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Nutri-ATLAS: Embodied Agent for Tabulated Lookup and Assistance for Smarter nutrition

Generative and Agentic IoT systems offer a promising foundation for digital healthcare applications that combine sensing, personalized reasoning, and autonomous interaction in real-world environments. Nutrition assistance is a natural use case, but existing Large Language Model (LLM)-based systems are often limited to passive text interaction and static context, making them unreliable when food…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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[AI in Practice] Gemini 3.8 Flash TTS Launch: I built a "Learn Japanese with MVs" Web App and burned through my daily quota.

Recap Every time I see a new Gemini feature, my first thought is "Can I connect it to my LINE Bot?" The Gemini API release notes from 9/22 stated that Gemini 3.8 Flash TTS and Gemini 3.8 Flash-Lite…

  • Gemini 3.8 Flash TTS and Flash-Lite TTS models officially launched on September 22
  • Developed web app using MVs to teach Japanese with pronunciation guidance
  • Utilized Gemini 3.8 Flash TTS for natural-sounding voices and voice replication

[AI in Action] Gemini Agentic Video: 4 Hidden Prerequisites and My LINE Bot Integration Process

Background I have a LINE Bot that I use every day, linebot-helper-python . If you send it a URL, it returns a summary and social media copy for four platforms; if you send a YouTube link, it returns a…

  • apiversion must be set to v1beta1 for agentic video to work
  • mediaprocessing must be set to AGENTIC for agentic mode activation
  • model must be gemini-3.7-flash, gemini-3.6-flash, or gemini-3.5-flash-lite

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