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This blog post is created for aspiring and/or current AI Consulting Architects who are working closely with the end clients to showcase the need of AI in their organizations. So, as an AI Consulting Architect
Continue readingEnterprise AI conversations often start with technology. Which model should we use? Should we build agents? How should agents communicate? What should we build versus buy? How do we connect AI with APIs, data and
Continue readingHow to design a collaborative human + AI agent system for customer support that stays fast without becoming reckless. The setup Picture a fast-growing online retailer. Every day, a wave of support requests rolls in
Continue readingHi there, Natural Language Processing (NLP) can seem complex – but when you break it down, it’s really a set of core tasks that each solve a specific problem. Here’s a simple, structured table to
Continue readingMonitoring agentic tool performance, compliance attribution, and operational insights The Research That Sparked This Architecture A recent paper caught my attention: “AgentSHAP: Interpreting LLM Agent Tool Importance with Monte Carlo Shapley Value Estimation” (arXiv:2512.12597). It
Continue readingIntroduction In my Practitioner’s Playbook of 30 Frameworks, I highlighted the FOREX Backoffice Cloud Migration Framework, where trading, settlement, and reconciliation apps were modernized with cloud-native patterns like low-latency message buses, in-memory caching, and regional
Continue readingIntroduction Frameworks are not just diagrams on slides. In real projects, they are practical guides that shape how systems are designed, integrated, and scaled under real-world constraints. Over the years, I’ve worked across domains like
Continue readingThis post considers “Enterprise Architect” thinking in an HealthCare organization that is in the business of Order to Quote of Medical plans to citizens. Also, for the corporates who provide employee benefits in the form
Continue readingThe role of the Chief AI Architect has emerged as a key enabler of organizational transformation. No longer just about training models, this role demands vision, cross-functional leadership, and a mastery of rapidly evolving tools
Continue readingModern enterprises must connect business strategy with technical execution in a traceable and scalable manner. But how exactly does a high-level capability like “FX Risk Management” translate into APIs, services, and platforms? The answer lies
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