Munshi: a WhatsApp front desk for small hotels. A 4B model reads, Python decides, Temporal holds the room.
This story is from 2026-10-18. It is preserved in the archive; the latest stories are on the live feed.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle TL;DR. Small hotels in Pakistan take bookings on WhatsApp, in Roman Urdu, at midnight. Munshi reads each message with a Qwen3.5-4B I fine-tuned on Tinker, prices the advance by how likely the guest is to cancel…
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- 2026-10-18 14:17 · DEV Community — AI
Munshi: a WhatsApp front desk for small hotels. A 4B model reads, Python decides, Temporal holds the room.