zp.Zakhar Pashkin
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Maintained service

Calorio - AI Nutrition Service

A maintained Telegram service that helps people keep a food diary with meal photos, voice messages and text.

Conceptual illustration of meal photos, voice and text feeding a personal food diary
Conceptual illustration of multimodal meal logging; this is not a Calorio interface screenshot.

Overview

Calorio is an AI nutrition assistant associated with YourFit. I built and maintain its multimodal meal-logging workflows, nutrition summaries, diary and goal tracking. The engineering work spans image and speech interpretation, structured food records, Telegram delivery, deployment and ongoing technical support. A beta Mini App provides a companion diary and profile interface.

What It Covers

  • Log meals through photos, voice messages or text in Telegram
  • Turn recognition results into food-diary entries and nutrition summaries
  • Track nutrition goals through the bot and companion diary interface
  • Maintain deployment, service reliability and technical support

Stack And Topics

  • Python
  • FastAPI
  • Telegram Bot API
  • Vision-language models
  • Speech-to-text
  • SQLite
  • Telegram Mini Apps

References