---
title: "Shivam Bhardwaj (@shivmbhrdwj) | Hashnode"
description: "Building evaluation infrastructure for AI agents. Writing about what breaks. Read the latest articles by Shivam Bhardwaj on Hashnode."
url: "https://hashnode.com/@shivmbhrdwj"
---

@shivmbhrdwj

# Shivam Bhardwaj

@shivmbhrdwj · Joined July 2026

Building evaluation infrastructure for AI agents. Writing about what breaks

### [My Reflection Loop Made Things Worse. My Evaluation Framework Showed Me Why.](https://shivambhardwaj.hashnode.dev/my-reflection-loop-made-things-worse-my-evaluation-framework-showed-me-why?utm_source=hashnode&utm_medium=feed)

How building an evaluation framework before the agent revealed failures I never would have caught manually.

11 min read · [shivambhardwaj.hashnode.dev](https://shivambhardwaj.hashnode.dev/my-reflection-loop-made-things-worse-my-evaluation-framework-showed-me-why?utm_source=hashnode&utm_medium=feed)

[Aug 8](https://hashnode.com/posts/my-reflection-loop-made-things-worse-my-evaluation-framework-showed-me-why/6a775e207ab63cddbf340c1d)