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The active and remote sensing modalities using mechanoluminescence (ML) materials offer an effective solution, though the realization of a self\u2010recoverable, deep\u2010tissue\u2010penetrating system remains a challenge. Here, we report an active and remote visual\u2010tactile HMI based on Ca\n                    <jats:sub>5<\/jats:sub>\n                    Ga\n                    <jats:sub>6<\/jats:sub>\n                    O\n                    <jats:sub>14<\/jats:sub>\n                    :Nd\n                    <jats:sup>3+<\/jats:sup>\n                    , a self\u2010recoverable near\u2010infrared (NIR) ML material. We identify piezoelectricity as the key factor driving the self\u2010recovery process, which, combined with the intense NIR emission, enables the operation without external power or pre\u2010irradiation. These intrinsic properties facilitate exceptional performance, including centimeter\u2010scale deep\u2010tissue penetration, high cyclic stability, and long\u2010term durability. We further demonstrate an HMI\u2010driven control system that effectively transduces biomechanical forces into real\u2010time, multi\u2010directional vehicle driving commands. By bridging the gap between material fabrication and system design, this work establishes a versatile paradigm for non\u2010invasive, active visual\u2010tactile perception in next\u2010generation HMIs and assistive technologies.\n                  <\/jats:p>","DOI":"10.1002\/adma.75229","type":"journal-article","created":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T04:29:46Z","timestamp":1790828986000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Active and Remote Visual\u2010Tactile Human\u2010Machine Interface Based on Self\u2010Recoverable NIR Mechanoluminescence"],"prefix":"10.1002","author":[{"given":"Xiaohui","family":"Zhao","sequence":"first","affiliation":[{"name":"Key Laboratory of Weak\u2010Light Nonlinear Photonics School of Physics Ministry of Education Nankai University  Tianjin 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