The KB is structured, not vibes.
The Accountant Included KB is authored as validated Markdown notes with source URLs, review dates, confidence tiers, plain-English queries, and short source excerpts. The current local bundle has 366 notes and 2,867 chunks.
Reasoning should route uncertainty to review.
When treatment depends on judgment, the right product behavior is not to hide that uncertainty. It is to show the candidate treatment, the citation, the confidence, and the decision the user needs to make.
Singapore launch focus
The Singapore launch surface starts with SFRS, IRAS GST, GST F5, InvoiceNow, and SME workflows. UK GAAP and US GAAP are expansion frameworks, not launch claims.