20 November 2025 · 9 min

How I think about AI safety in production

Not the philosophical kind. The boring, important kind.

When people talk about AI safety, they usually mean alignment theory and existential risk. I'm a developer working in government. The safety problems I deal with are much more mundane — and much more immediate.

The three failure modes I see every week

1. Hallucination in high-stakes contexts. 2. Prompt injection. 3. Data leakage across tenants.