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The Observatory 3D figure never animated because the sensing_update WS frame carried no per-person position/motion_score/pose — only image-space keypoints. The FigurePool/PoseSystem (and demo-data.js's own contract) animate each figure from persons[i].position (room-world), .motion_score (0..100), and .pose; none were on the live stream. Honest scope (Case 2): the pipeline has no calibrated per-person room localizer or per-person skeletal pose. New field_localize module extracts the strongest peak(s) from the real signal_field grid (subcarrier variances x motion-band power) and maps the peak cell to Observatory world coords with the exact _buildSignalField transform. motion_score is the measured motion_band_power passed through; pose is set only from a real aggregate posture estimate, else None (never a fabricated skeleton). Empty/below-threshold field -> persons: [] (no phantom); present person with no resolvable peak keeps position [0,0,0], not invented coords. attach_field_positions runs after the tracker step at all five broadcast sites. New position/motion_score/pose fields added to both PersonDetection structs. No UI change needed — the Observatory already reads these fields. Tests: field_localize peak/coordinate/empty/separation units + observatory_persons_field_position_tests (known-peak -> emitted position, empty-room -> no phantom, pose real-or-None, below-threshold honesty). sensing-server bin 441->451, 0 failed. Co-Authored-By: claude-flow <ruv@ruv.net>