Integrate CutoffEnvironment into eval pipeline - #159
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Apply CutoffEnvironment.prepare_question() to each question before forecasting, using freeze_datetime (or forecast_due_date as fallback) to add temporal context framing to question backgrounds. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Closes the cutoff integration task.
Changes
CutoffEnvironmentineval.pyand add_apply_cutoff()helper that applies temporal framing usingfreeze_datetime(falling back toforecast_due_date)_apply_cutoff()to every question inrun_evalbefore dispatching to the forecastertests/test_cutoff_integration.pywith 10 tests covering:_apply_cutoff(freeze_datetime present/absent, empty background, field preservation, immutability, forecast_due_date fallback)run_evalend-to-end