Every run is a record
Each stage is one run of a coding agent CLI. The run records which model ran, at what effort, how long it took, the tokens in and out, and what it cost. The transcript is kept as a log, and the review report is a note on the ticket.
This is the first unbounded spend in the system, so the number is always on the screen. A conversation shows its running total in the footer, and a ticket shows what every stage cost to get it where it is.
Runs that succeed but change nothing are counted too. Three rounds in a row with no progress is a stall, and a stall is a question for a human rather than a fourth round.