Pragati Shankar@pragati_shankar308

Cloud CoPilot A multi-agent system built with IBM Watsonx Orchestrate to analyze, review, and optimize IBM Cloud architectures in alignment with the IBM Well-Architected Framework. Overview Designing and maintaining cloud architecture is complex. Modern environments involve multiple services, networks, security configurations, and deployment patterns. Ensuring architectures are secure, efficient, cost-effective, reliable, operationally sound, and sustainable requires meticulous review against best practices. Challenges Time-Consuming: Manual review of diagrams and configurations can take days or weeks. Error-Prone: Human reviewers may miss subtle misconfigurations or inefficiencies. Multi-Domain Expertise Needed: Evaluating security, performance, cost, reliability, operational excellence, and sustainability is rarely within a single architect’s expertise. Frequent Updates: Rapidly evolving cloud services require constant review. Unstructured Documentation: Diagrams, PDFs, and text make extracting insights manually difficult. Why a Multi-Agent Model Helps Parallel Expertise: Each agent focuses on a specific pillar, enabling simultaneous evaluation. Consistency & Accuracy: Structured frameworks reduce errors and ensure uniform reviews. Scalability: Multiple architectures can be reviewed simultaneously, improving throughput. Knowledge Aggregation: The Lead Architect Agent consolidates inputs into a comprehensive report. Continuous Updates: Agents can be updated with new rules or best practices, keeping reviews current. By combining automation, specialization, and coordination, the system turns cloud architecture review from a tedious, error-prone task into a streamlined, accurate, and efficient process.

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