Operations | Monitoring | ITSM | DevOps | Cloud

Where Historians Fall Short for Physical AI

Summary Physical AI—machines and industrial systems that sense conditions, reason, and act in the real world—needs two things from operational data: detailed history for training, and real-time telemetry for inference. Traditional data historians weren’t built for either at the speed Physical AI requires. Four gaps result: limited real-time access, compression that strips model-relevant signal, IT/OT fragmentation, and site-by-site architectures.

How to Select the Right PCS for Commercial and Industrial Energy Storage Systems

When companies evaluate commercial and industrial energy storage systems, the battery usually receives most of the attention. Capacity, cycle life, and battery chemistry are often the first specifications discussed. However, the Power Conversion System (PCS) plays an equally important role because it determines how effectively stored energy can be used.

Why Responsible Technology Use Matters

Technology plays an integral role in our lives today. Technology is applied in communications, education, business, shopping, and various other tasks we undertake daily. The emergence of new forms of technology such as Artificial Intelligence, Cloud Computing, and IoT has made life more comfortable, but at the same time, they present challenges including privacy concerns, cyberattacks, and the spread of misinformation, among others.

Crypto digital marketing strategies after the first 100 serious clicks

Crypto digital marketing strategies become useful when a startup looks at what happens after people arrive, not only how they arrived. The first 100 serious clicks can show more than a large campaign report. Do visitors understand the product? Do they open the docs? Do they check the team page? Do they leave before the value is clear? For tech and crypto startups, marketing should turn early attention into better signals, cleaner messaging, and a stronger path toward trust.

Why Fast-Growing Ecommerce Brands Eventually Outgrow Off-the-Shelf Themes

Almost every online store starts the same way. You pick a polished theme, drop in your products, tweak the colors to match your logo, and launch. It's the right move early on, cheap, fast, and good enough to start making sales. There's no argument against it when you're just getting off the ground and every dollar counts.