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Digital Twins 101

28 Oct 2025 · Digital Twin, Simulation

Digital twins let you virtually mirror real assets so you can explore performance, failures, and optimization safely.

In practice, a good twin fuses sensor data, physics models, and ML. Start small: a single asset with clear KPIs. Expand once you’re getting decisions from the twin—not just dashboards.

Blogs

AI Reliability in Industry

25 Oct 2025 · AI, Reliability

From model drift to data quality, production AI needs rigorous monitoring and clear fallback paths.

Aim for observable pipelines, versioned datasets, and human‑centered guardrails. Reliability emerges from process—not just better models.