API vs MCP: Interoperability Trade-offs for AI SystemsA practical guide comparing REST APIs and MCP for AI systems — with decision frameworks, architecture patterns, and real-world Walmart scenarios.14 min read·jyanshu.hashnode.dev1CAug 4
Model Context Protocol (MCP)Learn how MCP works, its three primitives, transport layers, security model, and when to use it over REST APIs in production AI agent systems.11 min read·jyanshu.hashnode.devAug 3
Vector EmbeddingsLearn how vector embeddings power ChatGPT, Google Search & Netflix. A beginner-friendly guide to the hidden mechanism behind modern AI.13 min read·jyanshu.hashnode.devJul 13
Eventual Consistency PitfallsExplore eventual consistency anomalies in distributed systems. Learn mitigation strategies for stale reads, lost updates, and data conflicts.17 min read·jyanshu.hashnode.devJul 13
Mediator PatternThe Mediator Pattern is a behavioral design pattern that centralizes communication between objects. Instead of objects talking to each other directly (which creates a tangled web of dependencies), the7 min read·jyanshu.hashnode.devJun 22