About
I’m Keith. I work in cybersecurity — detection engineering, cloud security, and lately the sharp edges of putting language models into security operations.
This blog is field notes: things I learned by building them, including the parts that didn’t work and the parts that scared me once they did.
Views are my own and not those of any employer, customer, or the U.S. Army.