{"product_id":"agentic-ai-in-production-scaling-observability-and-human-in-the-loop-orchestration-mlops-pipelines-scaling-strategies-observability-human-overs-9798264891052","title":"Agentic AI in Production: Scaling, Observability, and Human-in-the-Loop Orchestration: MLOps pipelines, scaling strategies, observability, human overs","description":"\u003cp\u003e • Author(s): Marcus Endo\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Natural Language Processing\u003c\/p\u003e\u003cp\u003eOperational guide for taking agentic prototypes to robust, scalable production services. Covers session and state checkpointing, horizontal scaling, autoscaling heuristics, model caching and selection, cost-control (quantization, distillation), observability tailored to agent workflows (traceability of tool calls, prompt histories), human-in-the-loop escalation patterns, and governance for auditability and explainability.\u003cbr\u003e\u003cb\u003eWho this book is for\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eProduction ML engineers and platform teams deploying agents at scale.\u003c\/li\u003e\n\u003cli\u003eSREs and DevOps engineers managing latency, throughput, and uptime.\u003c\/li\u003e\n\u003cli\u003eProduct owners who need SLAs, auditability, and governance around agents.\u003c\/li\u003e\n\u003cli\u003eTeams adopting human-in-the-loop controls for quality and safety.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWhat the reader will learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eProduction architectures for long-lived agent sessions and stateful orchestration.\u003c\/li\u003e\n\u003cli\u003eCost-performance tradeoffs: quantization, model distillation, and routing strategies.\u003c\/li\u003e\n\u003cli\u003eObservability design: metrics, logging, traces for tool calls and prompt histories.\u003c\/li\u003e\n\u003cli\u003eHuman-in-the-loop and escalation mechanics to ensure safety and quality.\u003c\/li\u003e\n\u003cli\u003eVersioning, canarying, governance, and privacy-preserving deployment patterns.\u003c\/li\u003e\n\u003cli\u003eScaling strategies for multi-tenant agent platforms and SLA design.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47576425627799,"sku":"9798264891052","price":2090.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798264891052.webp?v=1774900743","url":"https:\/\/atlanticbooks.com\/products\/agentic-ai-in-production-scaling-observability-and-human-in-the-loop-orchestration-mlops-pipelines-scaling-strategies-observability-human-overs-9798264891052","provider":"Atlantic Books","version":"1.0","type":"link"}