Ideas Weave Every Narrative with AI.
The open-source MoE model GLM-5.2 is free to download, but deploying it locally requires a 3.5 million RMB server — and that’s just the start. The real cost of ‘free’ AI is a hardware gate that only the wealthiest enterprises can afford, shattering the illusion of democratized artificial intelligence.
Companies are spending tens of thousands on AI knowledge bases and getting worse results than free ChatGPT. The problem isn’t the model or the budget — it’s a fundamental misunderstanding of what LLMs are. They’re not databases; they’re probability engines that hallucinate when fed chopped-up documents. The real fix? Stop buying better AI and start converting your raw documents into structured Q&A pairs before ingestion. Accuracy jumps from broken to 95%+.
Most RAG systems are built to give AI more data. But in the enterprise, the real value is the opposite: restricting what the model can see. Attribute Knowledge RAG turns retrieval into a dynamic access control system, preventing compliance nightmares before they happen. If your AI agent can answer any question, it’s already a security risk.