AI Observability and Tracing in Production (Paperback)

Lingua: inglese

Editore: Independently Published, 2025

9798266787674

Serie: Libro 1 di 5 - Optimization & Performance

Da: Grand Eagle Retail, Bensenville, IL, U.S.A.Grand Eagle Retail

Venditore con 5 stelle

Venditore AbeBooks dal 12 ottobre 2005

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Paperback. AI Observability and Tracing in Production: Tools, Patterns, and Best PracticesWhen your LLM misbehaves, latency spikes, or an agent goes off-script, can you see why in seconds-or do you guess for hours? Teams shipping AI at scale share the same goal: reliable, explainable, cost-efficient systems. The obstacle is visibility.This book shows a practical, end-to-end approach to AI observability and tracing in production. You'll learn how to instrument LLMs, RAG pipelines, and multi-agent workflows; compare model versions safely; measure quality and drift; and investigate incidents with confidence. The guidance is concrete: metrics, logs, traces, spans, sessions, feedback loops, plus real patterns using OpenTelemetry, specialized AI platforms (e.g., Langfuse, Helicone, Vellum, Arize), and APM extensions from Datadog and New Relic.What you'll learn and doInstrument prompts, completions, embeddings, retrievals, and tool calls with the right granularity.Build traceable execution graphs for agents and RAG, with model/version, context lineage, and cost/latency attribution.Select and integrate tooling (self-hosted or SaaS) while meeting privacy, compliance, and audit needs.Design dashboards and alerts that catch drift, anomalies, and regressions-not noise.Run A/B and canary releases with observability comparisons and fast rollback criteria.Reduce spend with token accounting, caching, sampling, and smart retention policies.Investigate production issues methodically: correlate spans, isolate root causes, and write durable runbooks.Apply safety guardrails, policy enforcement, and explainability traces to show "why this output."Prepare CI/CD pipelines so every release ships with tested observability, not hope.Clear, direct, and hands-on, this guide blends SRE rigor with ML realities. It speaks the language of AI monitoring, tracing, RAG observability, drift detection, incident response, and cost optimization-so you can scale LLMs and agents without losing control. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.…

Codice articolo 9798266787674

Titolo
AI Observability and Tracing in Production (Paperback)
Autore
William L. Younker
Editore
Independently Published
Anno di pubblicazione
2025
Condizione
new
Rilegatura
Paperback
Lingua
inglese
ISBN 13
9798266787674
Serie
Libro 1 di 5: Optimization & Performance

Grand Eagle Retail

Bensenville, IL, U.S.A.

Venditore con 5 stelle

Venditore AbeBooks dal 12 ottobre 2005

Tariffe di spedizione nazionale per U.S.A.

ArticoloDa 6 a 14 giorni lavorativiDa 6 a 16 giorni lavorativi
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