Interactive Digital Twins
Physics-based simulators you can explore in real time.
Adjust parameters and watch device behavior update live — powered by physics models built and tested with Axiomatic Intelligence.
Explore Our Simulators
Each digital twin is built with Axiomatic Intelligence from physics-first simulations and designed to match the experimental data in a paper. By connected the simulation with empirical data, we enable engineers and researchers to explore device behavior interactively, validate designs against published results, and understand trade-offs at every operating point.
Photonic Crystal IQ Modulator
Explore compact electro-optic IQ modulators in thin-film lithium niobate. Adjust photonic crystal cavity parameters and operating point — key figures from the 2024 ACS Photonics paper update live.
- Tune cavity Q and coupling parameters via sliders
- Live reproduction of Figures 3–5 from the ACS Photonics paper
- Mach-Zehnder interferometer and bias controls
DFB Laser Digital Twin
Physics-based simulator of a heterogeneously integrated DFB laser on silicon. Sweep temperature and bias current to explore LIV curves, spectra, and thermal behavior.
- Compare two quantum well designs: InGaAsP vs. AlGaInAs
- Rate equation model with self-heating and gain detuning
- Vectorial mode profiles and junction temperature
Broadband Directional Coupler
Digital twin of the broadband directional coupler from Ezhany et al., OFC 2026. Explore how Bézier-edge geometry achieves flat 50/50 power splitting across the telecom C-band.
- Sweep coupling gap and Bézier geometry in real time
- Splitting ratio across the full C-band (1520–1580 nm)
- Reproduces fabrication targets from OFC 2026
Running on molab with GPU acceleration
Making AI Trustworthy for Science
Axiomatic AI builds AI tools grounded in formal logic, physics-based modeling, and empirical observations from both scientific literature and your own data. physics-based modeling — not statistical guesses. Our digital twins are powered by the same rigorous simulation infrastructure as our platform, Lemma. We are committed to the principle that trust is built by researcher-in-the-loop engagement with validation and verification at every step of the process, so that imperfections and errors are always surfaced as you work.