Insights & blog
Engineering writing from Cybrotrix.
Notes on AI, software architecture, .NET, DevOps, cloud, automation and security, written by the people who build our products and client systems.
Grounding LLMs in enterprise data: retrieval, structure and tools
A language model without access to your systems can only guess. The engineering work is in retrieval, structured outputs and tool calling, with evaluation around all of it.
ReadAgentic workflows need permissions, not just prompts
An agent that can call tools is an actor in your system. Treat it like one: scoped permissions, approval gates, audit trails and a kill switch.
ReadNext step
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