Recent developments show AI fairness is increasingly framed by copyright and employment regulations. A US Third Circuit appeal confirmed that Ross Intelligence’s use of Thomson Reuters’ Westlaw headnotes for AI training was not fair use, emphasizing lack of transformation and market harm. The ruling signals tighter scrutiny of how copyrighted material can be used to train AI models. Parallelly, rights holders are pursuing other cases, such as Concord Music Group’s upcoming lawsuit over Anthropic’s use of song lyrics, indicating that copyright battles will expand across media domains. At the policy level, California’s new No Robo Bosses Act bans reliance on AI alone for employee termination decisions, highlighting concerns about algorithmic bias in workplace decisions. Meanwhile, Google’s updated guidance now mandates manual fact‑checking of AI‑generated content, reflecting industry moves to ensure human oversight and mitigate misinformation. Together, these legal judgments, upcoming lawsuits, and regulatory actions mark a shift toward stricter fairness standards for AI, with future watch points including the outcomes of the Anthropic music case, further appellate decisions on generative AI training, and broader adoption of AI‑governance policies. [[1, 2, 3]]