It Reads Better Than It Decides

A chatbot that invents a fact says it to one person, once. A connector that invents a fact writes it into the graph, where it looks exactly like the true ones. So I let the model read, and took away its ability to decide.

September 30, 2026 · 15 min

We've Seen This Movie Before

Prompt attacks are a new kind of threat. The tooling growing up around them is a ladder security has already climbed once.

August 24, 2026 · 14 min

Twelve Ways to Make a Threat-Intel Bot Lie

A threat-intel assistant that says “I don’t know” is useful. One that invents a plausible answer is a liability. So I spent a day trying to make mine invent things, and wrote down what happened.

June 11, 2026 · 12 min

I'm Ashwin. I build the engineering that lets organizations get ahead of attacks, and write about the decisions behind it.

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