新一年要增強動手能力

實戰代碼：聖誕/新年 AI 補貨助手 (WhatsApp 版)，呢個 Agent 會喺節日前夕自動執行「壓力測試」，如果發現唔夠貨，就會經 WhatsApp 彈出一個連帶分析原因嘅補貨建議。

自動化節日感知：唔再係死板嘅數據對比。Agent 會主動掃描 holidays 庫，預判聖誕新年嘅 300% 銷量爆發。
Conversational Ops (對話式運維)：將複雜嘅 ERP 操作簡化成一條 WhatsApp。
Agent：「老細，聖誕快到喇，香檳唔夠貨，幫你入 50 件？」
你：「OK！」
Agent：「收到，已入系統。」
Human-in-the-loop：AI 負責計數同預警，你負責最後決策。既有 AI 嘅速度，又有你嘅把關。
技術關鍵字：Python AI Agents Event-driven Architecture Inventory Management

🚀 In the new year, it’s all about sharpening our hands‑on skills.
Our practical demo: a Christmas/New Year AI Replenishment Assistant (WhatsApp Edition). This Agent automatically runs pre‑holiday stress tests, and if it detects low stock, it sends a WhatsApp alert with root‑cause analysis plus a replenishment recommendation.
It features automated holiday awareness—no more rigid data comparisons. The Agent scans a holidays library to predict the 300% sales surge during Christmas and New Year.
With Conversational Ops, complex ERP actions become a single WhatsApp message:
Agent: “Boss, Christmas is coming. Champagne is running low. Add 50 units?”
You: “OK.”
Agent: “Done. Updated in the system.”
A human‑in‑the‑loop workflow: AI handles calculations and alerts; you make the final call. You get AI speed with your oversight.
Tech keywords: Python, AI Agents, Event‑driven Architecture, Inventory Management