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@manjunadh86

Manjunadh Padarthi

@manjunadh86·Bangalore, India·Joined September 2026

Building with AI & automation | Practical tutorials, developer tools, and lessons from real projects

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Tech enthusiast exploring AI, coding, and automation. Sharing what I build and learn along the way.

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Manjunadh Padarthi's blogs

Manjunadh Padarthimanjunadh86.hashnode.dev1 post

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Tech enthusiast exploring AI, coding, and automation. Sharing what I build and learn along the way.

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Manjunadh Padarthi's blogs

Manjunadh Padarthimanjunadh86.hashnode.dev1 post

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MPManjunadh Padarthiinmanjunadh86.hashnode.dev·3h ago · 12 min read

Your AI Returned Perfect JSON. It Still Made the Wrong Decision.

What Jev, structured outputs, and calibrated decisions reveal about building reliable AI workflows. I would consider Jev for decisions in my project where the answer must come from a defined set of op