The problems I work on.
Practical work with AI, automation and security—starting with the problem, not the platform.Making AI useful in practice
“We use AI, but it hasn't become a reliable workflow.”
I explore ways to connect agents, tools and useful context, with clear responsibilities and human review where it matters.
Connecting systems and automating work
“Too much of this process still depends on someone doing it manually.”
I connect systems and build focused tools around repetitive work, with visible failures and a handoff someone else can understand.
Making security and change manageable
“We need stronger security, but people still need to get their work done.”
I work on identity, devices and migrations, treating rollout, recovery and evidence as part of the change—not an afterthought.