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Here we propose a dual\u2010phase synergistic engineering strategy, and in combination with replica molding and femtosecond laser direct writing technologies, achieve the construction of a biomimetic superhydrophobic surface and the controllable precipitation of PQDs while endowing the film with superelasticity. Benefiting from the dual\u2010phase structure and biomimetic surface design, the film still retains more than 52% of its initial luminescence intensity and a water contact angle above 150\u00b0 under 800% tensile deformation. This strategy is applicable to full\u2010spectrum luminescent systems spanning 470\u2013688\u00a0nm and supports proof\u2010of\u2010concept binary optical encoding. After continuous immersion in water for 240 days, the film still retains more than 90% of its initial luminescence intensity and more than 95% machine\u2010learning recognition accuracy. This work provides a new strategy for the design of multifunctional flexible PQDs films with stable luminescence under deformation and water exposure.<\/jats:p>","DOI":"10.1002\/adma.75486","type":"journal-article","created":{"date-parts":[[2026,10,24]],"date-time":"2026-10-24T07:39:11Z","timestamp":1792827551000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Constructing Stretchable Superhydrophobic Perovskite Quantum Dot Films via Dual\u2010Phase Synergistic Engineering"],"prefix":"10.1002","author":[{"given":"Jianqiang","family":"Xiao","sequence":"first","affiliation":[{"name":"Hunan Key Laboratory of Nanophotonics and Devices School of Physics Central South University  Changsha China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0763-3834","authenticated-orcid":false,"given":"Kai","family":"Yin","sequence":"additional","affiliation":[{"name":"Hunan Key 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Laboratory of Nanophotonics and Devices School of Physics Central South University  Changsha China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"He","sequence":"additional","affiliation":[{"name":"Hunan Key Laboratory of Nanophotonics and Devices School of Physics Central South University  Changsha China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ji\u2010An","family":"Duan","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Precision Manufacturing For Extreme Service Performance College of Mechanical and Electrical Engineering Central South University  Changsha 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