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FAQs

Have questions?

AI is evolving research, if you are curious, please reach out.

01

How is this different from standard Generative AI?

Standard AI predicts the next token based on correlation (what likely happens). Nubio simulates the next physical state based on causality (why it happens), allowing you to test "what if" scenarios safely.

02

Do we need perfect data to get started?

No. Our continuous structural models are designed for the real world—they handle sparse, noisy, or censored data by learning the underlying physics rather than just fitting curves to clean tables. And, we also use diffuser algorithms to generate synthetic data, if needed

03

Is our proprietary data used to train your base models?

We employ a Federated Learning architecture that prioritizes data sovereignty. Your raw operational data remains strictly resident within your VPC. Our models compute local updates (gradients) which are cryptographically aggregated, allowing the system to learn generalizable physics

04

Can this replace our existing forecasting tools?

We are rendering static forecasting obsolete. Traditional tools rely on correlative regression—looking backward to fit a curve. We introduce a paradigm shift to Active Causal Inference. Instead of predicting one deterministic future, we simulate the full dynamic manifold of possible futures, allowing you to solve for the optimal decision path under radical uncertainty.