Blog

Notes from building AI that has to hold up under review.

What we learn shipping governed AI, observability and recruitment systems inside regulated clinical environments.

AI architecture

Model-Agnostic Architecture Is a Scalability Decision, Not Just a Flexibility One

Being tied to one LLM provider is usually framed as vendor risk. The bigger issue is scale: cost, capacity, availability and how much of the application you'd have to rebuild when something changes.

September 2026 · 7 min read

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AI observability

LLM Audit Logging: Why AI Observability Is Different

Traditional logs tell you that something happened. AI observability should help you understand the conditions under which it happened — without turning your audit trail into a second data risk.

August 2026 · 6 min read

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