Managing AI Hallucinations. Detect, prevent, and verify AI hallucinations using RAG, prompt guardrails, and safer LLM workflows Arkadiusz Włodarczyk
angielski
- Autor:
- Arkadiusz Włodarczyk
- Serie wydawnicze:
- Hands-on
- Wydawnictwo:
- Packt Publishing
- Ocena:
- Stron:
- 98
- Dostępne formaty:
-
PDFePub
Opis
książki
:
Managing AI Hallucinations. Detect, prevent, and verify AI hallucinations using RAG, prompt guardrails, and safer LLM workflows
Written by Arkadiusz Włodarczyk, a programming instructor and course creator with 20+ years of experience, the book works through real code examples and walkthroughs. You will learn why language models produce fabricated facts, false references, and overconfident code. You will reduce hallucinations through system instructions, constraints, and few-shot prompting, and ground responses in trusted sources using RAG, vector databases, and NotebookLM. Cross-model comparison, source checks, and self-consistency prompting give you repeatable ways to evaluate claims.
Later chapters cover guardrails, output validation, logging, and fallback layers alongside compliance requirements, bias risks, and escalation criteria for responsible deployment. The book closes with a monitoring project built on OpenTelemetry, Prometheus, and Grafana. By the end, you will be able to design and monitor AI workflows that catch failures before they reach users.
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Szczegóły książki
- Tytuł oryginału:
- Managing AI Hallucinations. Detect, prevent, and verify AI hallucinations using RAG, prompt guardrails, and safer LLM workflows
- ISBN Ebooka:
- 978-18-080-8792-9, 9781808087929
- Data wydania ebooka :
-
2026-09-29
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