Deep-dive guides on AI agents, agent orchestration, MCP, and developer tooling.
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Codex, Copilot coding agent, Cursor Background Agent, Jules, Devin, and cloud Claude Code sessions all follow the same five-stage pipeline — the differences that matter are in sandbox scope, repo access, and where the real trust boundary sits.
AI coding assistants aren't one architecture — they're three separable design decisions (how context gets assembled, how edits get applied, how execution gets contained) that every tool from Claude Code to Cursor answers differently.