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Notes from the build.

Field notes on building AI-native companies for regulated industries — deployment, data loops, and the numbers that move.

What Is an AI Venture Studio? The Co-Founding Model, Explained Incubators mentor. Accelerators batch. VCs write cheques. A venture studio co-founds — and for AI companies, that difference is structural. 18 Aug 2026 · 7 min read Cutting False Positives in Financial Crime Detection with Adaptive AI Rule-based transaction monitoring buries compliance teams in alerts that go nowhere. The fix isn't better rules — it's a system that learns from every alert an analyst clears. 11 Aug 2026 · 8 min read AI Accounting Automation: What Small Businesses Can Hand Over in 2026 Bookkeeping is the classic evenings-and-weekends tax on small business owners. Here's what genuinely automates in 2026 — and the design principle that makes it safe. 4 Aug 2026 · 7 min read Deploying AI in Regulated Industries: The Gap Between a Demo and a Business Model capability keeps doubling; enterprise adoption doesn't. The distance between them is engineering — and in regulated markets, that distance is the entire prize. 28 Jul 2026 · 9 min read Forward-Deployed Engineers: Why AI Products Are Built Inside the Customer The best applied-AI teams don't ship software to their customers — they ship engineers. Here's why the forward-deployed model wins, and what it takes to run it well. 21 Jul 2026 · 6 min read Intelligent Document Processing: From OCR to Answers OCR digitised documents; it didn't understand them. Modern document processing is a pipeline with checkpoints — and the endgame isn't extraction, it's search that answers questions. 14 Jul 2026 · 8 min read

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