Tagged articles

hierarchical architecture

3 articles · Page 1 of 1

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.

CrewAILangChainROMA paper

0 likes · 19 min read

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

SuanNi

Jun 14, 2026 · Artificial Intelligence

How HRM-Text-1B Beats Scaling Laws with 0.1% Data and Hundreds‑Fold Compute Savings

HRM-Text-1B, a brain‑inspired hierarchical language model, achieves strong benchmark scores while using only 0.1% of the training tokens of comparable models, cutting compute costs by 96‑432× through a novel H/L module architecture, MagicNorm stabilization, and a focused instruction‑response training objective.

Efficient PretrainingHRM-Textbenchmark

0 likes · 9 min read

How HRM-Text-1B Beats Scaling Laws with 0.1% Data and Hundreds‑Fold Compute Savings

Fun with Large Models

Jan 5, 2026 · Artificial Intelligence

LangGraph Agent Design Patterns Part 3: Supervisor and Hierarchical Architectures

This article explains LangGraph's multi‑agent design patterns, focusing on the Supervisor Architecture for centralized coordination and the Hierarchical Architecture for scalable team‑based management, and provides step‑by‑step code examples that demonstrate how to implement both patterns.

AI agentsAgent CoordinationCode Example

0 likes · 21 min read

LangGraph Agent Design Patterns Part 3: Supervisor and Hierarchical Architectures