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Eval-driven development loop for this repo (rag-loop, an aircraft-systems RAG app on LangGraph, OpenAI, Qdrant Cloud, and TruLens). Use when the user wants to run an experiment, inspect feedback metrics, or decide keep-or-reject on a config/prompt change.
Idioma del texto original: inglés
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Idioma del texto original: inglés
Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after…
Idioma del texto original: inglés
Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing…
Idioma del texto original: inglés
Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or…
Idioma del texto original: inglés
Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining…
Idioma del texto original: inglés
Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more…
Idioma del texto original: inglés
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too…
Idioma del texto original: inglés
Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding…
Idioma del texto original: inglés
Diagnose low evaluation scores and generate actionable improvement recommendations
Idioma del texto original: inglés
Create and curate evaluation datasets with ground truth for TruLens
Idioma del texto original: inglés
Configure feedback functions and selectors for TruLens evaluations
Idioma del texto original: inglés
Configure and use feedback functions as runtime blocking guardrails
Idioma del texto original: inglés
Instrument LLM apps with TruLens OTEL-based tracing - from setup to debugging and optimization
Idioma del texto original: inglés
Execute and display Jupyter notebooks for TruLens demos and quickstarts
Idioma del texto original: inglés
Execute TruLens evaluations and view results
Idioma del texto original: inglés
Systematically evaluate your LLM application with TruLens
Idioma del texto original: inglés
Copia este prompt en el asistente de IA que estés usando.
Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/truera/trulens.No se ha podido cargar el README. Puedes seguir explorando los Skills del repositorio a continuación.