operator panel

users

active subs

requests (24h)

agent

user	email	tier	sub	last seen

active sessions

sessions 24h

tool calls 24h

errors 24h

egress denials

session	user	role	tier	started	ended	lanes	calls	errs	egress	action
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Heuristic score (≥2): test-domain email, role-confusion username, cluster-IP, no last-seen

id	username	email	tier	domain	ip_cluster	score	created	action
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