and sequential/parallel module patterns
No verified skills in this plugin.
Design production-quality custom DSPy modules with proper architecture, state management, and serialization patterns
No verified skills in this plugin.