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Practical perspectives on software, AI, and automation from the team at Automathing.

RAG: Does Your AI Project Actually Need It?
Artificial IntelligenceAI AgentsRAG

RAG: Does Your AI Project Actually Need It?

RAG isn't a universal solution, it's a precision tool. How to decide if your project needs it, how it actually works, and how to avoid the mistakes that break it.

Ismael Messa
Aug 3, 2026
8 min read
Building an AI Agent Team: What Actually Works
Artificial IntelligenceAI AgentsArchitecture

Building an AI Agent Team: What Actually Works

How we built a multi-agent architecture at Automathing: one orchestrator per project, specialized AI agents, and rules written from real errors.

Ismael Messa
Jun 8, 2026
8 min read