MCP Is a Higher-Level Abstraction Over APIs — Not a Replacement

APIs do the work. MCP orchestrates them with memory, context, and intent. They complement each other.

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Technology Researcher • Passionate about building things and learning how things work ⚡🚀

MLOps on AWS: A Practical Architecture & Best-Practices Guide

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A comprehensive checklist for AI/ML Engineers building production-grade ML systems

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A checklist for Cloud Solution Architects to live by

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Lessons learned from optimizing Redis performance

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Lessons learned by querying millions of records with millisecond latencies and fine-tuning aggregation pipelines, indexes, and resource usage