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Oversharing has lurked in most organisations for years. AI assistants like Copilot turn that latent risk into an active one by making everything instantly findable. The challenge isn’t the AI. It’s the information people can already access.

Declarative Agents and Multi-Agent Systems: How to Build AI That Works as a Team
Not all AI agents are built the same way. Understand declarative agents versus custom engine agents, and how multi-agent systems let specialised agents collaborate.

Making Sense of Microsoft’s “IQ” Layers: Work IQ, Fabric IQ, Foundry IQ, and Web IQ
Microsoft’s IQ layers (Work IQ, Fabric IQ, Foundry IQ and Web IQ) are the intelligence that makes AI agents reliable. Here’s what each does, how they fit together, and why they matter for SMEs, corporates, and non-profits.




