---
title: "Lalit Bagga (@lbagga) | Hashnode"
description: "Software Engineer at Bayer transitioning into Cloud and DevOps engineering, with 8+ years of software development experience across mobile and web. Currently..."
url: "https://hashnode.com/@lbagga"
---

@lbagga

# Lalit Bagga

@lbagga · Joined April 2026

### [Harness or Runtime? I Ran the Same AI Agent Both Ways](https://blog.lalitbagga.com/harness-or-runtime-i-ran-the-same-ai-agent-both-ways?utm_source=hashnode&utm_medium=feed)

I ran the same AI agent two ways on AWS, once as a Harness and once as my own code on Runtime. Both gave the right answer, and the times were close: 1.8 seconds and 2.2 seconds. The real difference is

4 min read · [blog.lalitbagga.com](https://blog.lalitbagga.com/harness-or-runtime-i-ran-the-same-ai-agent-both-ways?utm_source=hashnode&utm_medium=feed)

[6d ago](https://hashnode.com/posts/harness-or-runtime-i-ran-the-same-ai-agent-both-ways/6aecb078129499b548275023)

### [I Traced One Agent Question. The Trace Found Two Things I Forgot to Turn Off.](https://blog.lalitbagga.com/i-traced-one-agent-question-the-trace-found-two-things-i-forgot-to-turn-off?utm_source=hashnode&utm_medium=feed)

My CloudOps agent answered a simple question in 8.5 seconds. After I switched off the services it did not need, the same question took 1.8 seconds. I asked: Is production healthy? The Lambda that an

5 min read · [blog.lalitbagga.com](https://blog.lalitbagga.com/i-traced-one-agent-question-the-trace-found-two-things-i-forgot-to-turn-off?utm_source=hashnode&utm_medium=feed)

[Oct 22](https://hashnode.com/posts/i-traced-one-agent-question-the-trace-found-two-things-i-forgot-to-turn-off/6ad95a576f33e0cbf69bc86b)

### [My AWS AI Agent Passed Its Tests. It Still Missed a Check.](https://blog.lalitbagga.com/my-aws-ai-agent-passed-its-tests-it-still-missed-a-check?utm_source=hashnode&utm_medium=feed)

I gave my AI agent a small deployment history and asked how often the checks were unhealthy. It wrote the Python, ran its own tests, and came back with the right answer. Then I read the tests. They pa

4 min read · [blog.lalitbagga.com](https://blog.lalitbagga.com/my-aws-ai-agent-passed-its-tests-it-still-missed-a-check?utm_source=hashnode&utm_medium=feed)

[Oct 15](https://hashnode.com/posts/my-aws-ai-agent-passed-its-tests-it-still-missed-a-check/6ad0244d2a4156e7fe64a1ba)

### [My AI Agent Remembered Staging. It Still Didn’t Know If It Was Healthy.](https://blog.lalitbagga.com/my-ai-agent-remembered-staging-it-still-didn-t-know-if-it-was-healthy?utm_source=hashnode&utm_medium=feed)

My CloudOps agent remembered that I preferred the production environment. Then I opened a new conversation and asked about deployment health. It recalled production, checked the deployment status tool

4 min read · [blog.lalitbagga.com](https://blog.lalitbagga.com/my-ai-agent-remembered-staging-it-still-didn-t-know-if-it-was-healthy?utm_source=hashnode&utm_medium=feed)

[Oct 2](https://hashnode.com/posts/my-ai-agent-remembered-staging-it-still-didn-t-know-if-it-was-healthy/6abf003e322a0831978f6ca7)

### [I Gave My Agent a Deployment Tool. It Could Finally Answer.](https://blog.lalitbagga.com/i-gave-my-agent-a-deployment-tool-it-could-finally-answer?utm_source=hashnode&utm_medium=feed)

My first CloudOps agent could not tell me whether production was healthy. That was the correct answer. It had a model and a system prompt, but it had no connection to deployment data. For the next exp

7 min read · [blog.lalitbagga.com](https://blog.lalitbagga.com/i-gave-my-agent-a-deployment-tool-it-could-finally-answer?utm_source=hashnode&utm_medium=feed)

[Sep 25](https://hashnode.com/posts/i-gave-my-agent-a-deployment-tool-it-could-finally-answer/6ab5c6c3e7effd901d6461fb)