Lab / 01Prototype · single session
Can a local LLM triage security events?
Size534 lines, five Python files
StackFlask · LM Studio · PostgreSQL · ufw
StateExperiment, not maintained
Sourcegithub.com/hamza-salih/AISOC
Can a model that runs on my own machine be trusted with a structured decision?
Triage is a classification problem with a small output space: how bad is this, what kind of thing is it, and what should happen next. That shape looks like an easy win for a language model, and doing it locally means no event data leaves the machine — which is the part that makes it attractive for security work at all.
I wanted to know whether that actually holds up when something downstream has to act on the answer.