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MTechZilla Guides

Practical guides on software, apps, and AI for startups, founders, and product teams.

How to Develop SKILL.md: A Production Guide for Engineering Teams

12 Mar 2026

How to Develop SKILL.md: A Production Guide for Engineering Teams

SKILL.md files give AI coding agents reusable context — no more re-explaining your stack. Learn how to write, deploy, and maintain them in production.

Model Context Protocol: A CTO's Guide

26 Feb 2026

Model Context Protocol: A CTO's Guide

Model Context Protocol (MCP) is the missing layer between AI models and your production systems. This guide walks CTOs and engineering teams through what MCP is, when to build vs. buy, and how to ship a production-ready MCP server in Node.js with real code and the anti-patterns that cost teams time.

Building Production-Ready AI Agents with RAG

20 Feb 2026

Building Production-Ready AI Agents with RAG

Production AI agents are not just chatbots, they decide, act, retrieve live company data, and execute tools in a loop until a task is complete. In this guide, you’ll learn how to build production-ready AI agents with RAG, including architecture patterns for support and internal knowledge systems, tool-calling strategies, metadata filtering, guardrails, failure handling, and Node.js implementation patterns that actually work under real load.

Mistake in Production RAG Systems: Why Your Vector Search Is Searching the Wrong Documents

06 Feb 2026

Mistake in Production RAG Systems: Why Your Vector Search Is Searching the Wrong Documents

This guide focuses on the most common and most damaging one: optimising embeddings while ignoring metadata filtering. We will explore why this happens, why it breaks production systems, and how to fix it with a staged hybrid filtering approach—complete with working Node.js code you can adapt for your own projects.

Mobile App Development Cost 2026: A Complete Pricing Guide

03 Feb 2026

Mobile App Development Cost 2026: A Complete Pricing Guide

Planning a mobile app but unsure about costs? This complete 2026 pricing guide breaks down exactly what you'll pay based on app type, platform choice, features, and business stage. Whether you're a bootstrap startup building an MVP or an enterprise launching a complex product, you'll get realistic cost ranges, understand hidden expenses that catch founders off-guard, and learn how to budget properly.

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Sharvin Shah

Sharvin Shah

Founder & Engineer

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