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AI Stack: Products & Software
The AI Stack: Products & Software reference maps Well-Architected pillars to modern AWS, Azure, and open-source technologies used to build production AI agents with MCP, RAG, and LLM systems. It compares ingestion, transformation, retrieval, inference, evaluation, and observability layers to help teams choose managed vs open architectures. Pillar Capability AWS Azure Open Source Operational Excellence…
Read MoreSpring-Petclinic enhanced with AI Chat
I’m excited to introduce AI Chat enhanced with the Spring Petclinic project, bringing Generative AI capabilities into the classic Spring Boot reference application. This release transforms the traditional Petclinic experience into an intelligent, conversational platform where users can interact using natural language instead of navigating forms and menus. The GitHub release includes the complete source…
Read MoreEmail Classification (spam or not) Service
Design and deliver a highly accurate, cost-efficient, and enterprise-grade email classification platform that determines whether an incoming email should be classified as SPAM or NOT-SPAM for Outlook-like workloads. The system must leverage a Mistral-based ML model, integrate seamlessly with existing email ingestion pipelines, and operate at global scale while maintaining customer trust, security posture, and…
Read MoreDesign a Job Scheduler for Millions of Tasks
Design a task scheduler that can schedule and run tasks on demand (now) or at a future date. It should be able to support one time as well as recurring tasks.
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