Alcemy is unusually specific about how hiring works and what support looks like on the job, including structured interviews, relevant take-home tasks, and clear ramp plans. The main limiter is simple: there are some early-career entry points, but not many visible 0–3 year full-time trig roles at any one time, and early-career progression data is still thin outside review platforms.