---
title: "Manjunadh Padarthi (@manjunadh86) | Hashnode"
description: "Building with AI & automation | Practical tutorials, developer tools, and lessons from real projects"
url: "https://hashnode.com/@manjunadh86"
---

@manjunadh86

# Manjunadh Padarthi

@manjunadh86 · Bangalore, India · Joined September 2026

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

### [Your AI Returned Perfect JSON. It Still Made the Wrong Decision.](https://manjunadh86.hashnode.dev/your-ai-returned-perfect-json-it-still-made-the-wrong-decision?utm_source=hashnode&utm_medium=feed)

Jev, structured outputs, and calibrated decisions: how to evaluate accuracy, uncertainty, and cost before automating AI workflows.

12 min read · [manjunadh86.hashnode.dev](https://manjunadh86.hashnode.dev/your-ai-returned-perfect-json-it-still-made-the-wrong-decision?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/your-ai-returned-perfect-json-it-still-made-the-wrong-decision/6ab7c95a6262b336356381ff) [Sep 26](https://hashnode.com/posts/your-ai-returned-perfect-json-it-still-made-the-wrong-decision/6ab7c95a6262b336356381ff)