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    carlomascellani·Oct 12, 2026, 8:20 AM
    carlomascellani
    IT Manager and nature photographer from Italy. Check my photos here: https://www.carlomascellani.it

    Civil Protection training

    Built with Tiiny
    UseCase

    One of my many projects using AI. As a CP volounteer I often need to take care of people in stress situations and the same happens of course to all the CP people.

    It's not easy, so I create this training app where you can choose the simulation a speak to AI people in distress. The simulation is virtually never ending, but of course context lenght is a physical limit. At the end of the simulation, the volounteer will receive a result of the interaction.

    Here are some screenshots (only italian language, sorry).

    Community post imageCommunity post imageCommunity post image


    The project actually hides other two projects linked to the Tiiny:

    1. To make it portable, I connected Tiiny with a Raspberry Pi using the LAN cable. The RPi also acts as dhcp server to assign an ip address to the Tiiny. The interface is accessible connecting a PC to the wifi created by the RPi, or connecting the RPi directly to a display and a keyboard.

    2. To make Tiiny easier to use in my Python projects I created a gateway to intercept all the requests from my apps and a Python library. The gateway has a timed queue to avoid errors during concurrent requests. With the library (OpenAI compatible) I can just call every api using simple syntax and for apps that were configured for using ChatGPT I only need to change the creation of the chat object. Everything else does not change.


    Several other projects are on the way to use my Tiiny.

    #UseCase

    Comments
    ecolee1126
    ecolee1126
    No bio yet.
    Oct 12, 2026, 8:47 AM

    That’s fantastic! Is there a plan to share information about open-source projects? I have an idea for a salesperson training system.

    carlomascellani
    carlomascellani
    IT Manager and nature photographer from Italy. Check my photos here: https://www.carlomascellani.it
    Update Oct 12, 2026, 9:39 AM

    There are few things that need to be changed and fixed, but I think I could release the sources. I do not have much time, but when I manage to make the changes I will surely make a post about this.

    ecolee1126
    ecolee1126
    No bio yet.
    Oct 13, 2026, 6:25 AM

    @carlomascellani: expect!

    carlomascellani
    carlomascellani
    IT Manager and nature photographer from Italy. Check my photos here: https://www.carlomascellani.it
    Oct 15, 2026, 7:57 AM

    @ecolee1126: I made several changes (also translated into english). You can find the sources here: https://www.carlomascellani.it/tiiny/trainer.zip Look at the README.md for installation and configuration. I tested on both Linux (Ubuntu) and Windows and works fine.

    HOOO
    HOOO
    algorithm bulletproof
    Update Oct 12, 2026, 11:27 AM

    This is really inspiring! And I got a quick question. What dimensions does the final evaluation score (e.g. empathy, communication, procedure)?

    carlomascellani
    carlomascellani
    IT Manager and nature photographer from Italy. Check my photos here: https://www.carlomascellani.it
    Oct 12, 2026, 11:38 AM

    Currently it evaluates 6 variables: joy, sadness, anger, surprise, fear, disgust and the chat history by sending everything to the ai model with a specific system message.

    HOOO
    HOOO
    algorithm bulletproof
    Oct 12, 2026, 11:55 AM

    @carlomascellani: Good job!!

    brian
    brian
    No bio yet.
    Oct 21, 2026, 3:40 AM

    You're full of ideas.

    carlomascellani
    carlomascellani
    IT Manager and nature photographer from Italy. Check my photos here: https://www.carlomascellani.it
    Oct 21, 2026, 6:10 AM

    Thanks! :)

    white20
    white20
    No bio yet.
    Update Oct 13, 2026, 6:38 AM

    Wow, this is a meaningful and practical use case

    Jules
    Jules
    No bio yet.
    Oct 12, 2026, 9:14 AM

    Great idea! Thanks for sharing!

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