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To address both challenges with a single additive, we systematically screened 44 amino acids and dipeptides using molecular dipole moment and LUMO energy as key descriptors. L\u2010Carnosine (LC) emerged as a unique candidate exhibiting both the highest dipole moment and a moderate LUMO energy across the screened library. Experimentally, LC's zwitterionic, multicenter charge distribution drives persistent multidentate adsorption at the zinc interface, suppressing HER, directing (101)\u2010oriented crystallographic deposition through facet\u2010selective passivation, and enabling formation of a vertically graded organic\u2010inorganic hybrid solid electrolyte interphase. Concurrently, the electron\u2010rich imidazole group rapidly quenches polyiodide intermediates through a rapid redox reaction. This synergistic regulation enables Zn||Zn symmetric cells to operate stably for 4980\u00a0h, Zn||Cu cells to achieve 99.76% average Coulombic efficiency (CE) over 1400 cycles, and Zn||I\n                    <jats:sub>2<\/jats:sub>\n                    full cells to sustain over 18\u00a0000 cycles with nearly 100% capacity retention. Furthermore, the practical viability is demonstrated in Ah\u2010level pouch cells with 85% capacity retention after 500 cycles. This work establishes a unique molecular transformation strategy for stabilizing high\u2010energy aqueous energy systems.\n                  <\/jats:p>","DOI":"10.1002\/adma.75095","type":"journal-article","created":{"date-parts":[[2026,9,21]],"date-time":"2026-09-21T06:20:43Z","timestamp":1789971643000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Bioinspired Molecular Screening of Zwitterionic Dipeptides for Stable Ah\u2010Level Zinc\u2013Iodine Batteries"],"prefix":"10.1002","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6948-0028","authenticated-orcid":false,"given":"Tao","family":"Yang","sequence":"first","affiliation":[{"name":"Zhejiang Key Laboratory of Energy Conversion Materials for Advanced Motor College of Materials and Environmental Engineering Hangzhou Dianzi University  Hangzhou P. R. 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