Now

Agentic commerce in B2B: purchasing and procurement workflows, automated ordering, and the product services that sit underneath. Most of the real work is the layer beneath the agent. That is what decides whether autonomous ordering holds up in a transaction the buyer is accountable for.

Long-horizon commerce architecture. The next five years of technology shifts are coming faster than most enterprise stacks were designed to absorb. The question I keep returning to: how do you position infrastructure and architecture so new capability gets consumed rapidly, instead of needing a transformation program to land it each time?

• Architecture and team dynamics in the era of autonomous agents
• Risk and governance around agents operating inside real workflows
• Strategic talent management as the shape of the work changes
• Security and privacy posture for agents touching production systems

Cycling.

Building an aquaponics system that uses modern sensors and machine learning to optimize and improve output.