Llm

SOCs are evolving toward agentic architectures where multiple AIs handle triage, investigation, correlation, and response. The decision system itself becomes the target. We argue for capability monotonicity (Lock-Monotone/TGMC) as an architectural invariant that contains a compromised reasoning layer.

Three interactive diagrams to see, step by step, how a sentence flows through a recurrent network (LSTM), a convolutional network (CNN), and finally a Transformer — the architecture every modern LLM is built on. Plus why the mechanics matter for security.