---
title: "Discussion on \"Your LLM Is Lying to You and You Have No Idea\" | Hashnode"
description: "Discussion on \"Your LLM Is Lying to You and You Have No Idea\". I spent three months building LLM-powered features before I realised I had no idea what my models were actually saying in production. Here is what I found — and what I wish I had known from the start."
url: "https://hashnode.com/posts/your-llm-is-lying-to-you-and-you-have-no-idea/69c9c4805282e6ac9c103d78"
---

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# [Your LLM Is Lying to You and You Have No Idea](https://vinuthaprakash.hashnode.dev/your-llm-is-lying-to-you-and-you-have-no-idea?utm_source=hashnode&utm_medium=feed)

I spent three months building LLM-powered features before I realised I had no idea what my models were actually saying in production. Here is what I found — and what I wish I had known from the start.

Mar 30 · 8 min read · vinuthaprakash.hashnode.dev  
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## Written by

[Vinutha Ambekar](https://hashnode.com/@vinuthaprakash)

@vinuthaprakash · Sunnyvale, USA

  
[View profile](https://hashnode.com/@vinuthaprakash)

I keep systems alive at scale. Now I write about how.

SRE with 8+ years of experience across AWS, Azure, and GCP. I've built multi-cloud Kubernetes platforms from the ground up, designed CI/CD pipelines, and owned high-pressure incidents at scale — including keeping systems alive during Walmart's Black Friday. I care about making on-call less painful — through better alerting, smarter observability, and automation that actually works. Currently on a 30-day public learning challenge — writing one blog every day about what I'm relearning and rebuilding. Topics: Kubernetes, Prometheus, Terraform, Python, Go, system design, and everything in between. Follow along if you're on a similar journey.

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