Done. Your FY2025 forecast accuracy review is ready in `output/accuracy-note.md`.

**Key findings:**
- The **9+3 reforecast nailed it**: just $3K variance on $11.2B revenue (0.02%) with a 0.63% MAPE
- **Budget was off by $362K or 3.2%** on revenue, mostly driven by July being 15% low
- **Accuracy improved steadily** with each reforecast as months closed: 6+6 cut the variance from 3.2% to 1.4%
- **Operating expenses were nearly bulletproof** across all versions, with the best at 0.30% MAPE

The write-up includes detailed tables for both revenue and operating expenses, plus the data notes with file hashes.