Production Qwen MemoryAgent for Thai rice/sugarcane farmers on Alibaba Cloud. 4-signal hybrid recall (vector + keyword + recency + reinforcement), LLM supersession, IoT alerts, pump HITL, MCP. Live on KhawTECH NaLog.
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