Writing

Field notes

Open source, local LLMs, and what it takes to ship AI inside regulated fintech.

2 min read

I put the UAE Dirham symbol on the web before the browsers caught up

How and why I shipped the dirham and riyal npm packages, and what a currency symbol has to do with shipping AI inside regulated fintech.

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2 min read

When to run a local LLM instead of calling an API

When a private LLM on your own hardware beats a hosted API. A decision guide for regulated-fintech engineers, plus the use-local-llm React hooks I built.

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2 min read

Spec-driven development keeps AI agents from shipping the wrong thing

Why I gate every phase of agentic development behind a human approval, and how SpecForge runs that loop for Claude Code.

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