- In-flight run completes normally when budget exhausted by another run
- Budget gate blocks next run after exhaustion
- BlockedBy returns detailed policy/scope/spent/limit info
- Agent-scope exhaustion blocks even when company budget has room
- Budget gate transitions from allowed to blocked after spending
- Cost entry recorded even when budget would be exceeded
