Refactor context preparation to embed topology information directly into the system prompt using a {{topology_info}} placeholder, replacing the previous approach of appending a separate SystemMessage. This consolidates context into a single system message and simplifies token accounting. The logging is updated to reflect the new token breakdown, showing combined system prompt tokens (base + topology) instead of separate components.
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