The research that landed hardest was not merely a benchmark result — it was an admission about what the field treats as a body. Medical researchers confirmed in June that LLM psychiatric tools recommended inferior care for Black patients the moment race became a visible input [3]. The researchers themselves described the finding as unexpected [3], which is itself a statement about how the field models the problem: if the outcome surprises the team that built the tool, the team was not looking for this failure.