DEV CommunitySaturday · July 4, 2026FREE

I built a Telegram bot that counts calories from food photos. It confidently called soup "berry compote"

telegramaivisionfood

A developer created a Telegram bot that uses AI to count calories from food photos. In a demonstration, the bot confidently misidentified a bowl of soup as "berry compote," illustrating the challenges of accurate food recognition. The project was shared on DEV Community as part of a themed challenge, with the article styled to evoke retro computing aesthetics. The bot's error underscores the gap between current vision-language model capabilities and the precision required for dietary tracking. No specific model names, versions, or accuracy metrics were disclosed in the source.

// why it matters

Highlights the unreliability of AI for precise tasks like calorie estimation from photos.

Sources

Primary · DEV Community
▸ Read original at dev.to

Like this? Get the next digest.