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DSPY 3 Tool Use Tutorial - Advanced tool integration from official DSPy 3.0.1 tutorial with SIMBA optimizer.
not rated 24 1y ago A 26 tokens
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DSPY 3 GEPA AI Program Tutorial - Advanced reflective prompt optimization using GEPA.
not rated 24 1y ago A 17 tokens
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DSPY 3 GEPA AIME Tutorial - Math reasoning optimization achieving 46.7% to 56.7% improvement.
not rated 24 1y ago A 26 tokens
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DSPY 3 GEPA Papillon Tutorial - Privacy-conscious delegation optimization with 77% to 86% improvement.
not rated 24 1y ago A 23 tokens
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DSPY 3 GEPA FacilitySupport Tutorial - Enterprise multi-task classification optimization with GEPA.
not rated 24 1y ago A 18 tokens
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DSPY 3 Classification Finetuning Tutorial - Teacher-student bootstrapped finetuning achieving 51% to 86.7% improvement.
not rated 24 1y ago A 30 tokens
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DSPY 3 RL AI Program Tutorial - Experimental reinforcement learning optimization for AI programs.
not rated 24 1y ago A 16 tokens
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DSPY 3 reinforcement learning (RL) optimization for complex multi-hop research tasks using GRPO (Generalized Relative Policy Optimization) and Arbor infrastructure - "src//.py" - "examples//.py" - "notebooks//.ipynb" - "research//.py" - "experiments//.py" - "rltraining//.py" - "multihop//.py" - "retrieval//.py".
not rated 24 1y ago A 85 tokens
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DSPY 3 Implements GRPO optimization for multi-module LM programs that balance response quality with privacy protection by minimizing PII leakage to untrusted external LLMs.
not rated 24 1y ago A 32 tokens
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DSPY 3 MLflow integration for comprehensive tracking and monitoring of DSPy optimization processes.
not rated 24 1y ago A 7,125 tokens
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Production-ready output refinement using BestOfN and Refine modules for reliable and high-quality DSPy predictions. Implements intelligent retry mechanisms with feedback loops, reward functions, and temperature-based optimization to ensure consistent output quality in production environments.
not rated 24 1y ago A 10,033 tokens
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DSPY 3 MIPROv2 RAG Optimization - Advanced instruction and demo optimization from official DSPy tutorial.
not rated 24 1y ago A 23 tokens
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DSPY 3 MIPROv2 Classification Optimization - Zero-shot and few-shot classification optimization from official DSPy tutorial.
not rated 24 1y ago A 25 tokens
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Comprehensive example of using MIPROv2 to optimize intelligent agent systems with DSPy 3.0.1. This tutorial demonstrates multi-tool agent optimization, reasoning chain improvement, and production deployment patterns.
not rated 24 1y ago A 8,897 tokens
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Comprehensive example of using MIPROv2 to optimize complex multi-hop reasoning systems with DSPy 3.0.1. This tutorial demonstrates advanced reasoning chain optimization, knowledge graph traversal, and production-ready multi-step inference systems.
not rated 24 1y ago A 10,696 tokens
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Comprehensive comparison of MIPROv2 against other DSPy 3.0.1 optimizers including GEPA, SIMBA, BootstrapFewShot, and COPRO. This tutorial demonstrates systematic optimizer evaluation, performance benchmarking, and selection strategies for different use cases.
not rated 24 1y ago A 9,433 tokens
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NVIDIA Dynamo Installation Prerequisites - Complete setup guide for system dependencies and requirements.
not rated 24 1y ago A ✓ AI review 16 tokens
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NVIDIA Dynamo Docker Container Management - Complete containerization strategy for development and production.
not rated 24 1y ago C 15 tokens
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NVIDIA Dynamo Multi-Engine Backend Configuration - Complete guide for vLLM, SGLang, TensorRT-LLM, and LLaMA.cpp backends.
not rated 24 1y ago B 33 tokens
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NVIDIA Dynamo Distributed Deployment on Kubernetes - Production-ready orchestration with Helm, operators, and multi-node scaling.
not rated 24 1y ago A 21 tokens
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NVIDIA Dynamo KV Cache Management (KVBM) - Advanced memory management and offloading strategies for optimal performance.
not rated 24 1y ago A 22 tokens
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NVIDIA Dynamo Performance Optimization and Tuning - Advanced techniques for maximizing throughput, minimizing latency, and optimizing resource utilization.
not rated 24 1y ago B 22 tokens
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NVIDIA Dynamo Production Deployment Best Practices - Enterprise-grade deployment strategies, security, monitoring, and operational excellence.
not rated 24 1y ago B 20 tokens
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NVIDIA Dynamo Advanced Routing and Load Balancing - KV-aware routing, intelligent load distribution, and traffic optimization strategies.
not rated 24 1y ago A 22 tokens
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