Tagged articles
14 articles
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DeepHub IMBA
DeepHub IMBA
Mar 28, 2026 · Artificial Intelligence

Designing Core Multi‑Agent Systems: Task Decomposition and Dependency‑Graph Orchestration

The article analyzes how multi‑agent systems emulate human team dynamics through role specialization, structured handoffs, and cross‑validation, detailing the orchestration layer’s responsibilities—task decomposition, dependency‑graph scheduling, routing, and conflict resolution—while exposing common pitfalls, cost concerns, and framework choices.

LLM cost controlOrchestrationState Management
0 likes · 19 min read
Designing Core Multi‑Agent Systems: Task Decomposition and Dependency‑Graph Orchestration
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Feb 18, 2026 · Artificial Intelligence

Multi-Agent Communication: A Survey from MARL to Emergent Language and Large Language Models

This survey examines the evolution of multi‑agent communication—from early hand‑crafted protocols in MARL, through emergent discrete languages, to recent large‑language‑model‑driven approaches—using a unified "five W" framework to analyze who communicates, what, when, why, and how.

communication protocolsemergent languagelarge language models
0 likes · 19 min read
Multi-Agent Communication: A Survey from MARL to Emergent Language and Large Language Models
Woodpecker Software Testing
Woodpecker Software Testing
Feb 1, 2026 · Industry Insights

Comprehensive IoT Testing Guide: From Embedded Devices to Cloud Quality Chains

This article details the full‑stack testing challenges of IoT systems, covering embedded hardware‑software integration, sensor and actuator validation, edge‑AI performance, short‑ and long‑range communication protocols, security, cloud platform services, data processing, API integration, and end‑to‑end automation strategies.

AutomationEdge ComputingIoT
0 likes · 14 min read
Comprehensive IoT Testing Guide: From Embedded Devices to Cloud Quality Chains
Architect's Guide
Architect's Guide
Nov 7, 2025 · Artificial Intelligence

Why Multi-Agent Communication Protocols Are Crucial for Next-Gen AI

The article examines the need for Multi‑Agent Communication Protocols (MCP), outlines the limitations of single‑agent and centralized systems, compares MCP with other interaction methods, reviews current research and industrial applications, and highlights future directions such as hardware integration, bio‑inspired mechanisms, and blockchain convergence.

Blockchaincommunication protocolsdecentralized AI
0 likes · 9 min read
Why Multi-Agent Communication Protocols Are Crucial for Next-Gen AI
Mike Chen's Internet Architecture
Mike Chen's Internet Architecture
Oct 31, 2025 · Backend Development

Microservices vs SOA: Key Differences Every Backend Engineer Should Know

This article compares microservices and SOA, covering design philosophy, service granularity, autonomy, communication mechanisms, and deployment/operations, highlighting how microservices favor lightweight protocols, independent deployment, and container orchestration, while SOA relies on centralized middleware and coarse‑grained services.

Backend ArchitectureDeploymentMicroservices
0 likes · 4 min read
Microservices vs SOA: Key Differences Every Backend Engineer Should Know
Architect's Must-Have
Architect's Must-Have
Aug 22, 2025 · Artificial Intelligence

Why Multi-Agent Communication Protocols Are the Future of AI Collaboration

This article examines the limitations of single-agent AI, explains how Multi-Agent Communication Protocols (MCP) address challenges such as incomplete perception, decision conflicts, and scalability, and outlines current research, industrial applications, and future directions including edge integration and blockchain synergy.

BlockchainEdge Computingcommunication protocols
0 likes · 8 min read
Why Multi-Agent Communication Protocols Are the Future of AI Collaboration
Zhuanzhuan Tech
Zhuanzhuan Tech
Mar 29, 2023 · Operations

Design and Implementation of a Warehouse Control System (WCS) for Automated Warehouse Operations

The article details the evolution from a basic inventory system to a full‑featured WMS, introduces a dedicated Warehouse Control System (WCS) architecture, explains the use of HTTP, SSE, WebSocket and TCP protocols for hardware integration, and demonstrates how various automated devices empower inbound, outbound and auxiliary warehouse processes, ultimately improving operational efficiency.

Device IntegrationOperationsSystem Architecture
0 likes · 9 min read
Design and Implementation of a Warehouse Control System (WCS) for Automated Warehouse Operations
Architects' Tech Alliance
Architects' Tech Alliance
Feb 4, 2022 · Fundamentals

Fundamentals of Computer Networks: OSI Model, TCP/IP Stack, and Network Layers

This article provides a comprehensive overview of computer networking fundamentals, covering the definition of communication networks, evolution, key characteristics, LAN/MAN/WAN distinctions, common topologies, switching methods, performance metrics, standardization bodies, the OSI and TCP/IP models, and the functions of each protocol layer.

Computer NetworksOSI modelTCP/IP
0 likes · 14 min read
Fundamentals of Computer Networks: OSI Model, TCP/IP Stack, and Network Layers
Big Data and Microservices
Big Data and Microservices
Sep 10, 2018 · Backend Development

Understanding RPC: Architecture, Workflow, and Core Technologies

This article explains the fundamentals of Remote Procedure Call (RPC), covering its definition, architectural components, communication protocols, serialization process, complete call workflow, and the main technologies and frameworks used in modern backend systems.

Backend DevelopmentDistributed SystemsRPC
0 likes · 9 min read
Understanding RPC: Architecture, Workflow, and Core Technologies