Offload was a no-op — conversation is within the retention budget.
Approximate token count of the conversation messages alone.
Total context token count including system overhead, or 0 when no
token tracker is available.
Model context window limit, if available.
Human-readable retention budget (e.g. "20.0K tokens").
