Deep ML expertise across at least two of physics-informed models, time-series, reinforcement learning, or agentic systems; and the judgement to choose the right tool not the fanciest.
Comfortable turning dirty data into reliable training sets through sensor data curation, plant-graph contextualisation, and integration with semi-structured records.
Architecture ownership: Own the full technical stack including: Ionic Angular / React, FastAPI services, Supabase (Postgres, Auth, Storage), Cloudflare Workers, and LLM integrations.
Shipping software: Write, test, and deploy code. This is a hands on product role, not a management role. At Pre-Seed, the founding engineer is the engineering team.
