Writing
Pieces on AI architecture, context engineering, building production multi-agent systems, and the craft of engineering. Published on the Brevian blog and LinkedIn.
Context-Driven Design treats context assembly as a first-class architectural concern: assembling the right working set of information at the moment of inference to build reliable LLM applications.
Where the line between a prompt loop and a multi-agent system actually sits, and what that implies for the harness you have to build underneath.
New intelligence, synthesized from every layer of your sales data, delivered as operational playbooks you can act on this week.
Most sales managers have more call recordings than they have time to watch. That is not an information problem. It is a structure problem.
When your AI handles 25% of U.S. mortgage closings, the error rate in the critical path has to be zero. Why that constraint is architectural, not a tuning problem.
Staying close to the craft is not the same as doing it. What it took to close that gap as a founding CTO.