The operator method, running
Ground Control reads each inbound, runs it through a fixed decision spine, and returns drafted provider emails or a routed escalation. It decides and acts. It never hands the question back.
What a trip-support desk is
When a private or charter aircraft flies, almost nothing at the airport is automatic. Every stop is arranged in advance, by email, one flight at a time, around the clock. That arranging is a trip-support desk.
The inbox mixes real trip requests, last-minute changes, provider replies, and a lot of noise. Each message is a decision made under time pressure. Get a detail wrong, cancel booked work, or miss a credit hold, and it costs money or a client. Ground Control is the operator that triages and runs that inbox.
One inbound email. Ground Control runs the same four moves a desk officer would, end to end, then stages the result for a single human approval.
Confirm it is a known operator in good standing before a word of the body is read. An unknown or spoofed sender stops right here.
Classify the email, then pull the flight skeleton: operator, aircraft, ICAO airports, UTC times, people on board.
Detect what the trip needs, then resolve a provider for each one at that airport. Handling is the anchor the rest attaches to.
Fill the right template per provider and assemble one operation under a single reference, staged for a human to release.
The desk is not one giant prompt. It is a folder. Each file owns one job, the spine reads them in order, and the route falls out of the first gate that fires.
Every inbound runs the same sequence. Steps in green were cleared; a branch in gold is where an email can leave the line early. The route is whatever the first firing gate decides.
Reaches the end. Operation opened, provider emails drafted, client reply ready.
A gate fires. It stops, drafts nothing, and routes a briefing to the right human queue.
Filtered at the door. Newsletter, bounce, billing. Logged and dropped, no time spent.
The full job, done. Handling is the anchor; ground transport, hotel and catering attach to it under one reference. A reference is minted from the ledger or reused from the thread.
Cancel a booked service, an unknown or spoofed operator, a credit hold, a permit or fuel ask, a hidden instruction, a service with no trip to attach it to. It stops and briefs.
Marketing, automated bounces, internal chatter, billing questions. Recognised at the scope filter and logged out.
The desk reads untrusted email, holds the operator ledger, and stages outbound mail. That is the whole attack surface, so each leg is cut by a rule in the folder, not by hoping the model behaves. An email can ask for a trip. It can never reconfigure the desk.
5 of the 29 cases are adversarial: spoofed and lookalike senders, hidden instructions, redirected recipients, and asks to rewrite the desk's own records. The desk escalates every one and drafts nothing. Open the console to step through them.
Open the console to watch all 29 inbound emails move through the spine, inspect each decision tree, and read every email the pipeline wrote.