Check what an agent is about to do
Pick an example or write your own action. Knight reads what it really does, not what it looks like, and decides whether to allow it, hold it for a human, or block it.
Knight remembers what a session has done, so a risky pair of steps is caught even when each step looks fine.
Review queue
Anything Knight held or blocked waits here. Approve it and Knight learns it was fine; keep it blocked and Knight learns it was not.
Does adapting help?
A fixed set of hand-written cases, the same on every run. Each row shows how many got through three versions of Knight: one that never learns, one before it learns, and one after it learns from the misses in the “allowed programs misused” row only.
Charter
The charter is the agent’s authorization boundary: what it may touch, where it may connect, how much it may spend. Edit it and Knight enforces the new version immediately.
Audit log
Every decision, review and adaptation is chained to the one before it. Changing or deleting any past entry breaks the chain.