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control delegation

2 articles · Page 1 of 1
Architect
Architect
Oct 7, 2026 · Artificial Intelligence

Hierarchical Multi-Agent Architecture: Delegating Control When One Supervisor Isn't Enough

This article explains how hierarchical multi-agent architecture solves the single-supervisor bottleneck by delegating control to intermediate layers that manage local closed loops, using structured task packages downward and decision packages upward, with concrete examples from model evaluation and analysis of trade-offs like constraint dilution and retry multiplication.

CrewAILangChainMulti-Agent Systems
0 likes · 19 min read
Hierarchical Multi-Agent Architecture: Delegating Control When One Supervisor Isn't Enough
Architect
Architect
Jul 8, 2026 · Artificial Intelligence

Claude Code Loop Hierarchy: From Self‑Check to Unattended Four‑Tier Control

The article analyses Claude Code’s four loop types—turn‑based, goal‑based, time‑based and proactive—as a four‑level control‑delegation ladder, explains how each level shifts responsibility from human to system, and offers a gradual adoption path with timely downgrade strategies to keep automation reliable.

AI AgentsClaude CodeGoal-based loop
0 likes · 15 min read
Claude Code Loop Hierarchy: From Self‑Check to Unattended Four‑Tier Control