AI human oversight is becoming an increasingly important issue as businesses allow artificial intelligence to handle more analysis, decisions and operational tasks. AI can help employees process information faster, automate repetitive work and improve productivity. However, when an automated system makes a mistake or encounters a situation it cannot handle, someone may still need to […]
California has become the first US state to ban employers from relying solely on AI to fire or discipline workers. We read the signed text of SB 947 section by section, compare it with the version Newsom vetoed in 2025, and set out who is covered, the penalties and a compliance checklist for employers.
Johns Hopkins researchers took 427 real workplace writing prompts, rewrote each into a women-associated and a men-associated version, and ran both through GPT-4, Llama, Mistral and Gemma. Every model returned shorter, plainer, less formal documents for the women-coded phrasing. Adding a male or female sign-off name changed nothing. Linear probes decode the linguistic register at 0.988 accuracy by layer 5 while name gender reaches only 0.717, and activation patching puts the causal weight in layers 0 to 7. This article covers the method, the per-model results, the two controls that rule out mirroring, and why the authors say users cannot fix it themselves.
AI Nudging can improve workplace productivity, but UK employers must govern data, transparency, fairness, monitoring, equality, rest, and employee challenge rights.
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