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#reliability articles
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airagllm
·3 min read
Hybrid search and reranking for RAG: a practical checklist (2026)
A practical checklist to improve RAG retrieval with hybrid search (BM25 + vectors), rerankers, and query rewriting. Reduce “wrong chunk wins” by tuning filters, top-k, and evaluation.
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airagllm
·3 min read
RAG citations and grounding: a practical checklist for trustworthy answers (2026)
A practical checklist to make RAG answers trustworthy. Enforce citations, track doc_ids, handle conflicts, and prevent the model from inventing sources. Includes logging and UX patterns that scale.
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aillmops
·3 min read
LLM rate limits and retries: a reliability checklist for AI apps (2026)
A practical checklist to make AI apps reliable under rate limits and transient failures. Learn how to set timeouts, retries, backoff, idempotency, and fallbacks without creating hidden loops or runaway costs.
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