#Python
Artwork: The Spanish Singer by Edouard Manet. The Metropolitan Museum of Art · Public domain
EvaluationConversation Evaluation Through Voice-Agent Simulation
Persona-driven simulations catch deployed voice failures that text tests miss by retaining audio, timing, transcripts, tools, and outcomes. Keep deterministic gates primary and evaluate perceptual speech quality separately.
Artwork: Marcelle la Blonde by Juan Gris. Cleveland Museum of Art · Public domain
RAGFour Chunking Strategies for Structured Documents in RAG
No chunking strategy wins every RAG workload. Put simple, Markdown, section-aware, and semantic chunkers behind one interface, preserve metadata, and choose by measured retrieval quality.