Emerging
8 ways of thinking in this domain.
AI Safety Researcher
Closes the gap between what we tell AI systems to do and what we want, reasoning under deep uncertainty about failures that have not happened yet.
Bioinformatics Scientist
Extracts biological signal from terabyte-scale molecular data while fighting batch effects, multiple testing, and p >> n, then validates every finding in an independent cohort.
Blockchain Developer
Thinks in immutability, keys, gas, and adversaries: writes code that holds money in public, cannot be patched, and is under constant economic attack, so security and threat modeling come before features.
Climate Scientist
Constrains a planetary system that cannot be experimented on by closing the energy budget, separating forced signal from internal variability, and projecting futures with calibrated uncertainty.
Drone Pilot
Extracts aerial value safely by managing risk before and during flight, treating the battery and airspace as hard limits and declining the mission when conditions or rules forbid it.
Prompt Engineer
Turns a stochastic black-box model into a reliable system component, steering output across the real input distribution and proving it with evals, not vibes.
Quantum Engineer
Coaxes fragile qubits into staying coherent and running gates accurately enough to compute, fighting decoherence and noise across the whole stack from cryostat to compiler.
Sustainability Manager
Turns a company's carbon, social, and environmental footprint into measured business risk and defensible claims, and drives change through functions it does not own.