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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 do texto original: inglês
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Idioma do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
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 do texto original: inglês
Diagnose low evaluation scores and generate actionable improvement recommendations
Idioma do texto original: inglês
Create and curate evaluation datasets with ground truth for TruLens
Idioma do texto original: inglês
Configure feedback functions and selectors for TruLens evaluations
Idioma do texto original: inglês
Configure and use feedback functions as runtime blocking guardrails
Idioma do texto original: inglês
Instrument LLM apps with TruLens OTEL-based tracing - from setup to debugging and optimization
Idioma do texto original: inglês
Execute and display Jupyter notebooks for TruLens demos and quickstarts
Idioma do texto original: inglês
Execute TruLens evaluations and view results
Idioma do texto original: inglês
Systematically evaluate your LLM application with TruLens
Idioma do texto original: inglês
Copie este prompt para o assistente de IA que você usa.
Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/truera/trulens.Não foi possível carregar o README. Você ainda pode explorar os Skills do repositório abaixo.