Why asking an LLM directly gives you answers you can't trust, and how treating skill creation as scientific inquiry fixes the reproducibility problem nobody is talking about.
How FCCS eliminates parent investment against subsidiary equity, calculates goodwill, and handles NCI — covering IFRS 10.B86, IFRS 3, and ASC 810-10-45.
How FCCS applies ownership percentages and consolidation methods under IFRS 10 and ASC 810 — the proportionalization setup that runs before eliminations.
Intercompany eliminations in FCCS: accounting requirements, FX complexity, Plug accounts, and validation. Covers IFRS 10.B86 and ASC 810-10-45 with system configuration.
A workflow I'm using to speed up analysis with AI — identify context, point to real documentation and objects, and iterate with specific questions.
What I paid for 606M tokens vs what premium APIs would have cost — and what local inference actually costs at home-lab scale.
Deep-dive into FCCS currency translation — rate types, CTA calculation, opening balance logic, and the traps that break consolidations.
FCCS consolidation: currency translation, ownership, intercompany, NCI, acquisitions, equity, PPA, adjustments — mapped to IFRS and US GAAP.
Premium frontier models cost 18-35x more than alternative frontier models with comparable quality. The gap isn't about capability — it's about familiarity.
Companies spend 10-50x more than necessary by defaulting to frontier models for simple tasks. The research shows a clear pattern — and a clear fix.
