Building practical AI-native tools for real-world work
I explore the intersection of AI agents and marketing operations, focusing on small, useful tools that make complex workflows easier to manage.
- Agent architecture, memory, and observable workflows
- Marketing operations and automation for small teams
- Practical automation for everyday work
- Focused tools that solve real operational problems
- AI-native agent tools that help operators work with less friction
- Marketing tools grounded in real campaign workflows




