Why everyone is talking about loop-engineering and how is it changing agentic ai workflows? Claude Code and Web Scraping examples (opens in new tab)

A couple of weeks ago I published a walkthrough of my agentic coding setup, the plan-first discipline, the four-agent team, the model routing, the CLAUDE.md files that teach agents to remember between sessions. I stand by every word of it, and yet parts of it already read like a snapshot of a moving target, because that is the pace of the agentic AI world right now: Claude Fable 5 shipped on Tuesday, June 9, 2026, new primitives for autonomous work seem to arrive with every release, and workf...