Photonic logic gates, essential for next-generation photon computing, are currently hindered by limited dynamic control, high power consumption, and architectural complexity. Here, we demonstrate a non-volatile, reconfigurable optoelectronic logic device based on a van der Waals heterostructure of ferroelectric α-In₂Se₃ and transition metal dichalcogenide WSe₂. Unlike conventional ferroelectrics with uniaxial polarization, α-In₂Se₃ exhibits unique and independently controllable out-of-plane (OOP) and in-plane (IP) ferroelectric polarization, enabling multidimensional photoresponse modulation. We have quantitatively established the coupled polarization-photoresponse relationship, revealing a linear voltage-dependent control mechanism. This biaxial polarization coupling yields a photoresponse switching ratio exceeding 10³ between photovoltaic and photoconductive modes within a single device, allowing dynamic reconfiguration of fundamental logic functions. As a proof-of-concept, we demonstrate NAND and OR logic gates implemented in the same device, with the NAND gate further applied in a smart alarm system that reduces transistor count by 75% compared to conventional CMOS architectures. Our work establishes a biaxial polarization modulation paradigm in two-dimensional heterostructures, paving the way for high-density integration, adaptive photonic systems for edge intelligence and in-memory computing applications.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
Related blog posts
MIT News · Artificial Intelligence· news.mit.eduOct 8, 2026
Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures” making it hard for AI to handle complexity. The post What AI gets wrong and what failure teaches us appeared first on Microsoft Research.
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.