Headline: The wins come from context, not cleverness. An AI with your codebase, your design system, and your deploy logs in scope writes code that ships. Without that scope, it writes plausible code that doesn't.
Two years ago, AI coding tools were autocomplete with attitude. In 2026 they are a credible second engineer — provided you build the workflow around them. This is the workflow I run today at Devya Solutions and on personal projects like eng-ahmed.com.
The Stack
Claude Code in the terminal — long-horizon, multi-file edits with skills and subagents.
MCP (Model Context Protocol) servers for live access to docs, deployments, browser, and design tools.
