Requirements Production experience building LLM-based features or agents Hands-on experience with agent development: tool calling, context management, evaluation A genuine passion for sharing knowledge and teaching other engineers Client-facing experience: consulting, pre-sales or technical account work with external stakeholders Able to translate a client's or department's business needs into scoped AI use cases with measurable outcomes Comfortable presenting to non-technica