JavaEdge

Sep 7, 2026 · Artificial Intelligence

Loops and Graphs: Stop Micromanaging Agents — Approve Only the Final Merge

The article explains how combining loops (internal execute-check-correct cycles) with graphs (task orchestration via nodes and edges) enables autonomous agent systems where humans only approve final merges, detailing node types, correction/learning edges, blast-radius-based gating, and scope-limited rollbacks.