---
title: "Maverick (@maverick48) | Hashnode"
description: "Itachi Yeager. Read the latest articles by Maverick on Hashnode."
url: "https://hashnode.com/@maverick48"
---

@maverick48

# Maverick

@maverick48 · Joined June 2025

Itachi Yeager

### [API vs MCP: Interoperability Trade-offs for AI Systems](https://jyanshu.hashnode.dev/api-vs-mcp-interoperability-trade-offs-for-ai-systems?utm_source=hashnode&utm_medium=feed)

A 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.dev](https://jyanshu.hashnode.dev/api-vs-mcp-interoperability-trade-offs-for-ai-systems?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/api-vs-mcp-interoperability-trade-offs-for-ai-systems/6a719740af68c624840e9edb) [Aug 4](https://hashnode.com/posts/api-vs-mcp-interoperability-trade-offs-for-ai-systems/6a719740af68c624840e9edb)

### [Model Context Protocol (MCP)](https://jyanshu.hashnode.dev/model-context-protocol-mcp?utm_source=hashnode&utm_medium=feed)

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.dev](https://jyanshu.hashnode.dev/model-context-protocol-mcp?utm_source=hashnode&utm_medium=feed)

[Aug 3](https://hashnode.com/posts/model-context-protocol-mcp/6a70ae378faf5880f7f825dd)

### [Vector Embeddings](https://jyanshu.hashnode.dev/vector-embeddings?utm_source=hashnode&utm_medium=feed)

Learn how vector embeddings power ChatGPT, Google Search & Netflix. A beginner-friendly guide to the hidden mechanism behind modern AI.

13 min read · [jyanshu.hashnode.dev](https://jyanshu.hashnode.dev/vector-embeddings?utm_source=hashnode&utm_medium=feed)

[Jul 13](https://hashnode.com/posts/vector-embeddings/6a566ad68b6e26cf1503d6c9)

### [Eventual Consistency Pitfalls](https://jyanshu.hashnode.dev/eventual-consistency-pitfalls?utm_source=hashnode&utm_medium=feed)

Explore eventual consistency anomalies in distributed systems. Learn mitigation strategies for stale reads, lost updates, and data conflicts.

17 min read · [jyanshu.hashnode.dev](https://jyanshu.hashnode.dev/eventual-consistency-pitfalls?utm_source=hashnode&utm_medium=feed)

[Jul 13](https://hashnode.com/posts/eventual-consistency-pitfalls/6a54daeafdc2a5126e4c4cbd)

### [Mediator Pattern](https://jyanshu.hashnode.dev/mediator-pattern?utm_source=hashnode&utm_medium=feed)

The 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), the

7 min read · [jyanshu.hashnode.dev](https://jyanshu.hashnode.dev/mediator-pattern?utm_source=hashnode&utm_medium=feed)

[Jun 22](https://hashnode.com/posts/mediator-pattern/6a397df9b3e88daa7be4cd60)