Many companies are currently bragging about how "AI-driven" they are. But what’s the reality? A friend's company's customer service system is a typical failure case: millions invested, and a single GPU can only support 3 models, with a 5-minute wait to switch. The experience is worse than finding a human customer service representative. This is not an isolated case, but the fate of the vast majority of "traditional AI architectures." It wasn't until I saw @OpenLedgerHQ's solution that I realized the problem lies not in AI itself, but in the underlying deployment methods. OpenLedger has completely "rewritten" the deployment of AI: As simple as changing a phone case, one GPU can run thousands of custom models, with memory consumption only 1/4 of traditional solutions, and model switching is even faster than blinking (<100ms). From now on, AI is no longer the exclusive domain of large companies, but a tool that everyone can master. Three key breakthroughs: Resource efficiency revolution: A 40GB large model can now run on just 8-12GB, with a speed increase of 4 times. Experience first-class comfort for the price of economy class. Personalization capability: Anyone can train LoRA adapters, like injecting DNA into AI. Legal, medical, and programming scenarios can all have custom assistants tailored at low cost. Even lawyers are using it for on-chain evidence, with every suggestion traceable to its data source. Edge computing breakthrough: Soon to support devices like Jetson Nano, meaning a Raspberry Pi can also become a pocket-sized supercomputer. More importantly, OpenLedger has taken the "power" of AI back from large companies. When algorithms are as transparent as glass, developers and users become the true masters. Looking back, those still trapped in traditional architectures are like people in the dial-up internet era dreaming of 4K video. Technological revolutions always begin by refreshing a generation's understanding. What OpenLedger is writing may very well be the operating system of the new era of AI. #OpenledgerHQ #Snaptopus @cookiedotfun @cookiedotfuncn #Cookie #CookieSnaps