How is agentic coding different from using GitHub Copilot?

Copilot suggests code completions as you type—you drive, it assists. Agentic coding agents take a high-level task ('implement the payment integration'), plan the approach, write the code across multiple files, run tests, and fix issues autonomously. The developer shifts from writing code to reviewing and directing.

Agentic Coding

Written by Max Zeshut

Founder at Agentmelt · Last updated Sep 9, 2026

A software development paradigm where AI coding agents autonomously plan, write, test, and iterate on code with minimal human direction. Unlike copilot-style autocomplete, agentic coding involves the AI independently navigating codebases, making architectural decisions, running tests, debugging failures, and submitting complete implementations. Tools like Devin, Claude Code, and Cursor's agent mode represent this paradigm.

Frequently asked questions

How is agentic coding different from using GitHub Copilot?: Copilot suggests code completions as you type—you drive, it assists. Agentic coding agents take a high-level task ('implement the payment integration'), plan the approach, write the code across multiple files, run tests, and fix issues autonomously. The developer shifts from writing code to reviewing and directing.

See it as a workflow

Automated Code Review Workflow

Trigger, steps, n8n nodes, guardrails and an importable template — plus what it costs to have it built.

Or skip the build

Workflows from $197/month, custom agents from $2,000.

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