5+ years product management experience, ideally on platform, AI/ML, infra, or developer-facing products Strong technical fluency; able to write product specs for model lifecycle, inference/runtime, evals, and safety systems Experience defining platform interfaces and driving adoption across multiple product teams Proven ability to lead cross-functional execution with measurable outcomes Experience building in enterprise SaaS environments with multi-tenant requirements, governance, and operational rigor Experience with LLM systems, multi-agent orchestration, and evaluation frameworks (preferred) Familiarity with fine-tuning, RLHF/RLAIF concepts, and prompt optimization loops (preferred) Experience with voice/ASR/TTS systems and real-time latency-sensitive product constraints (preferred) Exposure to regulated domains and compliance-driven product requirements (preferred)