We did not start from AI. We started from two fields where
failure is expensive and discipline is non-negotiable.
From cyber
security we bring the habits of assuming hostile input,
granting the least privilege that works, separating who
proposes from who approves, and keeping an audit trail.
[VERIFY: one specific sentence on the security career — role, scope, years]
From product
development we bring the habits of defining "done"
before building, setting release gates, instrumenting what
ships, and counting what each unit of value costs.
[VERIFY: one specific sentence on the product career]
AI agents inherit both sets of problems: they accept untrusted
input and they are products with an operating cost. The
assessment applies both.
What this
experience does not cover. [VERIFY: an honest limit — e.g. systems not yet certified against a regulatory standard, or production agent deployments to date] . If an engagement needs expertise we do not have, we will say
so and help you find it.