🔁Loop engineering for LLM agents

Build agent loops that finish, recover from errors, stay on budget, and produce checkable work. Start with the smallest ReAct loop; layer on state management, error taxonomy, and budgets; finish with adversarial verification panels, sub-agent orchestration, and the loop-shaped anti-patterns that ship to prod more than they should.