SocioLens — RO-LD04-04: What AI set-ups do employers actually give trainees and junior staff?

urn:uuid:1509a93b-8f75-5bb3-a174-ffb9a7a19f32 SocioLens — RO-LD04-04: What AI set-ups do employers actually give trainees and junior staff? New versions of this research opportunity and changes to the claims it rests on. 2026-10-14T00:00:00Z SocioLens urn:uuid:aac706ab-662a-523a-99e4-ee84481c95cb New research opportunity: RO-LD04-04 — What AI set-ups do employers actually give trainees and junior staff? 2026-10-14T00:00:00Z

In law firms, hospitals and residency programmes, and software firms, what generative-AI tools, settings and rules do trainees and junior staff actually get, do they differ from what seniors get, and do any employers use the learning protections (hints instead of answers, AI-off practice) that experiments show protect skill?