---
title: "Discussion on \"Agent Black Box: a Flight Recorder for AI Agents, built on SigNoz\" | Hashnode"
description: "Discussion on \"Agent Black Box: a Flight Recorder for AI Agents, built on SigNoz\". When an agent fails, there is nothing to pull from the wreckage\nWhen a plane crashes, investigators pull the black box and reconstruct the flight second by second. When an AI agent fails — retries a d"
url: "https://hashnode.com/posts/agent-black-box-a-flight-recorder-for-ai-agents-built-on-signoz/6a65d5fd0a989ff68d580381"
---

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# [Agent Black Box: a Flight Recorder for AI Agents, built on SigNoz](https://aflightrecorderforaiagentsbuiltonsignoz.hashnode.dev/agent-black-box-a-flight-recorder-for-ai-agents-built-on-signoz?utm_source=hashnode&utm_medium=feed)

When an agent fails, there is nothing to pull from the wreckage When a plane crashes, investigators pull the black box and reconstruct the flight second by second. When an AI agent fails — retries a d

Jul 26 · 6 min read · aflightrecorderforaiagentsbuiltonsignoz.hashnode.dev  
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## Written by

[Saptamesh Khedkar](https://hashnode.com/@saptamesh)

@saptamesh · Mumbai, India

  
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I'm inevitable

I am the Founder of Crestlline, where we specialize in designing and implementing AI automation systems that eliminate manual bottlenecks and drive operational excellence. My journey began with a deep fascination for decentralized systems and blockchain, but I soon realized that the most immediate impact I could make was by helping businesses "work smarter, not harder" through intelligent automation. At Crestlline, we build bespoke AI solutions—from AI Receptionists that handle 24/7 customer interactions to Workflow Engines that reduce manual processing time by over 99%. Whether it is optimizing e-commerce inventory or qualifying real estate leads instantly, our mission is to provide AI that thinks before your team has to. I am passionate about the intersection of AI and Blockchain, and I am always looking to connect with forward-thinking leaders who are ready to scale their operations through cutting-edge technology.

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