Remember when "AI" meant one model solving one problem? That world is gone. And honestly, it wasn't working for most enterprises anyway. Single models hit a ceiling—they couldn't adapt, couldn't reason across contexts, and definitely couldn't handle the messy reality of business operations. 🎯 The shift to agentic AI isn't just about technology. It's about reimagining how machines understand business problems. Instead of force-fitting data into rigid models, we're building sy

Most companies treat annotation like janitorial work. That's expensive thinking. When you view annotation as just a cost to minimize, you build cheap pipelines that produce mediocre data. Then you wonder why your models underperform and require constant retraining. The "savings" evaporate in rework and opportunity cost. 💸 I've seen the alternative. When you design annotation as a strategic capability, everything changes. Your annotators become domain experts who encode busin