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[>_] ROOM · Cybersecurity
Anatomy of an AI Application
Deconstruct modern AI applications into their core components: LLMs, vector databases, orchestration layers, and tool integrations.
Typical components include the LLM, a vector database for retrieval, an orchestration layer that manages prompts and tools, plus APIs and user interfaces connecting everything together.
What does an orchestration layer do?
It coordinates prompts, memory, retrieval and tool calls around the model, deciding what context the LLM sees and which actions it may take. It is often where security controls belong.
Why should security testers learn AI architecture?
You cannot test what you do not understand. Knowing each component shows you where untrusted data flows, where trust is assumed and where attacks are most likely to land. This beginner room is free on Codelivly.