project
Network scanner cited as an example of standard IT tooling whose active port sweeps can crash fragile legacy PLCs in water treatment environments.
No evidence-backed relationships are recorded.
KaliBench, 8,504 query-command pairs across 1,642 Kali tools, found no open-weight model among 24 configurations topped 42% exact-command accuracy. Scores rise when the model is handed the tool name, but production analysts describe only intent.
Reality
A developer scanned their own MacBook from a second machine on the same network. The parts macOS ships were invisible; the exposure that stayed open was the dev servers they had left running, wider than they thought.
Reality
A full attack chain against a self-hosted lab shows a clean split: reconnaissance that never authenticates logs nothing, while every login attempt and HTTP request produces correlated alerts.
Reality
An SC Media column prices the old deterrent at three hours of attacker research per target and argues the tooling has removed it, which leaves headcount doing no useful work inside a targeting model.
Reality
ONUS routes five numeric fields through one deterministic function and leaves its local Qwen 7B to write prose. The case for that line is a failure-mode argument, not a trust one.
Reality
DEF CON Franklin and the NRWA are funding small-utility defense with philanthropy and volunteer labor, not appropriations. The arithmetic decides who actually gets helped.
Reality