Figure 2: The environment for training and evaluation. All four training stages use these tools and guidelines. The condenser shortens long tool results to what the question needs before the agent reads them. Compaction summarizes the agent's context when it grows too long, so research can continue. The research budget caps research time and context; when it runs out, the report writer answers from what was found.