SFRS reasoning

The standard cited matters as much as the answer.

A useful accounting agent should not only say what it drafted. It should say why: the standard applied, the evidence it read, the alternatives it considered, and where a human needs to decide.

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.

SFRS reasoning in the product supports review. It does not replace professional judgment, audit advice, tax advice, or legal advice.

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