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Architects Research Society
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Architects Research Society

A daily treasure trove for architects, expanding your view and depth. We share enterprise, business, application, data, technology, and security architecture, discuss frameworks, planning, governance, standards, and implementation, and explore emerging styles such as microservices, event‑driven, micro‑frontend, big data, data warehousing, IoT, and AI architecture.

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Recent Articles

Latest from Architects Research Society

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Architects Research Society
Architects Research Society
Sep 10, 2025 · Artificial Intelligence

From Vectors to Graphs to Hybrids: The Evolution of AI Knowledge Representation

This article explores the three stages of AI knowledge representation—vector embeddings, graph‑based structures, and the emerging hybrid approach that combines vectors, graphs, and large language models—to illustrate how modern Retrieval‑Augmented Generation systems achieve both semantic similarity and precise relational reasoning.

AIRetrieval-Augmented Generationgraph databases
0 likes · 3 min read
From Vectors to Graphs to Hybrids: The Evolution of AI Knowledge Representation
Architects Research Society
Architects Research Society
Sep 9, 2025 · Artificial Intelligence

Unlocking AI Autonomy: How Agentic Workflows Transform Complex Processes

Agentic Workflows introduce a dynamic, multi‑step AI orchestration framework that externalizes decision points, embeds observability, and supports branching, looping, and human intervention, enabling autonomous agents to automate intricate workflows across domains such as threat detection, fraud handling, and research assistance.

AIAI Architectureagentic workflows
0 likes · 3 min read
Unlocking AI Autonomy: How Agentic Workflows Transform Complex Processes
Architects Research Society
Architects Research Society
Sep 6, 2025 · Artificial Intelligence

From Hype to Engineered AI: The Core Architecture Behind Modern AI Apps

This article breaks down the essential components of production‑grade AI applications, covering the intelligent core (model, orchestration, memory), enterprise‑level supporting infrastructure, and critical governance, security, and data‑integrity measures required for reliable AI systems.

AI ArchitectureAI OpsLLM Orchestration
0 likes · 4 min read
From Hype to Engineered AI: The Core Architecture Behind Modern AI Apps
Architects Research Society
Architects Research Society
Sep 4, 2025 · Artificial Intelligence

Choosing the Right Generative AI Model: Transformers, Diffusion, GANs & RNNs Explained

This article outlines the four dominant generative AI architectures—Transformers, diffusion models, GANs, and RNNs—explaining their core mechanisms, key capabilities, and typical application domains such as chatbots, image creation, deep‑fake media, and time‑series analysis, helping readers choose the right model for their needs.

AI applicationsGANRNN
0 likes · 3 min read
Choosing the Right Generative AI Model: Transformers, Diffusion, GANs & RNNs Explained
Architects Research Society
Architects Research Society
Sep 2, 2025 · Artificial Intelligence

What Really Sets True Agentic AI Apart from Pseudo‑Agent Systems?

The article contrasts pseudo‑agent AI—such as simple LLM chatbots, RPA scripts, and RAG systems—with genuine agentic AI architectures that combine large language models, orchestrators, memory stores, tool‑calling, planning modules, and multi‑agent collaboration, highlighting key capabilities like autonomous planning, feedback loops, and dynamic tool coordination.

Autonomous PlanningLLMOrchestrator
0 likes · 3 min read
What Really Sets True Agentic AI Apart from Pseudo‑Agent Systems?
Architects Research Society
Architects Research Society
May 7, 2025 · Artificial Intelligence

Five‑Layer AI Multi‑Agent Architecture: Hierarchical, Human‑in‑the‑Loop, Decentralized, Pipeline, and Data Transformation

The article outlines a five‑layer AI multi‑agent architecture covering hierarchical command chains, human‑in‑the‑loop security barriers, decentralized peer‑to‑peer networks, industrial‑grade pipeline processing, and data‑transformation alchemy, each illustrated with concrete enterprise and autonomous‑driving examples.

AIHuman-in-the-loopdata processing
0 likes · 3 min read
Five‑Layer AI Multi‑Agent Architecture: Hierarchical, Human‑in‑the‑Loop, Decentralized, Pipeline, and Data Transformation
Architects Research Society
Architects Research Society
May 21, 2024 · Artificial Intelligence

27 Essential AI Papers Recommended by Ilya Sutskever for John Carmack

Ilya Sutskever, former OpenAI chief scientist, shared a curated list of 27 seminal AI research papers—including the Annotated Transformer, Attention Is All You Need, and Deep Residual Learning—with links, claiming mastering them covers roughly 90% of today’s essential artificial‑intelligence knowledge.

AIResearch Papersdeep learning
0 likes · 7 min read
27 Essential AI Papers Recommended by Ilya Sutskever for John Carmack