AI NATIVE MEDHAVI

A developer-first newsletter on AI-powered software engineering—covering agentic systems and design patterns, tools for coding, copilots, architecture and productivity at scale.

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AI Engineering

Context Engineering

Code Review in the Age of AI: Scaling Quality Without Drowning in Code

AI has massively increased the speed and volume of code generation, forcing a rethink of traditional code review. Reviews are shifting from line-by-line inspection to a hybrid quality system where automation handles scale and humans validate intent, architecture, and risk. This article explores how code review must evolve to keep quality high in an AI-first world.

Jan 18, 2026

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10 min read

AI-Native Engineering: Setting Up AI Coding Agents for Maximum Productivity

Definitive guide to configure GitHub Copilot to build workflows that enables maximum productivity and deliver comple features.

Jan 2, 2026

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24 min read

Context Engineering: The Right Way to Vibe with AI Coding Agents

How to architect context so that AI coding agents make better decisions across every step. Coding agents require better context, not just better AI models.

Dec 25, 2025

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17 min read