Madhwesh Anand

CEO & CTO at Ziddi .

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Co-Founder & CTO at Ziddi (www.ziddiapp.com). Ex-Walmart Software Engineer & State-Level Athlete building an AI-native human performance and preventive health platform to bridge the execution gap in fitness, physical targets, and recovery.

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3d ago

Why LLMs fail at gym training: deterministic rules vs. conversational AI

Hey Product Hunt community!

I m Madhwesh, a software engineer building Ziddi, an AI-native human performance and wellness platform.

Over the past year of building, our biggest technical realization was simple: while generative AI is great at interpreting conversational context, pure LLMs should never prescribe heavy physical training. Hallucinating a workout variable isn t just a bad user experience it can lead to serious joint wear or real injury.

To solve this, we separated intent from execution: