3+ years of experience building ML systems and features. Familiarity with modern LLM-based frameworks and protocols (e.g., MCP, A2A). Experience running experiments, trying different approaches, and following clear evaluation protocols. Curiosity about machine learning and building commercial software. Comfortable being lean and fixing problems independently. Ability to effectively communicate work within the team.