Direct experience with at least one major provider's APIs (Anthropic, OpenAI, Azure OpenAI, or Snowflake Cortex), choosing models and runtimes on fit, latency, cost, and data sensitivity rather than novelty. Design, build, and ship AI companions, agents, and workflow automations from prototype through production, for users including selling agents, community teams, accounting, and marketing.