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  "debrief": "OpenAI Codex opened a feature PR adding a ToolResearchManager that queries the WebSearch tool and caches results, integrated into ToolDesignerAgent. The change spans 30 files with 1214 additions and 522 deletions across two commits. The PR notes list failing ruff and black checks. It merged in 0.03 hours with zero reviews and no changes requested.",
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