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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Engin Fut.</journal-id>
      <journal-id journal-id-type="publisher-id">enginfuture</journal-id>
      <journal-title-group>
        <journal-title>Engin Future</journal-title>
      </journal-title-group>
      <issn pub-type="epub"/>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/enginfuture.2026.05</article-id>
      <article-id pub-id-type="publisher-id">EF-2026-5</article-id>
      <article-categories>
        <subj-group>
          <subject>Perspective</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Dynamically adaptive molecular design via resonance variation</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Chen</surname>
            <given-names>Siming</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Jia</surname>
            <given-names>Furui</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Wang</surname>
            <given-names>Honglei</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5080-2533</contrib-id>
          <name>
            <surname>Tao</surname>
            <given-names>Ye</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
      </contrib-group>
      <aff id="I1"><sup>1</sup>State Key Laboratory of Flexible Electronics (LoFE) &amp; Institute of Advanced Materials (IAM), Nanjing University of Posts &amp; Telecommunications, Nanjing 210023, Jiangsu, China.</aff>
      <aff id="I2"><sup>2</sup>School of Chemistry and Chemical Engineering, Shandong University of Technology, Zibo 255000, Shandong, China.</aff>
      <aff id="I3"><sup>3</sup>Institute of Materials Science and Engineering and Institute of Micro and Nanotechnologies MacroNano, Ilmenau University of Technology, Ilmenau 98693, Germany.</aff>
      <aff id="I4"><sup>4</sup>State Key Laboratory of Coordination Chemistry, Nanjing University, Nanjing 210023, Jiangsu, China.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Prof. Ye Tao, State Key Laboratory of Flexible Electronics (LoFE) &amp; Institute of Advanced Materials (IAM), Nanjing University of Posts &amp; Telecommunications, Nanjing 210023, Jiangsu, China. E-mail: <email>iamytao@njupt.edu.cn</email></corresp>
        <fn fn-type="other">
          <p><bold>Received:</bold> 1 Jun 2026 | <bold>First Decision:</bold> 13 Jul 2026 | <bold>Revised:</bold> 20 Jul 2026 | <bold>Accepted:</bold> 3 Aug 2026 | <bold>Published:</bold> 12 Aug 2026</p>
        </fn>
        <fn fn-type="other">
          <p><bold>Academic Editor:</bold> Huan Pang | <bold>Copy Editor:</bold> Shu-Yuan Duan | <bold>Production Editor:</bold> Shu-Yuan Duan</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>12</day>
        <month>8</month>
        <year>2026</year>
      </pub-date>
      <volume>1</volume>
	  <issue>1</issue>
      <elocation-id>3</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026.<bold>Open Access</bold>This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Advanced materials are gradually expected to perform sensing<sup>[<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref>]</sup>, data encryption<sup>[<xref ref-type="bibr" rid="B3">3</xref>,<xref ref-type="bibr" rid="B4">4</xref>]</sup>, and self-regulation<sup>[<xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B6">6</xref>]</sup>, driving the pursuit of molecular intelligence<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>. Unlike conventional static materials, these advanced smart materials require an intrinsic ability to adapt their properties in real time<sup>[<xref ref-type="bibr" rid="B8">8</xref>-<xref ref-type="bibr" rid="B11">11</xref>]</sup>, which demands a deep understanding of how molecular-level dynamic processes govern macroscopic properties under fluctuating environments<sup>[<xref ref-type="bibr" rid="B12">12</xref>-<xref ref-type="bibr" rid="B15">15</xref>]</sup>. However, traditional molecular design strategies have long been grounded in static Lewis structures, which struggle to capture the dynamic changes occurring during the fabrication and operation of materials<sup>[<xref ref-type="bibr" rid="B16">16</xref>,<xref ref-type="bibr" rid="B17">17</xref>]</sup>. Therefore, it is essential to transcend conventional static molecular design principles and adopt an intelligent design perspective that fully accounts for electron delocalization and subtle bond reorganizations within molecular frameworks.</p>
      <p>Introducing resonance structures directly addresses this need. By describing delocalized electrons beyond a single Lewis formula, resonance structures overcome the limitations of static representations, providing a theoretical foundation for dynamic molecular intelligence<sup>[<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B19">19</xref>]</sup>. Among various resonance material systems, resonance variation-based dynamically adaptive (RVDA) materials stand out due to their unique dynamic tunability<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>.</p>
      <p>In RVDA molecules, heteroatom-containing linkages (e.g., N-P=O, N-P=S and N-C=O) exhibit low energy barriers for resonance interconversion, enabling rapid and efficient transitions<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. Consequently, by constructing donor-resonance-donor (D-R-D) or donor-resonance-acceptor (D-R-A) structures through such resonance linkages, RVDA molecules achieve dynamic interconversion among multiple canonical forms [<xref ref-type="fig" rid="fig1">Figure 1A</xref>]. This inherent dynamic variation overcomes the limitations of static molecular systems, enabling the modulation of charge distribution, energy levels, spin-orbit coupling, and charge transport, thereby unlocking a wide range of applications including organic light-emitting diodes (OLEDs), perovskite solar cells (PSCs), anti-counterfeiting, and sensors [<xref ref-type="fig" rid="fig1">Figure 1B</xref> and <xref ref-type="fig" rid="fig1">C</xref>]<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>.</p>
      <fig id="fig1" position="float">
        <label>Figure 1</label>
        <caption>
          <p>(A) Schematic comparison between the RVDA design strategy and conventional static molecular design strategies; (B) Schematic diagram of RVDA molecules and their resonance variation; (C) Schematic diagram of the dynamically adaptive device application based on RVDA molecules. This figure is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup> Copyright © 2026 American Chemical Society. RVDA: Resonance variation-based dynamically adaptive.</p>
        </caption>
        <graphic xlink:href="ef1005.fig.1.jpg"/>
      </fig>
    </sec>
    <sec id="sec2">
      <title>MICROSCOPIC ADAPTIVE RESONANCE INTERCONVERSION</title>
      <sec id="sec2-1">
        <title>Principles of resonance variation</title>
        <p>The dynamically adaptive RVDA materials originate from the delocalized electron distribution across multiple canonical forms, which enables reversible, stimulus-responsive transitions between distinct electronic states. By overcoming a relatively low energy barrier, RVDA molecules undergo reversible interconversion between the neutral state (e.g., N-P=O, N-P=S, N-C=O) and the charged state (e.g., N<sup>+</sup>=P-O<sup>-</sup>, N<sup>+</sup>=P-S<sup>-</sup>, and N<sup>+</sup>=C-O<sup>-</sup>) [<xref ref-type="fig" rid="fig1">Figure 1B</xref>]<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup>. This phenomenon has been directly confirmed in single-crystal structures, where the dynamic equilibrium induces significant structural redistributions, characterized by the structural shortening of N-P (or N-C) bonds and the lengthening of P=O (or P=S, C=O) bonds, which imparts partial double- and single-bond characters, respectively<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>. Furthermore, the insulating nature of the resonance linkage suppresses electronic communication between conjugated moieties, thereby preserving the inherent optical properties of the functional groups while selectively modulating their electrical properties<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>.</p>
        <p>RVDA materials at the molecular level lead to remarkably enhanced macroscopic device performance, typically manifesting as stimulus-responsive self-adaptivity<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. In practical application scenarios, RVDA molecules enable a reversible transition from the neutral state to the charged state by crossing the energy barrier after being activated by energy sources such as electrical, optical, or thermal energy, thereby unlocking the self-adaptive regulation of multiple optoelectronic properties.</p>
      </sec>
      <sec id="sec2-2">
        <title>Regulation of resonance variation</title>
        <p>To quantitatively describe resonance interconversion, the resonance variation energy (<italic>E</italic><sub>RV</sub>) is introduced.<italic> E</italic><sub>RV</sub> is defined as the energy difference between the most stable neutral state and the charge redistributed state, as shown in Equations (1)-(3):</p>
        <p><disp-formula><label>(1)</label> <tex-math id="E1"> $$ E_{\mathrm{RV}} =E_{1}-E \\ $$ </tex-math></disp-formula></p>
        <p><disp-formula><label>(2)</label> <tex-math id="E2"> $$ E_{\mathrm{RV}}^{\prime} =E_{2}-E \\ $$ </tex-math></disp-formula></p>
        <p><disp-formula><label>(3)</label> <tex-math id="E3"> $$ \Delta E_{\mathrm{RV}} =E_{1}-E_{2} \\ $$ </tex-math></disp-formula></p>
        <p>In the above equations, <italic>E</italic> is the molecular energy of the neutral state, <italic>E</italic><sub>1</sub> and <italic>E</italic><sub>2</sub> are the energies of two different canonical forms, and Δ<italic>E</italic><sub>RV</sub> is the energy difference between them. </p>
        <p><italic>E</italic><sub>RV</sub> plays a decisive role in regulating the molecular resonance interconversion capability<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>, thereby determining the response rate and magnitude of the adaptive variation in macroscopic material properties. A lower<italic> E</italic><sub>RV</sub><italic> </italic>implies a lower energy barrier for resonance variation, facilitating rapid interconversion between neutral and charged resonance states. The resonance variation energy can be effectively tuned by modifying the composition of the resonance linkage. For example, the N-P=S resonance linkage typically exhibits a lower<italic> E</italic><sub>RV</sub><italic> </italic>than N-P=O, due to the weaker back-bonding from sulfur to phosphorus resulting from the longer 3p-2p bond length [<xref ref-type="fig" rid="fig2">Figure 2A</xref>]. Notably, extending the number of resonance units enables the development of systems from mono- to di- and even tri-substituted architectures, which exhibit progressively enhanced dynamic self-adaptivity and improved optoelectronic properties [<xref ref-type="fig" rid="fig2">Figure 2B</xref>]. More importantly, integrating resonance units with other functional groups enables more complex multifunctional synergistic modulation.</p>
        <fig id="fig2" width="300" pdfpage="4">
          <label>Figure 2</label>
          <caption>
            <p>(A) Bond order variation as evidence for enhanced resonance capability; (B) Development of mono-, di-, and tri-substituted resonance structures by extending the resonance units (X = O/S). This figure is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup> Copyright © 2016 American Chemical Society.</p>
          </caption>
          <graphic xlink:href="ef1005.fig.2.jpg"/>
        </fig>
      </sec>
    </sec>
    <sec id="sec3">
      <title>DECISIVE INFLUENCE ON MACROSCOPIC PROPERTIES</title>
      <sec id="sec3-1">
        <title>Dynamic balanced carrier transport for organic light-emitting diodes</title>
        <p>Introducing the RVDA molecule as the host material for OLEDs can achieve balanced bipolar transport. Crucially, the dynamic transition from the neutral to the charged canonical form redistributes the electron density across the molecular framework; while the neutral state governs traditional hole transport, the emergence of the polarized, charged state facilitates efficient electron injection, thereby achieving continuous and balanced migration of both carriers.</p>
        <p>For instance, compared to the monosubstituted RVDA derivatives (<bold>NDPhPO</bold> and <bold>NCzPO</bold>), the enantiotropic N-P=O resonances in <bold>DNCzPO</bold> and <bold>DNDPhPO</bold> significantly enhance electron transport from the polarized carbazole or diphenylamine groups, leading to superior device performance [<xref ref-type="fig" rid="fig3">Figure 3A</xref>]<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. For the N-P=S system, <bold>DNCzPS</bold> exhibits a significantly reduced <italic>E</italic><sub>RV</sub> of 0.72 eV, which leads to a lower barrier for self-adaptive interconversion, thereby achieving more balanced and efficient carrier transport performance [<xref ref-type="fig" rid="fig3">Figure 3B</xref>]<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. The N-C=O-based <bold>DCzCO</bold> exhibits an even lower resonance variation energy of 0.40 eV, rendering the resonance variation nearly barrier-free. The carbazole units thereby efficiently transport both holes and electrons, realizing bipolar transport and boosting the EQE of blue PhOLEDs to 31.2% [<xref ref-type="fig" rid="fig3">Figure 3C</xref> and <xref ref-type="fig" rid="fig3">D</xref>]<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. These findings demonstrate that resonance variation promotes efficient and balanced carrier transport, thereby significantly enhancing the macroscopic electroluminescence performance of OLEDs.</p>
        <fig id="fig3" position="float" width="450">
          <label>Figure 3</label>
          <caption>
            <p>(A) RVDA molecules with progressively lower resonance variation energies developed through iterative tuning of resonance structures; (B) Resonance engineering lowers the resonance energy barrier, thus facilitating resonance interconversion and consequently enabling more balanced and efficient carrier transport. <xref ref-type="fig" rid="fig3">Figure 3B</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup> Copyright © 2016 American Chemical Society; (C and D) Current density-luminance-voltage (C) and efficiency-luminance (D) curves of the blue PhOLEDs based on DCzCO. Inset is the electroluminescence spectrum. <xref ref-type="fig" rid="fig3">Figure 3C</xref> and <xref ref-type="fig" rid="fig3">D</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup> Copyright © 2020 The Royal Society of Chemistry. RVDA: Resonance variation-based dynamically adaptive.</p>
          </caption>
          <graphic xlink:href="ef1005.fig.3.jpg"/>
        </fig>
      </sec>
      <sec id="sec3-2">
        <title>Dynamic interface transport enhancement for perovskite solar cells</title>
        <p>RVDA hole-transport materials (HTMs) dynamically reduce interfacial defects and enhance charge transport via resonance interconversion. <sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. In response to undercoordinated Pb<sup>2+</sup> ions, RVDA molecules undergo resonance interconversion to form strong coordination bonds, thereby enabling in situ passivation of interfacial defects and promoting perovskite crystallization. Moreover, owing to the D-R-D or D-R-A architectures essential for constructing RVDA molecules, the strong donor-acceptor (D-A) interactions combined with extensive conjugation facilitate efficient electron delocalization, facilitating efficient hole extraction and rapid charge transport [<xref ref-type="fig" rid="fig4">Figure 4A</xref> and <xref ref-type="fig" rid="fig4">B</xref>].</p>
        <fig id="fig4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>(A) Molecular structures of RVDA materials developed as HTMs of PSCs. (B) Schematic drawing of resonance variations-induced dynamic passivation of perovskite defects in situ and manipulation of perovskite crystallization; (C) Current density-voltage curves of CzCOPXZ-based PSCs; (D) Photothermal stability. <xref ref-type="fig" rid="fig4">Figure 4B</xref>-<xref ref-type="fig" rid="fig4">D</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup> Copyright © 2023 WILEY. FF: Fill factor; <italic>V</italic><sub>OC</sub>: open-circuit voltage; <italic>J</italic><sub>SC</sub>: short-circuit current density; PCE: power conversion efficiency; RVDA: resonance variation-based dynamically adaptive; HTM: hole-transport material; PSC: perovskite solar cell.</p>
          </caption>
          <graphic xlink:href="ef1005.fig.4.jpg"/>
        </fig>
        <p>Initially, the N-P=O based RVDA molecule <bold>CzPFO</bold> was employed as HTM, achieving a power conversion efficiency (PCE) of 21.9%<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. Subsequently, the N-C=O based <bold>CzCOPXZ</bold> and <bold>NPP</bold>, featuring a lower resonance energy, enabled faster resonance interconversion and stronger Pb-O interactions<sup>[<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B31">31</xref>]</sup>. Large-area devices (1.02 cm<sup>2</sup>) based on <bold>CzCOPXZ</bold> reached a PCE of 21.0% and retained 97.4% of their initial efficiency after 1,300 h of continuous 1-sun illumination at 65 °C [<xref ref-type="fig" rid="fig4">Figure 4C</xref> and <xref ref-type="fig" rid="fig4">D</xref>]. These advances demonstrate that resonance interconversion is highly effective for passivating interfacial defects and enhancing carrier extraction efficiency, which is crucial for improving film quality and enabling the fabrication of large-area inverted PSCs, thereby ensuring both high PCE and long-term stability.</p>
      </sec>
	  <breakpage/>
      <sec id="sec3-3">
        <title>Dynamic triplet exciton modulation for anti-counterfeiting</title>
        <p>RVDA molecules also modulate excited states, enabling organic ultralong room-temperature phosphorescence (OURTP) for anti-counterfeiting. Specifically, the resonance variation of RVDA molecules from the neutral state to the charged state reduces the singlet-triplet energy gap (Δ<italic>E</italic><sub>ST</sub>) in real time, while the redistribution of lone-pair electrons during the resonance process significantly enhances spin-orbit coupling (SOC) [<xref ref-type="fig" rid="fig5">Figure 5A</xref> and <xref ref-type="fig" rid="fig5">B</xref>]. Consequently, the intersystem crossing (ISC) efficiency is improved, promoting efficient triplet exciton generation, which is the core of OURTP.</p>
        <fig id="fig5" position="float" width="500">
          <label>Figure 5</label>
          <caption>
            <p>(A) Resonance-enhanced intersystem crossing (ISC) by reducing singlet-triplet splitting (Δ<italic>E</italic><sub>ST</sub>). Resonance variation induces shifts in the lowest singlet (S<sub>1</sub>) and triplet (T<sub>1</sub>) excited states, denoted as S<sub>1</sub><sup>R</sup> and T<sub>1</sub><sup>R</sup>; (B) Schematic illustration of the mechanism by which resonance variation manipulates n-orbital participation to enhance the SOC process.<italic> </italic><xref ref-type="fig" rid="fig5">Figure 5A</xref> and <xref ref-type="fig" rid="fig5">B</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup> Copyright © 2018 WILEY; (C) Photoactivated mechanism mediated by chain flexibility and resonance modulation of DECzPO (X=O) and DECzPS (X=S); <xref ref-type="fig" rid="fig5">Figure 5C</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup> Copyright © 2022 American Chemical Society; (D and E) Δ<italic>E</italic><sub>RV</sub><italic> </italic>values, molecular structures (D) and delayed PL spectra (E) of RVDA molecules HPN and FPN. <xref ref-type="fig" rid="fig5">Figure 5D</xref> and <xref ref-type="fig" rid="fig5">E</xref> is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup> Copyright © 2024 American Chemical Society. RVDA: Resonance variation-based dynamically adaptive; SOC: spin-orbit coupling.</p>
          </caption>
          <graphic xlink:href="ef1005.fig.5.jpg"/>
        </fig>
        <p>The disubstituted RVDA molecules <bold>DNCzPO</bold> and <bold>DNCzPS</bold> exhibit significantly enhanced ISC rates and OURTP performance compared to non-RVDA reference molecules<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>. <bold>Trisubstitute</bold>d molecules <bold>DECzPO</bold> and <bold>DECzPS </bold>further amplify this effect, assisted by chain flexibility, enabling rewritable smart paper for multi-level encryption [<xref ref-type="fig" rid="fig5">Figure 5C</xref>]<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>. Furthermore, the N-C=O based RVDA molecules <bold>HPN</bold> and <bold>FPN</bold> possess an extremely low resonance energy barrier (0.4 eV) and achieve photoactivated OURTP lifetimes up to 508 ms, suitable for time-resolved information encryption [<xref ref-type="fig" rid="fig5">Figure 5D</xref> and <xref ref-type="fig" rid="fig5">E</xref>]. Thus, photoinduced resonance interconversion effectively regulates triplet excitons, thereby manipulating OURTP performance<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>.</p>
      </sec>
      <sec id="sec3-4">
        <title>Dynamic electron transfer regulation for fluorescent probes</title>
        <p>In addition to regulating intramolecular excited states for persistent emission, the stimulus-responsive charge redistribution of RVDA systems can be further utilized to orchestrate intermolecular electronic interactions. Jiang <italic>et al.</italic> integrated aggregation-induced emission (AIE) moieties with RVDA functional groups to achieve efficient fluorescence emission and sensitive detection of picric acid [<xref ref-type="fig" rid="fig6">Figure 6A</xref>]<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>. Specifically, during the dynamic interconversion between the neutral and charged states, the interaction between the molecule and the analyte is significantly enhanced, promoting electron transfer from the the lowest unoccupied molecular orbital (LUMO) of the RVDA molecule to the LUMO of the analyte and resulting in fluorescence quenching [<xref ref-type="fig" rid="fig6">Figure 6B</xref> and <xref ref-type="fig" rid="fig6">C</xref>]<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>. The dynamic characteristics of resonance variation govern the response speed and detection limit of sensors, offering a new paradigm for intelligent sensing.</p>
        <fig id="fig6" position="float" width="450">
          <label>Figure 6</label>
          <caption>
            <p>(A) Schematic illustration of the design and molecular structures of the RVDA molecules TPE-PO and TPE-PS; (B) Frontier molecular orbitals of TPE-PS and picric acid; (C) Dynamic sensing mechanism. This figure is adapted from Ref.<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup> Copyright © 2022 The Royal Society of Chemistry. PET: Photo-induced electron transfer; LUMO:the lowest unoccupied molecular orbital; HOMO: the highest occupied molecular orbital; AIE: aggregation-induced emission; RVDA: resonance variation-based dynamically adaptive.</p>
          </caption>
          <graphic xlink:href="ef1005.fig.6.jpg"/>
        </fig>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSION</title>
      <p>In conclusion, RVDA materials represent a fundamental shift from traditional static frameworks to an intelligence-oriented molecular design paradigm by harnessing resonance variation as an intrinsic, stimulus-responsive switching mechanism. The reversible interconversion between neutral and charged states, quantitatively governed by the resonance variation energy (<italic>E</italic><sub>RV</sub>), enables the real-time, selective modulation of electronic properties without sacrificing intrinsic optical characteristics. By precisely managing the <italic>E</italic><sub>RV</sub> to facilitate this intelligent adaptivity, researchers have successfully demonstrated self-adaptive regulation across balanced carrier transport, enhanced interfacial hole extraction, dynamic triplet exciton generation, and efficient electron transfer, thereby unlocking widespread applications in multi-functional organic optoelectronics. Despite challenges such as fatigue resistance and uniformity, this resonance-driving perspective opens new avenues for designing intelligent materials. Future research should also prioritize exploring new resonance linkages with minimized resonance variation energy to maximize dynamic responsiveness. We anticipate that continued molecular resonance engineering will drive the commercial advancement of dynamically adaptive organic optoelectronics, establishing a cornerstone for future flexible electronics, smart encryption, and bioelectronics.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Made substantial contributions to conception and design of the study and performed data analysis and interpretation: Chen, S.; Tao, Y.</p>
        <p>Conducted proofreading of the manuscript and provided constructive suggestions: Jia, F.; Wang, H.; Tao, Y.</p>
        <p>Provided administrative, technical, and material support: Tao, Y.</p>
      </sec>
      <sec>
        <title>Availability of data and materials </title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>This study was supported in part by the National Natural Science Foundation of China (22322106, 22305126, and 62288102), Basic Research Program of Jiangsu (BK20243057), U35 Strong Foundation Program of Nanjing, and the Hua Li Talents Program of Nanjing University of Posts and Telecommunications.</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Tao, Y. is the Editorial Board Member of the <italic>Engin Future </italic>journal. He had no involvement in the review or editorial process of this manuscript, including but not limited to reviewer selection, evaluation, or the final decision, while the other authors have declared that they have no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
    </sec>
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