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The latest from the world of Shelf
From Pilot Projects to Platform Thinking – How to Strategically Scale AI Agents in the Enterprise
The age of artificial intelligence in the enterprise is no longer a distant future—it’s a disruptive present. While many companies have dipped their toes into AI through isolated pilots and flashy...
Garbage In, Failure Out – Solving the Unstructured Data Crisis in AI Agent Deployment
As enterprises race to integrate AI agents into operations, many are discovering a hard truth: it’s not the models holding them back—it’s the mess. Specifically, the mess of unstructured data. While...
From Solo Agents to Digital Teams – Architecting Multi-Agent Systems for Enterprise Scale
The future of AI in the enterprise won’t be built on monolithic models—it will be orchestrated by systems of specialized agents working together like a digital workforce. That’s the central thesis...