Generating a report for a large plate could previously hit the AI model's context limit and fail without a clear explanation. Report generation now manages conversation size proactively, so large-plate reports complete reliably, and any remaining errors are surfaced clearly instead of disappearing silently. Tool approvals are also snappier — approving an action while the assistant is still responding can now complete in the same turn instead of requiring an extra round-trip.