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DukaanFlow AI: A Local-First AI Order Desk for Tiffin Sellers

说明与用途

DukaanFlow AI 是为小型自助餐服务设计的本地 AI 订单台,使用本地 AI 解释客户请求并在执行重要更改前要求卖家确认。

问题

Small tiffin services and home‑food businesses receive customer requests via WhatsApp and phone calls; manual handling of daily changes can cause mistakes, especially when customers modify or cancel parts of a subscription.

结果

The prototype demonstrates a local‑first AI order desk that reduces manual order‑management work for small food sellers, with a live demo and open‑source code available.

工作流

  • Receive customer request via WhatsApp or phone
  • Parse request with local AI (Ollama + Qwen2.5 1.5B)
  • Apply rule‑based fallback if AI confidence is low
  • Generate proposed order action
  • Present action to seller for confirmation
  • Apply confirmed changes to order system

证据

DukaanFlow AI explores how AI can help sellers interpret requests such as: "Please skip tomorrow's lunch."

来源

The goal is to help turn natural-language messages into structured order actions while keeping the seller in control. Important changes should be reviewed before they are applied.

来源

DukaanFlow AI explores a local-first AI architecture using: Ollama to run a language model locally, Qwen2.5 1.5B for local natural-language interpretation, Rule-based fallback handling, Seller confirmation before important order changes, GitHub Pages to deploy the public demo website.

来源

  • 记录日期: 2026-10-16T07:41:34.373Z