Done! I've written the FY2025 forecast accuracy review to `/tmp/spb-forecast-accuracy-fy25-claude-li81j1ui/output/accuracy-note.md`.

**Key findings:**

- **9+3 reforecast** was nearly perfect: revenue off by just $3K (0.02%), OpEx off by $631. MAPE of 0.63% on revenue shows excellent accuracy with 9 months of actuals locked in.

- **Budget** overstated revenue by $362K (3.2%), driven mainly by a 15% miss in July. But expenses came in nearly flat, partially offsetting the error.

- **3+9** (Q1 actual) halved the revenue miss to $177K but still couldn't predict July's $80K shortfall. OpEx forecasting was tighter at 1.8% MAPE.

- **6+6** (H1 actual) had good revenue MAPE at 2.9% but contained a big September forecast error ($151K miss). Operating expenses were nearly perfect at $2K variance.

Both `accuracy.json` (raw metrics) and `accuracy-note.md` (the write-up) are in the `output/` folder.