1、VAREGOS1598-AGENTS EVERYWHERE:HOW TO MANAGE SCALE21598 STARTING POINT-Core Document Reading and Extraction-Extraction of Critical Data-Simple prompt management-Support for Diverse Formats-Complete Traceability and Historical Storage-Confidence Management and Human Review-Integration for Validation-C
2、ritical Load Volume-Performance Requirement(TPS)-Asynchronous Architecture Design-Resilience through Queuing-High Availability(HA)and Disaster Recovery(DRP)-Automatic Horizontal Scaling-Production Operation Schedule-AI Cost and Consumption Model-Automated Governance and DevOps-Monitoring and Observa
3、bilityFunctional requirementsNon-Functional requirements31598-ARCHITECTURE41598 CORE SYSTEM51598 CORE SYSTEMIBM Watsonx.ai61598-COMPONENTS71598-CONCLUSIONS Scalable and resilient design enables processing of millions of invoices per year with automatic horizontal scaling.Asynchronous architecture wi
4、th queuing ensures stability and reliability during load peaks.Strict environment isolation(Dev/QA vs Prod)guarantees safe testing and controlled deployments.AI-driven extraction with Watsonx.ai provides accurate,structured data from unstructured documents.Confidence scoring and human validation bal
5、ance automation with reliability.Throughput(TPS)is bounded by the current LLM technology as models improve,we will gain lower cost,higher accuracy,better performance,and reduced latency over time.Full observability with Elastic,Kibana,and IBM Cloud Monitoring ensures transparency and proactive issue detection.Automated DevOps and prompt governance(MLOps)enable continuous improvement and compliance.Clear cost and consumption model makes the solution sustainable at scale.From proof of concept to production,the system is ready to support mission-critical business operati