At 23 Ventures, I reduced LLM execution costs by 66% through context optimization and capability-based tool selection. I also implemented agent-orchestration components for the Axyen/Airbridge AI productivity platform, enabling multi-step tool execution, human approvals, and task resumption.
I owned end-to-end development of Marsen, an AI marketing automation platform, combining customer data, audience segmentation, and personalized campaigns. Earlier, I improved response times and latency at Underpin Services and Aaptatt through backend bottleneck fixes and Redis caching.
