Real-time neural automation audit for any occupational title. Synthesizes BLS labor statistics, frontier LLM task capabilities, and physical robotics timelines.
Evaluating task decomposition, frontier agent benchmarks, and physical dexterity constraints.
Automation rarely wipes out an entire occupation at once. Instead, individual tasks fall sequentially.
Core competencies identified in your profile that retain premium economic value:
Occupations requiring 70%+ of your current skill footprint with significantly lower automation vulnerability:
Newly created specializations bridging human oversight and autonomous AI systems:
Methodology reviewed by computational labor economists, robotics researchers, and workforce policy analysts across decentralized research consortia.