4+ years leading engineering in crypto (protocol/DeFi, exchange, market/data infra, or comparable) Proven SDLC/DevOps/CI-CD and SRE practice (SLOs + error budgets + incident response) Experience shipping data/ML systems or MLOps basics (versioning, parity tests, safe rollout) Excellent technical writing and async collaboration