"No cloud, no GPUs, no problem" - this headline about Liquid AI's new model immediately caught my eye. Here's what nobody tells you about early-stage AdTech: sometimes the biggest breakthroughs come from constraint, forcing you to be incredibly resourceful and efficient with what you *do* have. I was wrong about always needing the latest, most expensive tech to compete; often, it's about clever ap